DecisionTree & Random Forest_using_sklearn.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Loan_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Married</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>Education</th>\n",
       "      <th>Self_Employed</th>\n",
       "      <th>ApplicantIncome</th>\n",
       "      <th>CoapplicantIncome</th>\n",
       "      <th>LoanAmount</th>\n",
       "      <th>Loan_Amount_Term</th>\n",
       "      <th>Credit_History</th>\n",
       "      <th>Property_Area</th>\n",
       "      <th>Loan_Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LP001002</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>No</td>\n",
       "      <td>5849</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LP001003</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>No</td>\n",
       "      <td>4583</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rural</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LP001005</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LP001006</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Graduate</td>\n",
       "      <td>No</td>\n",
       "      <td>2583</td>\n",
       "      <td>2358.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LP001008</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>No</td>\n",
       "      <td>6000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Loan_ID Gender Married Dependents     Education Self_Employed  \\\n",
       "0  LP001002   Male      No          0      Graduate            No   \n",
       "1  LP001003   Male     Yes          1      Graduate            No   \n",
       "2  LP001005   Male     Yes          0      Graduate           Yes   \n",
       "3  LP001006   Male     Yes          0  Not Graduate            No   \n",
       "4  LP001008   Male      No          0      Graduate            No   \n",
       "\n",
       "   ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
       "0             5849                0.0         NaN             360.0   \n",
       "1             4583             1508.0       128.0             360.0   \n",
       "2             3000                0.0        66.0             360.0   \n",
       "3             2583             2358.0       120.0             360.0   \n",
       "4             6000                0.0       141.0             360.0   \n",
       "\n",
       "   Credit_History Property_Area Loan_Status  \n",
       "0             1.0         Urban           Y  \n",
       "1             1.0         Rural           N  \n",
       "2             1.0         Urban           Y  \n",
       "3             1.0         Urban           Y  \n",
       "4             1.0         Urban           Y  "
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dataset used --- Loan Prediction\n",
    "\n",
    "# import lib\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "data = pd.read_csv(\"C:\\\\Users\\\\sneha\\\\ML_Prob\\\\loan_data.csv\")\n",
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(614, 13)"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18511e46bc8>"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = \"Education\",data = data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18511e90388>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = \"Education\",hue = \"Gender\",data = data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18511ef2a08>"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = \"Education\",hue = \"Married\",data = data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18511f4bcc8>"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = \"Education\",hue = \"Self_Employed\",data = data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18511fbc148>"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OQOfOnVm8eDFvvPEGU6ZMYfLkyeH+K1euZPbs2axevZrZs2ezYcOGKo9TE5r7SERSVtOmTSksLOTVV19l4cKFjBo1ittuu42ioqJwGu3y8nLatPnqHplhw4YBkJ2dTbdu3cJtp556Khs2bCAzMzPm448aNWq/9TFjIqPuZ599Np9++ik7duzgs88+Y9y4caxbtw4zo7S0NKw/cOBAmjVrBkDXrl1Zv3497dq140goKYhISktLSyMvL4+8vDyys7N5+OGH6datW7VzGlUMNTVo0CBcrliv/IrO6Cm44eDTcAMHvJzHzPjFL37BgAEDmDdvHsXFxeTl5R0QS8XvURuvCNXwkYikrHfeeYd169aF6ytXrqRLly6UlJSESaG0tJQ1a9YcVvunnHIKb731Fnv37mXnzp0sWLDgoPVnz54NwJIlS2jWrBnNmjVj586dfP3rkQkeKq5HxJN6CiJSJ8R6C2lt2rVrFxMnTmTHjh00bNiQb3zjG0ydOpUJEyZwww03sHPnTsrKyrjxxhvp1q1bjdtv164dI0eOpEePHnTo0IGePXsetH7z5s3p06cPn376KdOmTQPglltuYdy4cfzud7876DTetcXcq5xNol7Izc31ipdrH67Tb366lqJJnMLfXprsEGqktu8/T4Rk/AOVatauXUuXLl2SHcZRr6q/s5kVunuVD0Ro+EhEREJKCiIiElJSEJGkqc/D1/XB4fx9lRREJCkyMjLYtm2bEkOcuDvbtm0jIyOjRvvp7iMRSYq2bduyceNG9LKs+MnIyKBt27Y12kdJQUSSIj09nfbt2yc7DKlEw0ciIhJSUhARkZCGj+qhD6dkJzuEmml+fLIjEJEYqacgIiIhJQUREQnFLSmY2TQz+9jMiqLKfmtmb5vZKjObZ2YnBOVZZvaFma0MPo/GKy4REalePHsK+cCQSmXzge7u3gN4F/h51Lb33T0n+FwTx7hERKQacUsK7r4Y2F6p7O/uXvEWiH8BNXuqQkRE4iqZ1xQuB/4atd7ezN4ws0Vm1r+6ncxsgpkVmFmBnoQUEaldSUkKZnYrUAbMCIo2Aye7e0/gx8BMM6vyPkZ3n+ruue6e26pVq8QELCKSIhKeFMxsHDAUGOvBTFjuvtfdtwXLhcD7QMdExyYikuoSmhTMbAjwU2CYu38eVd7KzNKC5VOBDsAHiYxNRETi+ESzmc0C8oCWZrYRuIPI3UaNgPlmBvCv4E6js4EpZlYGlAPXuPv2KhsWEZG4iVtScPcxVRQ/UU3d54Dn4hWLiIjERk80i4hISElBRERCSgoiIhJSUhARkZCSgoiIhJQUREQkpKQgIiIhJQUREQkpKYiISEhJQUREQkoKIiISUlIQEZGQkoKIiIRiSgpmtiCWMhERqd8OOnW2mWUATYi8E6E5YMGm44GT4hybiIgk2KHep3A1cCORBFDIV0nhU+DhOMYlIiJJcNCk4O6/B35vZhPd/cEExSQiIkkS05vX3P1BM+sDZEXv4+5PxykuERFJgpiSgplNB04DVhJ5hzKAA0oKIiJHkVjf0ZwLdHV3j7VhM5sGDAU+dvfuQVkLYDaRHkcxMNLdPwm2/Ry4gkjSucHdX471WCIiUjtifU6hCPhaDdvOB4ZUKvsZsMDdOwALgnXMrCswGugW7POImaXV8HgiInKEYu0ptATeMrPlwN6KQncfVt0O7r7YzLIqFV8A5AXLTwGvAD8Nyp91973Af8zsPaA38FqM8YmISC2INSncWUvHO9HdNwO4+2Yzax2Ufx34V1S9jUHZAcxsAjAB4OSTT66lsEREBGK/+2hRnOOwKsqqvH7h7lOBqQC5ubkxX+MQEZFDi3Wai8/M7NPgs8fMys3s08M43hYzaxO02Qb4OCjfCLSLqtcW+Ogw2hcRkSMQU1Jw9+Pc/fjgkwGMAB46jOP9GRgXLI8DXogqH21mjcysPdABWH4Y7YuIyBE4rFlS3f154NyD1TGzWUQuFHcys41mdgXwG2CQma0DBgXruPsa4E/AW8DfgOvcvbzqlkVEJF5ifXhteNRqAyLPLRx0PN/dx1SzaWA19e8G7o4lHhERiY9Y7z46P2q5jMiDZxfUejQiIpJUsd59dFm8AxERkeSL9e6jtmY2z8w+NrMtZvacmbWNd3AiIpJYsV5ofpLIHUInEXmo7MWgTEREjiKxJoVW7v6ku5cFn3ygVRzjEhGRJIg1KWw1sx+YWVrw+QGwLZ6BiYhI4sWaFC4HRgL/D9gMXATo4rOIyFEm1ltS/wsYF/XugxbAvUSShYiIHCVi7Sn0qEgIAO6+HegZn5BERCRZYk0KDcysecVK0FOItZchIiL1RKz/sN8HLDOzuUSmtxiJpqQQETnqxPpE89NmVkBkEjwDhrv7W3GNTEREEi7mIaAgCSgRiIgcxQ5r6mwRETk6KSmIiEhISUFEREJKCiIiElJSEBGRkJKCiIiEEv5Uspl1AmZHFZ0K3A6cAFwFlATlk939LwkOT0QkpSU8Kbj7O0AOgJmlAZuAeURmXb3f3e9NdEwiIhKR7OGjgcD77r4+yXGIiAjJTwqjgVlR69eb2SozmxY9AV80M5tgZgVmVlBSUlJVFREROUxJSwpmdgwwDJgTFP0ROI3I0NJmIpPwHcDdp7p7rrvntmqlN4KKiNSmZPYUvgOscPctAO6+xd3L3X0f8DjQO4mxiYikpGQmhTFEDR2ZWZuobRcCRQmPSEQkxSXlRTlm1gQYBFwdVXyPmeUQeV9DcaVtIiKSAElJCu7+OZBZqeySZMQiIiJfSfbdRyIiUocoKYiISEhJQUREQkoKIiISUlIQEZGQkoKIiISUFEREJKSkICIiISUFEREJKSmIiEhISUFEREJKCiIiElJSEBGRkJKCiIiElBRERCSkpCAiIiElBRERCSkpiIhIKFnvaC4GPgPKgTJ3zzWzFsBsIIvIO5pHuvsnyYhPRCRVJbOnMMDdc9w9N1j/GbDA3TsAC4J1ERFJoLo0fHQB8FSw/BTwvSTGIiKSkpKVFBz4u5kVmtmEoOxEd98MEPxsXdWOZjbBzArMrKCkpCRB4YqIpIakXFMA+rr7R2bWGphvZm/HuqO7TwWmAuTm5nq8AhQRSUVJ6Sm4+0fBz4+BeUBvYIuZtQEIfn6cjNhERFJZwnsKZnYs0MDdPwuWBwNTgD8D44DfBD9fSHRsInJkPpySnewQauzk21cnO4Q6JRnDRycC88ys4vgz3f1vZvY68CczuwL4ELg4CbGJiKS0hCcFd/8A+GYV5duAgYmOR0RSW98H+yY7hBpZOnFpXNuvS7ekiohIkikpiIhISElBRERCSgoiIhJSUhARkZCSgoiIhJI1zYWIHMLpNz+d7BBqbN5xyY5AjpR6CiIiElJSEBGRkJKCiIiElBRERCSkpCAiIiElBRERCSkpiIhISElBRERCSgoiIhJSUhARkZCSgoiIhJQUREQklPCkYGbtzGyhma01szVm9qOg/E4z22RmK4PP/0l0bCIiqS4Zs6SWAT9x9xVmdhxQaGbzg233u/u9SYhJRERIQlJw983A5mD5MzNbC3w90XGIiMiBknpNwcyygJ7Av4Oi681slZlNM7Pm1ewzwcwKzKygpKQkQZGKiKSGpCUFM2sKPAfc6O6fAn8ETgNyiPQk7qtqP3ef6u657p7bqlWrhMUrIpIKkpIUzCydSEKY4e7/C+DuW9y93N33AY8DvZMRm4hIKkvG3UcGPAGsdfffRZW3iap2IVCU6NhERFJdMu4+6gtcAqw2s5VB2WRgjJnlAA4UA1cnITYRkZSWjLuPlgBWxaa/JDoWERHZn55oFhGRkJKCiIiElBRERCSkpCAiIiElBRERCSkpiIhISElBRERCSgoiIhJSUhARkZCSgoiIhJQUREQkpKQgIiIhJQUREQkpKYiISEhJQUREQkoKIiISUlIQEZGQkoKIiISUFEREJFTnkoKZDTGzd8zsPTP7WbLjERFJJXUqKZhZGvAw8B2gKzDGzLomNyoRkdRRp5IC0Bt4z90/cPcvgWeBC5Ick4hIymiY7AAq+TqwIWp9I3BmdAUzmwBMCFZ3mdk7CYqtzjglfk23BLbGr/n6w26wZIdQL+ncjL9aOjer/U9V15JCVb+t77fiPhWYmphwUouZFbh7brLjEKlM52bi1LXho41Au6j1tsBHSYpFRCTl1LWk8DrQwczam9kxwGjgz0mOSUQkZdSp4SN3LzOz64GXgTRgmruvSXJYqUTDclJX6dxMEHP3Q9cSEZGUUNeGj0REJImUFEREJKSkUA+Z2YlmNtPMPjCzQjN7zcwuPIL27jSzmw5z3ywz+/7hHlvqBzNzM7svav0mM7vzEPt872AzEpjZD8xslZmtMbM3zex/zOyEI4xz1xHsO97MTjqS4x8NlBTqGTMz4Hlgsbuf6u6nE7lLq22leom6iSALUFI4+u0FhptZyxrs8z0i09UcwMyGAJOA77h7N6AXsAw4sYq6aTUP97CMB5QUkh2A1Ni5wJfu/mhFgbuvd/cHg286c8zsReDvZtbUzBaY2QozW21m4ZQhZnZrMPHgP4BOUeWvmFlusNzSzIqD5SwzezVoa4WZ9Ql2+Q3Q38xWmtkkM0szs9+a2evBt8Cr4/8nkQQoI3IH0KTKG8zslOA8WxX8PDk4P4YBvw3OjdMq7XYrcJO7bwJw93J3n+bu7wRtFpvZ7Wa2BLjYzK4Kzqk3zew5M2sS1Gsf9JRfN7P/ioopz8xeilp/yMzGB8u3B/WLzGyqRVwE5AIzgngbm9npZrYo6I2/bGZtau/PWYe5uz716APcANxfzbbxRB4AbBGsNwSOD5ZbAu8ReWr8dGA10AQ4Pii/Kaj3CpAbtU9xsNwEyAiWOwAFwXIe8FJUDBOA24LlRkAB0D7Zfzd9jvi82xWcK8VAM+Am4M5g24vAuGD5cuD5YDkfuKia9rYDzQ5yvGLglqj1zKjlu4CJwfKfgUuD5euAXcFy5fPyIWB8sNwiqnw6cH6wHH3upxPpubQK1kcRuUU+6f8t4v1RT6GeM7OHg29PrwdF8919e8Vm4Fdmtgr4B5G5pU4E+gPz3P1zd/+U2B4QTAceN7PVwByqGRYABgOXmtlK4N9AJpEkIvVccK48TeSLSbRvATOD5elAv5q0a2bZwbfz981sVNSm2VHL3YOe6mpgLNAtKO8LzIo6diwGmNm/g7bOjWorWiegOzA/OJdvo9IQ7dGqTj28JjFZA4yoWHH364Jx3oKgaHdU3bFAK+B0dy8NhoIyKnatpv0yvhpWzIgqnwRsAb4ZbN9Tzf5G5FvcyzH9NlLfPACsAJ48SJ1YHn5aQ+Q6wkJ3Xw3kmNlDQOOoOtHncj7wPXd/MxgGyjvE8aLPYwjOZTPLAB4h0iPYEFwszzhwdwxY4+7fiuF3Oaqop1D//BPIMLMfRpU1qaZuM+DjICEM4KuZERcDFwbjpscB50ftU0xkeAngokptbXb3fcAlRJ44B/gMOC6q3svAD80sHcDMOprZsTX5BaXuCnqhfwKuiCpeRuRmB4h8EVkSLFc+N6L9GrjXzKK/fTeupi5BO5uD82psVPnSSseusB7oamaNzKwZMDAor0gAW82sKfuf49HxvgO0MrNvAZhZuplV1aM46igp1DMeGeD8HnCOmf3HzJYDTwE/raL6DCDXzAqI/A/zdtDGCiJd85XAc8CrUfvcS+Qf9WVErilUeAQYZ2b/Ajry1be4VUBZMIQ1Cfgf4C1ghZkVAY+hHunR5j72PzduAC4LhikvAX4UlD8L3Gxmb1S+0OzufwH+APzVzN4KzrdyIl8qqvILIsOR8wnO48CPgOuC4dNmUe1vIJK8VhH5/+CNoHwH8DiRa2rPE5lvrUI+8GgwXJRGJGH8t5m9SeT/lT6kAE1zISIiIfUUREQkpKQgIiIhJQUREQkpKYiISEhJQUREQkoKkrLMrDx4krbi87Mq6uw3h04tHTcvau4ozOwaM7u0No8hcrh0/7iksi/cPScJx80jMpfQMgCPmtxQJNnUUxCpxMyGmNnbwQydw6PK93vvRDDLZlawfGkwS+ibZjY9KDs/mGPnDTP7h0Xeg5EFXANMCnon/aPbNbMcM/tX0NY8M2selL9iZv9tZsvN7F0z6yZFLMcAAAGFSURBVJ+gP4ekGCUFSWWNKw0fjQrmxnmcyNQf/YGvHaqRYPqDW4Fz3f2bfPVE7xLgLHfvSeTp3lvcvRh4lMhMtznu/mql5p4GfuruPYg8dXtH1LaG7t4buLFSuUit0fCRpLIDho/MLAf4j7uvC9afITId+MGcC8x1960Qzg8EkVk1Zwfz8B8D/OdgjQRz9Jzg7ouCoqeIzEhb4X+Dn4VEXm4kUuvUUxA5UCwzyMJXk6tZNfs8CDzk7tnA1VQ9G2dN7A1+lqMvdBInSgoi+3sbaB81gduYqG3FRKZ7xsx6Ae2D8gXASDPLDLa1CMqbAZuC5XFR7VQ5e6i77wQ+ibpecAmwqHI9kXhSUpBUVvmawm/cfQ+R4aL/G1xoXh9V/zmgRTCL5g+BdwHcfQ1wN7AomFHzd0H9O4E5ZvYqsDWqnReJTF2+sooLxuOIvMJyFZADTKnNX1jkUDRLqoiIhNRTEBGRkJKCiIiElBRERCSkpCAiIiElBRERCSkpiIhISElBRERC/x8T24mU0mdf7QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = \"Education\",hue = \"Property_Area\",data = data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18512030948>"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = \"Property_Area\",hue = \"Gender\",data = data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 614 entries, 0 to 613\n",
      "Data columns (total 13 columns):\n",
      "Loan_ID              614 non-null object\n",
      "Gender               601 non-null object\n",
      "Married              611 non-null object\n",
      "Dependents           599 non-null object\n",
      "Education            614 non-null object\n",
      "Self_Employed        582 non-null object\n",
      "ApplicantIncome      614 non-null int64\n",
      "CoapplicantIncome    614 non-null float64\n",
      "LoanAmount           592 non-null float64\n",
      "Loan_Amount_Term     600 non-null float64\n",
      "Credit_History       564 non-null float64\n",
      "Property_Area        614 non-null object\n",
      "Loan_Status          614 non-null object\n",
      "dtypes: float64(4), int64(1), object(8)\n",
      "memory usage: 62.5+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ApplicantIncome</th>\n",
       "      <th>CoapplicantIncome</th>\n",
       "      <th>LoanAmount</th>\n",
       "      <th>Loan_Amount_Term</th>\n",
       "      <th>Credit_History</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>614.000000</td>\n",
       "      <td>614.000000</td>\n",
       "      <td>592.000000</td>\n",
       "      <td>600.00000</td>\n",
       "      <td>564.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5403.459283</td>\n",
       "      <td>1621.245798</td>\n",
       "      <td>146.412162</td>\n",
       "      <td>342.00000</td>\n",
       "      <td>0.842199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>6109.041673</td>\n",
       "      <td>2926.248369</td>\n",
       "      <td>85.587325</td>\n",
       "      <td>65.12041</td>\n",
       "      <td>0.364878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>12.00000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2877.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>360.00000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3812.500000</td>\n",
       "      <td>1188.500000</td>\n",
       "      <td>128.000000</td>\n",
       "      <td>360.00000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5795.000000</td>\n",
       "      <td>2297.250000</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>360.00000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>81000.000000</td>\n",
       "      <td>41667.000000</td>\n",
       "      <td>700.000000</td>\n",
       "      <td>480.00000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
       "count       614.000000         614.000000  592.000000         600.00000   \n",
       "mean       5403.459283        1621.245798  146.412162         342.00000   \n",
       "std        6109.041673        2926.248369   85.587325          65.12041   \n",
       "min         150.000000           0.000000    9.000000          12.00000   \n",
       "25%        2877.500000           0.000000  100.000000         360.00000   \n",
       "50%        3812.500000        1188.500000  128.000000         360.00000   \n",
       "75%        5795.000000        2297.250000  168.000000         360.00000   \n",
       "max       81000.000000       41667.000000  700.000000         480.00000   \n",
       "\n",
       "       Credit_History  \n",
       "count      564.000000  \n",
       "mean         0.842199  \n",
       "std          0.364878  \n",
       "min          0.000000  \n",
       "25%          1.000000  \n",
       "50%          1.000000  \n",
       "75%          1.000000  \n",
       "max          1.000000  "
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Loan_ID               0\n",
       "Gender               13\n",
       "Married               3\n",
       "Dependents           15\n",
       "Education             0\n",
       "Self_Employed        32\n",
       "ApplicantIncome       0\n",
       "CoapplicantIncome     0\n",
       "LoanAmount           22\n",
       "Loan_Amount_Term     14\n",
       "Credit_History       50\n",
       "Property_Area         0\n",
       "Loan_Status           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x185120b2a48>"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data.isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18510b8ae88>"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data.isnull())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Loan_ID              0\n",
       "Gender               0\n",
       "Married              0\n",
       "Dependents           0\n",
       "Education            0\n",
       "Self_Employed        0\n",
       "ApplicantIncome      0\n",
       "CoapplicantIncome    0\n",
       "LoanAmount           0\n",
       "Loan_Amount_Term     0\n",
       "Credit_History       0\n",
       "Property_Area        0\n",
       "Loan_Status          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ApplicantIncome</th>\n",
       "      <th>CoapplicantIncome</th>\n",
       "      <th>LoanAmount</th>\n",
       "      <th>Loan_Amount_Term</th>\n",
       "      <th>Credit_History</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>480.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>480.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5364.231250</td>\n",
       "      <td>1581.093583</td>\n",
       "      <td>144.735417</td>\n",
       "      <td>342.050000</td>\n",
       "      <td>0.854167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5668.251251</td>\n",
       "      <td>2617.692267</td>\n",
       "      <td>80.508164</td>\n",
       "      <td>65.212401</td>\n",
       "      <td>0.353307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>36.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2898.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3859.000000</td>\n",
       "      <td>1084.500000</td>\n",
       "      <td>128.000000</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5852.500000</td>\n",
       "      <td>2253.250000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>81000.000000</td>\n",
       "      <td>33837.000000</td>\n",
       "      <td>600.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
       "count       480.000000         480.000000  480.000000        480.000000   \n",
       "mean       5364.231250        1581.093583  144.735417        342.050000   \n",
       "std        5668.251251        2617.692267   80.508164         65.212401   \n",
       "min         150.000000           0.000000    9.000000         36.000000   \n",
       "25%        2898.750000           0.000000  100.000000        360.000000   \n",
       "50%        3859.000000        1084.500000  128.000000        360.000000   \n",
       "75%        5852.500000        2253.250000  170.000000        360.000000   \n",
       "max       81000.000000       33837.000000  600.000000        480.000000   \n",
       "\n",
       "       Credit_History  \n",
       "count      480.000000  \n",
       "mean         0.854167  \n",
       "std          0.353307  \n",
       "min          0.000000  \n",
       "25%          1.000000  \n",
       "50%          1.000000  \n",
       "75%          1.000000  \n",
       "max          1.000000  "
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Loan_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Married</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>Education</th>\n",
       "      <th>Self_Employed</th>\n",
       "      <th>ApplicantIncome</th>\n",
       "      <th>CoapplicantIncome</th>\n",
       "      <th>LoanAmount</th>\n",
