SCORP Analysis.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from bs4 import BeautifulSoup\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
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   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "scorp_master = r\"State Comprehensive Outdoor Recreation Plan Inventory of Facilities\\MasterSCORP_GoRI.xlsx\"\n",
    "sg = pd.read_excel(scorp_master)\n",
    "\n",
    "pj_file = r\"State Comprehensive Outdoor Recreation Plan Inventory of Facilities\\Projo_Beaches.csv\"\n",
    "pj = pd.read_csv(pj_file, encoding='iso-8859-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": []
  },
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   "cell_type": "code",
   "execution_count": 81,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ADA', 'About_Links', 'Acres_Miles', 'Active Rec', 'Additional_Names',\n",
       "       'Ball Field', 'Basketball Court', 'Beach', 'Bike Path', 'Boating',\n",
       "       'ConsJuri', 'ConsType', 'Contact_Info', 'Contact_Info_Seasonal',\n",
       "       'Description', 'Dogs_Allowed', 'Fishing', 'Football Field',\n",
       "       'GoRI_Incude_Suggestion', 'GoRI_TestFlag', 'GoRI_subset', 'Golf',\n",
       "       'Hunting', 'Ice Hockey Rink', 'LWCFGrant', 'Lat', 'Lon', 'Map_Links',\n",
       "       'Multi-use Field', 'Name', 'NoGoRI_Incude_Why', 'OBJECTID', 'OwnerTyp',\n",
       "       'Picnic_Area', 'Playground', 'Pool', 'RestRoom', 'Short_Description',\n",
       "       'Skate Park', 'Soccer Field', 'StateGrant', 'Steward', 'Street',\n",
       "       'Street Hockey Rink', 'Stroller_Friendly', 'Tennis', 'Town', 'Track',\n",
       "       'Trails', 'Type', 'Volleyball Court', 'Walking Path', 'KeyID'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "991"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test5 = sg[['Pool','Beach']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pool</th>\n",
       "      <th>Beach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <th>1</th>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>False</td>\n",
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       "      <th>967</th>\n",
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       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <th>970</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
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       "      <th>972</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <th>973</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
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       "      <th>976</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
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       "      <th>977</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>991 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Pool  Beach\n",
       "0    False  False\n",
       "1    False  False\n",
       "2    False   True\n",
       "3    False  False\n",
       "4    False  False\n",
       "5    False  False\n",
       "6    False  False\n",
       "7    False  False\n",
       "8    False  False\n",
       "9    False  False\n",
       "10   False  False\n",
       "11   False  False\n",
       "12   False  False\n",
       "13   False  False\n",
       "14   False  False\n",
       "15   False  False\n",
       "16   False  False\n",
       "17   False  False\n",
       "18   False  False\n",
       "19   False  False\n",
       "20   False  False\n",
       "21   False  False\n",
       "22   False  False\n",
       "23   False  False\n",
       "24   False  False\n",
       "25   False  False\n",
       "26   False  False\n",
       "27   False  False\n",
       "28   False  False\n",
       "29   False  False\n",
       "..     ...    ...\n",
       "961  False  False\n",
       "962  False  False\n",
       "963  False  False\n",
       "964  False  False\n",
       "965  False  False\n",
       "966  False  False\n",
       "967  False  False\n",
       "968  False  False\n",
       "969  False  False\n",
       "970  False  False\n",
       "971  False  False\n",
       "972  False  False\n",
       "973  False  False\n",
       "974  False  False\n",
       "975  False  False\n",
       "976  False  False\n",
       "977  False  False\n",
       "978  False  False\n",
       "979  False  False\n",
       "980  False  False\n",
       "981  False  False\n",
       "982  False  False\n",
       "983  False  False\n",
       "984  False  False\n",
       "985  False  False\n",
       "986  False  False\n",
       "987  False  False\n",
       "988  False  False\n",
       "989  False  False\n",
       "990  False  False\n",
       "\n",
       "[991 rows x 2 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test5 == 1"
   ]
  },
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    {
     "data": {
      "text/plain": [
       "<pandas.core.indexing._LocIndexer at 0x2abc1bb3c88>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test5"
   ]
  },
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   "execution_count": 75,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "MUN          652\n",
       "STA          175\n",
       "SCH          130\n",
       "NGO            8\n",
       "Municipal      7\n",
       "PRV            6\n",
       "UTL            5\n",
       "FED            5\n",
       "UNK            3\n",
       "Name: OwnerTyp, dtype: int64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['OwnerTyp'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": [
    "sg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sg['swimming'] = (sg[[\"Pool\", \"Beach\"]] == 1)"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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   "execution_count": 99,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    980\n",
       "True      11\n",
       "Name: swimming, dtype: int64"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['swimming'].value_counts()"
   ]
  },
  {
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    "collapsed": true
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   "cell_type": "code",
   "execution_count": 66,
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   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    935\n",
       "1     56\n",
       "Name: swimming, dtype: int64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['swimming'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
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    "collapsed": true
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  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test = sg[['swimming','Pool','Beach']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "991"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>swimming</th>\n",
       "      <th>Pool</th>\n",
       "      <th>Beach</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    swimming  Pool  Beach\n",
       "0          0     0      0\n",
       "2          1     0      1\n",
       "43         1     1      0"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    991\n",
       "Name: swimming, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['swimming'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sg['swimming'] = [sg['Pool'] == 1,sg[\"Beach\"] == 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-57-d0c4b95993a6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mquery\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Pool'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m\u001b[1;36m1\u001b[0m \u001b[1;33m|\u001b[0m \u001b[0msg\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'Beach'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m__nonzero__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    890\u001b[0m         raise ValueError(\"The truth value of a {0} is ambiguous. \"\n\u001b[0;32m    891\u001b[0m                          \u001b[1;34m\"Use a.empty, a.bool(), a.item(), a.any() or a.all().\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 892\u001b[1;33m                          .format(self.__class__.__name__))\n\u001b[0m\u001b[0;32m    893\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    894\u001b[0m     \u001b[0m__bool__\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m__nonzero__\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: The truth value of a Series is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()."
     ]
    }
   ],
   "source": [
    "sg.query(sg['Pool'] ==1 | sg['Beach'] == 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "5      False\n",
       "6      False\n",
       "7      False\n",
       "8      False\n",
       "9      False\n",
       "10     False\n",
       "11     False\n",
       "12     False\n",
       "13     False\n",
       "14     False\n",
       "15     False\n",
       "16     False\n",
       "17     False\n",
       "18     False\n",
       "19     False\n",
       "20     False\n",
       "21     False\n",
       "22     False\n",
       "23     False\n",
       "24     False\n",
       "25     False\n",
       "26     False\n",
       "27     False\n",
       "28     False\n",
       "29     False\n",
       "       ...  \n",
       "961    False\n",
       "962    False\n",
       "963    False\n",
       "964    False\n",
       "965    False\n",
       "966    False\n",
       "967    False\n",
       "968    False\n",
       "969    False\n",
       "970    False\n",
       "971    False\n",
       "972    False\n",
       "973    False\n",
       "974    False\n",
       "975    False\n",
       "976    False\n",
       "977    False\n",
       "978    False\n",
       "979    False\n",
       "980    False\n",
       "981    False\n",
       "982    False\n",
       "983    False\n",
       "984    False\n",
       "985    False\n",
       "986    False\n",
       "987    False\n",
       "988    False\n",
       "989    False\n",
       "990    False\n",
       "Name: Pool, dtype: bool"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['Pool'] == 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ADA', 'About_Links', 'Acres_Miles', 'Active Rec', 'Additional_Names',\n",
       "       'Ball Field', 'Basketball Court', 'Beach', 'Bike Path', 'Boating',\n",
       "       'ConsJuri', 'ConsType', 'Contact_Info', 'Contact_Info_Seasonal',\n",
       "       'Description', 'Dogs_Allowed', 'Fishing', 'Football Field',\n",
       "       'GoRI_Incude_Suggestion', 'GoRI_TestFlag', 'GoRI_subset', 'Golf',\n",
       "       'Hunting', 'Ice Hockey Rink', 'LWCFGrant', 'Lat', 'Lon', 'Map_Links',\n",
       "       'Multi-use Field', 'Name', 'NoGoRI_Incude_Why', 'OBJECTID', 'OwnerTyp',\n",
       "       'Picnic_Area', 'Playground', 'Pool', 'RestRoom', 'Short_Description',\n",
       "       'Skate Park', 'Soccer Field', 'StateGrant', 'Steward', 'Street',\n",
       "       'Street Hockey Rink', 'Stroller_Friendly', 'Tennis', 'Town', 'Track',\n",
       "       'Trails', 'Type', 'Volleyball Court', 'Walking Path', 'KeyID'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], Name: GoRI_TestFlag, dtype: int64)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['GoRI_TestFlag'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "N    602\n",
       "Y    389\n",
       "Name: GoRI_subset, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['GoRI_subset'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], Name: GoRI_Incude_Suggestion, dtype: int64)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['GoRI_Incude_Suggestion'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bi = sg[sg[\"Town\"].str.contains(\"Shoreham\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ADA', 'About_Links', 'Acres_Miles', 'Active Rec', 'Additional_Names',\n",
       "       'Ball Field', 'Basketball Court', 'Beach', 'Bike Path', 'Boating',\n",
       "       'ConsJuri', 'ConsType', 'Contact_Info', 'Contact_Info_Seasonal',\n",
       "       'Description', 'Dogs_Allowed', 'Fishing', 'Football Field',\n",
       "       'GoRI_Incude_Suggestion', 'GoRI_TestFlag', 'GoRI_subset', 'Golf',\n",
       "       'Hunting', 'Ice Hockey Rink', 'LWCFGrant', 'Lat', 'Lon', 'Map_Links',\n",
       "       'Multi-use Field', 'Name', 'NoGoRI_Incude_Why', 'OBJECTID', 'OwnerTyp',\n",
       "       'Picnic_Area', 'Playground', 'Pool', 'RestRoom', 'Short_Description',\n",
       "       'Skate Park', 'Soccer Field', 'StateGrant', 'Steward', 'Street',\n",
       "       'Street_GEO', 'Street_Type', 'Street Hockey Rink', 'Stroller_Friendly',\n",
       "       'Tennis', 'Town', 'Track', 'Trails', 'Type', 'Volleyball Court',\n",
       "       'Walking Path', 'KeyID'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Spring Grove Beach is a Local Park located in ...\n",
       "1          Lime Acres is a Local Park located in Lincoln\n",
       "2       Slater Park is a Local Park located in Pawtucket\n",
       "3      Max Read Field is a Local Park located in Pawt...\n",
       "4      Blackstone Blvd. Park is a Local Park located ...\n",
       "5      Stephen Olney Park is a Local Park located in ...\n",
       "6      Kimberly Ann Rock Memorial Athletic Complex is...\n",
       "7      Blackstone Park / Patterson Park is a Local Pa...\n",
       "8      Father Lennon Park is a School located in Prov...\n",
       "9      Angelo Zuccolo Pool is a Local Park located in...\n",
       "10     John Donigian Memorial Park is a Local Park lo...\n",
       "11     India Point Park is a Local Park located in Pr...\n",
       "12     Roger Williams Park is a Local Park located in...\n",
