Cluster.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset=pd.read_csv(r'C:\\Users\\shiva\\Desktop\\Mini project\\accredited_colleges.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['college_institution_id', 'name', 'university_id', 'district_code',\n",
       "       'state_code', 'city', 'autonomous', 'girl_exclusive',\n",
       "       'infrastructure_id', 'is_accredited', 'offers_scholarship',\n",
       "       'offers_loan', 'accreditation_id', 'accreditation_body', 'score',\n",
       "       'max_score', 'has_score', 'infrastructure_score', 'Total_Students',\n",
       "       'courses', 'c_Agriculture', 'c_Area_Studies', 'c_Arts', 'c_Commerce',\n",
       "       'c_Criminology_&_Forensic_Science', 'c_Cultural_Studies',\n",
       "       'c_Defence_Studies', 'c_Design', 'c_Disability_Studies', 'c_Education',\n",
       "       'c_Engineering_&_Technology', 'c_Fashion_Technology', 'c_Fine_Arts',\n",
       "       'c_Fisheries_Science', 'c_Foreign_Language', 'c_Gandhian_Studies',\n",
       "       'c_Home_Science', 'c_IT_&_Computer', 'c_Indian_Language',\n",
       "       'c_Journalism_&_Mass_Communication', 'c_Law',\n",
       "       'c_Library_&_Information_Science', 'c_Linguistics', 'c_Management',\n",
       "       'c_Marine_Science_/_Oceanography', 'c_Medical_Science',\n",
       "       'c_Oriental_Learning', 'c_Physical_Education', 'c_Religious_Studies',\n",
       "       'c_Science', 'c_Social_Science', 'c_Social_Work',\n",
       "       'c_Veterinary_&_Animal_Sciences', 'c_Women_Studies'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18\n"
     ]
    }
   ],
   "source": [
    "#checking the number of columns\n",
    "columns=list(dataset.columns)\n",
    "print(columns.index('Total_Students'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     6562.000000\n",
       "mean      1469.181500\n",
       "std       1805.418716\n",
       "min          0.000000\n",
       "25%        235.000000\n",
       "50%        849.000000\n",
       "75%       2092.000000\n",
       "max      19559.000000\n",
       "Name: Total_Students, dtype: float64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['Total_Students'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "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>Total_Students</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6532</th>\n",
       "      <td>913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6533</th>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6534</th>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6535</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6536</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6537</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6538</th>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6539</th>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6540</th>\n",
       "      <td>159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6541</th>\n",
       "      <td>290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6542</th>\n",
       "      <td>308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6543</th>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6544</th>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6545</th>\n",
       "      <td>553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6546</th>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6547</th>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6548</th>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6549</th>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6550</th>\n",
       "      <td>123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6551</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6552</th>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6553</th>\n",
       "      <td>189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6554</th>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6555</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6556</th>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6557</th>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6558</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6559</th>\n",
       "      <td>381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6560</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6561</th>\n",
       "      <td>2227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6562 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Total_Students\n",
       "0                722\n",
       "1                798\n",
       "2                798\n",
       "3                897\n",
       "4               1545\n",
       "5                848\n",
       "6               2063\n",
       "7                310\n",
       "8                968\n",
       "9                642\n",
       "10               606\n",
       "11              4284\n",
       "12              1212\n",
       "13              2645\n",
       "14              1253\n",
       "15              1253\n",
       "16                47\n",
       "17               354\n",
       "18                47\n",
       "19                47\n",
       "20              2603\n",
       "21              1835\n",
       "22               560\n",
       "23               781\n",
       "24               394\n",
       "25              1137\n",
       "26              1662\n",
       "27              1691\n",
       "28              2188\n",
       "29                50\n",
       "...              ...\n",
       "6532             913\n",
       "6533             111\n",
       "6534             111\n",
       "6535              40\n",
       "6536              40\n",
       "6537              40\n",
       "6538              89\n",
       "6539              74\n",
       "6540             159\n",
       "6541             290\n",
       "6542             308\n",
       "6543             138\n",
       "6544             127\n",
       "6545             553\n",
       "6546             175\n",
       "6547             249\n",
       "6548             184\n",
       "6549              80\n",
       "6550             123\n",
       "6551              35\n",
       "6552              46\n",
       "6553             189\n",
       "6554             234\n",
       "6555              42\n",
       "6556             153\n",
       "6557             163\n",
       "6558              60\n",
       "6559             381\n",
       "6560              22\n",
       "6561            2227\n",
       "\n",
       "[6562 rows x 1 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#taking two columns of the dataset using indexing function iloc\n",
    "x=dataset.iloc[:,[0,18]]\n",
    "x1=x.iloc[:,[1]]\n",
    "x1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "#using elbow method to get optimal number of clusters\n",
    "def elbow_method(x):\n",
    "    wcss=[]\n",
    "    for i in range(1,11):\n",
    "        kmeans=KMeans(i,init='k-means++',max_iter=300,n_init=10,random_state=0)\n",
    "        kmeans.fit(x)\n",
    "        wcss.append(kmeans.inertia_)\n",
    "    plt.plot(range(1,11),wcss)\n",
    "    plt.xlabel('No. of clusters')\n",
    "    plt.ylabel('wcss')\n",
    "    plt.title('elbow method')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "elbow_method(x1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "def k_means(n,x):\n",
    "    kmeans=KMeans(n,init='k-means++',max_iter=300,n_init=10,random_state=0)\n",
    "    y_kmeans=kmeans.fit_predict(x)\n",
    "    cluster_centers=kmeans.cluster_centers_\n",
    "    return y_kmeans,cluster_centers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 0 ... 0 0 1]\n",
      "[[  454.60966634]\n",
      " [ 2182.51293847]\n",
      " [ 4649.10687023]\n",
      " [10295.92391304]]\n"
     ]
    }
   ],
   "source": [
    "#returns cluster centers for the many datapoints given above\n",
    "labels,cluster_centers=k_means(4,x1)\n",
    "print(labels)\n",
    "print(cluster_centers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "print((list(labels)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shiva\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
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       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5890</td>\n",
       "      <td>1212</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5865</td>\n",
       "      <td>2645</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5923</td>\n",
       "      <td>1253</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5923</td>\n",
       "      <td>1253</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5983</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5801</td>\n",
       "      <td>354</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6017</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6017</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5852</td>\n",
       "      <td>2603</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5877</td>\n",
       "      <td>1835</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5864</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5859</td>\n",
       "      <td>781</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5873</td>\n",
       "      <td>394</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5806</td>\n",
       "      <td>1137</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5956</td>\n",
       "      <td>1662</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5831</td>\n",
       "      <td>1691</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5917</td>\n",
       "      <td>2188</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5976</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6532</th>\n",
       "      <td>22512</td>\n",
       "      <td>913</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6533</th>\n",
       "      <td>55132</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6534</th>\n",
       "      <td>55132</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6535</th>\n",
       "      <td>55134</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6536</th>\n",
       "      <td>55134</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6537</th>\n",
       "      <td>55134</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6538</th>\n",
       "      <td>55139</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6539</th>\n",
       "      <td>55142</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6540</th>\n",
       "      <td>55145</td>\n",
       "      <td>159</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6541</th>\n",
       "      <td>55153</td>\n",
       "      <td>290</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6542</th>\n",
       "      <td>31449</td>\n",
       "      <td>308</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6543</th>\n",
       "      <td>53763</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6544</th>\n",
       "      <td>31064</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6545</th>\n",
       "      <td>55163</td>\n",
       "      <td>553</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6546</th>\n",
       "      <td>31295</td>\n",
       "      <td>175</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6547</th>\n",
       "      <td>43840</td>\n",
       "      <td>249</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6548</th>\n",
       "      <td>43822</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6549</th>\n",
       "      <td>55185</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6550</th>\n",
       "      <td>55218</td>\n",
       "      <td>123</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6551</th>\n",
       "      <td>55232</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6552</th>\n",
       "      <td>55233</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6553</th>\n",
       "      <td>31503</td>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6554</th>\n",
       "      <td>53741</td>\n",
       "      <td>234</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6555</th>\n",
       "      <td>55337</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6556</th>\n",
       "      <td>55340</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6557</th>\n",
       "      <td>55342</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6558</th>\n",
       "      <td>55404</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6559</th>\n",
       "      <td>55422</td>\n",
       "      <td>381</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6560</th>\n",
       "      <td>55508</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6561</th>\n",
       "      <td>55559</td>\n",
       "      <td>2227</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6562 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      college_institution_id  Total_Students  cluster  Student_Density\n",
       "0                       5795             722        0                0\n",
       "1                        896             798        0                0\n",
       "2                        896             798        0                0\n",
       "3                       5842             897        0                0\n",
       "4                        855            1545        1                1\n",
       "5                       5843             848        0                0\n",
       "6                       5876            2063        1                1\n",
       "7                       6060             310        0                0\n",
       "8                       5836             968        0                0\n",
       "9                       5887             642        0                0\n",
       "10                       889             606        0                0\n",
       "11                       824            4284        2                2\n",
       "12                      5890            1212        0                0\n",
       "13                      5865            2645        1                1\n",
       "14                      5923            1253        0                0\n",
       "15                      5923            1253        0                0\n",
       "16                      5983              47        0                0\n",
       "17                      5801             354        0                0\n",
       "18                      6017              47        0                0\n",
       "19                      6017              47        0                0\n",
       "20                      5852            2603        1                1\n",
       "21                      5877            1835        1                1\n",
       "22                      5864             560        0                0\n",
       "23                      5859             781        0                0\n",
       "24                      5873             394        0                0\n",
       "25                      5806            1137        0                0\n",
       "26                      5956            1662        1                1\n",
       "27                      5831            1691        1                1\n",
       "28                      5917            2188        1                1\n",
       "29                      5976              50        0                0\n",
       "...                      ...             ...      ...              ...\n",
       "6532                   22512             913        0                0\n",
       "6533                   55132             111        0                0\n",
       "6534                   55132             111        0                0\n",
       "6535                   55134              40        0                0\n",
       "6536                   55134              40        0                0\n",
       "6537                   55134              40        0                0\n",
       "6538                   55139              89        0                0\n",
       "6539                   55142              74        0                0\n",
       "6540                   55145             159        0                0\n",
       "6541                   55153             290        0                0\n",
       "6542                   31449             308        0                0\n",
       "6543                   53763             138        0                0\n",
       "6544                   31064             127        0                0\n",
       "6545                   55163             553        0                0\n",
       "6546                   31295             175        0                0\n",
       "6547                   43840             249        0                0\n",
       "6548                   43822             184        0                0\n",
       "6549                   55185              80        0                0\n",
       "6550                   55218             123        0                0\n",
       "6551                   55232              35        0                0\n",
       "6552                   55233              46        0                0\n",
       "6553                   31503             189        0                0\n",
       "6554                   53741             234        0                0\n",
       "6555                   55337              42        0                0\n",
       "6556                   55340             153        0                0\n",
       "6557                   55342             163        0                0\n",
       "6558                   55404              60        0                0\n",
       "6559                   55422             381        0                0\n",
       "6560                   55508              22        0                0\n",
       "6561                   55559            2227        1                1\n",
       "\n",
       "[6562 rows x 4 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x['Student_Density']=list(labels)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>college_institution_id</th>\n",
       "      <th>Total_Students</th>\n",
       "      <th>Student_Density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5795</td>\n",
       "      <td>722</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>896</td>\n",
       "      <td>798</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>896</td>\n",
       "      <td>798</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5842</td>\n",
       "      <td>897</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>855</td>\n",
       "      <td>1545</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5843</td>\n",
       "      <td>848</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5876</td>\n",
       "      <td>2063</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6060</td>\n",
       "      <td>310</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5836</td>\n",
       "      <td>968</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5887</td>\n",
       "      <td>642</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>889</td>\n",
       "      <td>606</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>824</td>\n",
       "      <td>4284</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5890</td>\n",
       "      <td>1212</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5865</td>\n",
       "      <td>2645</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5923</td>\n",
       "      <td>1253</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5923</td>\n",
       "      <td>1253</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5983</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5801</td>\n",
       "      <td>354</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6017</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6017</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5852</td>\n",
       "      <td>2603</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5877</td>\n",
       "      <td>1835</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5864</td>\n",
       "      <td>560</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5859</td>\n",
       "      <td>781</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5873</td>\n",
       "      <td>394</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5806</td>\n",
       "      <td>1137</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5956</td>\n",
       "      <td>1662</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5831</td>\n",
       "      <td>1691</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5917</td>\n",
       "      <td>2188</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5976</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6532</th>\n",
       "      <td>22512</td>\n",
       "      <td>913</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6533</th>\n",
       "      <td>55132</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6534</th>\n",
       "      <td>55132</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6535</th>\n",
       "      <td>55134</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6536</th>\n",
       "      <td>55134</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6537</th>\n",
       "      <td>55134</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6538</th>\n",
       "      <td>55139</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6539</th>\n",
       "      <td>55142</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6540</th>\n",
       "      <td>55145</td>\n",
       "      <td>159</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6541</th>\n",
       "      <td>55153</td>\n",
       "      <td>290</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6542</th>\n",
       "      <td>31449</td>\n",
       "      <td>308</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6543</th>\n",
       "      <td>53763</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6544</th>\n",
       "      <td>31064</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6545</th>\n",
       "      <td>55163</td>\n",
       "      <td>553</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6546</th>\n",
       "      <td>31295</td>\n",
       "      <td>175</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6547</th>\n",
       "      <td>43840</td>\n",
       "      <td>249</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6548</th>\n",
       "      <td>43822</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6549</th>\n",
       "      <td>55185</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6550</th>\n",
       "      <td>55218</td>\n",
       "      <td>123</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6551</th>\n",
       "      <td>55232</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6552</th>\n",
       "      <td>55233</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6553</th>\n",
       "      <td>31503</td>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6554</th>\n",
       "      <td>53741</td>\n",
       "      <td>234</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6555</th>\n",
       "      <td>55337</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6556</th>\n",
       "      <td>55340</td>\n",
       "      <td>153</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6557</th>\n",
       "      <td>55342</td>\n",
       "      <td>163</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6558</th>\n",
       "      <td>55404</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6559</th>\n",
       "      <td>55422</td>\n",
       "      <td>381</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6560</th>\n",
       "      <td>55508</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6561</th>\n",
       "      <td>55559</td>\n",
       "      <td>2227</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6562 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      college_institution_id  Total_Students  Student_Density\n",
       "0                       5795             722                0\n",
       "1                        896             798                0\n",
       "2                        896             798                0\n",
       "3                       5842             897                0\n",