       "      <th>Loan_Amount_Term</th>\n",
       "      <th>Credit_History</th>\n",
       "      <th>Property_Area</th>\n",
       "      <th>Loan_Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LP001003</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>1</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>No</td>\n",
       "      <td>4583</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Rural</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LP001005</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>3000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LP001006</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>0</td>\n",
       "      <td>Not Graduate</td>\n",
       "      <td>No</td>\n",
       "      <td>2583</td>\n",
       "      <td>2358.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LP001008</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>No</td>\n",
       "      <td>6000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>LP001011</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>2</td>\n",
       "      <td>Graduate</td>\n",
       "      <td>Yes</td>\n",
       "      <td>5417</td>\n",
       "      <td>4196.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Urban</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Loan_ID Gender Married Dependents     Education Self_Employed  \\\n",
       "1  LP001003   Male     Yes          1      Graduate            No   \n",
       "2  LP001005   Male     Yes          0      Graduate           Yes   \n",
       "3  LP001006   Male     Yes          0  Not Graduate            No   \n",
       "4  LP001008   Male      No          0      Graduate            No   \n",
       "5  LP001011   Male     Yes          2      Graduate           Yes   \n",
       "\n",
       "   ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
       "1             4583             1508.0       128.0             360.0   \n",
       "2             3000                0.0        66.0             360.0   \n",
       "3             2583             2358.0       120.0             360.0   \n",
       "4             6000                0.0       141.0             360.0   \n",
       "5             5417             4196.0       267.0             360.0   \n",
       "\n",
       "   Credit_History Property_Area Loan_Status  \n",
       "1             1.0         Rural           N  \n",
       "2             1.0         Urban           Y  \n",
       "3             1.0         Urban           Y  \n",
       "4             1.0         Urban           Y  \n",
       "5             1.0         Urban           Y  "
      ]
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Gender'] = data['Gender'].map({'Male':1,'Female':0})\n",
    "data['Married'] = data['Married'].map({'Yes':1,'No':0})\n",
    "data['Education'] = data['Education'].map({'Graduate':1,'Not Graduate':0})\n",
    "data['Self_Employed'] = data['Self_Employed'].map({'Yes':1,'No':0})\n",
    "data['Property_Area'] = data['Property_Area'].map({'Urban':0,'Semiurban':1,'Rural':2})\n",
    "data['Loan_Status'] = data['Loan_Status'].map({'Y':1,'N':0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
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       "      <th>Gender</th>\n",
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       "      <th>Dependents</th>\n",
       "      <th>Education</th>\n",
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       "      <th>CoapplicantIncome</th>\n",
       "      <th>LoanAmount</th>\n",
       "      <th>Loan_Amount_Term</th>\n",
       "      <th>Credit_History</th>\n",
       "      <th>Property_Area</th>\n",
       "      <th>Loan_Status</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LP001003</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4583</td>\n",
       "      <td>1508.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LP001005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LP001006</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2583</td>\n",
       "      <td>2358.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LP001008</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>LP001011</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5417</td>\n",
       "      <td>4196.0</td>\n",
       "      <td>267.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Loan_ID  Gender  Married Dependents  Education  Self_Employed  \\\n",
       "1  LP001003       1        1          1          1              0   \n",
       "2  LP001005       1        1          0          1              1   \n",
       "3  LP001006       1        1          0          0              0   \n",
       "4  LP001008       1        0          0          1              0   \n",
       "5  LP001011       1        1          2          1              1   \n",
       "\n",
       "   ApplicantIncome  CoapplicantIncome  LoanAmount  Loan_Amount_Term  \\\n",
       "1             4583             1508.0       128.0             360.0   \n",
       "2             3000                0.0        66.0             360.0   \n",
       "3             2583             2358.0       120.0             360.0   \n",
       "4             6000                0.0       141.0             360.0   \n",
       "5             5417             4196.0       267.0             360.0   \n",
       "\n",
       "   Credit_History  Property_Area  Loan_Status  \n",
       "1             1.0              2            0  \n",
       "2             1.0              0            1  \n",
       "3             1.0              0            1  \n",
       "4             1.0              0            1  \n",
       "5             1.0              0            1  "
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data.drop(columns = ['Loan_ID','Loan_Status','Dependents'],axis = 1)\n",
    "Y = data['Loan_Status']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
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       "    <tr>\n",
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       "      <td>141.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
       "      <td>5417</td>\n",
       "      <td>4196.000000</td>\n",
       "      <td>267.0</td>\n",
       "      <td>360.0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2333</td>\n",
       "      <td>1516.000000</td>\n",
       "      <td>95.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3036</td>\n",
       "      <td>2504.000000</td>\n",
       "      <td>158.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4006</td>\n",
       "      <td>1526.000000</td>\n",
       "      <td>168.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12841</td>\n",
       "      <td>10968.000000</td>\n",
       "      <td>349.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3200</td>\n",
       "      <td>700.000000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3073</td>\n",
       "      <td>8106.000000</td>\n",
       "      <td>200.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1853</td>\n",
       "      <td>2840.000000</td>\n",
       "      <td>114.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1299</td>\n",
       "      <td>1086.000000</td>\n",
       "      <td>17.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4950</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>76.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4887</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>133.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7660</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>104.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5955</td>\n",
       "      <td>5625.000000</td>\n",
       "      <td>315.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2600</td>\n",
       "      <td>1911.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9560</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>191.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2799</td>\n",
       "      <td>2253.000000</td>\n",
       "      <td>122.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4226</td>\n",
       "      <td>1040.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1442</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>35.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4692</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>106.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3500</td>\n",
       "      <td>1667.000000</td>\n",
       "      <td>114.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12500</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>320.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3667</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4166</td>\n",
       "      <td>7210.000000</td>\n",
       "      <td>184.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3748</td>\n",
       "      <td>1668.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1800</td>\n",
       "      <td>1213.000000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3941</td>\n",
       "      <td>2336.000000</td>\n",
       "      <td>134.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5649</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5821</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2645</td>\n",
       "      <td>3440.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4000</td>\n",
       "      <td>2275.000000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1928</td>\n",
       "      <td>1644.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3086</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4230</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4616</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>134.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>286.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2708</td>\n",
       "      <td>1167.000000</td>\n",
       "      <td>97.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2132</td>\n",
       "      <td>1591.000000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3366</td>\n",
       "      <td>2200.000000</td>\n",
       "      <td>135.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8080</td>\n",
       "      <td>2250.000000</td>\n",
       "      <td>180.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3357</td>\n",
       "      <td>2859.000000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>3796.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3029</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>99.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2609</td>\n",
       "      <td>3449.000000</td>\n",
       "      <td>165.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4166</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5726</td>\n",
       "      <td>4595.000000</td>\n",
       "      <td>258.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3200</td>\n",
       "      <td>2254.000000</td>\n",
       "      <td>126.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>312.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>136.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3208</td>\n",
       "      <td>3066.000000</td>\n",
       "      <td>172.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1875</td>\n",
       "      <td>1875.000000</td>\n",
       "      <td>97.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5266</td>\n",
       "      <td>1774.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3750</td>\n",
       "      <td>4750.000000</td>\n",
       "      <td>176.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>3022.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3167</td>\n",
       "      <td>4000.000000</td>\n",
       "      <td>180.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>111.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1378</td>\n",
       "      <td>1881.000000</td>\n",
       "      <td>167.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3988</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2366</td>\n",
       "      <td>2531.000000</td>\n",
       "      <td>136.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>2118.000000</td>\n",
       "      <td>104.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8566</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>210.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5695</td>\n",
       "      <td>4167.000000</td>\n",
       "      <td>175.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2958</td>\n",
       "      <td>2900.000000</td>\n",
       "      <td>131.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6250</td>\n",
       "      <td>5654.000000</td>\n",
       "      <td>188.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3273</td>\n",
       "      <td>1820.000000</td>\n",
       "      <td>81.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4133</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>122.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3620</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2484</td>\n",
       "      <td>2302.000000</td>\n",
       "      <td>137.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1977</td>\n",
       "      <td>997.000000</td>\n",
       "      <td>50.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4188</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>115.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1759</td>\n",
       "      <td>3541.000000</td>\n",
       "      <td>131.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4288</td>\n",
       "      <td>3263.000000</td>\n",
       "      <td>133.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4843</td>\n",
       "      <td>3806.000000</td>\n",
       "      <td>151.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3052</td>\n",
       "      <td>1030.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11417</td>\n",
       "      <td>1126.000000</td>\n",
       "      <td>225.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3800</td>\n",
       "      <td>3600.000000</td>\n",
       "      <td>216.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2071</td>\n",
       "      <td>754.000000</td>\n",
       "      <td>94.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5316</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>136.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>185.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3167</td>\n",
       "      <td>2283.000000</td>\n",
       "      <td>154.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5568</td>\n",
       "      <td>2142.000000</td>\n",
       "      <td>175.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10408</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>259.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4166</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>44.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2137</td>\n",
       "      <td>8980.000000</td>\n",
       "      <td>137.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2957</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4300</td>\n",
       "      <td>2014.000000</td>\n",
       "      <td>194.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10513</td>\n",
       "      <td>3850.000000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>1929.000000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2718</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3459</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4895</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>102.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4000</td>\n",
       "      <td>7750.000000</td>\n",
       "      <td>290.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>84.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3316</td>\n",
       "      <td>3500.000000</td>\n",
       "      <td>88.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14999</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>242.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4200</td>\n",
       "      <td>1430.000000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5042</td>\n",
       "      <td>2083.000000</td>\n",
       "      <td>185.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>168.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6950</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>175.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2698</td>\n",
       "      <td>2034.000000</td>\n",
       "      <td>122.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11757</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2330</td>\n",
       "      <td>4486.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14866</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1538</td>\n",
       "      <td>1425.000000</td>\n",
       "      <td>30.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10000</td>\n",
       "      <td>1666.000000</td>\n",
       "      <td>225.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4860</td>\n",
       "      <td>830.000000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>118.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2577</td>\n",
       "      <td>3750.000000</td>\n",
       "      <td>152.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9166</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>244.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2281</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3254</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>50.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>39999</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>600.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9538</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4583</td>\n",
       "      <td>5625.000000</td>\n",
       "      <td>255.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1863</td>\n",
       "      <td>1041.000000</td>\n",
       "      <td>98.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7933</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>275.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3089</td>\n",