       "13     Beachmont / Hayes Field is a Local Park locate...\n",
       "14     Stillhouse Cove is a Local Park located in Cra...\n",
       "15     Aqueduct Field is a Local Park located in Cran...\n",
       "16     Osamequin Nature Trail is a Local Park located...\n",
       "17     Sabin Point Park is a Local Park located in Ea...\n",
       "18     Crescent Park / Loof Carousel is a Local Park ...\n",
       "19     Briggs Farm is a Athletic Field located in Cra...\n",
       "20     Latham Ave. Park is a Local Park located in Ba...\n",
       "21     Mickey Stevens Sports Center is a Local Park l...\n",
       "22     Little Pond Beach is a Local Park located in W...\n",
       "23     Upper Dam Pond is a Local Park located in Cove...\n",
       "24     Briar Point Beach Area is a Local Park located...\n",
       "25     Independence Park is a Local Park located in B...\n",
       "26     Wilson Park is a Local Park located in North K...\n",
       "27     Battery Park / Fort Greene is a Local Park loc...\n",
       "28     Third Beach is a Local Park located in Middletown\n",
       "29     Tri-Pond Park is a Local Park located in South...\n",
       "                             ...                        \n",
       "359    Hodgson Rotary Park is a Local Park located in...\n",
       "360    Bank of Americal City Center is a Local Park l...\n",
       "361    South Kingstown Dog Park is a Local Park locat...\n",
       "362    Washington Secondary Bikepath is a Local Park ...\n",
       "363    Riverside Park is a Local Park located in Prov...\n",
       "364    South County Bike Path is a Local Park located...\n",
       "365    South County Bike Path is a Local Park located...\n",
       "366    Blackstone Bikeway is a State Park located in ...\n",
       "367    Blackstone Bikeway is a State Park located in ...\n",
       "368    Blackstone Bikeway is a State Park located in ...\n",
       "369    Blackstone Bikeway is a State Park located in ...\n",
       "370    Blackstone Bikeway is a State Park located in ...\n",
       "371    Blackstone Bikeway is a State Park located in ...\n",
       "372    Ten Mile River Greenway is a Local Park locate...\n",
       "373    East Bay Bike Path is a State Park located in ...\n",
       "374    East Bay Bike Path is a State Park located in ...\n",
       "375    East Bay Bike Path is a Local Park located in ...\n",
       "376    East Bay Bike Path is a State Park located in ...\n",
       "377    Washington Secondary Bikepath is a Local Park ...\n",
       "378    Washington Secondary Bikepath is a Local Park ...\n",
       "379    Washington Secondary Bikepath is a Local Park ...\n",
       "380    Washington Secondary Bikepath is a Local Park ...\n",
       "381    Washington Secondary Bikepath is a Local Park ...\n",
       "382    Washington Secondary Bikepath is a Local Park ...\n",
       "383    Washington Secondary Bikepath is a Local Park ...\n",
       "384    Quonset Bike Path is a Local Park located in N...\n",
       "385    Fred Lippitt Woonasquatucket River Greenway is...\n",
       "386    Fred Lippitt Woonasquatucket River Greenway is...\n",
       "387    Fred Lippitt Woonasquatucket River Greenway is...\n",
       "388    Fred Lippitt Woonasquatucket River Greenway is...\n",
       "Name: Short_Description, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg['Short_Description']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "5      False\n",
       "6      False\n",
       "7      False\n",
       "8      False\n",
       "9      False\n",
       "10     False\n",
       "11     False\n",
       "12     False\n",
       "13     False\n",
       "14     False\n",
       "15     False\n",
       "16     False\n",
       "17     False\n",
       "18     False\n",
       "19     False\n",
       "20     False\n",
       "21     False\n",
       "22     False\n",
       "23     False\n",
       "24     False\n",
       "25     False\n",
       "26     False\n",
       "27     False\n",
       "28     False\n",
       "29     False\n",
       "       ...  \n",
       "359    False\n",
       "360    False\n",
       "361    False\n",
       "362    False\n",
       "363    False\n",
       "364    False\n",
       "365    False\n",
       "366    False\n",
       "367    False\n",
       "368    False\n",
       "369    False\n",
       "370    False\n",
       "371    False\n",
       "372    False\n",
       "373    False\n",
       "374    False\n",
       "375    False\n",
       "376    False\n",
       "377    False\n",
       "378    False\n",
       "379    False\n",
       "380    False\n",
       "381    False\n",
       "382    False\n",
       "383    False\n",
       "384    False\n",
       "385    False\n",
       "386    False\n",
       "387    False\n",
       "388    False\n",
       "Name: Town, dtype: bool"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Providence          25\n",
       "South Kingstown     24\n",
       "Warwick             19\n",
       "North Kingstown     16\n",
       "Exeter              15\n",
       "East Providence     15\n",
       "Coventry            15\n",
       "Lincoln             14\n",
       "Burrillville        14\n",
       "Cranston            14\n",
       "Narragansett        14\n",
       "Portsmouth          13\n",
       "Hopkinton           13\n",
       "Charlestown         11\n",
       "Glocester           11\n",
       "Westerly            11\n",
       "Barrington          11\n",
       "Richmond            10\n",
       "Pawtucket           10\n",
       "West Greenwich      10\n",
       "Newport             10\n",
       "Tiverton             9\n",
       "Bristol              8\n",
       "Woonsocket           8\n",
       "New Shoreham         6\n",
       "Jamestown            6\n",
       "Smithfield           6\n",
       "Scituate             5\n",
       "Middletown           5\n",
       "Warren               5\n",
       "Little Compton       5\n",
       "East Greenwich       4\n",
       "Foster               4\n",
       "North Providence     4\n",
       "North Smithfield     4\n",
       "Cumberland           4\n",
       "Johnston             4\n",
       "West Warwick         4\n",
       "Central Falls        3\n",
       "Name: Town, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sg[\"Town\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test = pd.merge(sg,pj,how='outer',left_on=\"Name\",right_on=\"beach_name\", suffixes=(\"_scorp\",\"_projo\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['contact', 'website', 'town_description', 'town', 'beach_name',\n",
       "       'description'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pj.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sg['website'] = sg['About_Links']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test2 = BeautifulSoup(exri.content, 'html.parser')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 4.01//EN\" \"http://www.w3.org/TR/html4/strict.dtd\">\n",
       "\n",
       "<html xmlns=\"http://www.w3.org/1999/xhtml\"><!-- InstanceBegin template=\"/Templates/StandardPage.dwt\" codeOutsideHTMLIsLocked=\"false\" -->\n",
       "<head>\n",
       "<link href=\"http://fonts.googleapis.com/css?family=Overlock:700,900|Libre+Baskerville:400,700,400italic\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<meta content=\"text/html; charset=utf-8\" http-equiv=\"Content-Type\"/>\n",
       "<meta content=\"http://www.exploreri.org/graphics/ExploreRI_small_pic.jpg\" property=\"og:image\"/>\n",
       "<meta content=\"width=device-width, initial-scale=1\" name=\"viewport\">\n",
       "<!-- InstanceBeginEditable name=\"doctitle\" -->\n",
       "<title>Explore Rhode Island: Walking Trail List</title>\n",
       "<!-- InstanceEndEditable -->\n",
       "<link href=\"/favicon.ico\" rel=\"icon\" type=\"image/x-icon\">\n",
       "<script language=\"JavaScript\" src=\"functions/jquery.js\" type=\"text/javascript\"></script>\n",
       "<script language=\"JavaScript\" src=\"functions/nav2.1.js\" type=\"text/javascript\"></script>\n",
       "<link href=\"styles/styles2.css\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<link href=\"styles/menuStyles2.css\" rel=\"stylesheet\" type=\"text/css\"/>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "$(document).ready(function() {\n",
       "\t$(\"#navigation\").navPlugin({\n",
       "\t\t'navEffect': \"slide\",\n",
       "\t\t'speed': 250\n",
       "\t});\n",
       "});\n",
       "\n",
       "</script>\n",
       "<!-- InstanceBeginEditable name=\"head\" -->\n",
       "<style type=\"text/css\">\n",
       "<!--\n",
       "@media screen and (max-width:350px){\n",
       "body {\n",
       "    overflow-x: scroll;\n",
       "}\n",
       ".mainDIV {\n",
       "\tmin-width:350px\n",
       "}\n",
       "}\n",
       "-->\n",
       "</style>\n",
       "<!-- InstanceEndEditable -->\n",
       "</link></meta></head>\n",
       "<body>\n",
       "<div id=\"container\">\n",
       "<div class=\"headerDIV\" id=\"header\">\n",
       "<div id=\"heading_0\"><h1>Explore Rhode Island's Blueways and Greenways</h1></div>\n",
       "<img alt=\"Explore Rhode Island's Blueways and Greenways\" id=\"headerImg\" src=\"graphics/ExploreRI_header.jpg\">\n",
       "<div id=\"logoLeft\"><img alt=\"Rhode Island Blueways\" src=\"graphics/RI_Blueways_Logo.gif\"/></div>\n",
       "<div id=\"logoRight\"><img alt=\"Rhode Island Land Trust Council\" src=\"graphics/RI_Land_Trust_Council_Logo.png\"/></div>\n",
       "<div class=\"menuDIV\" id=\"menu\">\n",
       "<ul id=\"navigation\">\n",
       "<li style=\"width:55px;\"><a href=\"index.php\">Home</a></li>\n",
       "<li style=\"width:125px;padding-right:0;\"><a href=\"#\"><strong>Go Paddling</strong></a>\n",
       "<ul>\n",
       "<li><a href=\"mapper3.php\">Interactive Water Mapper</a></li>\n",
       "<li><a href=\"waterTrails.php\">Water Trail Maps</a></li>\n",
       "<li><a href=\"criteria.php\">Put-in/Boat Ramp List</a></li>\n",
       "<li><a href=\"mapsbooks.htm\">Books and Maps</a></li>\n",
       "<li><a href=\"paddlesafely.html\">Paddle Safely</a></li>\n",
       "</ul>\n",
       "</li>\n",
       "<li style=\"width:130px;padding-right:0;\"><a href=\"#\"><strong>Go for a Hike</strong></a>\n",
       "<ul>\n",
       "<li><a href=\"gmapper2.php\">Interactive Trail Mapper</a></li>\n",
       "<li><a href=\"gtraillist.php\">Trail List/Trail Maps</a></li>\n",
       "<li><a href=\"hikesafety.php?src=noback\">Trail Safety</a></li>\n",
       "</ul>\n",
       "</li>\n",
       "<li style=\"width:85px;\"><a href=\"outfitters.html\">Find Gear</a></li>\n",
       "<li style=\"width:62px;\"><a href=\"news.html\">News</a></li>\n",
       "<!--<li style=\"width:62px;\"><a href=\"../events.php\">Events</a></li>-->\n",
       "<li style=\"width:81px;\"><a href=\"about.html\">About Us</a></li>\n",
       "<li style=\"width:66px;\"><a href=\"volunteer.php\">Join Us</a></li>\n",
       "<li style=\"width:49px;\"><a href=\"links.html\">Links</a></li>\n",
       "</ul>\n",
       "</div>\n",
       "<div id=\"header-shadow\"> <div id=\"headercredit\">photo: ©iStockphoto.com/GerMan101</div></div>\n",
       "</img></div>\n",
       "<!-- InstanceBeginEditable name=\"Body\" -->\n",
       "<div class=\"mainDIV\" id=\"main\">\n",
       "<h1>Trail Systems:</h1>\n",
       "<p>Welcome to ExploreRI’s new system for finding walking trails in Rhode Island. Land Trusts and other organizations maintain walking and hiking trails all across Rhode Island. This website will help you find those trails, whether you are looking for someplace nearby for a short walk or someplace where you can hike all day! We will be adding more trails this spring and summer and hope to add RI DEM (state park and management area) trails to ExploreRI in the future.</p><p style=\"margin-bottom:0;\">Click on any trail system name below for more information and trail maps.</p><div style=\"float:left;max-width:460px;min-width:300px;width:47%;margin:8px 0 4px 12px;border-radius:8px;background-color:#bad9b0;line-height:1.1em;\"><p style=\"margin:6px -6px 4px -6px;font-family:Geneva, Arial, Helvetica, sans-serif;font-size:0.9em;\"><strong>To change how the list is sorted,</strong> click on the column headings. For example, to sort the list by town click on the 'town' heading. Click again on the same column heading to reverse the order.</p></div><div style=\"width:330px;float:right;margin-top:30px;\">\n",
       "<div style=\"width:112px;margin-top:-12px;margin-left:20px;height:46px;float:left;\"><a href=\"gmapper2.php\" style=\"\"><img alt=\"View Trailheads on Map\" height=\"46\" src=\"graphics/viewTrailsOnMapButton.gif\" style=\"border:none;margin-top:0;\" width=\"112\"/></a></div><div style=\"width:112px;margin:-12px 50px 0 12px;height:46px;float:right;\">\n",
       "<a href=\"hikesafety.php?src=gtraillist\" style=\"\"><img alt=\"Hiking Safety Information\" height=\"46\" src=\"graphics/hikingSafetyButton.gif\" style=\"border:none;margin-top:0;\" width=\"112\"/></a></div></div><p style=\"margin-bottom:36px;\"> </p><div class=\"managedata\" style=\"*margin-left:12px;\">\n",
       "<table class=\"datatable\" style=\"width:calc(100% - 26px\">\n",