       "4                        855            1545                1\n",
       "5                       5843             848                0\n",
       "6                       5876            2063                1\n",
       "7                       6060             310                0\n",
       "8                       5836             968                0\n",
       "9                       5887             642                0\n",
       "10                       889             606                0\n",
       "11                       824            4284                2\n",
       "12                      5890            1212                0\n",
       "13                      5865            2645                1\n",
       "14                      5923            1253                0\n",
       "15                      5923            1253                0\n",
       "16                      5983              47                0\n",
       "17                      5801             354                0\n",
       "18                      6017              47                0\n",
       "19                      6017              47                0\n",
       "20                      5852            2603                1\n",
       "21                      5877            1835                1\n",
       "22                      5864             560                0\n",
       "23                      5859             781                0\n",
       "24                      5873             394                0\n",
       "25                      5806            1137                0\n",
       "26                      5956            1662                1\n",
       "27                      5831            1691                1\n",
       "28                      5917            2188                1\n",
       "29                      5976              50                0\n",
       "...                      ...             ...              ...\n",
       "6532                   22512             913                0\n",
       "6533                   55132             111                0\n",
       "6534                   55132             111                0\n",
       "6535                   55134              40                0\n",
       "6536                   55134              40                0\n",
       "6537                   55134              40                0\n",
       "6538                   55139              89                0\n",
       "6539                   55142              74                0\n",
       "6540                   55145             159                0\n",
       "6541                   55153             290                0\n",
       "6542                   31449             308                0\n",
       "6543                   53763             138                0\n",
       "6544                   31064             127                0\n",
       "6545                   55163             553                0\n",
       "6546                   31295             175                0\n",
       "6547                   43840             249                0\n",
       "6548                   43822             184                0\n",
       "6549                   55185              80                0\n",
       "6550                   55218             123                0\n",
       "6551                   55232              35                0\n",
       "6552                   55233              46                0\n",
       "6553                   31503             189                0\n",
       "6554                   53741             234                0\n",
       "6555                   55337              42                0\n",
       "6556                   55340             153                0\n",
       "6557                   55342             163                0\n",
       "6558                   55404              60                0\n",
       "6559                   55422             381                0\n",
       "6560                   55508              22                0\n",
       "6561                   55559            2227                1\n",
       "\n",
       "[6562 rows x 3 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.drop(['cluster'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>college_institution_id</th>\n",
       "      <th>Student_Density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5795</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>896</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>896</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5842</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>855</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5843</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5876</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6060</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5836</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5887</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>889</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>824</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5890</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>5865</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5923</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5923</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5983</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5801</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6017</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6017</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5852</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5877</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5864</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5859</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5873</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5806</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5956</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5831</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5917</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5976</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6532</th>\n",
       "      <td>22512</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6533</th>\n",
       "      <td>55132</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6534</th>\n",
       "      <td>55132</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6535</th>\n",
       "      <td>55134</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6536</th>\n",
       "      <td>55134</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6537</th>\n",
       "      <td>55134</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6538</th>\n",
       "      <td>55139</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6539</th>\n",
       "      <td>55142</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6540</th>\n",
       "      <td>55145</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6541</th>\n",
       "      <td>55153</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6542</th>\n",
       "      <td>31449</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6543</th>\n",
       "      <td>53763</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6544</th>\n",
       "      <td>31064</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6545</th>\n",
       "      <td>55163</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6546</th>\n",
       "      <td>31295</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6547</th>\n",
       "      <td>43840</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6548</th>\n",
       "      <td>43822</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6549</th>\n",
       "      <td>55185</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6550</th>\n",
       "      <td>55218</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6551</th>\n",
       "      <td>55232</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6552</th>\n",
       "      <td>55233</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6553</th>\n",
       "      <td>31503</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6554</th>\n",
       "      <td>53741</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6555</th>\n",
       "      <td>55337</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6556</th>\n",
       "      <td>55340</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6557</th>\n",
       "      <td>55342</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6558</th>\n",
       "      <td>55404</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6559</th>\n",
       "      <td>55422</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6560</th>\n",
       "      <td>55508</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6561</th>\n",
       "      <td>55559</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6562 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      college_institution_id  Student_Density\n",
       "0                       5795                0\n",
       "1                        896                0\n",
       "2                        896                0\n",
       "3                       5842                0\n",
       "4                        855                1\n",
       "5                       5843                0\n",
       "6                       5876                1\n",
       "7                       6060                0\n",
       "8                       5836                0\n",
       "9                       5887                0\n",
       "10                       889                0\n",
       "11                       824                2\n",
       "12                      5890                0\n",
       "13                      5865                1\n",
       "14                      5923                0\n",
       "15                      5923                0\n",
       "16                      5983                0\n",
       "17                      5801                0\n",
       "18                      6017                0\n",
       "19                      6017                0\n",
       "20                      5852                1\n",
       "21                      5877                1\n",
       "22                      5864                0\n",
       "23                      5859                0\n",
       "24                      5873                0\n",
       "25                      5806                0\n",
       "26                      5956                1\n",
       "27                      5831                1\n",
       "28                      5917                1\n",
       "29                      5976                0\n",
       "...                      ...              ...\n",
       "6532                   22512                0\n",
       "6533                   55132                0\n",
       "6534                   55132                0\n",
       "6535                   55134                0\n",
       "6536                   55134                0\n",
       "6537                   55134                0\n",
       "6538                   55139                0\n",
       "6539                   55142                0\n",
       "6540                   55145                0\n",
       "6541                   55153                0\n",
       "6542                   31449                0\n",
       "6543                   53763                0\n",
       "6544                   31064                0\n",
       "6545                   55163                0\n",
       "6546                   31295                0\n",
       "6547                   43840                0\n",
       "6548                   43822                0\n",
       "6549                   55185                0\n",
       "6550                   55218                0\n",
       "6551                   55232                0\n",
       "6552                   55233                0\n",
       "6553                   31503                0\n",
       "6554                   53741                0\n",
       "6555                   55337                0\n",
       "6556                   55340                0\n",
       "6557                   55342                0\n",
       "6558                   55404                0\n",
       "6559                   55422                0\n",
       "6560                   55508                0\n",
       "6561                   55559                1\n",
       "\n",
       "[6562 rows x 2 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stud_density=x[['college_institution_id','Student_Density']]\n",
    "stud_density\n",
    "'''\n",
    "0-very low\n",
    "1-low\n",
    "2-medium\n",
    "3- high\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>college_institution_id</th>\n",
       "      <th>name</th>\n",
       "      <th>university_id</th>\n",
       "      <th>district_code</th>\n",
       "      <th>state_code</th>\n",
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       "      <th>girl_exclusive</th>\n",
       "      <th>infrastructure_id</th>\n",
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       "      <th>c_Veterinary_&amp;_Animal_Sciences</th>\n",
       "      <th>c_Women_Studies</th>\n",
       "      <th>Student_Density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5795</td>\n",
       "      <td>U. T. S. Mahila Arts College</td>\n",
       "      <td>148</td>\n",
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       "      <td>NADIAD - 387001</td>\n",
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       "      <td>SHREE SHARDAPEETH ARTS,COMM.&amp; EDUCATION COLLEG...</td>\n",
       "      <td>783</td>\n",
       "      <td>669</td>\n",
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       "      <td>DWARKA</td>\n",
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       "      <td>896</td>\n",
       "      <td>SHREE SHARDAPEETH ARTS,COMM.&amp; EDUCATION COLLEG...</td>\n",
       "      <td>783</td>\n",
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       "      <td>DWARKA</td>\n",
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       "      <td>False</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>896</td>\n",
       "      <td>SHREE SHARDAPEETH ARTS,COMM.&amp; EDUCATION COLLEG...</td>\n",
       "      <td>783</td>\n",
       "      <td>669</td>\n",
       "      <td>24</td>\n",
       "      <td>DWARKA</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>896</td>\n",
       "      <td>SHREE SHARDAPEETH ARTS,COMM.&amp; EDUCATION COLLEG...</td>\n",
       "      <td>783</td>\n",
       "      <td>669</td>\n",
       "      <td>24</td>\n",
       "      <td>DWARKA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>166056</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5842</td>\n",
       "      <td>Government Arts &amp; Commerce, Naswadi</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Naswadi, Dist: CHHOTAUDEPUR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156169</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>855</td>\n",
       "      <td>SMT. C.P. CHOKSI ARTS &amp; SHREE P.L. CHOKSI COMM...</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>VERAVAL</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155007</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5843</td>\n",
       "      <td>Kapadia N. M. M. S. Arts &amp; The S. N. S. B. Com...</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Sankheda-391145</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>157441</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5876</td>\n",
       "      <td>K. R. Desai Arts &amp; Commerce College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>AT JHALOD-389170</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>157355</td>\n",
       "      <td>True</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6060</td>\n",
       "      <td>Law College</td>\n",
       "      <td>782</td>\n",
       "      <td>484</td>\n",
       "      <td>24</td>\n",
       "      <td>GODHRA-389001</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>164949</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5836</td>\n",
       "      <td>Limkehda Arts College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>LIMKHEDA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>171422</td>\n",
       "      <td>True</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5887</td>\n",
       "      <td>M. M. Gandhi Arts &amp; Commerce College</td>\n",
       "      <td>782</td>\n",
       "      <td>484</td>\n",
       "      <td>24</td>\n",
       "      <td>KALOL-389330</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>154600</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>889</td>\n",
       "      <td>ARTS &amp; COMMERCE COLLEGE, BARAVALA</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>BARAWALA-362020</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155300</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>824</td>\n",
       "      <td>ARTS, COMMERCE COMPUTER SCIENCE COLLEGE-MANAVADAR</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
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       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>155453</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5890</td>\n",
       "      <td>M. &amp; V. Arts and Commerce College</td>\n",
       "      <td>782</td>\n",
       "      <td>484</td>\n",
       "      <td>24</td>\n",
       "      <td>Halol - 389350</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>158288</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5865</td>\n",
       "      <td>Navjivan Arts and Commerce College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>Dahod - 389151</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>168135</td>\n",
       "      <td>True</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5923</td>\n",
       "      <td>Navjivan Science College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>Dahod Pin Code 389151</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>166522</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5923</td>\n",
       "      <td>Navjivan Science College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>Dahod Pin Code 389151</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>166522</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5923</td>\n",
       "      <td>Navjivan Science College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>Dahod Pin Code 389151</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>166522</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5923</td>\n",
       "      <td>Navjivan Science College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>Dahod Pin Code 389151</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>166522</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5983</td>\n",
       "      <td>Sarvodaya College of Education</td>\n",
       "      <td>782</td>\n",
       "      <td>484</td>\n",
       "      <td>24</td>\n",
       "      <td>Derol Station</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>178785</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5801</td>\n",
       "      <td>S. C. A. Patel Arts College</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Vadodara</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>164166</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6017</td>\n",
       "      <td>Sheth M. N. C. College of Education</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Dabhoi</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155798</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>6017</td>\n",
       "      <td>Sheth M. N. C. College of Education</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Dabhoi</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155798</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>6017</td>\n",
       "      <td>Sheth M. N. C. College of Education</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Dabhoi</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155798</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6017</td>\n",
       "      <td>Sheth M. N. C. College of Education</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Dabhoi</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155798</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5852</td>\n",
       "      <td>Sheth P. T. Arts &amp; Science College</td>\n",
       "      <td>782</td>\n",
       "      <td>484</td>\n",
       "      <td>24</td>\n",
       "      <td>Godhra</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>160870</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5877</td>\n",
       "      <td>Sheth T. C. Kapadia Arts &amp; Commerce College</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Bodeli    Ta : sankheda</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156323</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5864</td>\n",
       "      <td>Shree B. K. Patel Arts and Smt. L. M. Patel Co...</td>\n",
       "      <td>782</td>\n",
       "      <td>486</td>\n",
       "      <td>24</td>\n",
       "      <td>Savli, Ta: Savli</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156529</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5859</td>\n",
       "      <td>Shree J. L. K. Kotecha Arts &amp; S. H. Gardi Comm...</td>\n",
       "      <td>782</td>\n",
       "      <td>484</td>\n",
       "      <td>24</td>\n",
       "      <td>Kakanpur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>161464</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7928</th>\n",
       "      <td>55134</td>\n",
       "      <td>THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...</td>\n",
       "      <td>630</td>\n",
       "      <td>597</td>\n",
       "      <td>32</td>\n",
       "      <td>Kottayam</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>207592</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7929</th>\n",
       "      <td>55134</td>\n",
       "      <td>THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...</td>\n",
       "      <td>630</td>\n",
       "      <td>597</td>\n",
       "      <td>32</td>\n",
       "      <td>Kottayam</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>207592</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7930</th>\n",
       "      <td>55134</td>\n",
       "      <td>THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...</td>\n",
       "      <td>630</td>\n",
       "      <td>597</td>\n",
       "      <td>32</td>\n",
       "      <td>Kottayam</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>207592</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7931</th>\n",
       "      <td>55134</td>\n",
       "      <td>THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...</td>\n",
       "      <td>630</td>\n",
       "      <td>597</td>\n",
       "      <td>32</td>\n",
       "      <td>Kottayam</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>207592</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7932</th>\n",
       "      <td>55134</td>\n",
       "      <td>THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...</td>\n",
       "      <td>630</td>\n",
       "      <td>597</td>\n",
       "      <td>32</td>\n",
       "      <td>Kottayam</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>207592</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7933</th>\n",
       "      <td>55134</td>\n",
       "      <td>THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...</td>\n",
       "      <td>630</td>\n",
       "      <td>597</td>\n",
       "      <td>32</td>\n",
       "      <td>Kottayam</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>207592</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7934</th>\n",
       "      <td>55139</td>\n",
       "      <td>INSTITUTE FOR COMMUNICATIVE AND COGNITIVE NEUR...</td>\n",
       "      <td>630</td>\n",
       "      <td>593</td>\n",
       "      <td>32</td>\n",
       "      <td>SHORANUR</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>206709</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7935</th>\n",
       "      <td>55142</td>\n",
       "      <td>REGIONAL CANCER CENTRE, THIRUVANANTHAPURAM</td>\n",