       "      <td>1280.000000</td>\n",
       "      <td>121.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4167</td>\n",
       "      <td>1447.000000</td>\n",
       "      <td>158.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9323</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2439</td>\n",
       "      <td>3333.000000</td>\n",
       "      <td>129.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>63.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>200.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3522</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5708</td>\n",
       "      <td>5625.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4344</td>\n",
       "      <td>736.000000</td>\n",
       "      <td>87.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3497</td>\n",
       "      <td>1964.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2045</td>\n",
       "      <td>1619.000000</td>\n",
       "      <td>101.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5516</td>\n",
       "      <td>11300.000000</td>\n",
       "      <td>495.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2333</td>\n",
       "      <td>1451.000000</td>\n",
       "      <td>102.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6400</td>\n",
       "      <td>7250.000000</td>\n",
       "      <td>180.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>73.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>260.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3625</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>108.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>39147</td>\n",
       "      <td>4750.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2178</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9328</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>188.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4885</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>48.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>164.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6033</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3858</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>76.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4191</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3125</td>\n",
       "      <td>2583.000000</td>\n",
       "      <td>170.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8333</td>\n",
       "      <td>3750.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>83.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2600</td>\n",
       "      <td>2500.000000</td>\n",
       "      <td>90.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>166.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3500</td>\n",
       "      <td>1083.000000</td>\n",
       "      <td>135.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3917</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4408</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3244</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3975</td>\n",
       "      <td>2531.000000</td>\n",
       "      <td>55.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2479</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>59.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3418</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>127.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>214.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3430</td>\n",
       "      <td>1250.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7787</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>240.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5703</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3173</td>\n",
       "      <td>3021.000000</td>\n",
       "      <td>137.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3850</td>\n",
       "      <td>983.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>1800.000000</td>\n",
       "      <td>135.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3727</td>\n",
       "      <td>1775.000000</td>\n",
       "      <td>131.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2221</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4009</td>\n",
       "      <td>1717.000000</td>\n",
       "      <td>116.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2971</td>\n",
       "      <td>2791.000000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>170.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6250</td>\n",
       "      <td>1695.000000</td>\n",
       "      <td>210.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>200.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2491</td>\n",
       "      <td>2054.000000</td>\n",
       "      <td>104.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>280.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3155</td>\n",
       "      <td>1779.000000</td>\n",
       "      <td>140.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5500</td>\n",
       "      <td>1260.000000</td>\n",
       "      <td>170.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3812</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3315</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5819</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2510</td>\n",
       "      <td>1983.000000</td>\n",
       "      <td>140.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2965</td>\n",
       "      <td>5701.000000</td>\n",
       "      <td>155.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6250</td>\n",
       "      <td>1300.000000</td>\n",
       "      <td>108.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3406</td>\n",
       "      <td>4417.000000</td>\n",
       "      <td>123.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6050</td>\n",
       "      <td>4333.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9703</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6608</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>137.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2882</td>\n",
       "      <td>1843.000000</td>\n",
       "      <td>123.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1809</td>\n",
       "      <td>1868.000000</td>\n",
       "      <td>90.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1668</td>\n",
       "      <td>3890.000000</td>\n",
       "      <td>201.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3427</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>138.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2583</td>\n",
       "      <td>2167.000000</td>\n",
       "      <td>104.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2661</td>\n",
       "      <td>7101.000000</td>\n",
       "      <td>279.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>192.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3083</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>255.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6045</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>115.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>94.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14683</td>\n",
       "      <td>2100.000000</td>\n",
       "      <td>304.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2060</td>\n",
       "      <td>2209.000000</td>\n",
       "      <td>134.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3481</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>155.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5166</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4095</td>\n",
       "      <td>3447.000000</td>\n",
       "      <td>151.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4708</td>\n",
       "      <td>1387.000000</td>\n",
       "      <td>150.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4333</td>\n",
       "      <td>1811.000000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2876</td>\n",
       "      <td>1560.000000</td>\n",
       "      <td>90.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3237</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>11146</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>136.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2833</td>\n",
       "      <td>1857.000000</td>\n",
       "      <td>126.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2620</td>\n",
       "      <td>2223.000000</td>\n",
       "      <td>150.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>90.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2750</td>\n",
       "      <td>1842.000000</td>\n",
       "      <td>115.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3993</td>\n",
       "      <td>3274.000000</td>\n",
       "      <td>207.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3103</td>\n",
       "      <td>1300.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>436.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4053</td>\n",
       "      <td>2426.000000</td>\n",
       "      <td>158.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3927</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2301</td>\n",
       "      <td>985.799988</td>\n",
       "      <td>78.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1811</td>\n",
       "      <td>1666.000000</td>\n",
       "      <td>54.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3158</td>\n",
       "      <td>3053.000000</td>\n",
       "      <td>89.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2600</td>\n",
       "      <td>1717.000000</td>\n",
       "      <td>99.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3704</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4124</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>115.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9508</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3075</td>\n",
       "      <td>2416.000000</td>\n",
       "      <td>139.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>127.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3153</td>\n",
       "      <td>1560.000000</td>\n",
       "      <td>134.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2383</td>\n",
       "      <td>3334.000000</td>\n",
       "      <td>172.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6875</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>200.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4666</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>135.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5000</td>\n",
       "      <td>2541.000000</td>\n",
       "      <td>151.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2014</td>\n",
       "      <td>2925.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1800</td>\n",
       "      <td>2934.000000</td>\n",
       "      <td>93.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>132.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1625</td>\n",
       "      <td>1803.000000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4000</td>\n",
       "      <td>2500.000000</td>\n",
       "      <td>140.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3762</td>\n",
       "      <td>1666.000000</td>\n",
       "      <td>135.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2400</td>\n",
       "      <td>1863.000000</td>\n",
       "      <td>104.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20233</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>480.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2917</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>84.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2927</td>\n",
       "      <td>2405.000000</td>\n",
       "      <td>111.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2507</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>56.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3399</td>\n",
       "      <td>1640.000000</td>\n",
       "      <td>111.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3717</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>155.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2400</td>\n",
       "      <td>2167.000000</td>\n",
       "      <td>115.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4342</td>\n",
       "      <td>189.000000</td>\n",
       "      <td>124.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>300.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8666</td>\n",
       "      <td>4983.000000</td>\n",
       "      <td>376.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4917</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5818</td>\n",
       "      <td>2160.000000</td>\n",
       "      <td>184.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4333</td>\n",
       "      <td>2451.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>67.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4384</td>\n",
       "      <td>1793.000000</td>\n",
       "      <td>117.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2935</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2500</td>\n",
       "      <td>4600.000000</td>\n",
       "      <td>176.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4160</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2647</td>\n",
       "      <td>1587.000000</td>\n",
       "      <td>173.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2378</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>46.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4554</td>\n",
       "      <td>1229.000000</td>\n",
       "      <td>158.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3173</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>74.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2499</td>\n",
       "      <td>2458.000000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3083</td>\n",
       "      <td>2168.000000</td>\n",
       "      <td>126.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2625</td>\n",
       "      <td>6250.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9083</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>228.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8750</td>\n",
       "      <td>4167.000000</td>\n",
       "      <td>308.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2666</td>\n",
       "      <td>2083.000000</td>\n",
       "      <td>95.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>105.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2423</td>\n",
       "      <td>505.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8333</td>\n",
       "      <td>3167.000000</td>\n",
       "      <td>165.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3875</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>67.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3000</td>\n",
       "      <td>1666.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5167</td>\n",
       "      <td>3167.000000</td>\n",
       "      <td>200.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4723</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5000</td>\n",
       "      <td>3667.000000</td>\n",
       "      <td>236.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4750</td>\n",
       "      <td>2333.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>141.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>133.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6325</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>175.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19730</td>\n",
       "      <td>5266.000000</td>\n",
       "      <td>570.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15759</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5185</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>155.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9323</td>\n",
       "      <td>7873.000000</td>\n",
       "      <td>380.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3062</td>\n",
       "      <td>1987.000000</td>\n",
       "      <td>111.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4817</td>\n",
       "      <td>923.000000</td>\n",
       "      <td>120.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8750</td>\n",
       "      <td>4996.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3069</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5391</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5941</td>\n",
       "      <td>4232.000000</td>\n",
       "      <td>296.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>156.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4566</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2346</td>\n",
       "      <td>1600.000000</td>\n",
       "      <td>132.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2333</td>\n",
       "      <td>2417.000000</td>\n",
       "      <td>136.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5488</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9167</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>185.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9504</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>275.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1993</td>\n",
       "      <td>1625.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3100</td>\n",
       "      <td>1400.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3180</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3033</td>\n",
       "      <td>1459.000000</td>\n",
       "      <td>95.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3902</td>\n",
       "      <td>1666.000000</td>\n",
       "      <td>109.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1500</td>\n",
       "      <td>1800.000000</td>\n",