       "<tr class=\"tablehead\" width=\"30px\">\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=townName&amp;direction=SORT_DESC\">Town</a><img alt=\"\" height=\"10\" src=\"graphics/downTriangle.gif\" width=\"14\"/></td>\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=siteName&amp;direction=SORT_ASC\">Trail System</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=hikingMiles&amp;direction=SORT_ASC\">Miles of Trail</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=trailRating&amp;direction=SORT_ASC\">Trail Rating</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Barrington, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=28&amp;src=siteList\">Osamequin Nature Trails and Bird Sanctuary: 'First Bird' Trails</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Barrington, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=29&amp;src=siteList\">Osamequin Nature Trails and Bird Sanctuary: 'Second Bird' Trails</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Barrington, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=27&amp;src=siteList\">Veterans Memorial Park - Eastern Side</a></td>\n",
       "<td>2.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Bristol, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=39&amp;src=siteList\">Claire D. McIntosh Wildlife Refuge/Environmental Education Ctr.</a></td>\n",
       "<td>0.8 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Bristol, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=45&amp;src=siteList\">Mount Hope Farm</a></td>\n",
       "<td>2.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Charlestown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=35&amp;src=siteList\">Kimball Sanctuary, Watchaug Pond</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Coventry, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=40&amp;src=siteList\">George B. Parker Woodland Wildlife Refuge</a></td>\n",
       "<td>5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Coventry, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=38&amp;src=siteList\">Maxwell Mays Wildlife Refuge</a></td>\n",
       "<td>2.3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Coventry, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=44&amp;src=siteList\">Waterman Pond</a></td>\n",
       "<td>0.1 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Cumberland, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=58&amp;src=siteList\">Geddes Bowen Preserve</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Cumberland, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=60&amp;src=siteList\">High Rock/Scott Brook/Tucker Field</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Cumberland, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=59&amp;src=siteList\">Otis Smith Farm &amp; Rowbottom Preserve</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Exeter, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=34&amp;src=siteList\">Fisherville Brook Wildlife Refuge</a></td>\n",
       "<td>5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Glocester, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=17&amp;src=siteList\">Sprague  Farm</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Glocester, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=18&amp;src=siteList\">Steere Hill Farm Conservation Area</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=49&amp;src=siteList\">Diamond Hill Swamp</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>difficult</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=26&amp;src=siteList\">Grills Sanctuary</a></td>\n",
       "<td>4 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=48&amp;src=siteList\">Kenyon Crossroads</a></td>\n",
       "<td>2.3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=37&amp;src=siteList\">Long Pond Woods</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>difficult</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=47&amp;src=siteList\">Pelloni Preserve</a></td>\n",
       "<td>1.9 miles</td>\n",
       "<td>difficult</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Little Compton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=24&amp;src=siteList\">Dundery Brook Trail</a></td>\n",
       "<td>1.1 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Narragansett, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=46&amp;src=siteList\">Canonchet Farm</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>North Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=30&amp;src=siteList\">Bush Hill Nature Reserve</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>North Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=32&amp;src=siteList\">Davis Memorial Wildlife Refuge</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>North Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=33&amp;src=siteList\">Fort Wildlife Refuge</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Portsmouth, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=19&amp;src=siteList\">Oakland Forest &amp; Meadow Preserve</a></td>\n",
       "<td>0.6 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Portsmouth, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=20&amp;src=siteList\">Sakonnet Greenway Trail</a></td>\n",
       "<td>10 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Richmond, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=10&amp;src=siteList\">Bradner Preserve</a></td>\n",
       "<td>1.3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Richmond, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=11&amp;src=siteList\">Crawley Preserve</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Seekonk, MA</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=31&amp;src=siteList\">Caratunk Wildlife Refuge</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=61&amp;src=siteList\">Mowry Farm</a></td>\n",
       "<td>1 mile</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=55&amp;src=siteList\">Olivia's Forest</a></td>\n",
       "<td>0.7 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=41&amp;src=siteList\">Powder Mill Ledges Wildlife Refuge</a></td>\n",
       "<td>2.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=54&amp;src=siteList\">Wolf Hill Forest Preserve</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=13&amp;src=siteList\">Browning Woods Farm</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=12&amp;src=siteList\">DuVal Farm</a></td>\n",
       "<td>3.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=56&amp;src=siteList\">Garrison House Acres</a></td>\n",
       "<td>1 mile</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=14&amp;src=siteList\">Thewlis Woods</a></td>\n",
       "<td>0.8 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=15&amp;src=siteList\">Weeden Farm</a></td>\n",
       "<td>1.2 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=16&amp;src=siteList\">Yawgoo Pond Trail</a></td>\n",
       "<td>1.7 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=57&amp;src=siteList\">Basket Swamp Preserve</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=42&amp;src=siteList\">Emily Ruecker Wildlife Refuge</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=50&amp;src=siteList\">Fort Barton and Ft. Barton Woods</a></td>\n",
       "<td>3.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=21&amp;src=siteList\">Pardon Gray Preserve</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=51&amp;src=siteList\">Weetamoo Woods</a></td>\n",
       "<td>7 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Warren, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=43&amp;src=siteList\">Touisset Marsh Wildlife Refuge</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>West Greenwich, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=22&amp;src=siteList\">Fry Pond Preserve</a></td>\n",
       "<td>2.1 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>West Greenwich, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=23&amp;src=siteList\">Tillinghast Pond / Wickaboxet / Pratt Conservation Area</a></td>\n",
       "<td>10 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=9&amp;src=siteList\">Anderson Preserve</a></td>\n",
       "<td>0.3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=3&amp;src=siteList\">Avondale Farm Preserve</a></td>\n",
       "<td>1.6 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=4&amp;src=siteList\">Dr. John Champlin Glacier Park</a></td>\n",
       "<td> </td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=5&amp;src=siteList\">Grills Preserve</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=36&amp;src=siteList\">Lathrop Wildlife Refuge</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=6&amp;src=siteList\">Mastuxet Brook Greenway</a></td>\n",
       "<td>0.3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=7&amp;src=siteList\">Riverwood</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=8&amp;src=siteList\">The Flora H. Whiteley Preserve</a></td>\n",
       "<td>0.3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "</table>\n",
       "</div>\n",
       "</div>\n",
       "<!-- InstanceEndEditable -->\n",
       "<div class=\"footerDIV\">\n",
       "<div class=\"footerText\" id=\"footerTextRight\">email: <a href=\"mailto:info@exploreri.org\">info@exploreri.org</a></div>\n",
       "<div class=\"footerText\">Rhode Island Blueways Alliance • c/o WPWA • 203 Arcadia Road • Hope Valley, RI 02832</div>\n",
       "</div>\n",
       "</div>\n",
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       "pageTracker._trackPageview();\n",
       "} catch(err) {}\n",
       "</script>\n",
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       "<!-- InstanceEnd --></html>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test2"
   ]
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     "text": [
      "\n",
      "\n",
      "Town\n",
      "Trail System\n",
      "Miles of Trail\n",
      "Trail Rating\n",
      "\n",
      "\n",
      "Barrington, RI\n",
      "Osamequin Nature Trails and Bird Sanctuary: 'First Bird' Trails\n",
      "1.5 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Barrington, RI\n",
      "Osamequin Nature Trails and Bird Sanctuary: 'Second Bird' Trails\n",
      "0.5 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Barrington, RI\n",
      "Veterans Memorial Park - Eastern Side\n",
      "2.5 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Bristol, RI\n",
      "Claire D. McIntosh Wildlife Refuge/Environmental Education Ctr.\n",
      "0.8 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Bristol, RI\n",
      "Mount Hope Farm\n",
      "2.5 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Charlestown, RI\n",
      "Kimball Sanctuary, Watchaug Pond\n",
      "1.5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Coventry, RI\n",
      "George B. Parker Woodland Wildlife Refuge\n",
      "5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Coventry, RI\n",
      "Maxwell Mays Wildlife Refuge\n",
      "2.3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Coventry, RI\n",
      "Waterman Pond\n",
      "0.1 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Cumberland, RI\n",
      "Geddes Bowen Preserve\n",
      "0.5 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Cumberland, RI\n",
      "High Rock/Scott Brook/Tucker Field\n",
      "3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Cumberland, RI\n",
      "Otis Smith Farm & Rowbottom Preserve\n",
      "3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Exeter, RI\n",
      "Fisherville Brook Wildlife Refuge\n",
      "5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Glocester, RI\n",
      "Sprague  Farm\n",
      "6 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Glocester, RI\n",
      "Steere Hill Farm Conservation Area\n",
      "6 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Hopkinton, RI\n",
      "Diamond Hill Swamp\n",
      "0.5 miles\n",
      "difficult\n",
      "\n",
      "\n",
      "Hopkinton, RI\n",
      "Grills Sanctuary\n",
      "4 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Hopkinton, RI\n",
      "Kenyon Crossroads\n",
      "2.3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Hopkinton, RI\n",
      "Long Pond Woods\n",
      "2 miles\n",
      "difficult\n",
      "\n",
      "\n",
      "Hopkinton, RI\n",
      "Pelloni Preserve\n",
      "1.9 miles\n",
      "difficult\n",
      "\n",
      "\n",
      "Little Compton, RI\n",
      "Dundery Brook Trail\n",
      "1.1 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Narragansett, RI\n",
      "Canonchet Farm\n",
      "1.5 miles\n",
      "easy\n",
      "\n",
      "\n",
      "North Kingstown, RI\n",
      "Bush Hill Nature Reserve\n",
      "0.5 miles\n",
      "easy\n",
      "\n",
      "\n",
      "North Kingstown, RI\n",
      "Davis Memorial Wildlife Refuge\n",
      "1.5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "North Smithfield, RI\n",
      "Fort Wildlife Refuge\n",
      "3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Portsmouth, RI\n",
      "Oakland Forest & Meadow Preserve\n",
      "0.6 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Portsmouth, RI\n",
      "Sakonnet Greenway Trail\n",
      "10 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Richmond, RI\n",
      "Bradner Preserve\n",
      "1.3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Richmond, RI\n",
      "Crawley Preserve\n",
      "2 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Seekonk, MA\n",
      "Caratunk Wildlife Refuge\n",
      "6 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Smithfield, RI\n",
      "Mowry Farm\n",
      "1 mile\n",
      "intermediate\n",
      "\n",
      "\n",
      "Smithfield, RI\n",
      "Olivia's Forest\n",
      "0.7 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Smithfield, RI\n",
      "Powder Mill Ledges Wildlife Refuge\n",
      "2.5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Smithfield, RI\n",
      "Wolf Hill Forest Preserve\n",