       "      <td>630</td>\n",
       "      <td>601</td>\n",
       "      <td>32</td>\n",
       "      <td>THIRUVANANTHAPURAM</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>206946</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7936</th>\n",
       "      <td>55145</td>\n",
       "      <td>VINAYAKA COLLEGE OF NURSING</td>\n",
       "      <td>630</td>\n",
       "      <td>590</td>\n",
       "      <td>32</td>\n",
       "      <td>WAYANAD</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>202469</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7937</th>\n",
       "      <td>55153</td>\n",
       "      <td>BHAVITHA DEGREE COLLEGE DEVARAKADRA</td>\n",
       "      <td>28</td>\n",
       "      <td>538</td>\n",
       "      <td>36</td>\n",
       "      <td>DEVARAKADRA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>201576</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7938</th>\n",
       "      <td>31449</td>\n",
       "      <td>BALMIK ELECTRONIC SOFTWARE TECHNOLOGY (BEST) J...</td>\n",
       "      <td>283</td>\n",
       "      <td>464</td>\n",
       "      <td>23</td>\n",
       "      <td>JHABUA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>196613</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7939</th>\n",
       "      <td>53763</td>\n",
       "      <td>B.M.M INSTITUTE OF PROFESSIONAL STUDIES</td>\n",
       "      <td>283</td>\n",
       "      <td>423</td>\n",
       "      <td>23</td>\n",
       "      <td>Shivpuri</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>204275</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7940</th>\n",
       "      <td>31064</td>\n",
       "      <td>CAREER COMPUTER INSTITUTE OF INFORMATION TECHN...</td>\n",
       "      <td>283</td>\n",
       "      <td>425</td>\n",
       "      <td>23</td>\n",
       "      <td>Chhatarpur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>205570</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7941</th>\n",
       "      <td>55163</td>\n",
       "      <td>VIVEKANAND COLLEGE, KHOOR, SIKAR</td>\n",
       "      <td>785</td>\n",
       "      <td>111</td>\n",
       "      <td>8</td>\n",
       "      <td>SIKAR</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>204017</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7942</th>\n",
       "      <td>31295</td>\n",
       "      <td>MARUTI COMPUTER ACEDEMY BIAORA</td>\n",
       "      <td>283</td>\n",
       "      <td>442</td>\n",
       "      <td>23</td>\n",
       "      <td>BIAORA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>205273</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7943</th>\n",
       "      <td>43840</td>\n",
       "      <td>College of Nursing, ACME, Pariyaram, Kannur</td>\n",
       "      <td>630</td>\n",
       "      <td>589</td>\n",
       "      <td>32</td>\n",
       "      <td>KANNUR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>205909</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7944</th>\n",
       "      <td>43822</td>\n",
       "      <td>SI-MET College of Nursing, Uduma, Kasaragod</td>\n",
       "      <td>630</td>\n",
       "      <td>588</td>\n",
       "      <td>32</td>\n",
       "      <td>KANHANGAD</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>207901</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7945</th>\n",
       "      <td>55185</td>\n",
       "      <td>DADASAHEB MOKASHI COLLEGE OF AGRICULTURAL ENGI...</td>\n",
       "      <td>315</td>\n",
       "      <td>527</td>\n",
       "      <td>27</td>\n",
       "      <td>Karad</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>203107</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7946</th>\n",
       "      <td>55218</td>\n",
       "      <td>Travancore College of Nursing</td>\n",
       "      <td>630</td>\n",
       "      <td>600</td>\n",
       "      <td>32</td>\n",
       "      <td>Kollam</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>206826</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7947</th>\n",
       "      <td>55232</td>\n",
       "      <td>SHIV SHAKTI AYURVEDIC MEDICAL AND HOSPITAL</td>\n",
       "      <td>660</td>\n",
       "      <td>47</td>\n",
       "      <td>3</td>\n",
       "      <td>MANSA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>204742</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7948</th>\n",
       "      <td>55233</td>\n",
       "      <td>Murti Devi P.G. College</td>\n",
       "      <td>814</td>\n",
       "      <td>104</td>\n",
       "      <td>8</td>\n",
       "      <td>BANSUR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>207849</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7949</th>\n",
       "      <td>31503</td>\n",
       "      <td>SAMMYAK COMPUTER EDUCATION SHUJALPUR</td>\n",
       "      <td>283</td>\n",
       "      <td>436</td>\n",
       "      <td>23</td>\n",
       "      <td>Shujalpur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>204959</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7950</th>\n",
       "      <td>53741</td>\n",
       "      <td>VIVEKANAND VIDHYAPEETH</td>\n",
       "      <td>283</td>\n",
       "      <td>432</td>\n",
       "      <td>23</td>\n",
       "      <td>MANASA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>204736</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7951</th>\n",
       "      <td>55337</td>\n",
       "      <td>Abhilashi College of Nursing</td>\n",
       "      <td>183</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>Sundernagar</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>206312</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7952</th>\n",
       "      <td>55340</td>\n",
       "      <td>Sree Sudheendra College of Nursing</td>\n",
       "      <td>630</td>\n",
       "      <td>595</td>\n",
       "      <td>32</td>\n",
       "      <td>Tripnithura</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>206827</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7953</th>\n",
       "      <td>55342</td>\n",
       "      <td>Welcare College of Nursing</td>\n",
       "      <td>630</td>\n",
       "      <td>595</td>\n",
       "      <td>32</td>\n",
       "      <td>Mulanthuruthy</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>206710</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7954</th>\n",
       "      <td>55404</td>\n",
       "      <td>LOKMANGAL COLLEGE OF AGRICULTURE BUSINESS MANA...</td>\n",
       "      <td>315</td>\n",
       "      <td>526</td>\n",
       "      <td>27</td>\n",
       "      <td>SOLAPUR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>206843</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7955</th>\n",
       "      <td>55422</td>\n",
       "      <td>Vishwabharati Bahuuddeshiya Shikshan Sanstha  ...</td>\n",
       "      <td>298</td>\n",
       "      <td>525</td>\n",
       "      <td>27</td>\n",
       "      <td>Osmanabad</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>207638</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7956</th>\n",
       "      <td>55508</td>\n",
       "      <td>LOYOLA DEGREE COLLEGE (PG), PULIVENDULA</td>\n",
       "      <td>45</td>\n",
       "      <td>551</td>\n",
       "      <td>28</td>\n",
       "      <td>Pulivendula</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>208812</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7957</th>\n",
       "      <td>55559</td>\n",
       "      <td>NRI INSTITUTE OF INFORMATION SCIENCE AND TECHN...</td>\n",
       "      <td>287</td>\n",
       "      <td>444</td>\n",
       "      <td>23</td>\n",
       "      <td>BHOPAL</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209787</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7958 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      college_institution_id  \\\n",
       "0                       5795   \n",
       "1                        896   \n",
       "2                        896   \n",
       "3                        896   \n",
       "4                        896   \n",
       "5                       5842   \n",
       "6                        855   \n",
       "7                       5843   \n",
       "8                       5876   \n",
       "9                       6060   \n",
       "10                      5836   \n",
       "11                      5887   \n",
       "12                       889   \n",
       "13                       824   \n",
       "14                      5890   \n",
       "15                      5865   \n",
       "16                      5923   \n",
       "17                      5923   \n",
       "18                      5923   \n",
       "19                      5923   \n",
       "20                      5983   \n",
       "21                      5801   \n",
       "22                      6017   \n",
       "23                      6017   \n",
       "24                      6017   \n",
       "25                      6017   \n",
       "26                      5852   \n",
       "27                      5877   \n",
       "28                      5864   \n",
       "29                      5859   \n",
       "...                      ...   \n",
       "7928                   55134   \n",
       "7929                   55134   \n",
       "7930                   55134   \n",
       "7931                   55134   \n",
       "7932                   55134   \n",
       "7933                   55134   \n",
       "7934                   55139   \n",
       "7935                   55142   \n",
       "7936                   55145   \n",
       "7937                   55153   \n",
       "7938                   31449   \n",
       "7939                   53763   \n",
       "7940                   31064   \n",
       "7941                   55163   \n",
       "7942                   31295   \n",
       "7943                   43840   \n",
       "7944                   43822   \n",
       "7945                   55185   \n",
       "7946                   55218   \n",
       "7947                   55232   \n",
       "7948                   55233   \n",
       "7949                   31503   \n",
       "7950                   53741   \n",
       "7951                   55337   \n",
       "7952                   55340   \n",
       "7953                   55342   \n",
       "7954                   55404   \n",
       "7955                   55422   \n",
       "7956                   55508   \n",
       "7957                   55559   \n",
       "\n",
       "                                                   name  university_id  \\\n",
       "0                          U. T. S. Mahila Arts College            148   \n",
       "1     SHREE SHARDAPEETH ARTS,COMM.& EDUCATION COLLEG...            783   \n",
       "2     SHREE SHARDAPEETH ARTS,COMM.& EDUCATION COLLEG...            783   \n",
       "3     SHREE SHARDAPEETH ARTS,COMM.& EDUCATION COLLEG...            783   \n",
       "4     SHREE SHARDAPEETH ARTS,COMM.& EDUCATION COLLEG...            783   \n",
       "5                   Government Arts & Commerce, Naswadi            782   \n",
       "6     SMT. C.P. CHOKSI ARTS & SHREE P.L. CHOKSI COMM...            783   \n",
       "7     Kapadia N. M. M. S. Arts & The S. N. S. B. Com...            782   \n",
       "8                   K. R. Desai Arts & Commerce College            782   \n",
       "9                                           Law College            782   \n",
       "10                                Limkehda Arts College            782   \n",
       "11                 M. M. Gandhi Arts & Commerce College            782   \n",
       "12                    ARTS & COMMERCE COLLEGE, BARAVALA            783   \n",
       "13    ARTS, COMMERCE COMPUTER SCIENCE COLLEGE-MANAVADAR            783   \n",
       "14                    M. & V. Arts and Commerce College            782   \n",
       "15                   Navjivan Arts and Commerce College            782   \n",
       "16                             Navjivan Science College            782   \n",
       "17                             Navjivan Science College            782   \n",
       "18                             Navjivan Science College            782   \n",
       "19                             Navjivan Science College            782   \n",
       "20                       Sarvodaya College of Education            782   \n",
       "21                          S. C. A. Patel Arts College            782   \n",
       "22                  Sheth M. N. C. College of Education            782   \n",
       "23                  Sheth M. N. C. College of Education            782   \n",
       "24                  Sheth M. N. C. College of Education            782   \n",
       "25                  Sheth M. N. C. College of Education            782   \n",
       "26                   Sheth P. T. Arts & Science College            782   \n",
       "27          Sheth T. C. Kapadia Arts & Commerce College            782   \n",
       "28    Shree B. K. Patel Arts and Smt. L. M. Patel Co...            782   \n",
       "29    Shree J. L. K. Kotecha Arts & S. H. Gardi Comm...            782   \n",
       "...                                                 ...            ...   \n",
       "7928  THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...            630   \n",
       "7929  THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...            630   \n",
       "7930  THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...            630   \n",
       "7931  THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...            630   \n",
       "7932  THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...            630   \n",
       "7933  THIRUHRUDAYA COLLEGE OF NURSING, NAGAMPADAM,KO...            630   \n",
       "7934  INSTITUTE FOR COMMUNICATIVE AND COGNITIVE NEUR...            630   \n",
       "7935         REGIONAL CANCER CENTRE, THIRUVANANTHAPURAM            630   \n",
       "7936                        VINAYAKA COLLEGE OF NURSING            630   \n",
       "7937                BHAVITHA DEGREE COLLEGE DEVARAKADRA             28   \n",
       "7938  BALMIK ELECTRONIC SOFTWARE TECHNOLOGY (BEST) J...            283   \n",
       "7939            B.M.M INSTITUTE OF PROFESSIONAL STUDIES            283   \n",
       "7940  CAREER COMPUTER INSTITUTE OF INFORMATION TECHN...            283   \n",
       "7941                   VIVEKANAND COLLEGE, KHOOR, SIKAR            785   \n",
       "7942                     MARUTI COMPUTER ACEDEMY BIAORA            283   \n",
       "7943        College of Nursing, ACME, Pariyaram, Kannur            630   \n",
       "7944        SI-MET College of Nursing, Uduma, Kasaragod            630   \n",
       "7945  DADASAHEB MOKASHI COLLEGE OF AGRICULTURAL ENGI...            315   \n",
       "7946                      Travancore College of Nursing            630   \n",
       "7947        SHIV SHAKTI AYURVEDIC MEDICAL AND HOSPITAL             660   \n",
       "7948                            Murti Devi P.G. College            814   \n",
       "7949               SAMMYAK COMPUTER EDUCATION SHUJALPUR            283   \n",
       "7950                             VIVEKANAND VIDHYAPEETH            283   \n",
       "7951                       Abhilashi College of Nursing            183   \n",
       "7952                 Sree Sudheendra College of Nursing            630   \n",
       "7953                         Welcare College of Nursing            630   \n",
       "7954  LOKMANGAL COLLEGE OF AGRICULTURE BUSINESS MANA...            315   \n",
       "7955  Vishwabharati Bahuuddeshiya Shikshan Sanstha  ...            298   \n",
       "7956            LOYOLA DEGREE COLLEGE (PG), PULIVENDULA             45   \n",
       "7957  NRI INSTITUTE OF INFORMATION SCIENCE AND TECHN...            287   \n",
       "\n",
       "      district_code  state_code                         city  autonomous  \\\n",
       "0               483          24              NADIAD - 387001       False   \n",
       "1               669          24                       DWARKA       False   \n",
       "2               669          24                       DWARKA       False   \n",
       "3               669          24                       DWARKA       False   \n",
       "4               669          24                       DWARKA       False   \n",
       "5               486          24  Naswadi, Dist: CHHOTAUDEPUR       False   \n",
       "6               479          24                      VERAVAL       False   \n",
       "7               486          24              Sankheda-391145       False   \n",
       "8               485          24             AT JHALOD-389170       False   \n",
       "9               484          24                GODHRA-389001        True   \n",
       "10              485          24                     LIMKHEDA       False   \n",
       "11              484          24                 KALOL-389330       False   \n",
       "12              479          24              BARAWALA-362020       False   \n",
       "13              479          24                    MANAVADAR        True   \n",
       "14              484          24               Halol - 389350       False   \n",
       "15              485          24               Dahod - 389151       False   \n",
       "16              485          24        Dahod Pin Code 389151       False   \n",
       "17              485          24        Dahod Pin Code 389151       False   \n",
       "18              485          24        Dahod Pin Code 389151       False   \n",
       "19              485          24        Dahod Pin Code 389151       False   \n",
       "20              484          24                Derol Station       False   \n",
       "21              486          24                     Vadodara       False   \n",
       "22              486          24                       Dabhoi       False   \n",
       "23              486          24                       Dabhoi       False   \n",
       "24              486          24                       Dabhoi       False   \n",
       "25              486          24                       Dabhoi       False   \n",
       "26              484          24                       Godhra       False   \n",
       "27              486          24      Bodeli    Ta : sankheda       False   \n",
       "28              486          24             Savli, Ta: Savli       False   \n",
       "29              484          24                     Kakanpur       False   \n",
       "...             ...         ...                          ...         ...   \n",
       "7928            597          32                     Kottayam       False   \n",
       "7929            597          32                     Kottayam       False   \n",
       "7930            597          32                     Kottayam       False   \n",
       "7931            597          32                     Kottayam       False   \n",
       "7932            597          32                     Kottayam       False   \n",
       "7933            597          32                     Kottayam       False   \n",
       "7934            593          32                     SHORANUR        True   \n",
       "7935            601          32           THIRUVANANTHAPURAM       False   \n",
       "7936            590          32                      WAYANAD       False   \n",
       "7937            538          36                  DEVARAKADRA       False   \n",
       "7938            464          23                       JHABUA       False   \n",
       "7939            423          23                     Shivpuri       False   \n",
       "7940            425          23                   Chhatarpur       False   \n",
       "7941            111           8                        SIKAR        True   \n",
       "7942            442          23                       BIAORA        True   \n",
       "7943            589          32                       KANNUR       False   \n",
       "7944            588          32                    KANHANGAD        True   \n",
       "7945            527          27                        Karad       False   \n",
       "7946            600          32                       Kollam        True   \n",
       "7947             47           3                        MANSA       False   \n",
       "7948            104           8                       BANSUR       False   \n",
       "7949            436          23                    Shujalpur       False   \n",
       "7950            432          23                       MANASA       False   \n",
       "7951             27           2                  Sundernagar       False   \n",
       "7952            595          32                  Tripnithura        True   \n",
       "7953            595          32                Mulanthuruthy       False   \n",
       "7954            526          27                      SOLAPUR       False   \n",
       "7955            525          27                    Osmanabad        True   \n",
       "7956            551          28                  Pulivendula       False   \n",
       "7957            444          23                       BHOPAL       False   \n",
       "\n",
       "      girl_exclusive  infrastructure_id  is_accredited  ...  \\\n",
       "0               True             161440           True  ...   \n",
       "1              False             166056           True  ...   \n",
       "2              False             166056           True  ...   \n",
       "3              False             166056           True  ...   \n",
       "4              False             166056           True  ...   \n",
       "5              False             156169           True  ...   \n",
       "6              False             155007           True  ...   \n",
       "7              False             157441           True  ...   \n",
       "8              False             157355           True  ...   \n",
       "9              False             164949           True  ...   \n",
       "10             False             171422           True  ...   \n",
       "11             False             154600           True  ...   \n",
       "12             False             155300           True  ...   \n",
       "13             False             155453           True  ...   \n",
       "14             False             158288           True  ...   \n",
       "15             False             168135           True  ...   \n",
       "16             False             166522           True  ...   \n",
       "17             False             166522           True  ...   \n",
       "18             False             166522           True  ...   \n",
       "19             False             166522           True  ...   \n",
       "20             False             178785           True  ...   \n",
       "21             False             164166           True  ...   \n",
       "22             False             155798           True  ...   \n",
       "23             False             155798           True  ...   \n",
       "24             False             155798           True  ...   \n",
       "25             False             155798           True  ...   \n",
       "26             False             160870           True  ...   \n",
       "27             False             156323           True  ...   \n",
       "28             False             156529           True  ...   \n",
       "29             False             161464           True  ...   \n",
       "...              ...                ...            ...  ...   \n",
       "7928            True             207592           True  ...   \n",
       "7929            True             207592           True  ...   \n",
       "7930            True             207592           True  ...   \n",
       "7931            True             207592           True  ...   \n",
       "7932            True             207592           True  ...   \n",
       "7933            True             207592           True  ...   \n",
       "7934           False             206709           True  ...   \n",
       "7935           False             206946           True  ...   \n",
       "7936           False             202469           True  ...   \n",