       "      <td>103.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2889</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2755</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>65.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>103.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1963</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7441</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>194.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4547</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>115.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2167</td>\n",
       "      <td>2400.000000</td>\n",
       "      <td>115.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2213</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>152.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>81000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>360.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3867</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6096</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>218.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2253</td>\n",
       "      <td>2033.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2149</td>\n",
       "      <td>3237.000000</td>\n",
       "      <td>178.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2995</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1600</td>\n",
       "      <td>20000.000000</td>\n",
       "      <td>239.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1025</td>\n",
       "      <td>2773.000000</td>\n",
       "      <td>112.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3246</td>\n",
       "      <td>1417.000000</td>\n",
       "      <td>138.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5829</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>138.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1820</td>\n",
       "      <td>1719.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>14880</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2666</td>\n",
       "      <td>4300.000000</td>\n",
       "      <td>121.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4606</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>81.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5935</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>133.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2920</td>\n",
       "      <td>16.120001</td>\n",
       "      <td>87.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2717</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8624</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>150.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>105.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2425</td>\n",
       "      <td>2340.000000</td>\n",
       "      <td>143.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1926</td>\n",
       "      <td>1851.000000</td>\n",
       "      <td>50.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10416</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7142</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>138.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3660</td>\n",
       "      <td>5064.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7901</td>\n",
       "      <td>1833.000000</td>\n",
       "      <td>180.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4707</td>\n",
       "      <td>1993.000000</td>\n",
       "      <td>148.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>37719</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>152.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3466</td>\n",
       "      <td>1210.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4652</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3340</td>\n",
       "      <td>1710.000000</td>\n",
       "      <td>150.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2309</td>\n",
       "      <td>1255.000000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3948</td>\n",
       "      <td>1733.000000</td>\n",
       "      <td>149.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2483</td>\n",
       "      <td>2466.000000</td>\n",
       "      <td>90.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>84.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3859</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>96.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4301</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>118.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3708</td>\n",
       "      <td>2569.000000</td>\n",
       "      <td>173.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4354</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>136.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8334</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7740</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3015</td>\n",
       "      <td>2188.000000</td>\n",
       "      <td>153.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4166</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>98.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>140.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2947</td>\n",
       "      <td>1664.000000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4333</td>\n",
       "      <td>2451.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3450</td>\n",
       "      <td>2079.000000</td>\n",
       "      <td>162.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2653</td>\n",
       "      <td>1500.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4691</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5532</td>\n",
       "      <td>4648.000000</td>\n",
       "      <td>162.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16525</td>\n",
       "      <td>1014.000000</td>\n",
       "      <td>150.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6700</td>\n",
       "      <td>1750.000000</td>\n",
       "      <td>230.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16667</td>\n",
       "      <td>2250.000000</td>\n",
       "      <td>86.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4350</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>154.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3095</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2083</td>\n",
       "      <td>3150.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>234.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>246.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1958</td>\n",
       "      <td>2436.000000</td>\n",
       "      <td>131.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3547</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>18333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>500.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4583</td>\n",
       "      <td>2083.000000</td>\n",
       "      <td>160.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2435</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>75.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3691</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17263</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>225.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3597</td>\n",
       "      <td>2157.000000</td>\n",
       "      <td>119.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3326</td>\n",
       "      <td>913.000000</td>\n",
       "      <td>105.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2600</td>\n",
       "      <td>1700.000000</td>\n",
       "      <td>107.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2895</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>95.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6283</td>\n",
       "      <td>4416.000000</td>\n",
       "      <td>209.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>645</td>\n",
       "      <td>3683.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3159</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4865</td>\n",
       "      <td>5624.000000</td>\n",
       "      <td>208.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3814</td>\n",
       "      <td>1483.000000</td>\n",
       "      <td>124.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3510</td>\n",
       "      <td>4416.000000</td>\n",
       "      <td>243.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2479</td>\n",
       "      <td>3013.000000</td>\n",
       "      <td>188.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>13262</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3598</td>\n",
       "      <td>1287.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6065</td>\n",
       "      <td>2004.000000</td>\n",
       "      <td>250.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3283</td>\n",
       "      <td>2035.000000</td>\n",
       "      <td>148.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2130</td>\n",
       "      <td>6666.000000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5815</td>\n",
       "      <td>3666.000000</td>\n",
       "      <td>311.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3466</td>\n",
       "      <td>3428.000000</td>\n",
       "      <td>150.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2031</td>\n",
       "      <td>1632.000000</td>\n",
       "      <td>113.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4683</td>\n",
       "      <td>1915.000000</td>\n",
       "      <td>185.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>95.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2192</td>\n",
       "      <td>1742.000000</td>\n",
       "      <td>45.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5677</td>\n",
       "      <td>1424.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7948</td>\n",
       "      <td>7166.000000</td>\n",
       "      <td>480.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>17500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>400.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3775</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5285</td>\n",
       "      <td>1430.000000</td>\n",
       "      <td>161.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2679</td>\n",
       "      <td>1302.000000</td>\n",
       "      <td>94.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6783</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>130.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4281</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3588</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18165</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>125.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6133</td>\n",
       "      <td>3906.000000</td>\n",
       "      <td>324.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3617</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>107.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2917</td>\n",
       "      <td>536.000000</td>\n",
       "      <td>66.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6417</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>157.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4608</td>\n",
       "      <td>2845.000000</td>\n",
       "      <td>140.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2138</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>99.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2239</td>\n",
       "      <td>2524.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2768</td>\n",
       "      <td>1950.000000</td>\n",
       "      <td>155.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3358</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2526</td>\n",
       "      <td>1783.000000</td>\n",
       "      <td>145.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>103.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2785</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3333</td>\n",
       "      <td>3250.000000</td>\n",
       "      <td>158.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2454</td>\n",
       "      <td>2333.000000</td>\n",
       "      <td>181.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3593</td>\n",
       "      <td>4266.000000</td>\n",
       "      <td>132.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5468</td>\n",
       "      <td>1032.000000</td>\n",
       "      <td>26.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10139</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>260.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3887</td>\n",
       "      <td>2669.000000</td>\n",
       "      <td>162.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4180</td>\n",
       "      <td>2306.000000</td>\n",
       "      <td>182.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3675</td>\n",
       "      <td>242.000000</td>\n",
       "      <td>108.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>19484</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>600.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5923</td>\n",
       "      <td>2054.000000</td>\n",
       "      <td>211.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>132.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8799</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>258.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3400</td>\n",
       "      <td>2500.000000</td>\n",
       "      <td>123.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2378</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3166</td>\n",
       "      <td>2064.000000</td>\n",
       "      <td>104.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3417</td>\n",
       "      <td>1750.000000</td>\n",
       "      <td>186.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16666</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>275.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6125</td>\n",
       "      <td>1625.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6406</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>150.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3159</td>\n",
       "      <td>461.000000</td>\n",
       "      <td>108.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3229</td>\n",
       "      <td>2739.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1782</td>\n",
       "      <td>2232.000000</td>\n",
       "      <td>107.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6540</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>205.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1836</td>\n",
       "      <td>33837.000000</td>\n",
       "      <td>90.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3166</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>36.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2787</td>\n",
       "      <td>1917.000000</td>\n",
       "      <td>146.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4283</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>172.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2297</td>\n",
       "      <td>1522.000000</td>\n",
       "      <td>104.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2165</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2726</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>106.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3000</td>\n",
       "      <td>3416.000000</td>\n",
       "      <td>56.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>205.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3859</td>\n",
       "      <td>3300.000000</td>\n",
       "      <td>142.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16120</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>260.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>110.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6383</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9963</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>180.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5780</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>192.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5703</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>128.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3676</td>\n",
       "      <td>4301.000000</td>\n",
       "      <td>172.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>496.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3400</td>\n",
       "      <td>2500.000000</td>\n",
       "      <td>173.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3987</td>\n",
       "      <td>1411.000000</td>\n",
       "      <td>157.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3232</td>\n",
       "      <td>1950.000000</td>\n",
       "      <td>108.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>71.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4106</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>40.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8072</td>\n",
       "      <td>240.000000</td>\n",
       "      <td>253.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>187.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4583</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>133.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Gender  Married  Education  Self_Employed  ApplicantIncome  \\\n",
       "1         1        1          1              0             4583   \n",
       "2         1        1          1              1             3000   \n",
       "3         1        1          0              0             2583   \n",
       "4         1        0          1              0             6000   \n",
       "5         1        1          1              1             5417   \n",
       "6         1        1          0              0             2333   \n",
       "7         1        1          1              0             3036   \n",
       "8         1        1          1              0             4006   \n",
       "9         1        1          1              0            12841   \n",
       "10        1        1          1              0             3200   \n",
       "12        1        1          1              0             3073   \n",
       "13        1        0          1              0             1853   \n",
       "14        1        1          1              0             1299   \n",