      "6 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "South Kingstown, RI\n",
      "Browning Woods Farm\n",
      "3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "South Kingstown, RI\n",
      "DuVal Farm\n",
      "3.5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "South Kingstown, RI\n",
      "Garrison House Acres\n",
      "1 mile\n",
      "easy\n",
      "\n",
      "\n",
      "South Kingstown, RI\n",
      "Thewlis Woods\n",
      "0.8 miles\n",
      "easy\n",
      "\n",
      "\n",
      "South Kingstown, RI\n",
      "Weeden Farm\n",
      "1.2 miles\n",
      "easy\n",
      "\n",
      "\n",
      "South Kingstown, RI\n",
      "Yawgoo Pond Trail\n",
      "1.7 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Tiverton, RI\n",
      "Basket Swamp Preserve\n",
      "2 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Tiverton, RI\n",
      "Emily Ruecker Wildlife Refuge\n",
      "2 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Tiverton, RI\n",
      "Fort Barton and Ft. Barton Woods\n",
      "3.5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Tiverton, RI\n",
      "Pardon Gray Preserve\n",
      "3 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Tiverton, RI\n",
      "Weetamoo Woods\n",
      "7 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Warren, RI\n",
      "Touisset Marsh Wildlife Refuge\n",
      "1.5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "West Greenwich, RI\n",
      "Fry Pond Preserve\n",
      "2.1 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "West Greenwich, RI\n",
      "Tillinghast Pond / Wickaboxet / Pratt Conservation Area\n",
      "10 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "Anderson Preserve\n",
      "0.3 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "Avondale Farm Preserve\n",
      "1.6 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "Dr. John Champlin Glacier Park\n",
      " \n",
      "intermediate\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "Grills Preserve\n",
      "3 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "Lathrop Wildlife Refuge\n",
      "0.5 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "Mastuxet Brook Greenway\n",
      "0.3 miles\n",
      "easy\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "Riverwood\n",
      "2 miles\n",
      "intermediate\n",
      "\n",
      "\n",
      "Westerly, RI\n",
      "The Flora H. Whiteley Preserve\n",
      "0.3 miles\n",
      "easy\n",
      "\n",
      "\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "0",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-90-249731fbca39>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtest2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfind_all\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'tr'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mcolumn\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfind_all\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'td'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumn\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\bs4\\element.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m    956\u001b[0m         \"\"\"tag[key] returns the value of the 'key' attribute for the tag,\n\u001b[0;32m    957\u001b[0m         and throws an exception if it's not there.\"\"\"\n\u001b[1;32m--> 958\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mattrs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    959\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    960\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__iter__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 0"
     ]
    }
   ],
   "source": [
    "info = []\n",
    "for table in test2.find_all('table'):\n",
    "    print(table.get_text())\n",
    "    for row in test2.find_all('tr'):\n",
    "        for column in row.find_all('td'):\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "table = test2.table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "not enough values to unpack (expected 4, got 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-116-e5f70c365659>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtable\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontents\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     \u001b[1;32mfor\u001b[0m \u001b[0mtown\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtrail\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmiles\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrating\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrow\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m         \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtown\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtrail\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmiles\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrating\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: not enough values to unpack (expected 4, got 1)"
     ]
    }
   ],
   "source": [
    "for row in table.contents:\n",
    "    for town, trail, miles, rating in row:\n",
    "        print(town, trail, miles, rating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['\\n', <tr class=\"tablehead\" width=\"30px\">\n",
       " <td><a class=\"sorter\" href=\"gtraillist.php?order=townName&amp;direction=SORT_DESC\">Town</a><img alt=\"\" height=\"10\" src=\"graphics/downTriangle.gif\" width=\"14\"/></td>\n",
       " <td><a class=\"sorter\" href=\"gtraillist.php?order=siteName&amp;direction=SORT_ASC\">Trail System</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       " <td><a class=\"sorter\" href=\"gtraillist.php?order=hikingMiles&amp;direction=SORT_ASC\">Miles of Trail</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       " <td><a class=\"sorter\" href=\"gtraillist.php?order=trailRating&amp;direction=SORT_ASC\">Trail Rating</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Barrington, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=28&amp;src=siteList\">Osamequin Nature Trails and Bird Sanctuary: 'First Bird' Trails</a></td>\n",
       " <td>1.5 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Barrington, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=29&amp;src=siteList\">Osamequin Nature Trails and Bird Sanctuary: 'Second Bird' Trails</a></td>\n",
       " <td>0.5 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Barrington, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=27&amp;src=siteList\">Veterans Memorial Park - Eastern Side</a></td>\n",
       " <td>2.5 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Bristol, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=39&amp;src=siteList\">Claire D. McIntosh Wildlife Refuge/Environmental Education Ctr.</a></td>\n",
       " <td>0.8 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Bristol, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=45&amp;src=siteList\">Mount Hope Farm</a></td>\n",
       " <td>2.5 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Charlestown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=35&amp;src=siteList\">Kimball Sanctuary, Watchaug Pond</a></td>\n",
       " <td>1.5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Coventry, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=40&amp;src=siteList\">George B. Parker Woodland Wildlife Refuge</a></td>\n",
       " <td>5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Coventry, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=38&amp;src=siteList\">Maxwell Mays Wildlife Refuge</a></td>\n",
       " <td>2.3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Coventry, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=44&amp;src=siteList\">Waterman Pond</a></td>\n",
       " <td>0.1 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Cumberland, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=58&amp;src=siteList\">Geddes Bowen Preserve</a></td>\n",
       " <td>0.5 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Cumberland, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=60&amp;src=siteList\">High Rock/Scott Brook/Tucker Field</a></td>\n",
       " <td>3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Cumberland, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=59&amp;src=siteList\">Otis Smith Farm &amp; Rowbottom Preserve</a></td>\n",
       " <td>3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Exeter, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=34&amp;src=siteList\">Fisherville Brook Wildlife Refuge</a></td>\n",
       " <td>5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Glocester, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=17&amp;src=siteList\">Sprague  Farm</a></td>\n",
       " <td>6 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Glocester, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=18&amp;src=siteList\">Steere Hill Farm Conservation Area</a></td>\n",
       " <td>6 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Hopkinton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=49&amp;src=siteList\">Diamond Hill Swamp</a></td>\n",
       " <td>0.5 miles</td>\n",
       " <td>difficult</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Hopkinton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=26&amp;src=siteList\">Grills Sanctuary</a></td>\n",
       " <td>4 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Hopkinton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=48&amp;src=siteList\">Kenyon Crossroads</a></td>\n",
       " <td>2.3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Hopkinton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=37&amp;src=siteList\">Long Pond Woods</a></td>\n",
       " <td>2 miles</td>\n",
       " <td>difficult</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Hopkinton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=47&amp;src=siteList\">Pelloni Preserve</a></td>\n",
       " <td>1.9 miles</td>\n",
       " <td>difficult</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Little Compton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=24&amp;src=siteList\">Dundery Brook Trail</a></td>\n",
       " <td>1.1 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Narragansett, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=46&amp;src=siteList\">Canonchet Farm</a></td>\n",
       " <td>1.5 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>North Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=30&amp;src=siteList\">Bush Hill Nature Reserve</a></td>\n",
       " <td>0.5 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>North Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=32&amp;src=siteList\">Davis Memorial Wildlife Refuge</a></td>\n",
       " <td>1.5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>North Smithfield, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=33&amp;src=siteList\">Fort Wildlife Refuge</a></td>\n",
       " <td>3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Portsmouth, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=19&amp;src=siteList\">Oakland Forest &amp; Meadow Preserve</a></td>\n",
       " <td>0.6 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Portsmouth, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=20&amp;src=siteList\">Sakonnet Greenway Trail</a></td>\n",
       " <td>10 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Richmond, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=10&amp;src=siteList\">Bradner Preserve</a></td>\n",
       " <td>1.3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Richmond, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=11&amp;src=siteList\">Crawley Preserve</a></td>\n",
       " <td>2 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Seekonk, MA</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=31&amp;src=siteList\">Caratunk Wildlife Refuge</a></td>\n",
       " <td>6 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Smithfield, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=61&amp;src=siteList\">Mowry Farm</a></td>\n",
       " <td>1 mile</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Smithfield, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=55&amp;src=siteList\">Olivia's Forest</a></td>\n",
       " <td>0.7 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Smithfield, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=41&amp;src=siteList\">Powder Mill Ledges Wildlife Refuge</a></td>\n",
       " <td>2.5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Smithfield, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=54&amp;src=siteList\">Wolf Hill Forest Preserve</a></td>\n",
       " <td>6 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>South Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=13&amp;src=siteList\">Browning Woods Farm</a></td>\n",
       " <td>3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>South Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=12&amp;src=siteList\">DuVal Farm</a></td>\n",
       " <td>3.5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>South Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=56&amp;src=siteList\">Garrison House Acres</a></td>\n",
       " <td>1 mile</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>South Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=14&amp;src=siteList\">Thewlis Woods</a></td>\n",
       " <td>0.8 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>South Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=15&amp;src=siteList\">Weeden Farm</a></td>\n",
       " <td>1.2 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>South Kingstown, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=16&amp;src=siteList\">Yawgoo Pond Trail</a></td>\n",