       "7937           False             201576           True  ...   \n",
       "7938           False             196613           True  ...   \n",
       "7939           False             204275           True  ...   \n",
       "7940           False             205570           True  ...   \n",
       "7941            True             204017           True  ...   \n",
       "7942           False             205273           True  ...   \n",
       "7943           False             205909           True  ...   \n",
       "7944           False             207901           True  ...   \n",
       "7945           False             203107           True  ...   \n",
       "7946           False             206826           True  ...   \n",
       "7947           False             204742           True  ...   \n",
       "7948           False             207849           True  ...   \n",
       "7949           False             204959           True  ...   \n",
       "7950           False             204736           True  ...   \n",
       "7951            True             206312           True  ...   \n",
       "7952           False             206827           True  ...   \n",
       "7953           False             206710           True  ...   \n",
       "7954           False             206843           True  ...   \n",
       "7955           False             207638           True  ...   \n",
       "7956           False             208812           True  ...   \n",
       "7957           False             209787           True  ...   \n",
       "\n",
       "      c_Medical_Science  c_Oriental_Learning  c_Physical_Education  \\\n",
       "0                     0                    0                     0   \n",
       "1                     0                    0                     0   \n",
       "2                     0                    0                     0   \n",
       "3                     0                    0                     0   \n",
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       "15                    0                    0                     0   \n",
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       "18                    0                    0                     0   \n",
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       "20                    0                    0                     0   \n",
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       "26                    0                    0                     0   \n",
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       "...                 ...                  ...                   ...   \n",
       "7928                  1                    0                     0   \n",
       "7929                  1                    0                     0   \n",
       "7930                  1                    0                     0   \n",
       "7931                  1                    0                     0   \n",
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       "7933                  1                    0                     0   \n",
       "7934                  1                    0                     0   \n",
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       "7941                  0                    0                     0   \n",
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       "7943                  1                    0                     0   \n",
       "7944                  1                    0                     0   \n",
       "7945                  0                    0                     0   \n",
       "7946                  1                    0                     0   \n",
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       "7951                  1                    0                     0   \n",
       "7952                  1                    0                     0   \n",
       "7953                  1                    0                     0   \n",
       "7954                  0                    0                     0   \n",
       "7955                  0                    0                     0   \n",
       "7956                  0                    0                     0   \n",
       "7957                  0                    0                     0   \n",
       "\n",
       "     c_Religious_Studies  c_Science  c_Social_Science  c_Social_Work  \\\n",
       "0                      0          0                 1              0   \n",
       "1                      0          0                 0              0   \n",
       "2                      0          0                 0              0   \n",
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       "5                      0          0                 0              0   \n",
       "6                      0          0                 0              0   \n",
       "7                      0          0                 0              0   \n",
       "8                      0          0                 0              0   \n",
       "9                      0          0                 0              0   \n",
       "10                     0          0                 0              0   \n",
       "11                     0          0                 0              0   \n",
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       "13                     0          1                 0              0   \n",
       "14                     0          0                 0              0   \n",
       "15                     0          0                 0              0   \n",
       "16                     0          1                 0              0   \n",
       "17                     0          1                 0              0   \n",
       "18                     0          1                 0              0   \n",
       "19                     0          1                 0              0   \n",
       "20                     0          0                 0              0   \n",
       "21                     0          0                 0              0   \n",
       "22                     0          0                 0              0   \n",
       "23                     0          0                 0              0   \n",
       "24                     0          0                 0              0   \n",
       "25                     0          0                 0              0   \n",
       "26                     0          1                 1              0   \n",
       "27                     0          0                 0              0   \n",
       "28                     0          0                 0              0   \n",
       "29                     0          0                 0              0   \n",
       "...                  ...        ...               ...            ...   \n",
       "7928                   0          0                 0              0   \n",
       "7929                   0          0                 0              0   \n",
       "7930                   0          0                 0              0   \n",
       "7931                   0          0                 0              0   \n",
       "7932                   0          0                 0              0   \n",
       "7933                   0          0                 0              0   \n",
       "7934                   0          0                 0              0   \n",
       "7935                   0          1                 0              0   \n",
       "7936                   0          0                 0              0   \n",
       "7937                   0          0                 0              0   \n",
       "7938                   0          0                 0              0   \n",
       "7939                   0          0                 0              0   \n",
       "7940                   0          0                 0              0   \n",
       "7941                   0          0                 0              0   \n",
       "7942                   0          0                 0              0   \n",
       "7943                   0          0                 0              0   \n",
       "7944                   0          0                 0              0   \n",
       "7945                   0          0                 0              0   \n",
       "7946                   0          0                 0              0   \n",
       "7947                   0          0                 0              0   \n",
       "7948                   0          0                 0              0   \n",
       "7949                   0          0                 0              0   \n",
       "7950                   0          0                 0              0   \n",
       "7951                   0          0                 0              0   \n",
       "7952                   0          0                 0              0   \n",
       "7953                   0          0                 0              0   \n",
       "7954                   0          0                 0              0   \n",
       "7955                   0          1                 0              0   \n",
       "7956                   0          0                 0              0   \n",
       "7957                   0          0                 0              0   \n",
       "\n",
       "      c_Veterinary_&_Animal_Sciences  c_Women_Studies Student_Density  \n",
       "0                                  0                0               0  \n",
       "1                                  0                0               0  \n",
       "2                                  0                0               0  \n",
       "3                                  0                0               0  \n",
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       "6                                  0                0               1  \n",
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       "17                                 0                0               0  \n",
       "18                                 0                0               0  \n",
       "19                                 0                0               0  \n",
       "20                                 0                0               0  \n",
       "21                                 0                0               0  \n",
       "22                                 0                0               0  \n",
       "23                                 0                0               0  \n",
       "24                                 0                0               0  \n",
       "25                                 0                0               0  \n",
       "26                                 0                0               1  \n",
       "27                                 0                0               1  \n",
       "28                                 0                0               0  \n",
       "29                                 0                0               0  \n",
       "...                              ...              ...             ...  \n",
       "7928                               0                0               0  \n",
       "7929                               0                0               0  \n",
       "7930                               0                0               0  \n",
       "7931                               0                0               0  \n",
       "7932                               0                0               0  \n",
       "7933                               0                0               0  \n",
       "7934                               0                0               0  \n",
       "7935                               0                0               0  \n",
       "7936                               0                0               0  \n",
       "7937                               0                0               0  \n",
       "7938                               0                0               0  \n",
       "7939                               0                0               0  \n",
       "7940                               0                0               0  \n",
       "7941                               0                0               0  \n",
       "7942                               0                0               0  \n",
       "7943                               0                0               0  \n",
       "7944                               0                0               0  \n",
       "7945                               0                0               0  \n",
       "7946                               0                0               0  \n",
       "7947                               0                0               0  \n",
       "7948                               0                0               0  \n",
       "7949                               0                0               0  \n",
       "7950                               0                0               0  \n",
       "7951                               0                0               0  \n",
       "7952                               0                0               0  \n",
       "7953                               0                0               0  \n",
       "7954                               0                0               0  \n",
       "7955                               0                0               0  \n",
       "7956                               0                0               0  \n",
       "7957                               0                0               1  \n",
       "\n",
       "[7958 rows x 55 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.merge(dataset,stud_density,on='college_institution_id',how='inner')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_unacrr=pd.read_csv(r'C:\\Users\\shiva\\Desktop\\Mini project\\Unaccredited_colleges.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13\n"
     ]
    },
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>college_institution_id</th>\n",
       "      <th>name</th>\n",
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       "      <th>district_code</th>\n",
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       "      <td>Shri R. P. Arts, Shri K. B. Commerce and Smt. ...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13022</td>\n",
       "      <td>R.S.V.V.S.P.S. College</td>\n",
       "      <td>408</td>\n",
       "      <td>119</td>\n",
       "      <td>8</td>\n",
       "      <td>Ajmer</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>184625</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52973</td>\n",
       "      <td>M D College</td>\n",
       "      <td>510</td>\n",
       "      <td>176</td>\n",
       "      <td>9</td>\n",
       "      <td>Barabanki</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>178058</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53088</td>\n",
       "      <td>Tawi College</td>\n",
       "      <td>382</td>\n",
       "      <td>642</td>\n",
       "      <td>3</td>\n",
       "      <td>Pathankot</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>180064</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 49 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   college_institution_id                                               name  \\\n",
       "0                    5935  Shri R. P. Arts, Shri K. B. Commerce and Smt. ...   \n",
       "1                   13021                                      Swift College   \n",
       "2                   13022                             R.S.V.V.S.P.S. College   \n",
       "3                   52973                                        M D College   \n",
       "4                   53088                                       Tawi College   \n",
       "\n",
       "   university_id  district_code  state_code                    city  \\\n",
       "0            148            482          24  Khambhat, Ta: Khambhat   \n",
       "1            408            122           8                Bhilwara   \n",
       "2            408            119           8                   Ajmer   \n",
       "3            510            176           9               Barabanki   \n",
       "4            382            642           3               Pathankot   \n",
       "\n",
       "   autonomous  girl_exclusive  infrastructure_id  is_accredited  ...  \\\n",
       "0       False           False             163627          False  ...   \n",
       "1       False           False             188616          False  ...   \n",
       "2       False            True             184625          False  ...   \n",
       "3       False           False             178058          False  ...   \n",
       "4       False           False             180064          False  ...   \n",
       "\n",
       "   c_Marine_Science_/_Oceanography  c_Medical_Science  c_Oriental_Learning  \\\n",
       "0                                0                  0                    0   \n",
       "1                                0                  0                    0   \n",
       "2                                0                  0                    0   \n",
       "3                                0                  0                    0   \n",
       "4                                0                  0                    0   \n",
       "\n",
       "   c_Physical_Education c_Religious_Studies  c_Science  c_Social_Science  \\\n",
       "0                     0                   0          1                 0   \n",
       "1                     0                   0          0                 0   \n",
       "2                     0                   0          0                 0   \n",
       "3                     0                   0          0                 0   \n",
       "4                     0                   0          0                 0   \n",
       "\n",
       "   c_Social_Work  c_Veterinary_&_Animal_Sciences  c_Women_Studies  \n",
       "0              0                               0                0  \n",
       "1              0                               0                0  \n",
       "2              0                               0                0  \n",
       "3              0                               0                0  \n",
       "4              0                               0                0  \n",
       "\n",
       "[5 rows x 49 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns=list(df_unacrr.columns)\n",
    "print(columns.index('Total_Students'))\n",
    "df_unacrr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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>Total_Students</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28920</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28921</th>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28922</th>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28923</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28924</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28925</th>\n",
       "      <td>668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28926</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28927</th>\n",
       "      <td>278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28928</th>\n",
       "      <td>220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28929</th>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28930</th>\n",
       "      <td>935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28931</th>\n",
       "      <td>669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28932</th>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28933</th>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28934</th>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28935</th>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28936</th>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28937</th>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28938</th>\n",
       "      <td>270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28939</th>\n",
       "      <td>344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28940</th>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28941</th>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28942</th>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28943</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28944</th>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28945</th>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28946</th>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28947</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28948</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28949</th>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28950 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Total_Students\n",
       "0                2059\n",
       "1                 120\n",
       "2                 180\n",
       "3                  99\n",
       "4                  66\n",
       "5                1143\n",
       "6                   0\n",
       "7                  49\n",
       "8                 162\n",
       "9                  42\n",
       "10                135\n",
       "11                 13\n",
       "12                 90\n",
       "13                 50\n",
       "14                 50\n",
       "15                380\n",
       "16                192\n",
       "17                 69\n",
       "18                101\n",
       "19               1127\n",
       "20                101\n",
       "21                649\n",
       "22                128\n",
       "23                153\n",
       "24                100\n",
       "25                807\n",
       "26                 53\n",
       "27                  0\n",
       "28                142\n",
       "29                265\n",
       "...               ...\n",
       "28920              13\n",
       "28921              24\n",
       "28922              85\n",
       "28923              26\n",
       "28924              60\n",
       "28925             668\n",
       "28926              50\n",
       "28927             278\n",
       "28928             220\n",
       "28929             276\n",
       "28930             935\n",
       "28931             669\n",
       "28932              56\n",
       "28933             100\n",
       "28934             160\n",
       "28935             180\n",
       "28936             200\n",
       "28937             180\n",
       "28938             270\n",
       "28939             344\n",
       "28940             166\n",
       "28941             120\n",
       "28942               0\n",
       "28943              32\n",
       "28944             100\n",
       "28945              94\n",
       "28946             100\n",
       "28947              14\n",
       "28948              37\n",
       "28949              95\n",
       "\n",
       "[28950 rows x 1 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y=df_unacrr.iloc[:,[0,13]]\n",
    "y1=y.iloc[:,[1]\n",
    "y1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "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": [
    "elbow_method(y1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3 1 1 ... 1 1 1]\n",
      "[[9025.76271186]\n",
      " [ 229.26397294]\n",
      " [3430.87304508]\n",
      " [1314.49762943]]\n"
     ]
    }
   ],
   "source": [
    "labels,cluster_centers=k_means(4,y1)\n",
    "print(labels)\n",
    "print(cluster_centers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shiva\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>college_institution_id</th>\n",
       "      <th>Total_Students</th>\n",
       "      <th>Student_Density</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5965</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6019</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6014</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>54355</td>\n",
       "      <td>380</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>54634</td>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>54652</td>\n",
       "      <td>69</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>54687</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>870</td>\n",
       "      <td>1127</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>19316</td>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>964</td>\n",