       "15        1        0          1              0             4950   \n",
       "17        0        0          1              0             3510   \n",
       "18        1        1          0              0             4887   \n",
       "20        1        1          0              0             7660   \n",
       "21        1        1          1              0             5955   \n",
       "22        1        1          0              0             2600   \n",
       "25        1        1          1              1             9560   \n",
       "26        1        1          1              0             2799   \n",
       "27        1        1          0              0             4226   \n",
       "28        1        0          0              0             1442   \n",
       "31        1        0          1              0             3167   \n",
       "32        1        0          1              1             4692   \n",
       "33        1        1          1              0             3500   \n",
       "34        1        0          1              0            12500   \n",
       "37        0        1          1              0             3667   \n",
       "38        1        0          1              0             4166   \n",
       "39        1        0          0              0             3748   \n",
       "40        1        0          1              0             3600   \n",
       "41        1        0          1              0             1800   \n",
       "43        1        1          1              0             3941   \n",
       "46        1        1          1              0             5649   \n",
       "47        1        1          1              0             5821   \n",
       "48        0        1          1              0             2645   \n",
       "49        0        0          1              0             4000   \n",
       "50        0        1          0              0             1928   \n",
       "51        0        0          1              0             3086   \n",
       "52        0        0          1              0             4230   \n",
       "53        1        1          1              0             4616   \n",
       "54        0        1          1              1            11500   \n",
       "55        1        1          1              0             2708   \n",
       "56        1        1          1              0             2132   \n",
       "57        1        1          1              0             3366   \n",
       "58        1        1          1              0             8080   \n",
       "59        1        1          0              0             3357   \n",
       "60        1        1          1              0             2500   \n",
       "61        1        1          1              0             3029   \n",
       "62        1        1          0              1             2609   \n",
       "64        0        0          1              0             4166   \n",
       "65        1        1          1              0             5726   \n",
       "66        1        0          0              0             3200   \n",
       "67        1        1          1              0            10750   \n",
       "68        1        1          0              1             7100   \n",
       "69        0        0          1              0             4300   \n",
       "70        1        1          1              0             3208   \n",
       "71        1        1          0              1             1875   \n",
       "72        1        0          1              0             3500   \n",
       "74        1        1          1              1             5266   \n",
       "75        1        0          1              0             3750   \n",
       "76        1        0          1              0             3750   \n",
       "77        1        1          1              1             1000   \n",
       "78        1        1          1              0             3167   \n",
       "80        0        0          1              0             3846   \n",
       "82        0        1          1              0             1378   \n",
       "84        1        1          1              0             3988   \n",
       "85        1        0          1              0             2366   \n",
       "87        1        1          1              0             2500   \n",
       "88        1        0          1              0             8566   \n",
       "89        1        1          1              0             5695   \n",
       "90        1        1          1              0             2958   \n",
       "91        1        1          1              0             6250   \n",
       "92        1        1          0              0             3273   \n",
       "93        1        0          1              0             4133   \n",
       "94        1        0          0              0             3620   \n",
       "96        0        1          1              0             2484   \n",
       "97        1        1          1              0             1977   \n",
       "98        1        1          0              0             4188   \n",
       "99        1        1          1              0             1759   \n",
       "100       1        1          0              0             4288   \n",
       "101       1        0          1              0             4843   \n",
       "105       1        1          1              0             3052   \n",
       "106       1        1          1              0            11417   \n",
       "108       1        1          1              0             3800   \n",
       "109       1        1          0              0             2071   \n",
       "110       1        0          1              0             5316   \n",
       "115       1        1          1              0            14583   \n",
       "116       0        1          1              0             3167   \n",
       "118       1        1          1              0             5568   \n",
       "119       0        0          1              0            10408   \n",
       "121       0        0          1              0             4166   \n",
       "122       0        0          1              0             2137   \n",
       "123       1        1          1              0             2957   \n",
       "124       1        1          0              0             4300   \n",
       "128       1        1          1              1            10513   \n",
       "131       1        0          1              0             2014   \n",
       "132       1        0          1              0             2718   \n",
       "133       1        1          1              1             3459   \n",
       "134       1        0          1              0             4895   \n",
       "135       1        1          1              0             4000   \n",
       "136       0        1          1              0             4583   \n",
       "137       1        1          1              1             3316   \n",
       "138       1        0          1              0            14999   \n",
       "139       1        1          0              0             4200   \n",
       "140       1        1          1              0             5042   \n",
       "141       1        0          1              0             5417   \n",
       "142       1        0          1              1             6950   \n",
       "143       1        1          1              0             2698   \n",
       "144       1        1          1              0            11757   \n",
       "145       0        1          1              0             2330   \n",
       "146       0        1          1              0            14866   \n",
       "147       1        1          1              0             1538   \n",
       "148       0        0          1              0            10000   \n",
       "149       1        1          1              0             4860   \n",
       "150       1        0          1              0             6277   \n",
       "151       1        1          1              1             2577   \n",
       "152       1        0          1              0             9166   \n",
       "153       1        1          0              0             2281   \n",
       "154       1        0          1              0             3254   \n",
       "155       1        1          1              0            39999   \n",
       "157       1        1          1              0             9538   \n",
       "159       1        1          1              0             4583   \n",
       "160       1        1          0              0             1863   \n",
       "161       1        1          1              0             7933   \n",
       "162       1        1          1              0             3089   \n",
       "163       1        1          1              0             4167   \n",
       "164       1        1          1              0             9323   \n",
       "166       0        1          1              0             4583   \n",
       "167       1        1          1              0             2439   \n",
       "168       1        0          1              0             2237   \n",
       "169       1        1          1              0             8000   \n",
       "172       1        1          0              0             3522   \n",
       "173       1        1          1              0             5708   \n",
       "174       1        1          0              1             4344   \n",
       "175       1        1          1              0             3497   \n",
       "176       1        1          1              0             2045   \n",
       "177       1        1          1              0             5516   \n",
       "178       1        1          1              0             3750   \n",
       "179       1        0          0              0             2333   \n",
       "180       1        1          1              0             6400   \n",
       "182       1        1          1              0             4600   \n",
       "183       1        1          1              0            33846   \n",
       "184       0        1          1              0             3625   \n",
       "185       1        1          1              1            39147   \n",
       "186       1        1          1              1             2178   \n",
       "189       1        1          1              0             9328   \n",
       "190       1        0          0              0             4885   \n",
       "191       1        0          1              0            12000   \n",
       "192       1        1          0              0             6033   \n",
       "193       1        0          1              0             3858   \n",
       "194       1        0          1              0             4191   \n",
       "195       1        1          1              0             3125   \n",
       "196       1        0          1              0             8333   \n",
       "199       1        0          1              1            11000   \n",
       "200       1        1          0              0             2600   \n",
       "201       1        0          1              0             4923   \n",
       "203       1        1          0              0             3500   \n",
       "204       1        1          0              0             3917   \n",
       "205       0        0          0              0             4408   \n",
       "206       0        0          1              0             3244   \n",
       "207       1        0          0              0             3975   \n",
       "208       1        0          1              0             2479   \n",
       "209       1        0          1              0             3418   \n",
       "210       0        0          1              0            10000   \n",
       "211       1        1          1              0             3430   \n",
       "212       1        1          1              1             7787   \n",
       "213       1        1          0              1             5703   \n",
       "214       1        1          1              0             3173   \n",
       "215       1        1          0              0             3850   \n",
       "216       1        1          1              0              150   \n",
       "217       1        1          1              0             3727   \n",
       "220       1        1          1              0             2221   \n",
       "221       1        1          1              0             4009   \n",
       "222       1        0          1              0             2971   \n",
       "224       1        1          1              0             6250   \n",
       "225       1        1          1              0             3250   \n",
       "227       1        1          1              0             6250   \n",
       "229       1        0          1              1             6400   \n",
       "230       1        1          1              0             2491   \n",
       "233       0        0          1              0             8333   \n",
       "234       1        1          1              0             3155   \n",
       "235       1        1          1              0             5500   \n",
       "238       0        0          1              0             3812   \n",
       "239       1        1          1              0             3315   \n",
       "240       1        1          1              0             5819   \n",
       "241       1        1          0              0             2510   \n",
       "242       1        0          1              0             2965   \n",
       "243       1        1          1              1             6250   \n",
       "244       1        1          0              0             3406   \n",
       "245       1        0          1              1             6050   \n",
       "246       1        1          1              0             9703   \n",
       "247       1        1          0              0             6608   \n",
       "248       1        1          1              0             2882   \n",
       "249       1        1          1              0             1809   \n",
       "250       1        1          0              0             1668   \n",
       "251       0        0          1              0             3427   \n",
       "252       1        0          0              1             2583   \n",
       "253       1        1          0              0             2661   \n",
       "254       1        0          1              1            16250   \n",
       "255       0        0          1              0             3083   \n",
       "256       1        0          0              0             6045   \n",
       "257       1        1          1              0             5250   \n",
       "258       1        1          1              0            14683   \n",
       "261       1        0          1              0             2060   \n",
       "262       0        0          1              0             3481   \n",
       "263       0        0          1              0             7200   \n",
       "264       1        0          1              1             5166   \n",
       "265       1        0          1              0             4095   \n",
       "266       1        1          1              0             4708   \n",
       "267       1        1          1              0             4333   \n",
       "269       0        0          1              0             2876   \n",
       "270       0        0          1              0             3237   \n",
       "271       1        1          1              0            11146   \n",
       "272       1        0          1              0             2833   \n",
       "273       1        1          1              0             2620   \n",
       "274       1        1          1              0             3900   \n",
       "275       1        1          1              0             2750   \n",
       "276       1        1          1              0             3993   \n",
       "277       1        1          1              0             3103   \n",
       "278       1        1          1              0            14583   \n",
       "280       1        0          0              1             4053   \n",
       "281       1        1          1              0             3927   \n",
       "282       1        1          1              0             2301   \n",
       "283       0        0          1              0             1811   \n",
       "285       1        0          1              0             3158   \n",
       "286       0        0          1              1             2600   \n",
       "287       1        1          1              0             3704   \n",
       "288       0        0          1              0             4124   \n",
       "289       1        0          1              0             9508   \n",
       "290       1        1          1              0             3075   \n",
       "291       1        1          1              0             4400   \n",
       "292       1        1          1              0             3153   \n",
       "294       1        1          1              0             2383   \n",
       "296       1        1          1              0             6875   \n",
       "297       0        1          1              0             4666   \n",
       "298       0        0          1              0             5000   \n",
       "299       1        1          1              0             2014   \n",
       "300       1        1          0              0             1800   \n",
       "302       0        0          1              0             5000   \n",
       "303       1        1          1              0             1625   \n",
       "304       1        0          1              0             4000   \n",
       "306       0        0          1              0             3762   \n",
       "307       0        0          1              0             2400   \n",