       " <td>1.7 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Tiverton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=57&amp;src=siteList\">Basket Swamp Preserve</a></td>\n",
       " <td>2 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Tiverton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=42&amp;src=siteList\">Emily Ruecker Wildlife Refuge</a></td>\n",
       " <td>2 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Tiverton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=50&amp;src=siteList\">Fort Barton and Ft. Barton Woods</a></td>\n",
       " <td>3.5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Tiverton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=21&amp;src=siteList\">Pardon Gray Preserve</a></td>\n",
       " <td>3 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Tiverton, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=51&amp;src=siteList\">Weetamoo Woods</a></td>\n",
       " <td>7 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Warren, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=43&amp;src=siteList\">Touisset Marsh Wildlife Refuge</a></td>\n",
       " <td>1.5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>West Greenwich, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=22&amp;src=siteList\">Fry Pond Preserve</a></td>\n",
       " <td>2.1 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>West Greenwich, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=23&amp;src=siteList\">Tillinghast Pond / Wickaboxet / Pratt Conservation Area</a></td>\n",
       " <td>10 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=9&amp;src=siteList\">Anderson Preserve</a></td>\n",
       " <td>0.3 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=3&amp;src=siteList\">Avondale Farm Preserve</a></td>\n",
       " <td>1.6 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=4&amp;src=siteList\">Dr. John Champlin Glacier Park</a></td>\n",
       " <td> </td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=5&amp;src=siteList\">Grills Preserve</a></td>\n",
       " <td>3 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=36&amp;src=siteList\">Lathrop Wildlife Refuge</a></td>\n",
       " <td>0.5 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=6&amp;src=siteList\">Mastuxet Brook Greenway</a></td>\n",
       " <td>0.3 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=7&amp;src=siteList\">Riverwood</a></td>\n",
       " <td>2 miles</td>\n",
       " <td>intermediate</td>\n",
       " </tr>, '\\n', <tr>\n",
       " <td>Westerly, RI</td>\n",
       " <td><a href=\"gSiteReport2.php?siteID=8&amp;src=siteList\">The Flora H. Whiteley Preserve</a></td>\n",
       " <td>0.3 miles</td>\n",
       " <td>easy</td>\n",
       " </tr>, '\\n']"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table.contents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<table class=\"datatable\" style=\"width:calc(100% - 26px\">\n",
       "<tr class=\"tablehead\" width=\"30px\">\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=townName&amp;direction=SORT_DESC\">Town</a><img alt=\"\" height=\"10\" src=\"graphics/downTriangle.gif\" width=\"14\"/></td>\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=siteName&amp;direction=SORT_ASC\">Trail System</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=hikingMiles&amp;direction=SORT_ASC\">Miles of Trail</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       "<td><a class=\"sorter\" href=\"gtraillist.php?order=trailRating&amp;direction=SORT_ASC\">Trail Rating</a><img alt=\"\" height=\"10\" src=\"graphics/noTriangle.gif\" width=\"14\"/></td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Barrington, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=28&amp;src=siteList\">Osamequin Nature Trails and Bird Sanctuary: 'First Bird' Trails</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Barrington, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=29&amp;src=siteList\">Osamequin Nature Trails and Bird Sanctuary: 'Second Bird' Trails</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Barrington, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=27&amp;src=siteList\">Veterans Memorial Park - Eastern Side</a></td>\n",
       "<td>2.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Bristol, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=39&amp;src=siteList\">Claire D. McIntosh Wildlife Refuge/Environmental Education Ctr.</a></td>\n",
       "<td>0.8 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Bristol, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=45&amp;src=siteList\">Mount Hope Farm</a></td>\n",
       "<td>2.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Charlestown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=35&amp;src=siteList\">Kimball Sanctuary, Watchaug Pond</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Coventry, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=40&amp;src=siteList\">George B. Parker Woodland Wildlife Refuge</a></td>\n",
       "<td>5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Coventry, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=38&amp;src=siteList\">Maxwell Mays Wildlife Refuge</a></td>\n",
       "<td>2.3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Coventry, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=44&amp;src=siteList\">Waterman Pond</a></td>\n",
       "<td>0.1 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Cumberland, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=58&amp;src=siteList\">Geddes Bowen Preserve</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Cumberland, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=60&amp;src=siteList\">High Rock/Scott Brook/Tucker Field</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Cumberland, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=59&amp;src=siteList\">Otis Smith Farm &amp; Rowbottom Preserve</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Exeter, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=34&amp;src=siteList\">Fisherville Brook Wildlife Refuge</a></td>\n",
       "<td>5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Glocester, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=17&amp;src=siteList\">Sprague  Farm</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Glocester, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=18&amp;src=siteList\">Steere Hill Farm Conservation Area</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=49&amp;src=siteList\">Diamond Hill Swamp</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>difficult</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=26&amp;src=siteList\">Grills Sanctuary</a></td>\n",
       "<td>4 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=48&amp;src=siteList\">Kenyon Crossroads</a></td>\n",
       "<td>2.3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=37&amp;src=siteList\">Long Pond Woods</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>difficult</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Hopkinton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=47&amp;src=siteList\">Pelloni Preserve</a></td>\n",
       "<td>1.9 miles</td>\n",
       "<td>difficult</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Little Compton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=24&amp;src=siteList\">Dundery Brook Trail</a></td>\n",
       "<td>1.1 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Narragansett, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=46&amp;src=siteList\">Canonchet Farm</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>North Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=30&amp;src=siteList\">Bush Hill Nature Reserve</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>North Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=32&amp;src=siteList\">Davis Memorial Wildlife Refuge</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>North Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=33&amp;src=siteList\">Fort Wildlife Refuge</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Portsmouth, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=19&amp;src=siteList\">Oakland Forest &amp; Meadow Preserve</a></td>\n",
       "<td>0.6 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Portsmouth, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=20&amp;src=siteList\">Sakonnet Greenway Trail</a></td>\n",
       "<td>10 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Richmond, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=10&amp;src=siteList\">Bradner Preserve</a></td>\n",
       "<td>1.3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Richmond, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=11&amp;src=siteList\">Crawley Preserve</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Seekonk, MA</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=31&amp;src=siteList\">Caratunk Wildlife Refuge</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=61&amp;src=siteList\">Mowry Farm</a></td>\n",
       "<td>1 mile</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=55&amp;src=siteList\">Olivia's Forest</a></td>\n",
       "<td>0.7 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=41&amp;src=siteList\">Powder Mill Ledges Wildlife Refuge</a></td>\n",
       "<td>2.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Smithfield, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=54&amp;src=siteList\">Wolf Hill Forest Preserve</a></td>\n",
       "<td>6 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=13&amp;src=siteList\">Browning Woods Farm</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=12&amp;src=siteList\">DuVal Farm</a></td>\n",
       "<td>3.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=56&amp;src=siteList\">Garrison House Acres</a></td>\n",
       "<td>1 mile</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=14&amp;src=siteList\">Thewlis Woods</a></td>\n",
       "<td>0.8 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=15&amp;src=siteList\">Weeden Farm</a></td>\n",
       "<td>1.2 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>South Kingstown, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=16&amp;src=siteList\">Yawgoo Pond Trail</a></td>\n",
       "<td>1.7 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=57&amp;src=siteList\">Basket Swamp Preserve</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=42&amp;src=siteList\">Emily Ruecker Wildlife Refuge</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=50&amp;src=siteList\">Fort Barton and Ft. Barton Woods</a></td>\n",
       "<td>3.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=21&amp;src=siteList\">Pardon Gray Preserve</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Tiverton, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=51&amp;src=siteList\">Weetamoo Woods</a></td>\n",
       "<td>7 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Warren, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=43&amp;src=siteList\">Touisset Marsh Wildlife Refuge</a></td>\n",
       "<td>1.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>West Greenwich, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=22&amp;src=siteList\">Fry Pond Preserve</a></td>\n",
       "<td>2.1 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>West Greenwich, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=23&amp;src=siteList\">Tillinghast Pond / Wickaboxet / Pratt Conservation Area</a></td>\n",
       "<td>10 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=9&amp;src=siteList\">Anderson Preserve</a></td>\n",
       "<td>0.3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=3&amp;src=siteList\">Avondale Farm Preserve</a></td>\n",
       "<td>1.6 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=4&amp;src=siteList\">Dr. John Champlin Glacier Park</a></td>\n",
       "<td> </td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=5&amp;src=siteList\">Grills Preserve</a></td>\n",
       "<td>3 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=36&amp;src=siteList\">Lathrop Wildlife Refuge</a></td>\n",
       "<td>0.5 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=6&amp;src=siteList\">Mastuxet Brook Greenway</a></td>\n",
       "<td>0.3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=7&amp;src=siteList\">Riverwood</a></td>\n",
       "<td>2 miles</td>\n",
       "<td>intermediate</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>Westerly, RI</td>\n",
       "<td><a href=\"gSiteReport2.php?siteID=8&amp;src=siteList\">The Flora H. Whiteley Preserve</a></td>\n",
       "<td>0.3 miles</td>\n",
       "<td>easy</td>\n",
       "</tr>\n",
       "</table>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test3 = pd.read_html('http://exploreri.org/gtraillist.php')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                       0                                                  1  \\\n",
       " 0                   Town                                       Trail System   \n",
       " 1         Barrington, RI  Osamequin Nature Trails and Bird Sanctuary: 'F...   \n",
       " 2         Barrington, RI  Osamequin Nature Trails and Bird Sanctuary: 'S...   \n",
       " 3         Barrington, RI              Veterans Memorial Park - Eastern Side   \n",
       " 4            Bristol, RI  Claire D. McIntosh Wildlife Refuge/Environment...   \n",
       " 5            Bristol, RI                                    Mount Hope Farm   \n",
       " 6        Charlestown, RI                   Kimball Sanctuary, Watchaug Pond   \n",