       "      <td>649</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>54897</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>806</td>\n",
       "      <td>153</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>811</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>858</td>\n",
       "      <td>807</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>791</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>951</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1038</td>\n",
       "      <td>142</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>939</td>\n",
       "      <td>265</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28920</th>\n",
       "      <td>55514</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28921</th>\n",
       "      <td>55515</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28922</th>\n",
       "      <td>55517</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28923</th>\n",
       "      <td>55518</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28924</th>\n",
       "      <td>55521</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28925</th>\n",
       "      <td>55523</td>\n",
       "      <td>668</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28926</th>\n",
       "      <td>55525</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28927</th>\n",
       "      <td>55516</td>\n",
       "      <td>278</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28928</th>\n",
       "      <td>55528</td>\n",
       "      <td>220</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28929</th>\n",
       "      <td>55529</td>\n",
       "      <td>276</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28930</th>\n",
       "      <td>55531</td>\n",
       "      <td>935</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28931</th>\n",
       "      <td>55532</td>\n",
       "      <td>669</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28932</th>\n",
       "      <td>55533</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28933</th>\n",
       "      <td>55534</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28934</th>\n",
       "      <td>33887</td>\n",
       "      <td>160</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28935</th>\n",
       "      <td>55536</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28936</th>\n",
       "      <td>55538</td>\n",
       "      <td>200</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28937</th>\n",
       "      <td>55539</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28938</th>\n",
       "      <td>55540</td>\n",
       "      <td>270</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28939</th>\n",
       "      <td>33893</td>\n",
       "      <td>344</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28940</th>\n",
       "      <td>40901</td>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28941</th>\n",
       "      <td>55541</td>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28942</th>\n",
       "      <td>55543</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28943</th>\n",
       "      <td>55546</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28944</th>\n",
       "      <td>55547</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28945</th>\n",
       "      <td>55554</td>\n",
       "      <td>94</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28946</th>\n",
       "      <td>55557</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28947</th>\n",
       "      <td>55563</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28948</th>\n",
       "      <td>55564</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28949</th>\n",
       "      <td>34066</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28950 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       college_institution_id  Total_Students  Student_Density\n",
       "0                        5935            2059                3\n",
       "1                       13021             120                1\n",
       "2                       13022             180                1\n",
       "3                       52973              99                1\n",
       "4                       53088              66                1\n",
       "5                       53230            1143                3\n",
       "6                       53244               0                1\n",
       "7                       53307              49                1\n",
       "8                       53996             162                1\n",
       "9                         987              42                1\n",
       "10                      54279             135                1\n",
       "11                      54333              13                1\n",
       "12                       5965              90                1\n",
       "13                       6019              50                1\n",
       "14                       6014              50                1\n",
       "15                      54355             380                1\n",
       "16                      54634             192                1\n",
       "17                      54652              69                1\n",
       "18                      54687             101                1\n",
       "19                        870            1127                3\n",
       "20                      19316             101                1\n",
       "21                        964             649                1\n",
       "22                      54897             128                1\n",
       "23                        806             153                1\n",
       "24                        811             100                1\n",
       "25                        858             807                3\n",
       "26                        791              53                1\n",
       "27                        951               0                1\n",
       "28                       1038             142                1\n",
       "29                        939             265                1\n",
       "...                       ...             ...              ...\n",
       "28920                   55514              13                1\n",
       "28921                   55515              24                1\n",
       "28922                   55517              85                1\n",
       "28923                   55518              26                1\n",
       "28924                   55521              60                1\n",
       "28925                   55523             668                1\n",
       "28926                   55525              50                1\n",
       "28927                   55516             278                1\n",
       "28928                   55528             220                1\n",
       "28929                   55529             276                1\n",
       "28930                   55531             935                3\n",
       "28931                   55532             669                1\n",
       "28932                   55533              56                1\n",
       "28933                   55534             100                1\n",
       "28934                   33887             160                1\n",
       "28935                   55536             180                1\n",
       "28936                   55538             200                1\n",
       "28937                   55539             180                1\n",
       "28938                   55540             270                1\n",
       "28939                   33893             344                1\n",
       "28940                   40901             166                1\n",
       "28941                   55541             120                1\n",
       "28942                   55543               0                1\n",
       "28943                   55546              32                1\n",
       "28944                   55547             100                1\n",
       "28945                   55554              94                1\n",
       "28946                   55557             100                1\n",
       "28947                   55563              14                1\n",
       "28948                   55564              37                1\n",
       "28949                   34066              95                1\n",
       "\n",
       "[28950 rows x 3 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y['Student_Density']=list(labels)\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>college_institution_id</th>\n",
       "      <th>Student_Density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>13021</td>\n",
       "      <td>1</td>\n",
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       "      <td>13022</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52973</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53088</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>53230</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>53244</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>53307</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>53996</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>987</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>54279</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>54333</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5965</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6019</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6014</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>54355</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>54634</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>54652</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>54687</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>870</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>19316</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>964</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>54897</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>806</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>811</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>858</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>791</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>951</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1038</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>939</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28920</th>\n",
       "      <td>55514</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28921</th>\n",
       "      <td>55515</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28922</th>\n",
       "      <td>55517</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28923</th>\n",
       "      <td>55518</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28924</th>\n",
       "      <td>55521</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28925</th>\n",
       "      <td>55523</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28926</th>\n",
       "      <td>55525</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28927</th>\n",
       "      <td>55516</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28928</th>\n",
       "      <td>55528</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28929</th>\n",
       "      <td>55529</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28930</th>\n",
       "      <td>55531</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>28931</th>\n",
       "      <td>55532</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28932</th>\n",
       "      <td>55533</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28933</th>\n",
       "      <td>55534</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28934</th>\n",
       "      <td>33887</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28935</th>\n",
       "      <td>55536</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28936</th>\n",
       "      <td>55538</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28937</th>\n",
       "      <td>55539</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28938</th>\n",
       "      <td>55540</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28939</th>\n",
       "      <td>33893</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28940</th>\n",
       "      <td>40901</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28941</th>\n",
       "      <td>55541</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28942</th>\n",
       "      <td>55543</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28943</th>\n",
       "      <td>55546</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28944</th>\n",
       "      <td>55547</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28945</th>\n",
       "      <td>55554</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28946</th>\n",
       "      <td>55557</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28947</th>\n",
       "      <td>55563</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28948</th>\n",
       "      <td>55564</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28949</th>\n",
       "      <td>34066</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28950 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       college_institution_id  Student_Density\n",
       "0                        5935                3\n",
       "1                       13021                1\n",
       "2                       13022                1\n",
       "3                       52973                1\n",
       "4                       53088                1\n",
       "5                       53230                3\n",
       "6                       53244                1\n",
       "7                       53307                1\n",
       "8                       53996                1\n",
       "9                         987                1\n",
       "10                      54279                1\n",
       "11                      54333                1\n",
       "12                       5965                1\n",
       "13                       6019                1\n",
       "14                       6014                1\n",
       "15                      54355                1\n",
       "16                      54634                1\n",
       "17                      54652                1\n",
       "18                      54687                1\n",
       "19                        870                3\n",
       "20                      19316                1\n",
       "21                        964                1\n",
       "22                      54897                1\n",
       "23                        806                1\n",
       "24                        811                1\n",
       "25                        858                3\n",
       "26                        791                1\n",
       "27                        951                1\n",
       "28                       1038                1\n",
       "29                        939                1\n",
       "...                       ...              ...\n",
       "28920                   55514                1\n",
       "28921                   55515                1\n",
       "28922                   55517                1\n",
       "28923                   55518                1\n",
       "28924                   55521                1\n",
       "28925                   55523                1\n",
       "28926                   55525                1\n",
       "28927                   55516                1\n",
       "28928                   55528                1\n",
       "28929                   55529                1\n",
       "28930                   55531                3\n",
       "28931                   55532                1\n",
       "28932                   55533                1\n",
       "28933                   55534                1\n",
       "28934                   33887                1\n",
       "28935                   55536                1\n",
       "28936                   55538                1\n",
       "28937                   55539                1\n",
       "28938                   55540                1\n",
       "28939                   33893                1\n",
       "28940                   40901                1\n",
       "28941                   55541                1\n",
       "28942                   55543                1\n",
       "28943                   55546                1\n",
       "28944                   55547                1\n",
       "28945                   55554                1\n",
       "28946                   55557                1\n",
       "28947                   55563                1\n",
       "28948                   55564                1\n",
       "28949                   34066                1\n",
       "\n",
       "[28950 rows x 2 columns]"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unaccr_stud_density=y[['college_institution_id','Student_Density']]\n",
    "unaccr_stud_density\n",
    "'''very low-1\n",
    "    low-3\n",
    "    Medium- 2\n",
    "    High-0\n",
    "    \n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>college_institution_id</th>\n",
       "      <th>name</th>\n",
       "      <th>university_id</th>\n",
       "      <th>district_code</th>\n",
       "      <th>state_code</th>\n",
       "      <th>city</th>\n",
       "      <th>autonomous</th>\n",
       "      <th>girl_exclusive</th>\n",
       "      <th>infrastructure_id</th>\n",
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       "      <th>...</th>\n",
       "      <th>c_Medical_Science</th>\n",
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       "      <th>c_Social_Science</th>\n",
       "      <th>c_Social_Work</th>\n",
       "      <th>c_Veterinary_&amp;_Animal_Sciences</th>\n",
       "      <th>c_Women_Studies</th>\n",
       "      <th>Student_Density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5935</td>\n",
       "      <td>Shri R. P. Arts, Shri K. B. Commerce and Smt. ...</td>\n",
       "      <td>148</td>\n",
       "      <td>482</td>\n",
       "      <td>24</td>\n",
       "      <td>Khambhat, Ta: Khambhat</td>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13021</td>\n",
       "      <td>Swift College</td>\n",
       "      <td>408</td>\n",
       "      <td>122</td>\n",
       "      <td>8</td>\n",
       "      <td>Bhilwara</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>188616</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>13022</td>\n",
       "      <td>R.S.V.V.S.P.S. College</td>\n",
       "      <td>408</td>\n",
       "      <td>119</td>\n",
       "      <td>8</td>\n",
       "      <td>Ajmer</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>184625</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52973</td>\n",
       "      <td>M D College</td>\n",
       "      <td>510</td>\n",
       "      <td>176</td>\n",
       "      <td>9</td>\n",
       "      <td>Barabanki</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>178058</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>53088</td>\n",
       "      <td>Tawi College</td>\n",
       "      <td>382</td>\n",
       "      <td>642</td>\n",
       "      <td>3</td>\n",
       "      <td>Pathankot</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>180064</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>53230</td>\n",
       "      <td>G. D. College</td>\n",
       "      <td>576</td>\n",
       "      <td>333</td>\n",
       "      <td>19</td>\n",
       "      <td>BERHAMPORE</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>179229</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>53244</td>\n",
       "      <td>MR COLLEGE</td>\n",
       "      <td>590</td>\n",
       "      <td>337</td>\n",
       "      <td>19</td>\n",
       "      <td>Barasat</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>177088</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>53307</td>\n",
       "      <td>S B COLLEGE</td>\n",
       "      <td>276</td>\n",
       "      <td>422</td>\n",
       "      <td>23</td>\n",
       "      <td>Datia</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>185909</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>53996</td>\n",
       "      <td>G D C Muwani</td>\n",
       "      <td>562</td>\n",
       "      <td>62</td>\n",
       "      <td>5</td>\n",
       "      <td>Muwani</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>186314</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>987</td>\n",
       "      <td>SHASHTRI SWAMI DHAMJIVANDASJI B.ED.COLLEGE-UNA</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>UNA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>161193</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>54279</td>\n",
       "      <td>B R COLLEGE</td>\n",
       "      <td>422</td>\n",
       "      <td>111</td>\n",
       "      <td>8</td>\n",
       "      <td>SIKAR</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>205657</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>54333</td>\n",
       "      <td>Atma College</td>\n",
       "      <td>215</td>\n",
       "      <td>572</td>\n",
       "      <td>29</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>193323</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>5965</td>\n",
       "      <td>Divya Drashti B. Ed. College</td>\n",
       "      <td>782</td>\n",
       "      <td>484</td>\n",
       "      <td>24</td>\n",
       "      <td>VEJALPUR (KALOL)</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>183430</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6019</td>\n",
       "      <td>J. K. Desai B.Ed. College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>Jhalod</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>157370</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>6014</td>\n",
       "      <td>J. &amp; R. B. Ed. College</td>\n",
       "      <td>782</td>\n",
       "      <td>485</td>\n",
       "      <td>24</td>\n",
       "      <td>Dahod- PIN CODE 389151</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>155227</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>54355</td>\n",
       "      <td>V C I COLLEGE</td>\n",
       "      <td>406</td>\n",
       "      <td>102</td>\n",
       "      <td>8</td>\n",
       "      <td>Rajgarh</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209844</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>54634</td>\n",
       "      <td>GDC TAKIPUR</td>\n",
       "      <td>183</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>KANGRA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>199177</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>54652</td>\n",
       "      <td>GFGC RAMPUR</td>\n",
       "      <td>602</td>\n",
       "      <td>556</td>\n",
       "      <td>29</td>\n",
       "      <td>Rampur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>200203</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>54687</td>\n",
       "      <td>GFGC TALAKADU</td>\n",
       "      <td>235</td>\n",
       "      <td>577</td>\n",
       "      <td>29</td>\n",
       "      <td>Talakadu</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>198918</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>870</td>\n",
       "      <td>SHRI ARJUN ARTS &amp; B.S.W.COLLEGE-SUPASI (TA.VER...</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>SUPASI</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>171815</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>19316</td>\n",
       "      <td>SHRI ARJUN B.ED. COLLEGE-SUPASI</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>SUPASI</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>170950</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>964</td>\n",
       "      <td>SHRI D.M. BARAD ARTS &amp; COMMERCE GHUSIA(GIR)</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>TALALA(GIR)</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>158634</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>54897</td>\n",
       "      <td>RANI AVANTI BAI LODHI COLLEGE CHHINDWARA</td>\n",
       "      <td>283</td>\n",