       "308       1        0          1              0            20233   \n",
       "310       0        0          1              0             2917   \n",
       "311       1        0          0              0             2927   \n",
       "312       0        0          1              0             2507   \n",
       "315       1        1          0              0             3399   \n",
       "316       1        1          1              0             3717   \n",
       "319       1        1          1              1            10000   \n",
       "320       1        1          1              0             2400   \n",
       "321       1        1          1              0             4342   \n",
       "324       1        1          1              0            15000   \n",
       "325       1        1          1              1             8666   \n",
       "326       1        0          1              0             4917   \n",
       "327       1        1          1              1             5818   \n",
       "328       0        1          1              0             4333   \n",
       "329       0        0          1              0             2500   \n",
       "330       1        0          1              0             4384   \n",
       "331       1        0          1              0             2935   \n",
       "337       1        1          1              1             2500   \n",
       "339       0        0          1              0             4160   \n",
       "340       1        1          0              0             2647   \n",
       "341       0        0          1              0             2378   \n",
       "342       1        1          0              0             4554   \n",
       "343       1        1          0              0             3173   \n",
       "345       1        1          1              0             2499   \n",
       "347       1        1          0              0             3083   \n",
       "349       1        1          1              0             2625   \n",
       "350       1        1          1              0             9083   \n",
       "351       1        0          1              0             8750   \n",
       "352       1        1          1              0             2666   \n",
       "353       0        1          1              1             5500   \n",
       "354       0        1          1              0             2423   \n",
       "356       1        1          1              0             8333   \n",
       "357       1        1          1              0             3875   \n",
       "358       1        1          0              0             3000   \n",
       "359       1        1          1              0             5167   \n",
       "360       0        0          1              0             4723   \n",
       "361       1        1          1              0             5000   \n",
       "362       1        1          1              0             4750   \n",
       "364       1        0          1              1             6822   \n",
       "365       1        0          0              0             6216   \n",
       "366       1        0          1              0             2500   \n",
       "368       1        1          1              0             6325   \n",
       "369       1        1          1              0            19730   \n",
       "370       0        0          1              1            15759   \n",
       "371       1        1          1              0             5185   \n",
       "372       1        1          1              1             9323   \n",
       "373       1        0          1              0             3062   \n",
       "375       1        1          1              0             4817   \n",
       "376       1        1          1              0             8750   \n",
       "378       1        0          1              0             3069   \n",
       "379       1        1          1              0             5391   \n",
       "381       1        0          1              0             5941   \n",
       "382       0        0          1              0             6000   \n",
       "383       1        0          1              1             7167   \n",
       "384       1        1          1              0             4566   \n",
       "386       1        0          0              0             2346   \n",
       "388       1        1          1              0             2333   \n",
       "389       1        1          1              0             5488   \n",
       "390       1        0          1              0             9167   \n",
       "391       1        1          1              0             9504   \n",
       "393       1        1          0              0             1993   \n",
       "394       1        1          1              0             3100   \n",
       "396       0        0          1              0             3180   \n",
       "397       1        1          1              0             3033   \n",
       "398       1        0          0              0             3902   \n",
       "399       0        0          1              0             1500   \n",
       "400       1        1          0              0             2889   \n",
       "401       1        0          0              0             2755   \n",
       "402       1        0          1              0             2500   \n",
       "403       0        0          0              0             1963   \n",
       "404       0        0          1              1             7441   \n",
       "405       0        0          1              0             4547   \n",
       "406       1        1          0              0             2167   \n",
       "407       0        0          0              0             2213   \n",
       "408       1        1          1              0             8300   \n",
       "409       1        1          1              0            81000   \n",
       "410       0        0          0              1             3867   \n",
       "412       1        1          0              0             6096   \n",
       "413       1        1          0              0             2253   \n",
       "414       0        1          0              0             2149   \n",
       "415       0        0          1              0             2995   \n",
       "416       0        0          1              0             2600   \n",
       "417       1        1          1              1             1600   \n",
       "418       1        1          1              0             1025   \n",
       "419       1        1          1              0             3246   \n",
       "420       1        1          1              0             5829   \n",
       "422       1        1          1              0             1820   \n",
       "424       1        1          1              0            14880   \n",
       "425       1        1          1              0             2666   \n",
       "426       0        0          0              0             4606   \n",
       "427       1        1          1              0             5935   \n",
       "428       1        1          1              0             2920   \n",
       "429       1        0          0              0             2717   \n",
       "430       0        0          1              1             8624   \n",
       "431       1        0          1              0             6500   \n",
       "433       1        1          1              0             2425   \n",
       "434       1        0          1              0             3750   \n",
       "436       1        0          1              0             1926   \n",
       "438       1        0          1              1            10416   \n",
       "439       0        1          0              1             7142   \n",
       "440       1        0          1              0             3660   \n",
       "441       1        1          1              0             7901   \n",
       "442       1        0          0              0             4707   \n",
       "443       1        0          1              0            37719   \n",
       "445       1        1          1              1             3466   \n",
       "446       1        1          0              0             4652   \n",
       "448       1        1          1              0             3340   \n",
       "450       1        1          0              0             2309   \n",
       "452       1        1          1              0             3948   \n",
       "453       1        1          1              0             2483   \n",
       "454       1        0          1              1             7085   \n",
       "455       1        1          1              0             3859   \n",
       "456       1        1          1              0             4301   \n",
       "457       1        1          1              0             3708   \n",
       "458       1        0          1              0             4354   \n",
       "459       1        1          1              0             8334   \n",
       "461       1        1          1              0             7740   \n",
       "462       1        1          1              0             3015   \n",
       "464       1        0          1              0             4166   \n",
       "465       1        0          1              0             6000   \n",
       "466       1        1          0              0             2947   \n",
       "469       1        1          1              0             4333   \n",
       "470       1        1          1              1             3450   \n",
       "471       1        1          0              0             2653   \n",
       "472       1        1          1              0             4691   \n",
       "474       1        0          1              0             5532   \n",
       "475       1        1          1              1            16525   \n",
       "476       1        1          1              0             6700   \n",
       "478       1        1          1              1            16667   \n",
       "480       0        0          0              0             4350   \n",
       "481       1        1          0              0             3095   \n",
       "482       1        1          1              0             2083   \n",
       "483       1        1          1              0            10833   \n",
       "484       1        1          1              0             8333   \n",
       "485       1        1          0              0             1958   \n",
       "486       1        0          1              0             3547   \n",
       "487       1        1          1              0            18333   \n",
       "488       1        1          1              1             4583   \n",
       "489       1        0          1              0             2435   \n",
       "492       1        0          0              0             3691   \n",
       "493       0        0          0              1            17263   \n",
       "494       1        1          1              0             3597   \n",
       "495       0        1          1              0             3326   \n",
       "496       1        1          0              0             2600   \n",
       "498       1        1          1              1             2895   \n",
       "499       1        0          1              0             6283   \n",
       "500       0        0          1              0              645   \n",
       "501       0        0          1              0             3159   \n",
       "502       1        1          1              0             4865   \n",
       "504       1        1          0              0             3814   \n",
       "505       1        1          1              0             3510   \n",
       "508       1        1          1              1             2479   \n",
       "509       0        0          1              0            13262   \n",
       "510       1        0          0              0             3598   \n",
       "511       1        1          1              0             6065   \n",
       "512       1        1          1              0             3283   \n",
       "513       1        1          1              0             2130   \n",
       "514       1        0          1              0             5815   \n",
       "515       1        1          1              0             3466   \n",
       "516       0        1          1              0             2031   \n",
       "518       1        0          1              0             4683   \n",
       "519       0        0          0              0             3400   \n",
       "520       1        1          0              0             2192   \n",
       "521       1        0          1              0             2500   \n",
       "522       1        1          1              1             5677   \n",
       "523       1        1          1              1             7948   \n",
       "525       1        1          1              1            17500   \n",
       "526       1        1          1              0             3775   \n",
       "527       1        1          0              0             5285   \n",
       "528       1        0          0              0             2679   \n",
       "529       1        0          0              0             6783   \n",
       "531       1        1          1              0             4281   \n",
       "532       1        0          1              0             3588   \n",
       "534       0        0          0              1            18165   \n",
       "536       1        1          1              0             6133   \n",
       "537       1        0          1              0             3617   \n",
       "538       1        1          0              0             2917   \n",
       "539       1        1          1              0             6417   \n",
       "540       0        1          1              0             4608   \n",
       "541       0        0          1              0             2138   \n",
       "543       1        1          0              0             2239   \n",
       "545       1        1          1              0             2768   \n",
       "546       1        0          0              0             3358   \n",
       "547       1        0          1              0             2526   \n",
       "548       0        0          1              0             5000   \n",
       "549       1        1          1              0             2785   \n",
       "552       1        1          1              0             3333   \n",
       "553       1        1          0              0             2454   \n",
       "554       1        1          1              0             3593   \n",
       "555       1        1          1              0             5468   \n",
       "557       1        1          1              1            10139   \n",
       "558       1        1          1              0             3887   \n",
       "559       0        1          1              0             4180   \n",
       "560       1        1          0              0             3675   \n",
       "561       0        1          1              1            19484   \n",
       "562       1        1          1              0             5923   \n",
       "563       1        0          0              1             5800   \n",
       "564       1        1          1              0             8799   \n",
       "566       1        0          1              0             3333   \n",
       "567       1        1          1              0             3400   \n",
       "568       0        0          1              0             2378   \n",
       "569       1        1          1              0             3166   \n",
       "570       1        1          1              0             3417   \n",
       "572       1        1          1              0            16666   \n",
       "573       1        1          0              0             6125   \n",
       "574       1        1          1              0             6406   \n",
       "575       1        1          1              0             3159   \n",
       "577       1        0          1              0             3229   \n",
       "578       1        1          1              0             1782   \n",
       "580       1        1          1              0             6540   \n",
       "581       1        0          1              0             1836   \n",
       "582       0        1          1              0             3166   \n",
       "584       1        1          1              0             2787   \n",
       "585       1        1          1              0             4283   \n",
       "586       1        1          1              0             2297   \n",
       "587       0        0          0              0             2165   \n",
       "589       1        1          1              1             2726   \n",
       "590       1        1          1              0             3000   \n",
       "591       1        1          1              1             6000   \n",
       "593       1        1          1              0             3859   \n",
       "594       1        1          1              1            16120   \n",
       "595       1        0          0              0             3833   \n",
       "596       1        1          0              1             6383   \n",
       "598       1        1          1              1             9963   \n",
       "599       1        1          1              0             5780   \n",
       "602       1        1          1              0             5703   \n",
       "603       1        0          1              0             3676   \n",
       "604       0        1          1              0            12000   \n",
       "606       1        1          1              0             3400   \n",
       "607       1        1          0              0             3987   \n",
       "608       1        1          1              0             3232   \n",