       " 7           Coventry, RI          George B. Parker Woodland Wildlife Refuge   \n",
       " 8           Coventry, RI                       Maxwell Mays Wildlife Refuge   \n",
       " 9           Coventry, RI                                      Waterman Pond   \n",
       " 10        Cumberland, RI                              Geddes Bowen Preserve   \n",
       " 11        Cumberland, RI                 High Rock/Scott Brook/Tucker Field   \n",
       " 12        Cumberland, RI               Otis Smith Farm & Rowbottom Preserve   \n",
       " 13            Exeter, RI                  Fisherville Brook Wildlife Refuge   \n",
       " 14         Glocester, RI                                       Sprague Farm   \n",
       " 15         Glocester, RI                 Steere Hill Farm Conservation Area   \n",
       " 16         Hopkinton, RI                                 Diamond Hill Swamp   \n",
       " 17         Hopkinton, RI                                   Grills Sanctuary   \n",
       " 18         Hopkinton, RI                                  Kenyon Crossroads   \n",
       " 19         Hopkinton, RI                                    Long Pond Woods   \n",
       " 20         Hopkinton, RI                                   Pelloni Preserve   \n",
       " 21    Little Compton, RI                                Dundery Brook Trail   \n",
       " 22      Narragansett, RI                                     Canonchet Farm   \n",
       " 23   North Kingstown, RI                           Bush Hill Nature Reserve   \n",
       " 24   North Kingstown, RI                     Davis Memorial Wildlife Refuge   \n",
       " 25  North Smithfield, RI                               Fort Wildlife Refuge   \n",
       " 26        Portsmouth, RI                   Oakland Forest & Meadow Preserve   \n",
       " 27        Portsmouth, RI                            Sakonnet Greenway Trail   \n",
       " 28          Richmond, RI                                   Bradner Preserve   \n",
       " 29          Richmond, RI                                   Crawley Preserve   \n",
       " 30           Seekonk, MA                           Caratunk Wildlife Refuge   \n",
       " 31        Smithfield, RI                                         Mowry Farm   \n",
       " 32        Smithfield, RI                                    Olivia's Forest   \n",
       " 33        Smithfield, RI                 Powder Mill Ledges Wildlife Refuge   \n",
       " 34        Smithfield, RI                          Wolf Hill Forest Preserve   \n",
       " 35   South Kingstown, RI                                Browning Woods Farm   \n",
       " 36   South Kingstown, RI                                         DuVal Farm   \n",
       " 37   South Kingstown, RI                               Garrison House Acres   \n",
       " 38   South Kingstown, RI                                      Thewlis Woods   \n",
       " 39   South Kingstown, RI                                        Weeden Farm   \n",
       " 40   South Kingstown, RI                                  Yawgoo Pond Trail   \n",
       " 41          Tiverton, RI                              Basket Swamp Preserve   \n",
       " 42          Tiverton, RI                      Emily Ruecker Wildlife Refuge   \n",
       " 43          Tiverton, RI                   Fort Barton and Ft. Barton Woods   \n",
       " 44          Tiverton, RI                               Pardon Gray Preserve   \n",
       " 45          Tiverton, RI                                     Weetamoo Woods   \n",
       " 46            Warren, RI                     Touisset Marsh Wildlife Refuge   \n",
       " 47    West Greenwich, RI                                  Fry Pond Preserve   \n",
       " 48    West Greenwich, RI  Tillinghast Pond / Wickaboxet / Pratt Conserva...   \n",
       " 49          Westerly, RI                                  Anderson Preserve   \n",
       " 50          Westerly, RI                             Avondale Farm Preserve   \n",
       " 51          Westerly, RI                     Dr. John Champlin Glacier Park   \n",
       " 52          Westerly, RI                                    Grills Preserve   \n",
       " 53          Westerly, RI                            Lathrop Wildlife Refuge   \n",
       " 54          Westerly, RI                            Mastuxet Brook Greenway   \n",
       " 55          Westerly, RI                                          Riverwood   \n",
       " 56          Westerly, RI                     The Flora H. Whiteley Preserve   \n",
       " \n",
       "                  2             3  \n",
       " 0   Miles of Trail  Trail Rating  \n",
       " 1        1.5 miles          easy  \n",
       " 2        0.5 miles          easy  \n",
       " 3        2.5 miles          easy  \n",
       " 4        0.8 miles          easy  \n",
       " 5        2.5 miles          easy  \n",
       " 6        1.5 miles  intermediate  \n",
       " 7          5 miles  intermediate  \n",
       " 8        2.3 miles  intermediate  \n",
       " 9        0.1 miles  intermediate  \n",
       " 10       0.5 miles          easy  \n",
       " 11         3 miles  intermediate  \n",
       " 12         3 miles  intermediate  \n",
       " 13         5 miles  intermediate  \n",
       " 14         6 miles  intermediate  \n",
       " 15         6 miles  intermediate  \n",
       " 16       0.5 miles     difficult  \n",
       " 17         4 miles  intermediate  \n",
       " 18       2.3 miles  intermediate  \n",
       " 19         2 miles     difficult  \n",
       " 20       1.9 miles     difficult  \n",
       " 21       1.1 miles          easy  \n",
       " 22       1.5 miles          easy  \n",
       " 23       0.5 miles          easy  \n",
       " 24       0.5 miles  intermediate  \n",
       " 25         3 miles  intermediate  \n",
       " 26       0.6 miles          easy  \n",
       " 27        10 miles  intermediate  \n",
       " 28       1.3 miles  intermediate  \n",
       " 29         2 miles  intermediate  \n",
       " 30         6 miles  intermediate  \n",
       " 31          1 mile  intermediate  \n",
       " 32       0.7 miles  intermediate  \n",
       " 33       2.5 miles  intermediate  \n",
       " 34         6 miles  intermediate  \n",
       " 35         3 miles  intermediate  \n",
       " 36       3.5 miles  intermediate  \n",
       " 37          1 mile          easy  \n",
       " 38       0.8 miles          easy  \n",
       " 39       1.2 miles          easy  \n",
       " 40       1.7 miles  intermediate  \n",
       " 41         2 miles          easy  \n",
       " 42         2 miles  intermediate  \n",
       " 43       3.5 miles  intermediate  \n",
       " 44         3 miles          easy  \n",
       " 45         7 miles  intermediate  \n",
       " 46       1.5 miles  intermediate  \n",
       " 47       2.1 miles  intermediate  \n",
       " 48        10 miles          easy  \n",
       " 49       0.3 miles          easy  \n",
       " 50       1.6 miles          easy  \n",
       " 51             NaN  intermediate  \n",
       " 52         3 miles  intermediate  \n",
       " 53       0.5 miles  intermediate  \n",
       " 54       0.3 miles          easy  \n",
       " 55         2 miles  intermediate  \n",
       " 56       0.3 miles          easy  ]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "test4 = pd.read_html('http://exploreri.org/criteria.php')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                               0   \\\n",
       " 0                                             NaN   \n",
       " 1                             Aborn St. Boat Ramp   \n",
       " 2                                          Albion   \n",
       " 3                                    Allen Harbor   \n",
       " 4                              Alton Pond Landing   \n",
       " 5                                Annawamscutt Dr.   \n",
       " 6                                   Apponaug Cove   \n",
       " 7                    Arnolds Neck Waterfront Park   \n",
       " 8                                   Ashville Pond   \n",
       " 9                                     Barber Pond   \n",
       " 10                                    Barberville   \n",
       " 11                                    Barney Pond   \n",
       " 12               Barrington River - 100 Acre Cove   \n",
       " 13                       Barton C. Hurley Landing   \n",
       " 14                                     Beach Pond   \n",
       " 15                     Beach Pond (southern part)   \n",
       " 16                                Belleville Pond   \n",
       " 17           Berkley Bridge Village Heritage Park   \n",
       " 18                                            NaN   \n",
       " 19                     Big River at Big River Rd.   \n",
       " 20                           Big River at Route 3   \n",
       " 21                                Billington Cove   \n",
       " 22                           Biscuit City Landing   \n",
       " 23                               Blackstone Gorge   \n",
       " 24                    Blackstone River State Park   \n",
       " 25   Blackstone River and Canal near Front Street   \n",
       " 26    Blackstone River at Mendon Road (Route 122)   \n",
       " 27                                      Blue Pond   \n",
       " 28                                Bold Point Park   \n",
       " 29                              Bowdish Reservoir   \n",
       " ..                                            ...   \n",
       " 203                                    Union Pond   \n",
       " 204                Union Street, Downtown Bristol   \n",
       " 205                    Valley Falls Heritage Park   \n",
       " 206                         Vaughan Street Bridge   \n",
       " 207                                Wakefield Pond   \n",
       " 208                                           NaN   \n",
       " 209                                   Wallum Lake   \n",
       " 210                               Wamsutta Avenue   \n",
       " 211                             War Memorial Park   \n",
       " 212                                Wareham Street   \n",
       " 213                              Warren Town Dock   \n",
       " 214                                  Warwick Pond   \n",
       " 215                   Washington Street Boat Ramp   \n",
       " 216                                   Weaver Cove   \n",
       " 217                  Weir Village Riverfront Park   \n",
       " 218                               West Beach Road   \n",
       " 219                                 Whipple Field   \n",
       " 220                                    White Rock   \n",
       " 221                                   Willet Pond   \n",
       " 222                                   Wilson Park   \n",
       " 223                              Wilson Reservoir   \n",
       " 224                       Wood River at Route 165   \n",
       " 225                         Woodville Dam Portage   \n",
       " 226         Woonasquatucket Reservoir (east side)   \n",
       " 227                                           NaN   \n",
       " 228         Woonasquatucket Reservoir (west side)   \n",
       " 229                                   Worden Pond   \n",
       " 230                    Wyoming Dam Fishing Access   \n",
       " 231               Wyoming Pond at Skunk Hill Road   \n",
       " 232                  Zeke's Bridge Fishing Access   \n",
       " \n",
       "                               1   2   3   4   5   6   7   8   9   10  11  12  \\\n",
       " 0                            NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 1                       Cranston NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 2                        Lincoln NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 3                North Kingstown NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 4                      Hopkinton NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 5                        Bristol NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 6                        Warwick NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 7                        Warwick NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 8                      Hopkinton NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 9                South Kingstown NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 10                      Richmond NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 11                       Lincoln NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 12                    Barrington NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 13                   Charlestown NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 14                        Exeter NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 15                        Exeter NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 16               North Kingstown NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 17                       Berkley NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 18                           NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 19                West Greenwich NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 20                West Greenwich NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 21               South Kingstown NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 22                      Richmond NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 23                    Blackstone NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 24                       Lincoln NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 25                       Lincoln NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 26                    Cumberland NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 27                     Hopkinton NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 28               East Providence NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 29                     Glocester NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " ..                           ...  ..  ..  ..  ..  ..  ..  ..  ..  ..  ..  ..   \n",