       "      <td>455</td>\n",
       "      <td>23</td>\n",
       "      <td>CHHINDWARA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>205314</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>806</td>\n",
       "      <td>SHRI J.B. BARAD B.ED. COLLEGE, SUTRAPADA</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>sutrapada</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>160925</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>811</td>\n",
       "      <td>SHRI MATRUVANDAN B.ED. COLLEGE, SIMAR (KIDIVAV)</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>simar</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>162025</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>858</td>\n",
       "      <td>SHRI SARASWATI COLLEGE OF EDUCATION -GIR GADHA...</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>GIRGADHADA</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>157193</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>791</td>\n",
       "      <td>SHRI UKABHAI DODIYA MAHILA B.ED. COLLEGE, VERAVAL</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>SIMAR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>156723</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>951</td>\n",
       "      <td>SHRI V.J.SOLANKI B.ED. COLLEGE-KODINAR</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>KODINAR</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>166681</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1038</td>\n",
       "      <td>SMT. V.B. NANDOLA B.ED. COLLEGE, BHACHA TA.UNA</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>Ta. Una</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>165604</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>939</td>\n",
       "      <td>SMT. V.B. NANDOLA COMPUTER SCIENCE COLLEGE, BH...</td>\n",
       "      <td>783</td>\n",
       "      <td>479</td>\n",
       "      <td>24</td>\n",
       "      <td>GIRSOMNATH-362560</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>165017</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28920</th>\n",
       "      <td>55514</td>\n",
       "      <td>College Of Nursing Post Graduate Institute Of ...</td>\n",
       "      <td>81</td>\n",
       "      <td>410</td>\n",
       "      <td>22</td>\n",
       "      <td>Raipur</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>209888</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28921</th>\n",
       "      <td>55515</td>\n",
       "      <td>AKULA GOPAYYA COLLEGE OF EDUCATION,TADEPALLIGU...</td>\n",
       "      <td>5</td>\n",
       "      <td>546</td>\n",
       "      <td>28</td>\n",
       "      <td>TADEPALLIGAM</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>208866</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28922</th>\n",
       "      <td>55517</td>\n",
       "      <td>SRIVANI WOMENS DEGREE COLLEGE</td>\n",
       "      <td>32</td>\n",
       "      <td>534</td>\n",
       "      <td>36</td>\n",
       "      <td>SULTHANABAD</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>209099</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28923</th>\n",
       "      <td>55518</td>\n",
       "      <td>RASHTRIYA MAHILA MAHAVIDYLAY DHANOTA JAIPUR</td>\n",
       "      <td>422</td>\n",
       "      <td>110</td>\n",
       "      <td>8</td>\n",
       "      <td>VIA - ETAWA BHOPJI TEH - SHAHPURA</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>209881</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28924</th>\n",
       "      <td>55521</td>\n",
       "      <td>GYAN SAROVAR COLLEGE</td>\n",
       "      <td>785</td>\n",
       "      <td>111</td>\n",
       "      <td>8</td>\n",
       "      <td>Sikar</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209587</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28925</th>\n",
       "      <td>55523</td>\n",
       "      <td>R.K. COLLEGE,KUTHILA LAYAKPUR</td>\n",
       "      <td>509</td>\n",
       "      <td>201</td>\n",
       "      <td>9</td>\n",
       "      <td>ETAH</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209682</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28926</th>\n",
       "      <td>55525</td>\n",
       "      <td>SMT  SUNDER DEVI MEMORIAL  COLLEGE GUDHANATHAW...</td>\n",
       "      <td>387</td>\n",
       "      <td>121</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209583</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28927</th>\n",
       "      <td>55516</td>\n",
       "      <td>SEWA BHARTI COMPUTER PRASHIKSHAN KENDRA</td>\n",
       "      <td>283</td>\n",
       "      <td>427</td>\n",
       "      <td>23</td>\n",
       "      <td>SAGAR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209573</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28928</th>\n",
       "      <td>55528</td>\n",
       "      <td>SANSKAR COLLEGE NADBAI</td>\n",
       "      <td>793</td>\n",
       "      <td>105</td>\n",
       "      <td>8</td>\n",
       "      <td>NADBAI</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209851</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28929</th>\n",
       "      <td>55529</td>\n",
       "      <td>KISHAN PYARI SHUKLA COLLEGE</td>\n",
       "      <td>509</td>\n",
       "      <td>145</td>\n",
       "      <td>9</td>\n",
       "      <td>MATHURA</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>208921</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28930</th>\n",
       "      <td>55531</td>\n",
       "      <td>Noamundi College, Noamundi</td>\n",
       "      <td>206</td>\n",
       "      <td>368</td>\n",
       "      <td>20</td>\n",
       "      <td>NOAMUNDI</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209693</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28931</th>\n",
       "      <td>55532</td>\n",
       "      <td>Sri Vindeshwari Janki Mahavidyalaya, Pidarikal...</td>\n",
       "      <td>508</td>\n",
       "      <td>186</td>\n",
       "      <td>9</td>\n",
       "      <td>SANT KABIR NAGAR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209695</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28932</th>\n",
       "      <td>55533</td>\n",
       "      <td>S. THANGAPAZHAM AGRICULTURAL COLLEGE</td>\n",
       "      <td>485</td>\n",
       "      <td>628</td>\n",
       "      <td>33</td>\n",
       "      <td>VASUDEVANALLUR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209216</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28933</th>\n",
       "      <td>55534</td>\n",
       "      <td>YASHVANTRAO CHAVAN AYURVEDIC MEDICAL COLLEGE B...</td>\n",
       "      <td>313</td>\n",
       "      <td>515</td>\n",
       "      <td>27</td>\n",
       "      <td>Aurangabad</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>210101</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28934</th>\n",
       "      <td>33887</td>\n",
       "      <td>Rashtriya Mill Mazdoor Sanghs  G.D. Ambekar Pr...</td>\n",
       "      <td>318</td>\n",
       "      <td>519</td>\n",
       "      <td>27</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>208966</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28935</th>\n",
       "      <td>55536</td>\n",
       "      <td>SRI NIKHILA DEGREE COLLEGE, CHILAKALURIPET, GU...</td>\n",
       "      <td>3</td>\n",
       "      <td>548</td>\n",
       "      <td>28</td>\n",
       "      <td>GUNTUR DISTRICT</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209305</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28936</th>\n",
       "      <td>55538</td>\n",
       "      <td>KRISHNA CHAITANYA DEGREE COLLEGE, KANIGIRI</td>\n",
       "      <td>3</td>\n",
       "      <td>549</td>\n",
       "      <td>28</td>\n",
       "      <td>Kanigiri</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209174</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28937</th>\n",
       "      <td>55539</td>\n",
       "      <td>MUDRA DEGREE COLLEGE, CHILAKAPADU VILLAGE, PAM...</td>\n",
       "      <td>3</td>\n",
       "      <td>549</td>\n",
       "      <td>28</td>\n",
       "      <td>PENMUR MANDAL</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209175</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28938</th>\n",
       "      <td>55540</td>\n",
       "      <td>SRI NAGARJUNA ARTS AND SCIENCE COLLEGE, CHEKUR...</td>\n",
       "      <td>3</td>\n",
       "      <td>549</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209176</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28939</th>\n",
       "      <td>33893</td>\n",
       "      <td>SIES College of Management Studies Sri. Chandr...</td>\n",
       "      <td>318</td>\n",
       "      <td>517</td>\n",
       "      <td>27</td>\n",
       "      <td>Navi Mumbai</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>209126</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28940</th>\n",
       "      <td>40901</td>\n",
       "      <td>Sambalpur Nursing College, At- ASA Academy,Po-...</td>\n",
       "      <td>362</td>\n",
       "      <td>372</td>\n",
       "      <td>21</td>\n",
       "      <td>SAMBALPUR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>198940</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28941</th>\n",
       "      <td>55541</td>\n",
       "      <td>Sri Palakondraya Swamy Degree College</td>\n",
       "      <td>45</td>\n",
       "      <td>551</td>\n",
       "      <td>28</td>\n",
       "      <td>RLY KODUR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209665</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28942</th>\n",
       "      <td>55543</td>\n",
       "      <td>Mount Zion Medical College</td>\n",
       "      <td>630</td>\n",
       "      <td>599</td>\n",
       "      <td>32</td>\n",
       "      <td>Adoor</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209631</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28943</th>\n",
       "      <td>55546</td>\n",
       "      <td>GNANATEJA DEGREE COLLEGE FOR WOMENS</td>\n",
       "      <td>32</td>\n",
       "      <td>534</td>\n",
       "      <td>36</td>\n",
       "      <td>HUZURABAD</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>209416</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28944</th>\n",
       "      <td>55547</td>\n",
       "      <td>RAWAL COLLEGE OF EDUCATION</td>\n",
       "      <td>167</td>\n",
       "      <td>88</td>\n",
       "      <td>6</td>\n",
       "      <td>FARIDABAD</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209606</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28945</th>\n",
       "      <td>55554</td>\n",
       "      <td>Sri Laxminarasimha swamy degree college</td>\n",
       "      <td>32</td>\n",
       "      <td>534</td>\n",
       "      <td>36</td>\n",
       "      <td>Sarangapur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209871</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28946</th>\n",
       "      <td>55557</td>\n",
       "      <td>JYOTHISHMATHI COLLEGE OF PHYSICAL EDUCATION</td>\n",
       "      <td>32</td>\n",
       "      <td>534</td>\n",
       "      <td>36</td>\n",
       "      <td>KARIMNAGAR</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209636</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28947</th>\n",
       "      <td>55563</td>\n",
       "      <td>Tara Collge of Education</td>\n",
       "      <td>183</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>Nurpur</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209763</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28948</th>\n",
       "      <td>55564</td>\n",
       "      <td>Aadi Shakti Degree College, Tajopur, Mau</td>\n",
       "      <td>550</td>\n",
       "      <td>192</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>209914</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28949</th>\n",
       "      <td>34066</td>\n",
       "      <td>Sahajeevan Shikshan Sansthas Vishwakarma Saha...</td>\n",
       "      <td>318</td>\n",
       "      <td>528</td>\n",
       "      <td>27</td>\n",
       "      <td>Khed</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>168526</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28950 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       college_institution_id  \\\n",
       "0                        5935   \n",
       "1                       13021   \n",
       "2                       13022   \n",
       "3                       52973   \n",
       "4                       53088   \n",
       "5                       53230   \n",
       "6                       53244   \n",
       "7                       53307   \n",
       "8                       53996   \n",
       "9                         987   \n",
       "10                      54279   \n",
       "11                      54333   \n",
       "12                       5965   \n",
       "13                       6019   \n",
       "14                       6014   \n",
       "15                      54355   \n",
       "16                      54634   \n",
       "17                      54652   \n",
       "18                      54687   \n",
       "19                        870   \n",
       "20                      19316   \n",
       "21                        964   \n",
       "22                      54897   \n",
       "23                        806   \n",
       "24                        811   \n",
       "25                        858   \n",
       "26                        791   \n",
       "27                        951   \n",
       "28                       1038   \n",
       "29                        939   \n",
       "...                       ...   \n",
       "28920                   55514   \n",
       "28921                   55515   \n",
       "28922                   55517   \n",
       "28923                   55518   \n",
       "28924                   55521   \n",
       "28925                   55523   \n",
       "28926                   55525   \n",
       "28927                   55516   \n",
       "28928                   55528   \n",
       "28929                   55529   \n",
       "28930                   55531   \n",
       "28931                   55532   \n",
       "28932                   55533   \n",
       "28933                   55534   \n",
       "28934                   33887   \n",
       "28935                   55536   \n",
       "28936                   55538   \n",
       "28937                   55539   \n",
       "28938                   55540   \n",
       "28939                   33893   \n",
       "28940                   40901   \n",
       "28941                   55541   \n",
       "28942                   55543   \n",
       "28943                   55546   \n",
       "28944                   55547   \n",
       "28945                   55554   \n",
       "28946                   55557   \n",
       "28947                   55563   \n",
       "28948                   55564   \n",
       "28949                   34066   \n",
       "\n",
       "                                                    name  university_id  \\\n",
       "0      Shri R. P. Arts, Shri K. B. Commerce and Smt. ...            148   \n",
       "1                                          Swift College            408   \n",
       "2                                 R.S.V.V.S.P.S. College            408   \n",
       "3                                            M D College            510   \n",
       "4                                           Tawi College            382   \n",
       "5                                          G. D. College            576   \n",
       "6                                             MR COLLEGE            590   \n",
       "7                                            S B COLLEGE            276   \n",
       "8                                           G D C Muwani            562   \n",
       "9         SHASHTRI SWAMI DHAMJIVANDASJI B.ED.COLLEGE-UNA            783   \n",
       "10                                           B R COLLEGE            422   \n",
       "11                                          Atma College            215   \n",
       "12                          Divya Drashti B. Ed. College            782   \n",
       "13                             J. K. Desai B.Ed. College            782   \n",
       "14                                J. & R. B. Ed. College            782   \n",
       "15                                         V C I COLLEGE            406   \n",
       "16                                           GDC TAKIPUR            183   \n",
       "17                                           GFGC RAMPUR            602   \n",
       "18                                         GFGC TALAKADU            235   \n",
       "19     SHRI ARJUN ARTS & B.S.W.COLLEGE-SUPASI (TA.VER...            783   \n",
       "20                       SHRI ARJUN B.ED. COLLEGE-SUPASI            783   \n",
       "21           SHRI D.M. BARAD ARTS & COMMERCE GHUSIA(GIR)            783   \n",
       "22              RANI AVANTI BAI LODHI COLLEGE CHHINDWARA            283   \n",
       "23              SHRI J.B. BARAD B.ED. COLLEGE, SUTRAPADA            783   \n",
       "24       SHRI MATRUVANDAN B.ED. COLLEGE, SIMAR (KIDIVAV)            783   \n",
       "25     SHRI SARASWATI COLLEGE OF EDUCATION -GIR GADHA...            783   \n",
       "26     SHRI UKABHAI DODIYA MAHILA B.ED. COLLEGE, VERAVAL            783   \n",
       "27                SHRI V.J.SOLANKI B.ED. COLLEGE-KODINAR            783   \n",
       "28        SMT. V.B. NANDOLA B.ED. COLLEGE, BHACHA TA.UNA            783   \n",
       "29     SMT. V.B. NANDOLA COMPUTER SCIENCE COLLEGE, BH...            783   \n",
       "...                                                  ...            ...   \n",
       "28920  College Of Nursing Post Graduate Institute Of ...             81   \n",
       "28921  AKULA GOPAYYA COLLEGE OF EDUCATION,TADEPALLIGU...              5   \n",
       "28922                      SRIVANI WOMENS DEGREE COLLEGE             32   \n",
       "28923        RASHTRIYA MAHILA MAHAVIDYLAY DHANOTA JAIPUR            422   \n",
       "28924                               GYAN SAROVAR COLLEGE            785   \n",
       "28925                      R.K. COLLEGE,KUTHILA LAYAKPUR            509   \n",
       "28926  SMT  SUNDER DEVI MEMORIAL  COLLEGE GUDHANATHAW...            387   \n",
       "28927            SEWA BHARTI COMPUTER PRASHIKSHAN KENDRA            283   \n",
       "28928                             SANSKAR COLLEGE NADBAI            793   \n",
       "28929                        KISHAN PYARI SHUKLA COLLEGE            509   \n",
       "28930                         Noamundi College, Noamundi            206   \n",
       "28931  Sri Vindeshwari Janki Mahavidyalaya, Pidarikal...            508   \n",
       "28932               S. THANGAPAZHAM AGRICULTURAL COLLEGE            485   \n",
       "28933  YASHVANTRAO CHAVAN AYURVEDIC MEDICAL COLLEGE B...            313   \n",
       "28934  Rashtriya Mill Mazdoor Sanghs  G.D. Ambekar Pr...            318   \n",
       "28935  SRI NIKHILA DEGREE COLLEGE, CHILAKALURIPET, GU...              3   \n",
       "28936         KRISHNA CHAITANYA DEGREE COLLEGE, KANIGIRI              3   \n",
       "28937  MUDRA DEGREE COLLEGE, CHILAKAPADU VILLAGE, PAM...              3   \n",
       "28938  SRI NAGARJUNA ARTS AND SCIENCE COLLEGE, CHEKUR...              3   \n",
       "28939  SIES College of Management Studies Sri. Chandr...            318   \n",
       "28940  Sambalpur Nursing College, At- ASA Academy,Po-...            362   \n",
       "28941              Sri Palakondraya Swamy Degree College             45   \n",
       "28942                         Mount Zion Medical College            630   \n",
       "28943                GNANATEJA DEGREE COLLEGE FOR WOMENS             32   \n",
       "28944                         RAWAL COLLEGE OF EDUCATION            167   \n",
       "28945            Sri Laxminarasimha swamy degree college             32   \n",
       "28946        JYOTHISHMATHI COLLEGE OF PHYSICAL EDUCATION             32   \n",
       "28947                           Tara Collge of Education            183   \n",
       "28948           Aadi Shakti Degree College, Tajopur, Mau            550   \n",
       "28949  Sahajeevan Shikshan Sansthas Vishwakarma Saha...            318   \n",
       "\n",
       "       district_code  state_code                               city  \\\n",
       "0                482          24             Khambhat, Ta: Khambhat   \n",
       "1                122           8                           Bhilwara   \n",
       "2                119           8                              Ajmer   \n",
       "3                176           9                          Barabanki   \n",
       "4                642           3                          Pathankot   \n",
       "5                333          19                         BERHAMPORE   \n",
       "6                337          19                            Barasat   \n",
       "7                422          23                              Datia   \n",
       "8                 62           5                             Muwani   \n",
       "9                479          24                                UNA   \n",
       "10               111           8                              SIKAR   \n",
       "11               572          29                          Bangalore   \n",
       "12               484          24                   VEJALPUR (KALOL)   \n",
       "13               485          24                             Jhalod   \n",
       "14               485          24             Dahod- PIN CODE 389151   \n",
       "15               102           8                            Rajgarh   \n",
       "16                24           2                             KANGRA   \n",
       "17               556          29                             Rampur   \n",
       "18               577          29                           Talakadu   \n",
       "19               479          24                             SUPASI   \n",
       "20               479          24                             SUPASI   \n",
       "21               479          24                        TALALA(GIR)   \n",
       "22               455          23                         CHHINDWARA   \n",
       "23               479          24                          sutrapada   \n",
       "24               479          24                              simar   \n",
       "25               479          24                         GIRGADHADA   \n",
       "26               479          24                              SIMAR   \n",
       "27               479          24                            KODINAR   \n",
       "28               479          24                            Ta. Una   \n",
       "29               479          24                  GIRSOMNATH-362560   \n",
       "...              ...         ...                                ...   \n",
       "28920            410          22                             Raipur   \n",
       "28921            546          28                       TADEPALLIGAM   \n",
       "28922            534          36                        SULTHANABAD   \n",
       "28923            110           8  VIA - ETAWA BHOPJI TEH - SHAHPURA   \n",
       "28924            111           8                              Sikar   \n",
       "28925            201           9                               ETAH   \n",
       "28926            121           8                                NaN   \n",
       "28927            427          23                              SAGAR   \n",
       "28928            105           8                             NADBAI   \n",
       "28929            145           9                            MATHURA   \n",
       "28930            368          20                           NOAMUNDI   \n",
       "28931            186           9                   SANT KABIR NAGAR   \n",
       "28932            628          33                     VASUDEVANALLUR   \n",
       "28933            515          27                         Aurangabad   \n",
       "28934            519          27                             Mumbai   \n",
       "28935            548          28                    GUNTUR DISTRICT   \n",
       "28936            549          28                           Kanigiri   \n",