       "609       0        0          1              0             2900   \n",
       "610       1        1          1              0             4106   \n",
       "611       1        1          1              0             8072   \n",
       "612       1        1          1              0             7583   \n",
       "613       0        0          1              1             4583   \n",
       "\n",
       "     CoapplicantIncome  LoanAmount  Loan_Amount_Term  Credit_History  \\\n",
       "1          1508.000000       128.0             360.0             1.0   \n",
       "2             0.000000        66.0             360.0             1.0   \n",
       "3          2358.000000       120.0             360.0             1.0   \n",
       "4             0.000000       141.0             360.0             1.0   \n",
       "5          4196.000000       267.0             360.0             1.0   \n",
       "6          1516.000000        95.0             360.0             1.0   \n",
       "7          2504.000000       158.0             360.0             0.0   \n",
       "8          1526.000000       168.0             360.0             1.0   \n",
       "9         10968.000000       349.0             360.0             1.0   \n",
       "10          700.000000        70.0             360.0             1.0   \n",
       "12         8106.000000       200.0             360.0             1.0   \n",
       "13         2840.000000       114.0             360.0             1.0   \n",
       "14         1086.000000        17.0             120.0             1.0   \n",
       "15            0.000000       125.0             360.0             1.0   \n",
       "17            0.000000        76.0             360.0             0.0   \n",
       "18            0.000000       133.0             360.0             1.0   \n",
       "20            0.000000       104.0             360.0             0.0   \n",
       "21         5625.000000       315.0             360.0             1.0   \n",
       "22         1911.000000       116.0             360.0             0.0   \n",
       "25            0.000000       191.0             360.0             1.0   \n",
       "26         2253.000000       122.0             360.0             1.0   \n",
       "27         1040.000000       110.0             360.0             1.0   \n",
       "28            0.000000        35.0             360.0             1.0   \n",
       "31            0.000000        74.0             360.0             1.0   \n",
       "32            0.000000       106.0             360.0             1.0   \n",
       "33         1667.000000       114.0             360.0             1.0   \n",
       "34         3000.000000       320.0             360.0             1.0   \n",
       "37         1459.000000       144.0             360.0             1.0   \n",
       "38         7210.000000       184.0             360.0             1.0   \n",
       "39         1668.000000       110.0             360.0             1.0   \n",
       "40            0.000000        80.0             360.0             1.0   \n",
       "41         1213.000000        47.0             360.0             1.0   \n",
       "43         2336.000000       134.0             360.0             1.0   \n",
       "46            0.000000        44.0             360.0             1.0   \n",
       "47            0.000000       144.0             360.0             1.0   \n",
       "48         3440.000000       120.0             360.0             0.0   \n",
       "49         2275.000000       144.0             360.0             1.0   \n",
       "50         1644.000000       100.0             360.0             1.0   \n",
       "51            0.000000       120.0             360.0             1.0   \n",
       "52            0.000000       112.0             360.0             1.0   \n",
       "53            0.000000       134.0             360.0             1.0   \n",
       "54            0.000000       286.0             360.0             0.0   \n",
       "55         1167.000000        97.0             360.0             1.0   \n",
       "56         1591.000000        96.0             360.0             1.0   \n",
       "57         2200.000000       135.0             360.0             1.0   \n",
       "58         2250.000000       180.0             360.0             1.0   \n",
       "59         2859.000000       144.0             360.0             1.0   \n",
       "60         3796.000000       120.0             360.0             1.0   \n",
       "61            0.000000        99.0             360.0             1.0   \n",
       "62         3449.000000       165.0             180.0             0.0   \n",
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       "471        1500.000000       113.0             180.0             0.0   \n",
       "472           0.000000       100.0             360.0             1.0   \n",
       "474        4648.000000       162.0             360.0             1.0   \n",
       "475        1014.000000       150.0             360.0             1.0   \n",
       "476        1750.000000       230.0             300.0             1.0   \n",
       "478        2250.000000        86.0             360.0             1.0   \n",
       "480           0.000000       154.0             360.0             1.0   \n",
       "481           0.000000       113.0             360.0             1.0   \n",
       "482        3150.000000       128.0             360.0             1.0   \n",
       "483           0.000000       234.0             360.0             1.0   \n",
       "484           0.000000       246.0             360.0             1.0   \n",
       "485        2436.000000       131.0             360.0             1.0   \n",
       "486           0.000000        80.0             360.0             0.0   \n",
       "487           0.000000       500.0             360.0             1.0   \n",
       "488        2083.000000       160.0             360.0             1.0   \n",
       "489           0.000000        75.0             360.0             1.0   \n",
       "492           0.000000       110.0             360.0             1.0   \n",
       "493           0.000000       225.0             360.0             1.0   \n",
       "494        2157.000000       119.0             360.0             0.0   \n",
       "495         913.000000       105.0              84.0             1.0   \n",
       "496        1700.000000       107.0             360.0             1.0   \n",
       "498           0.000000        95.0             360.0             1.0   \n",
       "499        4416.000000       209.0             360.0             0.0   \n",
       "500        3683.000000       113.0             480.0             1.0   \n",
       "501           0.000000       100.0             360.0             1.0   \n",
       "502        5624.000000       208.0             360.0             1.0   \n",
       "504        1483.000000       124.0             300.0             1.0   \n",
       "505        4416.000000       243.0             360.0             1.0   \n",
       "508        3013.000000       188.0             360.0             1.0   \n",
       "509           0.000000        40.0             360.0             1.0   \n",
       "510        1287.000000       100.0             360.0             1.0   \n",
       "511        2004.000000       250.0             360.0             1.0   \n",
       "512        2035.000000       148.0             360.0             1.0   \n",
       "513        6666.000000        70.0             180.0             1.0   \n",
       "514        3666.000000       311.0             360.0             1.0   \n",
       "515        3428.000000       150.0             360.0             1.0   \n",
       "516        1632.000000       113.0             480.0             1.0   \n",
       "518        1915.000000       185.0             360.0             1.0   \n",
       "519           0.000000        95.0             360.0             1.0   \n",
       "520        1742.000000        45.0             360.0             1.0   \n",
       "521           0.000000        55.0             360.0             1.0   \n",
       "522        1424.000000       100.0             360.0             1.0   \n",
       "523        7166.000000       480.0             360.0             1.0   \n",
       "525           0.000000       400.0             360.0             1.0   \n",
       "526           0.000000       110.0             360.0             1.0   \n",
       "527        1430.000000       161.0             360.0             0.0   \n",
       "528        1302.000000        94.0             360.0             1.0   \n",
       "529           0.000000       130.0             360.0             1.0   \n",
       "531           0.000000       100.0             360.0             1.0   \n",
       "532           0.000000       110.0             360.0             0.0   \n",
       "534           0.000000       125.0             360.0             1.0   \n",
       "536        3906.000000       324.0             360.0             1.0   \n",
       "537           0.000000       107.0             360.0             1.0   \n",
       "538         536.000000        66.0             360.0             1.0   \n",
       "539           0.000000       157.0             180.0             1.0   \n",
       "540        2845.000000       140.0             180.0             1.0   \n",
       "541           0.000000        99.0             360.0             0.0   \n",
       "543        2524.000000       128.0             360.0             1.0   \n",
       "545        1950.000000       155.0             360.0             1.0   \n",
       "546           0.000000        80.0              36.0             1.0   \n",
       "547        1783.000000       145.0             360.0             1.0   \n",
       "548           0.000000       103.0             360.0             0.0   \n",
       "549        2016.000000       110.0             360.0             1.0   \n",
       "552        3250.000000       158.0             360.0             1.0   \n",
       "553        2333.000000       181.0             360.0             0.0   \n",
       "554        4266.000000       132.0             180.0             0.0   \n",
       "555        1032.000000        26.0             360.0             1.0   \n",
       "557           0.000000       260.0             360.0             1.0   \n",
       "558        2669.000000       162.0             360.0             1.0   \n",
       "559        2306.000000       182.0             360.0             1.0   \n",
       "560         242.000000       108.0             360.0             1.0   \n",
       "561           0.000000       600.0             360.0             1.0   \n",
       "562        2054.000000       211.0             360.0             1.0   \n",
       "563           0.000000       132.0             360.0             1.0   \n",
       "564           0.000000       258.0             360.0             0.0   \n",
       "566           0.000000        70.0             360.0             1.0   \n",
       "567        2500.000000       123.0             360.0             0.0   \n",
       "568           0.000000         9.0             360.0             1.0   \n",
       "569        2064.000000       104.0             360.0             0.0   \n",
       "570        1750.000000       186.0             360.0             1.0   \n",
       "572           0.000000       275.0             360.0             1.0   \n",
       "573        1625.000000       187.0             480.0             1.0   \n",
       "574           0.000000       150.0             360.0             1.0   \n",
       "575         461.000000       108.0              84.0             1.0   \n",
       "577        2739.000000       110.0             360.0             1.0   \n",
       "578        2232.000000       107.0             360.0             1.0   \n",
       "580           0.000000       205.0             360.0             1.0   \n",
       "581       33837.000000        90.0             360.0             1.0   \n",
       "582           0.000000        36.0             360.0             1.0   \n",
       "584        1917.000000       146.0             360.0             0.0   \n",
       "585        3000.000000       172.0              84.0             1.0   \n",
       "586        1522.000000       104.0             360.0             1.0   \n",
       "587           0.000000        70.0             360.0             1.0   \n",
       "589           0.000000       106.0             360.0             0.0   \n",
       "590        3416.000000        56.0             180.0             1.0   \n",
       "591           0.000000       205.0             240.0             1.0   \n",
       "593        3300.000000       142.0             180.0             1.0   \n",
       "594           0.000000       260.0             360.0             1.0   \n",
       "595           0.000000       110.0             360.0             1.0   \n",
       "596        1000.000000       187.0             360.0             1.0   \n",
       "598           0.000000       180.0             360.0             1.0   \n",
       "599           0.000000       192.0             360.0             1.0   \n",
       "602           0.000000       128.0             360.0             1.0   \n",
       "603        4301.000000       172.0             360.0             1.0   \n",
       "604           0.000000       496.0             360.0             1.0   \n",
       "606        2500.000000       173.0             360.0             1.0   \n",
       "607        1411.000000       157.0             360.0             1.0   \n",
       "608        1950.000000       108.0             360.0             1.0   \n",
       "609           0.000000        71.0             360.0             1.0   \n",
       "610           0.000000        40.0             180.0             1.0   \n",
       "611         240.000000       253.0             360.0             1.0   \n",
       "612           0.000000       187.0             360.0             1.0   \n",
       "613           0.000000       133.0             360.0             0.0   \n",
       "\n",
       "     Property_Area  \n",
       "1                2  \n",
       "2                0  \n",
       "3                0  \n",
       "4                0  \n",
       "5                0  \n",
       "6                0  \n",
       "7                1  \n",
       "8                0  \n",
       "9                1  \n",
       "10               0  \n",
       "12               0  \n",
       "13               2  \n",
       "14               0  \n",
       "15               0  \n",
       "17               0  \n",
       "18               2  \n",
       "20               0  \n",
       "21               0  \n",
       "22               1  \n",
       "25               1  \n",
       "26               1  \n",
       "27               0  \n",
       "28               0  \n",
       "31               0  \n",
       "32               2  \n",
       "33               1  \n",
       "34               2  \n",
       "37               1  \n",
       "38               0  \n",
       "39               1  \n",
       "40               0  \n",
       "41               0  \n",
       "43               1  \n",
       "46               0  \n",
       "47               0  \n",
       "48               0  \n",
       "49               1  \n",
       "50               1  \n",
       "51               1  \n",
       "52               1  \n",
       "53               0  \n",
       "54               0  \n",
       "55               1  \n",
       "56               1  \n",
       "57               2  \n",
       "58               0  \n",
       "59               0  \n",
       "60               0  \n",
       "61               0  \n",
       "62               2  \n",
       "64               1  \n",
       "65               1  \n",
       "66               0  \n",
       "67               0  \n",
       "68               0  \n",
       "69               1  \n",
       "70               0  \n",
       "71               1  \n",
       "72               1  \n",
       "74               1  \n",
       "75               0  \n",
       "76               0  \n",
       "77               0  \n",
       "78               1  \n",
       "80               1  \n",
       "82               0  \n",
       "84               0  \n",
       "85               1  \n",
       "87               1  \n",
       "88               0  \n",
       "89               1  \n",
       "90               1  \n",
       "91               1  \n",
       "92               0  \n",
       "93               1  \n",
       "94               1  \n",
       "96               1  \n",
       "97               1  \n",
       "98               1  \n",
       "99               1  \n",
       "100              0  \n",
       "101              1  \n",
       "105              0  \n",
       "106              0  \n",
       "108              0  \n",
       "109              1  \n",
       "110              0  \n",
       "115              2  \n",
       "116              1  \n",
       "118              2  \n",
       "119              0  \n",
       "121              1  \n",
       "122              1  \n",
       "123              1  \n",
       "124              2  \n",
       "128              0  \n",
       "131              0  \n",
       "132              1  \n",
       "133              1  \n",
       "134              1  \n",
       "135              1  \n",
       "136              2  \n",
       "137              0  \n",
       "138              1  \n",
       "139              2  \n",
       "140              2  \n",
       "141              0  \n",
       "142              1  \n",
       "143              1  \n",
       "144              0  \n",
       "145              1  \n",
       "146              0  \n",
       "147              0  \n",
       "148              2  \n",
       "149              1  \n",
       "150              2  \n",
       "151              2  \n",
       "152              0  \n",
       "153              2  \n",
       "154              0  \n",
       "155              1  \n",