       " 203                 Burrillville NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 204                      Bristol NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 205                   Cumberland NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 206                    Lakeville NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 207                 Burrillville NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 208                          NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 209                 Burrillville NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 210                   Barrington NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 211             West Bridgewater NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 212                Middleborough NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 213                       Warren NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 214                      Warwick NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 215                      Newport NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 216                   Portsmouth NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 217                      Taunton NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 218  New Shoreham (Block Island) NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 219                   Smithfield NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 220                     Westerly NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 221              East Providence NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 222              North Kingstown NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 223                 Burrillville NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 224                       Exeter NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 225                    Hopkinton NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 226                   Smithfield NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 227                          NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 228                   Smithfield NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 229              South Kingstown NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 230                     Richmond NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 231                    Hopkinton NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " 232                     Coventry NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
       " \n",
       "      13  14  15  16  17  \n",
       " 0   NaN NaN NaN NaN NaN  \n",
       " 1   NaN NaN NaN NaN NaN  \n",
       " 2   NaN NaN NaN NaN NaN  \n",
       " 3   NaN NaN NaN NaN NaN  \n",
       " 4   NaN NaN NaN NaN NaN  \n",
       " 5   NaN NaN NaN NaN NaN  \n",
       " 6   NaN NaN NaN NaN NaN  \n",
       " 7   NaN NaN NaN NaN NaN  \n",
       " 8   NaN NaN NaN NaN NaN  \n",
       " 9   NaN NaN NaN NaN NaN  \n",
       " 10  NaN NaN NaN NaN NaN  \n",
       " 11  NaN NaN NaN NaN NaN  \n",
       " 12  NaN NaN NaN NaN NaN  \n",
       " 13  NaN NaN NaN NaN NaN  \n",
       " 14  NaN NaN NaN NaN NaN  \n",
       " 15  NaN NaN NaN NaN NaN  \n",
       " 16  NaN NaN NaN NaN NaN  \n",
       " 17  NaN NaN NaN NaN NaN  \n",
       " 18  NaN NaN NaN NaN NaN  \n",
       " 19  NaN NaN NaN NaN NaN  \n",
       " 20  NaN NaN NaN NaN NaN  \n",
       " 21  NaN NaN NaN NaN NaN  \n",
       " 22  NaN NaN NaN NaN NaN  \n",
       " 23  NaN NaN NaN NaN NaN  \n",
       " 24  NaN NaN NaN NaN NaN  \n",
       " 25  NaN NaN NaN NaN NaN  \n",
       " 26  NaN NaN NaN NaN NaN  \n",
       " 27  NaN NaN NaN NaN NaN  \n",
       " 28  NaN NaN NaN NaN NaN  \n",
       " 29  NaN NaN NaN NaN NaN  \n",
       " ..   ..  ..  ..  ..  ..  \n",
       " 203 NaN NaN NaN NaN NaN  \n",
       " 204 NaN NaN NaN NaN NaN  \n",
       " 205 NaN NaN NaN NaN NaN  \n",
       " 206 NaN NaN NaN NaN NaN  \n",
       " 207 NaN NaN NaN NaN NaN  \n",
       " 208 NaN NaN NaN NaN NaN  \n",
       " 209 NaN NaN NaN NaN NaN  \n",
       " 210 NaN NaN NaN NaN NaN  \n",
       " 211 NaN NaN NaN NaN NaN  \n",
       " 212 NaN NaN NaN NaN NaN  \n",
       " 213 NaN NaN NaN NaN NaN  \n",
       " 214 NaN NaN NaN NaN NaN  \n",
       " 215 NaN NaN NaN NaN NaN  \n",
       " 216 NaN NaN NaN NaN NaN  \n",
       " 217 NaN NaN NaN NaN NaN  \n",
       " 218 NaN NaN NaN NaN NaN  \n",
       " 219 NaN NaN NaN NaN NaN  \n",
       " 220 NaN NaN NaN NaN NaN  \n",
       " 221 NaN NaN NaN NaN NaN  \n",
       " 222 NaN NaN NaN NaN NaN  \n",
       " 223 NaN NaN NaN NaN NaN  \n",
       " 224 NaN NaN NaN NaN NaN  \n",
       " 225 NaN NaN NaN NaN NaN  \n",
       " 226 NaN NaN NaN NaN NaN  \n",
       " 227 NaN NaN NaN NaN NaN  \n",
       " 228 NaN NaN NaN NaN NaN  \n",
       " 229 NaN NaN NaN NaN NaN  \n",
       " 230 NaN NaN NaN NaN NaN  \n",
       " 231 NaN NaN NaN NaN NaN  \n",
       " 232 NaN NaN NaN NaN NaN  \n",
       " \n",
       " [233 rows x 18 columns],\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ,\n",
       "             0   1              2   3                       4                5  \\\n",
       " 0         NaN NaN  Suitable For: NaN  Found at or near site:              NaN   \n",
       " 1     Put-in: NaN  Canoes/Kayaks NaN                     NaN       Whitewater   \n",
       " 2     Portage NaN     Motorboats NaN                     NaN  Flatwater River   \n",
       " 3  Water Only NaN      Sailboats NaN                     NaN             Pond   \n",
       " 4  ADA Access NaN            NaN NaN                     NaN   Lake/Reservoir   \n",
       " 5   Boat Ramp NaN            NaN NaN                     NaN          Estuary   \n",
       " 6     Parking NaN            NaN NaN                     NaN        Bay/Ocean   \n",
       " \n",
       "     6  \n",
       " 0 NaN  \n",
       " 1 NaN  \n",
       " 2 NaN  \n",
       " 3 NaN  \n",
       " 4 NaN  \n",
       " 5 NaN  \n",
       " 6 NaN  ]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test11 = test4[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(test11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17], dtype='int64')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test11.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    0         1   2   3   4   5   6   7   8   9   10  11  12  \\\n",
      "0                  NaN       NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
      "1  Aborn St. Boat Ramp  Cranston NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN   \n",
      "\n",
      "   13  14  15  16  17  \n",
      "0 NaN NaN NaN NaN NaN  \n",
      "1 NaN NaN NaN NaN NaN  \n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n",
      "         0   1              2   3                       4           5   6\n",
      "0      NaN NaN  Suitable For: NaN  Found at or near site:         NaN NaN\n",
      "1  Put-in: NaN  Canoes/Kayaks NaN                     NaN  Whitewater NaN\n"
     ]
    }
   ],
   "source": [
    "for table in test4:\n",
    "    print(table.head(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "62"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(test4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "table1.to_excel('table1_scrape.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "z=1\n",
    "while z < len(test4)+1:\n",
    "    for i in test4:\n",
    "        i.to_excel(\"table{}.xlsx\".format(z))\n",
    "        z=z+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "exri = requests.get(\"http://exploreri.org/gtraillist.php\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test.to_csv(\"test_join.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del sm\n",
    "del gm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "scorp_master_file = r\"State Comprehensive Outdoor Recreation Plan Inventory of Facilities\\MasterSCORP_Base.xlsx\"\n",
    "geo_master_file = r\"State Comprehensive Outdoor Recreation Plan Inventory of Facilities\\SCORP_FILTER_GEO.xlsx\"\n",
    "sm = pd.read_excel(scorp_master, index_col=\"OBJECTID\")\n",
    "gm = pd.read_excel(geo_master_file, index_col=\"OBJECTID\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ADA', 'About_Links', 'Acres_Miles', 'Active Rec', 'Additional_Names',\n",
       "       'Ball Field', 'Basketball Court', 'Beach', 'Bike Path', 'Boating',\n",
       "       'ConsJuri', 'ConsType', 'Contact_Info', 'Contact_Info_Seasonal',\n",
       "       'Description', 'Dogs_Allowed', 'Fishing', 'Football Field',\n",
       "       'GoRI_Incude_Suggestion', 'GoRI_TestFlag', 'GoRI_subset', 'Golf',\n",
       "       'Hunting', 'Ice Hockey Rink', 'LWCFGrant', 'Lat', 'Lon', 'Map_Links',\n",
       "       'Multi-use Field', 'Name', 'NoGoRI_Incude_Why', 'OwnerTyp',\n",
       "       'Picnic_Area', 'Playground', 'Pool', 'RestRoom', 'Short_Description',\n",
       "       'Skate Park', 'Soccer Field', 'StateGrant', 'Steward', 'Street',\n",
       "       'Street_Type', 'Street Hockey Rink', 'Stroller_Friendly', 'Tennis',\n",
       "       'Town', 'Track', 'Trails', 'Type', 'Volleyball Court', 'Walking Path',\n",
       "       'KeyID'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sm.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([ 121,  202,  234,  238,  624,  666,  709,  750,  754,  929,\n",
       "            ...\n",
       "             999, 1000, 1001, 1002, 1003, 1006, 1007, 1008, 1009, 1010],\n",
       "           dtype='int64', name='OBJECTID', length=991)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sm.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ADA</th>\n",
       "      <th>About_Links</th>\n",
       "      <th>Acres_Miles</th>\n",
       "      <th>Active Rec</th>\n",
       "      <th>Additional_Names</th>\n",
       "      <th>Ball Field</th>\n",
       "      <th>Basketball Court</th>\n",
       "      <th>Beach</th>\n",
       "      <th>Bike Path</th>\n",
       "      <th>Boating</th>\n",
       "      <th>...</th>\n",
       "      <th>Street_GEO</th>\n",
       "      <th>Street_Type</th>\n",
       "      <th>Stroller_Friendly</th>\n",
       "      <th>Tennis</th>\n",
       "      <th>Town</th>\n",
       "      <th>Track</th>\n",
       "      <th>Trails</th>\n",
       "      <th>Type</th>\n",
       "      <th>Volleyball Court</th>\n",
       "      <th>Walking Path</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBJECTID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cumberland</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Spring Grove Road, Spring Grove, Providence Co...</td>\n",
       "      <td>Road</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Glocester</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Jenckes Hill Road, Lime Rock, Providence Count...</td>\n",
       "      <td>Road</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Glocester</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Conservation Area</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Smithfield</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Central Falls</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Central Falls</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Central Falls</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Smithfield</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Smithfield</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Glocester</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Smithfield</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Athletic Field</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Gates Street, Pawtucket, Providence County, Rh...</td>\n",
       "      <td>Boulevard</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Johnston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Pleasant Street, Pawtucket, Providence County,...</td>\n",
       "      <td>Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>North Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>980</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Ten Mile River Greenway, Pawtucket, Providence...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>East Bay Bike Path, East Providence, Providenc...</td>\n",
       "      <td>Parkway</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>East Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>State Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>East Bay Bike Path, East Providence, Providenc...</td>\n",
       "      <td>Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>East Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>State Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>East Bay Bike Path, Barrington, Bristol County...</td>\n",
       "      <td>Drive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Barrington</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Asylum Road, Bristol, Bristol County, Rhode Is...</td>\n",