       "28937            549          28                      PENMUR MANDAL   \n",
       "28938            549          28                                NaN   \n",
       "28939            517          27                        Navi Mumbai   \n",
       "28940            372          21                          SAMBALPUR   \n",
       "28941            551          28                          RLY KODUR   \n",
       "28942            599          32                              Adoor   \n",
       "28943            534          36                          HUZURABAD   \n",
       "28944             88           6                          FARIDABAD   \n",
       "28945            534          36                         Sarangapur   \n",
       "28946            534          36                         KARIMNAGAR   \n",
       "28947             24           2                             Nurpur   \n",
       "28948            192           9                                NaN   \n",
       "28949            528          27                               Khed   \n",
       "\n",
       "       autonomous  girl_exclusive  infrastructure_id  is_accredited  ...  \\\n",
       "0           False           False             163627          False  ...   \n",
       "1           False           False             188616          False  ...   \n",
       "2           False            True             184625          False  ...   \n",
       "3           False           False             178058          False  ...   \n",
       "4           False           False             180064          False  ...   \n",
       "5           False           False             179229          False  ...   \n",
       "6            True           False             177088          False  ...   \n",
       "7           False           False             185909          False  ...   \n",
       "8           False           False             186314          False  ...   \n",
       "9           False           False             161193          False  ...   \n",
       "10           True           False             205657          False  ...   \n",
       "11          False           False             193323          False  ...   \n",
       "12          False           False             183430          False  ...   \n",
       "13          False           False             157370          False  ...   \n",
       "14          False           False             155227          False  ...   \n",
       "15          False           False             209844          False  ...   \n",
       "16          False           False             199177          False  ...   \n",
       "17          False           False             200203          False  ...   \n",
       "18          False           False             198918          False  ...   \n",
       "19          False           False             171815          False  ...   \n",
       "20          False           False             170950          False  ...   \n",
       "21          False           False             158634          False  ...   \n",
       "22          False           False             205314          False  ...   \n",
       "23          False           False             160925          False  ...   \n",
       "24          False           False             162025          False  ...   \n",
       "25          False           False             157193          False  ...   \n",
       "26          False           False             156723          False  ...   \n",
       "27           True           False             166681          False  ...   \n",
       "28           True           False             165604          False  ...   \n",
       "29           True           False             165017          False  ...   \n",
       "...           ...             ...                ...            ...  ...   \n",
       "28920        True           False             209888          False  ...   \n",
       "28921       False           False             208866          False  ...   \n",
       "28922       False            True             209099          False  ...   \n",
       "28923       False            True             209881          False  ...   \n",
       "28924       False           False             209587          False  ...   \n",
       "28925       False           False             209682          False  ...   \n",
       "28926       False           False             209583          False  ...   \n",
       "28927       False           False             209573          False  ...   \n",
       "28928       False           False             209851          False  ...   \n",
       "28929        True           False             208921          False  ...   \n",
       "28930       False           False             209693          False  ...   \n",
       "28931       False           False             209695          False  ...   \n",
       "28932       False           False             209216          False  ...   \n",
       "28933       False           False             210101          False  ...   \n",
       "28934       False           False             208966          False  ...   \n",
       "28935       False           False             209305          False  ...   \n",
       "28936       False           False             209174          False  ...   \n",
       "28937       False           False             209175          False  ...   \n",
       "28938       False           False             209176          False  ...   \n",
       "28939        True           False             209126          False  ...   \n",
       "28940       False           False             198940          False  ...   \n",
       "28941       False           False             209665          False  ...   \n",
       "28942       False           False             209631          False  ...   \n",
       "28943       False            True             209416          False  ...   \n",
       "28944       False           False             209606          False  ...   \n",
       "28945       False           False             209871          False  ...   \n",
       "28946       False           False             209636          False  ...   \n",
       "28947       False           False             209763          False  ...   \n",
       "28948       False           False             209914          False  ...   \n",
       "28949       False           False             168526          False  ...   \n",
       "\n",
       "       c_Medical_Science  c_Oriental_Learning  c_Physical_Education  \\\n",
       "0                      0                    0                     0   \n",
       "1                      0                    0                     0   \n",
       "2                      0                    0                     0   \n",
       "3                      0                    0                     0   \n",
       "4                      0                    0                     0   \n",
       "5                      0                    0                     0   \n",
       "6                      0                    0                     0   \n",
       "7                      0                    0                     0   \n",
       "8                      0                    0                     0   \n",
       "9                      0                    0                     0   \n",
       "10                     0                    0                     0   \n",
       "11                     0                    0                     0   \n",
       "12                     0                    0                     0   \n",
       "13                     0                    0                     0   \n",
       "14                     0                    0                     0   \n",
       "15                     0                    0                     0   \n",
       "16                     0                    0                     0   \n",
       "17                     0                    0                     0   \n",
       "18                     0                    0                     0   \n",
       "19                     0                    0                     0   \n",
       "20                     0                    0                     0   \n",
       "21                     0                    0                     0   \n",
       "22                     0                    0                     0   \n",
       "23                     0                    0                     0   \n",
       "24                     0                    0                     0   \n",
       "25                     0                    0                     0   \n",
       "26                     0                    0                     0   \n",
       "27                     0                    0                     0   \n",
       "28                     0                    0                     0   \n",
       "29                     0                    0                     0   \n",
       "...                  ...                  ...                   ...   \n",
       "28920                  1                    0                     0   \n",
       "28921                  0                    0                     0   \n",
       "28922                  0                    0                     0   \n",
       "28923                  0                    0                     0   \n",
       "28924                  0                    0                     0   \n",
       "28925                  0                    0                     0   \n",
       "28926                  0                    0                     0   \n",
       "28927                  0                    0                     0   \n",
       "28928                  0                    0                     0   \n",
       "28929                  0                    0                     0   \n",
       "28930                  0                    0                     0   \n",
       "28931                  0                    0                     0   \n",
       "28932                  0                    0                     0   \n",
       "28933                  1                    0                     0   \n",
       "28934                  0                    0                     0   \n",
       "28935                  0                    0                     0   \n",
       "28936                  0                    0                     0   \n",
       "28937                  0                    0                     0   \n",
       "28938                  0                    0                     0   \n",
       "28939                  0                    0                     0   \n",
       "28940                  1                    0                     0   \n",
       "28941                  0                    0                     0   \n",
       "28942                  1                    0                     0   \n",
       "28943                  0                    0                     0   \n",
       "28944                  0                    0                     0   \n",
       "28945                  0                    0                     0   \n",
       "28946                  0                    0                     1   \n",
       "28947                  0                    0                     0   \n",
       "28948                  0                    0                     0   \n",
       "28949                  0                    0                     0   \n",
       "\n",
       "       c_Religious_Studies c_Science  c_Social_Science  c_Social_Work  \\\n",
       "0                        0         1                 0              0   \n",
       "1                        0         0                 0              0   \n",
       "2                        0         0                 0              0   \n",
       "3                        0         0                 0              0   \n",
       "4                        0         0                 0              0   \n",
       "5                        1         1                 1              0   \n",
       "6                        0         1                 1              0   \n",
       "7                        0         0                 0              0   \n",
       "8                        0         0                 0              0   \n",
       "9                        0         0                 0              0   \n",
       "10                       0         1                 0              0   \n",
       "11                       0         0                 0              0   \n",
       "12                       0         0                 0              0   \n",
       "13                       0         0                 0              0   \n",
       "14                       0         0                 0              0   \n",
       "15                       0         0                 0              0   \n",
       "16                       0         0                 0              0   \n",
       "17                       0         0                 0              0   \n",
       "18                       0         0                 0              0   \n",
       "19                       0         0                 0              1   \n",
       "20                       0         0                 0              0   \n",
       "21                       0         0                 0              0   \n",
       "22                       0         0                 0              0   \n",
       "23                       0         0                 0              0   \n",
       "24                       0         0                 0              0   \n",
       "25                       0         0                 0              0   \n",
       "26                       0         0                 0              0   \n",
       "27                       0         0                 0              0   \n",
       "28                       0         0                 0              0   \n",
       "29                       0         0                 0              0   \n",
       "...                    ...       ...               ...            ...   \n",
       "28920                    0         0                 0              0   \n",
       "28921                    0         0                 0              0   \n",
       "28922                    0         0                 0              0   \n",
       "28923                    0         0                 0              0   \n",
       "28924                    0         1                 0              0   \n",
       "28925                    0         1                 0              0   \n",
       "28926                    0         0                 0              0   \n",
       "28927                    0         0                 0              0   \n",
       "28928                    0         0                 0              0   \n",
       "28929                    0         0                 0              0   \n",
       "28930                    0         0                 0              0   \n",
       "28931                    0         1                 0              0   \n",
       "28932                    0         0                 0              0   \n",
       "28933                    0         0                 0              0   \n",
       "28934                    0         1                 0              0   \n",
       "28935                    0         1                 0              0   \n",
       "28936                    0         1                 0              0   \n",
       "28937                    0         1                 0              0   \n",
       "28938                    0         1                 0              0   \n",
       "28939                    0         0                 0              0   \n",
       "28940                    0         0                 0              0   \n",
       "28941                    0         1                 0              0   \n",
       "28942                    0         0                 0              0   \n",
       "28943                    0         1                 0              0   \n",
       "28944                    0         0                 0              0   \n",
       "28945                    0         1                 0              0   \n",
       "28946                    0         0                 0              0   \n",
       "28947                    0         0                 0              0   \n",
       "28948                    0         0                 0              0   \n",
       "28949                    0         0                 0              0   \n",
       "\n",
       "       c_Veterinary_&_Animal_Sciences  c_Women_Studies  Student_Density  \n",
       "0                                   0                0                3  \n",
       "1                                   0                0                1  \n",
       "2                                   0                0                1  \n",
       "3                                   0                0                1  \n",
       "4                                   0                0                1  \n",
       "5                                   0                0                3  \n",
       "6                                   0                0                1  \n",
       "7                                   0                0                1  \n",
       "8                                   0                0                1  \n",
       "9                                   0                0                1  \n",
       "10                                  0                0                1  \n",
       "11                                  0                0                1  \n",
       "12                                  0                0                1  \n",
       "13                                  0                0                1  \n",
       "14                                  0                0                1  \n",
       "15                                  0                0                1  \n",
       "16                                  0                0                1  \n",
       "17                                  0                0                1  \n",
       "18                                  0                0                1  \n",
       "19                                  0                0                3  \n",
       "20                                  0                0                1  \n",
       "21                                  0                0                1  \n",
       "22                                  0                0                1  \n",
       "23                                  0                0                1  \n",
       "24                                  0                0                1  \n",
       "25                                  0                0                3  \n",
       "26                                  0                0                1  \n",
       "27                                  0                0                1  \n",
       "28                                  0                0                1  \n",
       "29                                  0                0                1  \n",
       "...                               ...              ...              ...  \n",
       "28920                               0                0                1  \n",
       "28921                               0                0                1  \n",
       "28922                               0                0                1  \n",
       "28923                               0                0                1  \n",
       "28924                               0                0                1  \n",
       "28925                               0                0                1  \n",
       "28926                               0                0                1  \n",
       "28927                               0                0                1  \n",
       "28928                               0                0                1  \n",
       "28929                               0                0                1  \n",
       "28930                               0                0                3  \n",
       "28931                               0                0                1  \n",
       "28932                               0                0                1  \n",
       "28933                               0                0                1  \n",
       "28934                               0                0                1  \n",
       "28935                               0                0                1  \n",
       "28936                               0                0                1  \n",
       "28937                               0                0                1  \n",
       "28938                               0                0                1  \n",
       "28939                               0                0                1  \n",
       "28940                               0                0                1  \n",
       "28941                               0                0                1  \n",
       "28942                               0                0                1  \n",
       "28943                               0                0                1  \n",
       "28944                               0                0                1  \n",
       "28945                               0                0                1  \n",
       "28946                               0                0                1  \n",
       "28947                               0                0                1  \n",
       "28948                               0                0                1  \n",
       "28949                               0                0                1  \n",
       "\n",
       "[28950 rows x 50 columns]"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1=pd.merge(df_unacrr,unaccr_stud_density,on='college_institution_id',how='inner')\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total_Students</th>\n",
       "      <th>Student_Density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2059</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1143</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>135</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>380</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>69</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1127</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>101</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>649</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>153</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>807</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>142</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>265</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28920</th>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28921</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28922</th>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28923</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28924</th>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28925</th>\n",
       "      <td>668</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28926</th>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28927</th>\n",
       "      <td>278</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28928</th>\n",
       "      <td>220</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28929</th>\n",
       "      <td>276</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28930</th>\n",
       "      <td>935</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28931</th>\n",
       "      <td>669</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28932</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28933</th>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28934</th>\n",
       "      <td>160</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28935</th>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28936</th>\n",