       "157              0  \n",
       "159              1  \n",
       "160              1  \n",
       "161              0  \n",
       "162              1  \n",
       "163              2  \n",
       "164              0  \n",
       "166              2  \n",
       "167              2  \n",
       "168              1  \n",
       "169              1  \n",
       "172              2  \n",
       "173              1  \n",
       "174              1  \n",
       "175              2  \n",
       "176              2  \n",
       "177              1  \n",
       "178              1  \n",
       "179              0  \n",
       "180              0  \n",
       "182              1  \n",
       "183              1  \n",
       "184              1  \n",
       "185              1  \n",
       "186              2  \n",
       "189              2  \n",
       "190              2  \n",
       "191              1  \n",
       "192              0  \n",
       "193              1  \n",
       "194              2  \n",
       "195              1  \n",
       "196              2  \n",
       "199              0  \n",
       "200              1  \n",
       "201              1  \n",
       "203              0  \n",
       "204              1  \n",
       "205              1  \n",
       "206              0  \n",
       "207              2  \n",
       "208              0  \n",
       "209              1  \n",
       "210              1  \n",
       "211              1  \n",
       "212              0  \n",
       "213              2  \n",
       "214              0  \n",
       "215              1  \n",
       "216              2  \n",
       "217              1  \n",
       "220              0  \n",
       "221              1  \n",
       "222              1  \n",
       "224              1  \n",
       "225              2  \n",
       "227              1  \n",
       "229              2  \n",
       "230              1  \n",
       "233              1  \n",
       "234              1  \n",
       "235              2  \n",
       "238              2  \n",
       "239              1  \n",
       "240              2  \n",
       "241              0  \n",
       "242              0  \n",
       "243              2  \n",
       "244              1  \n",
       "245              0  \n",
       "246              0  \n",
       "247              0  \n",
       "248              1  \n",
       "249              0  \n",
       "250              1  \n",
       "251              0  \n",
       "252              2  \n",
       "253              1  \n",
       "254              0  \n",
       "255              2  \n",
       "256              2  \n",
       "257              0  \n",
       "258              2  \n",
       "261              1  \n",
       "262              1  \n",
       "263              2  \n",
       "264              1  \n",
       "265              2  \n",
       "266              1  \n",
       "267              0  \n",
       "269              0  \n",
       "270              0  \n",
       "271              0  \n",
       "272              2  \n",
       "273              1  \n",
       "274              1  \n",
       "275              1  \n",
       "276              1  \n",
       "277              0  \n",
       "278              1  \n",
       "280              0  \n",
       "281              1  \n",
       "282              0  \n",
       "283              0  \n",
       "285              2  \n",
       "286              1  \n",
       "287              2  \n",
       "288              1  \n",
       "289              2  \n",
       "290              2  \n",
       "291              1  \n",
       "292              0  \n",
       "294              1  \n",
       "296              1  \n",
       "297              0  \n",
       "298              2  \n",
       "299              0  \n",
       "300              0  \n",
       "302              2  \n",
       "303              0  \n",
       "304              2  \n",
       "306              2  \n",
       "307              0  \n",
       "308              2  \n",
       "310              1  \n",
       "311              1  \n",
       "312              2  \n",
       "315              0  \n",
       "316              1  \n",
       "319              2  \n",
       "320              1  \n",
       "321              1  \n",
       "324              2  \n",
       "325              2  \n",
       "326              2  \n",
       "327              1  \n",
       "328              0  \n",
       "329              0  \n",
       "330              0  \n",
       "331              1  \n",
       "337              2  \n",
       "339              1  \n",
       "340              2  \n",
       "341              2  \n",
       "342              0  \n",
       "343              1  \n",
       "345              1  \n",
       "347              0  \n",
       "349              2  \n",
       "350              1  \n",
       "351              2  \n",
       "352              2  \n",
       "353              2  \n",
       "354              1  \n",
       "356              2  \n",
       "357              0  \n",
       "358              0  \n",
       "359              1  \n",
       "360              1  \n",
       "361              1  \n",
       "362              0  \n",
       "364              2  \n",
       "365              2  \n",
       "366              1  \n",
       "368              1  \n",
       "369              2  \n",
       "370              1  \n",
       "371              1  \n",
       "372              2  \n",
       "373              0  \n",
       "375              0  \n",
       "376              2  \n",
       "378              0  \n",
       "379              0  \n",
       "381              1  \n",
       "382              0  \n",
       "383              0  \n",
       "384              0  \n",
       "386              1  \n",
       "388              0  \n",
       "389              2  \n",
       "390              2  \n",
       "391              2  \n",
       "393              1  \n",
       "394              0  \n",
       "396              0  \n",
       "397              0  \n",
       "398              2  \n",
       "399              1  \n",
       "400              0  \n",
       "401              2  \n",
       "402              1  \n",
       "403              1  \n",
       "404              2  \n",
       "405              1  \n",
       "406              0  \n",
       "407              2  \n",
       "408              1  \n",
       "409              2  \n",
       "410              1  \n",
       "412              2  \n",
       "413              2  \n",
       "414              1  \n",
       "415              0  \n",
       "416              0  \n",
       "417              0  \n",
       "418              2  \n",
       "419              1  \n",
       "420              2  \n",
       "422              0  \n",
       "424              1  \n",
       "425              2  \n",
       "426              2  \n",
       "427              1  \n",
       "428              2  \n",
       "429              0  \n",
       "430              1  \n",
       "431              2  \n",
       "433              1  \n",
       "434              0  \n",
       "436              1  \n",
       "438              0  \n",
       "439              2  \n",
       "440              1  \n",
       "441              2  \n",
       "442              1  \n",
       "443              1  \n",
       "445              2  \n",
       "446              2  \n",
       "448              2  \n",
       "450              2  \n",
       "452              2  \n",
       "453              2  \n",
       "454              1  \n",
       "455              1  \n",
       "456              0  \n",
       "457              0  \n",
       "458              2  \n",
       "459              1  \n",
       "461              0  \n",
       "462              2  \n",
       "464              1  \n",
       "465              2  \n",
       "466              0  \n",
       "469              0  \n",
       "470              1  \n",
       "471              2  \n",
       "472              1  \n",
       "474              2  \n",
       "475              2  \n",
       "476              1  \n",
       "478              1  \n",
       "480              2  \n",
       "481              2  \n",
       "482              1  \n",
       "483              1  \n",
       "484              1  \n",
       "485              2  \n",
       "486              2  \n",
       "487              0  \n",
       "488              1  \n",
       "489              0  \n",
       "492              2  \n",
       "493              1  \n",
       "494              2  \n",
       "495              1  \n",
       "496              2  \n",
       "498              1  \n",
       "499              2  \n",
       "500              2  \n",
       "501              1  \n",
       "502              1  \n",
       "504              1  \n",
       "505              2  \n",
       "508              0  \n",
       "509              0  \n",
       "510              2  \n",
       "511              1  \n",
       "512              0  \n",
       "513              1  \n",
       "514              2  \n",
       "515              2  \n",
       "516              1  \n",
       "518              1  \n",
       "519              2  \n",
       "520              1  \n",
       "521              1  \n",
       "522              2  \n",
       "523              2  \n",
       "525              2  \n",
       "526              1  \n",
       "527              1  \n",
       "528              1  \n",
       "529              1  \n",
       "531              0  \n",
       "532              2  \n",
       "534              0  \n",
       "536              0  \n",
       "537              1  \n",
       "538              2  \n",
       "539              2  \n",
       "540              1  \n",
       "541              1  \n",
       "543              0  \n",
       "545              2  \n",
       "546              1  \n",
       "547              2  \n",
       "548              1  \n",
       "549              2  \n",
       "552              0  \n",
       "553              0  \n",
       "554              2  \n",
       "555              1  \n",
       "557              1  \n",
       "558              1  \n",
       "559              1  \n",
       "560              1  \n",
       "561              1  \n",
       "562              2  \n",
       "563              1  \n",
       "564              0  \n",
       "566              0  \n",
       "567              2  \n",
       "568              0  \n",
       "569              0  \n",
       "570              0  \n",
       "572              0  \n",
       "573              1  \n",
       "574              1  \n",
       "575              0  \n",
       "577              0  \n",
       "578              2  \n",
       "580              1  \n",
       "581              0  \n",
       "582              1  \n",
       "584              2  \n",
       "585              2  \n",
       "586              0  \n",
       "587              1  \n",
       "589              1  \n",
       "590              1  \n",
       "591              1  \n",
       "593              2  \n",
       "594              0  \n",
       "595              2  \n",
       "596              2  \n",
       "598              2  \n",
       "599              0  \n",
       "602              0  \n",
       "603              2  \n",
       "604              1  \n",
       "606              1  \n",
       "607              2  \n",
       "608              2  \n",
       "609              2  \n",
       "610              2  \n",
       "611              0  \n",
       "612              0  \n",
       "613              1  "
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "X"
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   "cell_type": "code",
   "execution_count": 179,
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       "613    0\n",
       "Name: Loan_Status, dtype: int64"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "x_train,x_test,y_train,y_test = train_test_split(X,Y,test_size = 0.2,random_state = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "sc = StandardScaler()\n",
    "x_train = sc.fit_transform(x_train)\n",
    "x_test = sc.fit_transform(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(384, 10)"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n",
       "                       max_depth=None, 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='deprecated',\n",
       "                       random_state=None, splitter='best')"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "tree = DecisionTreeClassifier()\n",
    "tree.fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = tree.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'              precision    recall  f1-score   support\\n\\n           0       0.59      0.61      0.60        33\\n           1       0.79      0.78      0.78        63\\n\\n    accuracy                           0.72        96\\n   macro avg       0.69      0.69      0.69        96\\nweighted avg       0.72      0.72      0.72        96\\n'"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report, accuracy_score, confusion_matrix, f1_score\n",
    "\n",
    "classification_report(y_test,y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.71875"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test,y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[20, 13],\n",
       "       [14, 49]], dtype=int64)"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test,y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7839999999999999"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(y_test,y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None,\n",
       "                       criterion='gini', max_depth=None, max_features='auto',\n",
       "                       max_leaf_nodes=None, max_samples=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, n_estimators=100,\n",
       "                       n_jobs=None, oob_score=False, random_state=None,\n",
       "                       verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 189,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "forest = RandomForestClassifier()\n",
    "forest.fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_fpred = forest.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'              precision    recall  f1-score   support\\n\\n           0       0.59      0.30      0.40        33\\n           1       0.71      0.89      0.79        63\\n\\n    accuracy                           0.69        96\\n   macro avg       0.65      0.60      0.59        96\\nweighted avg       0.67      0.69      0.66        96\\n'"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report, accuracy_score, confusion_matrix, f1_score\n",
    "\n",
    "classification_report(y_test,y_fpred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6875"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test,y_fpred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[10, 23],\n",
       "       [ 7, 56]], dtype=int64)"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test,y_fpred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7887323943661971"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(y_test,y_fpred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option(\"display.max_rows\", None, \"display.max_columns\", None)\n",
    "z = pd.DataFrame({'actual':y_test,'tree':y_pred,'randomForest':y_fpred})\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {},
   "outputs": [
    {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>actual</th>\n",
       "      <th>tree</th>\n",
       "      <th>randomForest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     actual  tree  randomForest\n",
       "378       0     0             0\n",
       "365       0     1             1\n",
       "47        1     1             1\n",
       "487       0     0             1\n",
       "552       1     1             1\n",
       "465       1     1             1\n",
       "492       1     1             1\n",
       "84        1     1             1\n",
       "319       0     1             1\n",
       "41        1     0             1\n",
       "513       0     0             1\n",
       "205       1     1             1\n",
       "214       1     1             1\n",
       "416       0     1             1\n",
       "241       0     1             1\n",
       "397       1     1             1\n",
       "531       1     1             0\n",
       "422       1     1             1\n",
       "60        1     1             1\n",
       "261       1     0             1\n",
       "122       1     0             0\n",
       "391       1     1             1\n",
       "399       0     0             0\n",
       "541       0     0             0\n",
       "376       1     1             1\n",
       "489       0     1             1\n",
       "575       1     1             1\n",
       "584       0     0             0\n",
       "5         1     0             1\n",
       "85        1     1             1\n",
       "145       1     0             1\n",
       "402       1     1             1\n",
       "308       0     0             1\n",
       "264       1     1             1\n",
       "77        0     0             1\n",
       "455       1     1             1\n",
       "410       0     1             1\n",
       "244       1     1             1\n",
       "230       1     1             1\n",
       "384       0     0             1\n",
       "420       1     1             1\n",
       "560       1     1             1\n",
       "6         1     1             1\n",
       "82        0     1             1\n",
       "415       1     1             1\n",
       "290       1     1             1\n",
       "567       0     0             0\n",
       "372       1     1             1\n",
       "21        1     0             0\n",
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     "execution_count": 196,
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