       "      <td>200</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28937</th>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28938</th>\n",
       "      <td>270</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28939</th>\n",
       "      <td>344</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28940</th>\n",
       "      <td>166</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28941</th>\n",
       "      <td>120</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28942</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28943</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28944</th>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28945</th>\n",
       "      <td>94</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28946</th>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28947</th>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28948</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28949</th>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28950 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Total_Students  Student_Density\n",
       "0                2059                3\n",
       "1                 120                1\n",
       "2                 180                1\n",
       "3                  99                1\n",
       "4                  66                1\n",
       "5                1143                3\n",
       "6                   0                1\n",
       "7                  49                1\n",
       "8                 162                1\n",
       "9                  42                1\n",
       "10                135                1\n",
       "11                 13                1\n",
       "12                 90                1\n",
       "13                 50                1\n",
       "14                 50                1\n",
       "15                380                1\n",
       "16                192                1\n",
       "17                 69                1\n",
       "18                101                1\n",
       "19               1127                3\n",
       "20                101                1\n",
       "21                649                1\n",
       "22                128                1\n",
       "23                153                1\n",
       "24                100                1\n",
       "25                807                3\n",
       "26                 53                1\n",
       "27                  0                1\n",
       "28                142                1\n",
       "29                265                1\n",
       "...               ...              ...\n",
       "28920              13                1\n",
       "28921              24                1\n",
       "28922              85                1\n",
       "28923              26                1\n",
       "28924              60                1\n",
       "28925             668                1\n",
       "28926              50                1\n",
       "28927             278                1\n",
       "28928             220                1\n",
       "28929             276                1\n",
       "28930             935                3\n",
       "28931             669                1\n",
       "28932              56                1\n",
       "28933             100                1\n",
       "28934             160                1\n",
       "28935             180                1\n",
       "28936             200                1\n",
       "28937             180                1\n",
       "28938             270                1\n",
       "28939             344                1\n",
       "28940             166                1\n",
       "28941             120                1\n",
       "28942               0                1\n",
       "28943              32                1\n",
       "28944             100                1\n",
       "28945              94                1\n",
       "28946             100                1\n",
       "28947              14                1\n",
       "28948              37                1\n",
       "28949              95                1\n",
       "\n",
       "[28950 rows x 2 columns]"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[['Total_Students','Student_Density']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "infr = pd.read_csv(\"accredited_colleges.csv\")\n",
    "yolo = pd.read_csv('/home/upadhyatejas/Downloads/Mini Project/Infrastructure/infranew4.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['college_institution_id', 'name', 'university_id', 'district_code',\n",
       "       'state_code', 'city', 'autonomous', 'girl_exclusive',\n",
       "       'infrastructure_id', 'is_accredited', 'offers_scholarship',\n",
       "       'offers_loan', 'accreditation_id', 'accreditation_body', 'score',\n",
       "       'max_score', 'has_score', 'Total_Students', 'courses', 'c_Agriculture',\n",
       "       'c_Area_Studies', 'c_Arts', 'c_Commerce',\n",
       "       'c_Criminology_&_Forensic_Science', 'c_Cultural_Studies',\n",
       "       'c_Defence_Studies', 'c_Design', 'c_Disability_Studies', 'c_Education',\n",
       "       'c_Engineering_&_Technology', 'c_Fashion_Technology', 'c_Fine_Arts',\n",
       "       'c_Fisheries_Science', 'c_Foreign_Language', 'c_Gandhian_Studies',\n",
       "       'c_Home_Science', 'c_IT_&_Computer', 'c_Indian_Language',\n",
       "       'c_Journalism_&_Mass_Communication', 'c_Law',\n",
       "       'c_Library_&_Information_Science', 'c_Linguistics', 'c_Management',\n",
       "       'c_Marine_Science_/_Oceanography', 'c_Medical_Science',\n",
       "       'c_Oriental_Learning', 'c_Physical_Education', 'c_Religious_Studies',\n",
       "       'c_Science', 'c_Social_Science', 'c_Social_Work',\n",
       "       'c_Veterinary_&_Animal_Sciences', 'c_Women_Studies'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "infr.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>id</th>\n",
       "      <th>playground</th>\n",
       "      <th>auditorium</th>\n",
       "      <th>theatre</th>\n",
       "      <th>library</th>\n",
       "      <th>laboratory</th>\n",
       "      <th>conference_hall</th>\n",
       "      <th>health_center</th>\n",
       "      <th>gymnasium_fitness_center</th>\n",
       "      <th>indoor_stadium</th>\n",
       "      <th>...</th>\n",
       "      <th>solar_power_generation</th>\n",
       "      <th>connectivity_nkn</th>\n",
       "      <th>connectivity_nmeict</th>\n",
       "      <th>no_of_books</th>\n",
       "      <th>no_of_journals</th>\n",
       "      <th>campus_friendly</th>\n",
       "      <th>grievance_redressal_mechanism</th>\n",
       "      <th>vigilance_cell</th>\n",
       "      <th>e_cell</th>\n",
       "      <th>infrastructure_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>185131</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>202094</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>197414</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>1553</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>164444</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>188887</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id  playground  auditorium  theatre  library  laboratory  \\\n",
       "0  185131        True       False    False     True           1   \n",
       "1  202094        True       False     True     True           0   \n",
       "2  197414        True        True    False     True           1   \n",
       "3  164444        True       False    False     True           1   \n",
       "4  188887        True        True    False     True           0   \n",
       "\n",
       "   conference_hall  health_center  gymnasium_fitness_center  indoor_stadium  \\\n",
       "0             True          False                     False           False   \n",
       "1            False          False                     False           False   \n",
       "2             True           True                     False            True   \n",
       "3             True          False                     False           False   \n",
       "4             True           True                     False           False   \n",
       "\n",
       "   ...  solar_power_generation  connectivity_nkn  connectivity_nmeict  \\\n",
       "0  ...                   False             False                False   \n",
       "1  ...                   False             False                False   \n",
       "2  ...                    True              True                False   \n",
       "3  ...                    True             False                False   \n",
       "4  ...                    True              True                 True   \n",
       "\n",
       "   no_of_books  no_of_journals  campus_friendly  \\\n",
       "0            0               0                1   \n",
       "1            0               0                0   \n",
       "2         1553              10                0   \n",
       "3            0               0                0   \n",
       "4            0               0                1   \n",
       "\n",
       "   grievance_redressal_mechanism  vigilance_cell  e_cell  infrastructure_score  \n",
       "0                              0               0       0                     6  \n",
       "1                              0               0       0                     4  \n",
       "2                              0               0       0                    11  \n",
       "3                              0               0       0                     7  \n",
       "4                              1               1       1                    14  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yolo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "yolo = yolo[['id','infrastructure_score']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>infrastructure_score</th>\n",
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       "      <th>2</th>\n",
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      "text/plain": [
       "       id  infrastructure_score\n",
       "0  185131                     6\n",
       "1  202094                     4\n",
       "2  197414                    11\n",
       "3  164444                     7\n",
       "4  188887                    14"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yolo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>infrastructure_score</th>\n",
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       "      <td>155132</td>\n",
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       "      <th>8</th>\n",
       "      <td>187342</td>\n",
       "      <td>10</td>\n",
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       "      <td>160071</td>\n",
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       "      <th>12</th>\n",
       "      <td>190267</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>181095</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>182704</td>\n",
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       "      <th>15</th>\n",
       "      <td>191210</td>\n",
       "      <td>12</td>\n",
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       "      <th>16</th>\n",
       "      <td>171091</td>\n",
       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>198337</td>\n",
       "      <td>8</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>170897</td>\n",
       "      <td>19</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>197882</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>169402</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>162280</td>\n",
       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>186304</td>\n",
       "      <td>6</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>180613</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>207431</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>178784</td>\n",
       "      <td>19</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>202695</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>184807</td>\n",
       "      <td>13</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>194406</td>\n",
       "      <td>19</td>\n",
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       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>191259</td>\n",
       "      <td>15</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>43055</th>\n",
       "      <td>205164</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43056</th>\n",
       "      <td>208263</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43057</th>\n",
       "      <td>168031</td>\n",
       "      <td>18</td>\n",
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       "    <tr>\n",
       "      <th>43058</th>\n",
       "      <td>206529</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>43059</th>\n",
       "      <td>157609</td>\n",
       "      <td>13</td>\n",
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       "    <tr>\n",
       "      <th>43060</th>\n",
       "      <td>167842</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43061</th>\n",
       "      <td>203592</td>\n",
       "      <td>16</td>\n",
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       "    <tr>\n",
       "      <th>43062</th>\n",
       "      <td>161062</td>\n",
       "      <td>13</td>\n",
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       "    <tr>\n",
       "      <th>43063</th>\n",
       "      <td>183045</td>\n",
       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>43064</th>\n",
       "      <td>155501</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>43065</th>\n",
       "      <td>178920</td>\n",
       "      <td>9</td>\n",
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       "    <tr>\n",
       "      <th>43066</th>\n",
       "      <td>188064</td>\n",
       "      <td>13</td>\n",
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       "    <tr>\n",
       "      <th>43067</th>\n",
       "      <td>164103</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43068</th>\n",
       "      <td>195945</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43069</th>\n",
       "      <td>209415</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43070</th>\n",
       "      <td>193203</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43071</th>\n",
       "      <td>184618</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43072</th>\n",
       "      <td>187141</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43073</th>\n",
       "      <td>189498</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43074</th>\n",
       "      <td>157200</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43075</th>\n",
       "      <td>178440</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43076</th>\n",
       "      <td>167180</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43077</th>\n",
       "      <td>187715</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43078</th>\n",
       "      <td>166857</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43079</th>\n",
       "      <td>195443</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43080</th>\n",
       "      <td>195417</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43081</th>\n",
       "      <td>165867</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43082</th>\n",
       "      <td>186161</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43083</th>\n",
       "      <td>164702</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43084</th>\n",
       "      <td>174672</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43085 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       infrastructure_id  infrastructure_score\n",
       "0                 185131                     6\n",
       "1                 202094                     4\n",
       "2                 197414                    11\n",
       "3                 164444                     7\n",
       "4                 188887                    14\n",
       "5                 188931                    14\n",
       "6                 188686                    13\n",
       "7                 155132                    10\n",
       "8                 187342                    10\n",
       "9                 160071                     8\n",
       "10                166302                    19\n",
       "11                168846                     3\n",
       "12                190267                     9\n",
       "13                181095                    12\n",
       "14                182704                    33\n",
       "15                191210                    12\n",
       "16                171091                    11\n",
       "17                198337                     8\n",
       "18                170897                    19\n",
       "19                197882                     4\n",
       "20                169402                     9\n",
       "21                162280                    11\n",
       "22                186304                     6\n",
       "23                180613                     0\n",
       "24                207431                     5\n",
       "25                178784                    19\n",
       "26                202695                     4\n",
       "27                184807                    13\n",
       "28                194406                    19\n",
       "29                191259                    15\n",
       "...                  ...                   ...\n",
       "43055             205164                    10\n",
       "43056             208263                     7\n",
       "43057             168031                    18\n",
       "43058             206529                    10\n",
       "43059             157609                    13\n",
       "43060             167842                    18\n",
       "43061             203592                    16\n",
       "43062             161062                    13\n",
       "43063             183045                    11\n",
       "43064             155501                    10\n",
       "43065             178920                     9\n",
       "43066             188064                    13\n",
       "43067             164103                     5\n",
       "43068             195945                     6\n",
       "43069             209415                     6\n",
       "43070             193203                     8\n",
       "43071             184618                     6\n",
       "43072             187141                    30\n",
       "43073             189498                    16\n",
       "43074             157200                     8\n",
       "43075             178440                    32\n",
       "43076             167180                    13\n",
       "43077             187715                     7\n",
       "43078             166857                    18\n",
       "43079             195443                    12\n",
       "43080             195417                    13\n",
       "43081             165867                    10\n",
       "43082             186161                    11\n",
       "43083             164702                    13\n",
       "43084             174672                     9\n",
       "\n",
       "[43085 rows x 2 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yolo.rename(index=str, columns={\"id\": \"infrastructure_id\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>infrastructure_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>185131</td>\n",
       "      <td>6</td>\n",
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       "      <th>1</th>\n",
       "      <td>202094</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>197414</td>\n",
       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>164444</td>\n",
       "      <td>7</td>\n",
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       "      <th>4</th>\n",
       "      <td>188887</td>\n",
       "      <td>14</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "       id  infrastructure_score\n",
       "0  185131                     6\n",
       "1  202094                     4\n",
       "2  197414                    11\n",
       "3  164444                     7\n",
       "4  188887                    14"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accr1 = infr\n",
    "accr1.head()\n",
    "yolo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'infrastructure_id'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-28-912ffdfe16da>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m#df1=pd.merge(df_unacrr,unaccr_stud_density,on='college_institution_id',how='inner')\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0minfr1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maccr1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0myolo\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mon\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'infrastructure_id'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhow\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'inner'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36mmerge\u001b[0;34m(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m     45\u001b[0m                          \u001b[0mright_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mright_index\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msort\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msort\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msuffixes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msuffixes\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m                          \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindicator\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindicator\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m                          validate=validate)\n\u001b[0m\u001b[1;32m     48\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     49\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, left, right, how, on, left_on, right_on, axis, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[1;32m    527\u001b[0m         (self.left_join_keys,\n\u001b[1;32m    528\u001b[0m          \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mright_join_keys\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 529\u001b[0;31m          self.join_names) = self._get_merge_keys()\n\u001b[0m\u001b[1;32m    530\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    531\u001b[0m         \u001b[0;31m# validate the merge keys dtypes. We may need to coerce\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/reshape/merge.py\u001b[0m in \u001b[0;36m_get_merge_keys\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    831\u001b[0m                         \u001b[0;32mif\u001b[0m \u001b[0mrk\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    832\u001b[0m                             right_keys.append(\n\u001b[0;32m--> 833\u001b[0;31m                                 right._get_label_or_level_values(rk))\n\u001b[0m\u001b[1;32m    834\u001b[0m                         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    835\u001b[0m                             \u001b[0;31m# work-around for merge_asof(right_index=True)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/lib/python3.7/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_label_or_level_values\u001b[0;34m(self, key, axis)\u001b[0m\n\u001b[1;32m   1704\u001b[0m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_level_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1705\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1706\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1707\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1708\u001b[0m         \u001b[0;31m# Check for duplicates\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: 'infrastructure_id'"
     ]
    }
   ],
   "source": [
    "#df1=pd.merge(df_unacrr,unaccr_stud_density,on='college_institution_id',how='inner')\n",
    "infr1 = pd.merge(accr1,yolo,on = 'infrastructure_id', how = 'inner')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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