       "      <td>Road</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Bristol</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>State Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Dunkin' Donuts, Cranston Street, Cranston, Pro...</td>\n",
       "      <td>Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cranston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Washington Secondary Rail Trail, Cranston, Pro...</td>\n",
       "      <td>Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cranston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Sherman Avenue, Cranston, Providence County, R...</td>\n",
       "      <td>Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Cranston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Washington Secondary Rail Trail, West Warwick,...</td>\n",
       "      <td>Road</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Thundermist Health Center, Providence Street, ...</td>\n",
       "      <td>Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>West Warwick</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Washington Secondary Rail Trail, Anthony, Kent...</td>\n",
       "      <td>Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coventry</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Washington Secondary Rail Trail, Kent County, ...</td>\n",
       "      <td>Road</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Coventry</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Marine Road, North Quidnessett, Washington Cou...</td>\n",
       "      <td>Road</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>North Kingstown</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Donigian Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Barstow Street, Providence, Providence County,...</td>\n",
       "      <td>Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Riverside Mills Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Woonasquatucket River Greenway, Dyerville, Pro...</td>\n",
       "      <td>Street</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Manton Gateway</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Manton Avenue, Providence, Providence County, ...</td>\n",
       "      <td>Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>Woonasquatucket River Greenway, Dyerville, Pro...</td>\n",
       "      <td>Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Johnston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Burrillville</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Westerly</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Charlestown</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Narragansett</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Warwick</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Providence</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Athletic Field</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Woonsocket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Athletic Field</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Pawtucket</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Athletic Field</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Warren</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Barrington</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Johnston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Local Park</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Johnston</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Athletic Field</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>991 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          ADA About_Links Acres_Miles  Active Rec      Additional_Names  \\\n",
       "OBJECTID                                                                  \n",
       "1         NaN         NaN         NaN         0.0                   NaN   \n",
       "2         NaN         NaN         NaN         1.0                   NaN   \n",
       "3         NaN         NaN         NaN         0.0                   NaN   \n",
       "4         NaN         NaN         NaN         1.0                   NaN   \n",
       "5         NaN         NaN         NaN         1.0                   NaN   \n",
       "6         NaN         NaN         NaN         1.0                   NaN   \n",
       "7         NaN         NaN         NaN         0.0                   NaN   \n",
       "8         NaN         NaN         NaN         0.0                   NaN   \n",
       "9         NaN         NaN         NaN         0.0                   NaN   \n",
       "10        NaN         NaN         NaN         1.0                   NaN   \n",
       "11        NaN         NaN         NaN         0.0                   NaN   \n",
       "12        NaN         NaN         NaN         1.0                   NaN   \n",
       "13        NaN         NaN         NaN         1.0                   NaN   \n",
       "14        NaN         NaN         NaN         0.0                   NaN   \n",
       "15        NaN         NaN         NaN         1.0                   NaN   \n",
       "16        NaN         NaN         NaN         0.0                   NaN   \n",
       "17        NaN         NaN         NaN         1.0                   NaN   \n",
       "18        NaN         NaN         NaN         0.0                   NaN   \n",
       "19        NaN         NaN         NaN         0.0                   NaN   \n",
       "20        NaN         NaN         NaN         1.0                   NaN   \n",
       "21        NaN         NaN         NaN         0.0                   NaN   \n",
       "22        NaN         NaN         NaN         0.0                   NaN   \n",
       "23        NaN         NaN         NaN         1.0                   NaN   \n",
       "24        NaN         NaN         NaN         1.0                   NaN   \n",
       "25        NaN         NaN         NaN         0.0                   NaN   \n",
       "26        NaN         NaN         NaN         1.0                   NaN   \n",
       "27        NaN         NaN         NaN         0.0                   NaN   \n",
       "28        NaN         NaN         NaN         1.0                   NaN   \n",
       "30        NaN         NaN         NaN         1.0                   NaN   \n",
       "31        NaN         NaN         NaN         0.0                   NaN   \n",
       "...       ...         ...         ...         ...                   ...   \n",
       "980       NaN         NaN         NaN         0.0                   NaN   \n",
       "981       NaN         NaN         NaN         0.0                   NaN   \n",
       "982       NaN         NaN         NaN         0.0                   NaN   \n",
       "983       NaN         NaN         NaN         0.0                   NaN   \n",
       "984       NaN         NaN         NaN         0.0                   NaN   \n",
       "985       NaN         NaN         NaN         0.0                   NaN   \n",
       "986       NaN         NaN         NaN         0.0                   NaN   \n",
       "987       NaN         NaN         NaN         0.0                   NaN   \n",
       "988       NaN         NaN         NaN         0.0                   NaN   \n",
       "989       NaN         NaN         NaN         0.0                   NaN   \n",
       "990       NaN         NaN         NaN         0.0                   NaN   \n",
       "991       NaN         NaN         NaN         0.0                   NaN   \n",
       "992       NaN         NaN         NaN         0.0                   NaN   \n",
       "993       NaN         NaN         NaN         0.0         Donigian Park   \n",
       "994       NaN         NaN         NaN         0.0  Riverside Mills Park   \n",
       "995       NaN         NaN         NaN         0.0        Manton Gateway   \n",
       "996       NaN         NaN         NaN         0.0                   NaN   \n",
       "997       NaN         NaN         NaN         1.0                   NaN   \n",
       "998       NaN         NaN         NaN         0.0                   NaN   \n",
       "999       NaN         NaN         NaN         0.0                   NaN   \n",
       "1000      NaN         NaN         NaN         0.0                   NaN   \n",
       "1001      NaN         NaN         NaN         0.0                   NaN   \n",
       "1002      NaN         NaN         NaN         0.0                   NaN   \n",
       "1003      NaN         NaN         NaN         1.0                   NaN   \n",
       "1005      NaN         NaN         NaN         1.0                   NaN   \n",
       "1006      NaN         NaN         NaN         1.0                   NaN   \n",
       "1007      NaN         NaN         NaN         1.0                   NaN   \n",
       "1008      NaN         NaN         NaN         0.0                   NaN   \n",
       "1009      NaN         NaN         NaN         0.0                   NaN   \n",
       "1010      NaN         NaN         NaN         1.0                   NaN   \n",
       "\n",
       "          Ball Field  Basketball Court  Beach  Bike Path  Boating  \\\n",
       "OBJECTID                                                            \n",
       "1                0.0               1.0    0.0        0.0      0.0   \n",
       "2                1.0               0.0    0.0        0.0      0.0   \n",
       "3                0.0               0.0    1.0        0.0      0.0   \n",
       "4                2.0               0.0    0.0        0.0      0.0   \n",
       "5                2.0               0.0    0.0        0.0      0.0   \n",
       "6                1.0               0.0    0.0        0.0      0.0   \n",
       "7                0.0               0.0    0.0        0.0      0.0   \n",
       "8                0.0               0.0    0.0        0.0      0.0   \n",
       "9                0.0               0.0    0.0        0.0      0.0   \n",
       "10               0.0               1.0    0.0        0.0      0.0   \n",
       "11               0.0               0.0    0.0        0.0      0.0   \n",
       "12               1.0               0.0    0.0        0.0      0.0   \n",
       "13               0.0               1.0    0.0        0.0      0.0   \n",
       "14               0.0               0.0    0.0        0.0      0.0   \n",
       "15               1.0               1.0    0.0        0.0      0.0   \n",
       "16               0.0               0.0    0.0        0.0      0.0   \n",
       "17               1.0               0.0    0.0        0.0      0.0   \n",
       "18               0.0               0.0    0.0        0.0      0.0   \n",
       "19               0.0               0.0    0.0        0.0      0.0   \n",
       "20               1.0               0.0    0.0        0.0      0.0   \n",
       "21               0.0               0.0    0.0        0.0      0.0   \n",
       "22               0.0               0.0    0.0        0.0      0.0   \n",
       "23               9.0               0.0    0.0        0.0      0.0   \n",
       "24               0.0               2.0    0.0        0.0      0.0   \n",
       "25               0.0               0.0    0.0        0.0      0.0   \n",
       "26               1.0               0.0    0.0        0.0      0.0   \n",
       "27               0.0               0.0    0.0        0.0      0.0   \n",
       "28               0.0               0.0    0.0        0.0      0.0   \n",
       "30               1.0               0.0    0.0        0.0      0.0   \n",
       "31               0.0               0.0    0.0        0.0      0.0   \n",
       "...              ...               ...    ...        ...      ...   \n",
       "980              0.0               0.0    0.0        1.0      0.0   \n",
       "981              0.0               0.0    0.0        1.0      0.0   \n",
       "982              0.0               0.0    0.0        1.0      0.0   \n",
       "983              0.0               0.0    0.0        1.0      0.0   \n",
       "984              0.0               0.0    0.0        1.0      0.0   \n",
       "985              0.0               0.0    0.0        1.0      0.0   \n",
       "986              0.0               0.0    0.0        1.0      0.0   \n",
       "987              0.0               0.0    0.0        1.0      0.0   \n",
       "988              0.0               0.0    0.0        1.0      0.0   \n",
       "989              0.0               0.0    0.0        1.0      0.0   \n",
       "990              0.0               0.0    0.0        1.0      0.0   \n",
       "991              0.0               0.0    0.0        1.0      0.0   \n",
       "992              0.0               0.0    0.0        1.0      0.0   \n",
       "993              0.0               0.0    0.0        1.0      0.0   \n",
       "994              0.0               0.0    0.0        1.0      0.0   \n",
       "995              0.0               0.0    0.0        1.0      0.0   \n",
       "996              0.0               0.0    0.0        1.0      0.0   \n",
       "997              0.0               0.0    0.0        0.0      0.0   \n",
       "998              0.0               0.0    0.0        0.0      0.0   \n",
       "999              0.0               0.0    0.0        0.0      0.0   \n",
       "1000             0.0               0.0    0.0        0.0      0.0   \n",
       "1001             0.0               0.0    0.0        0.0      0.0   \n",
       "1002             0.0               0.0    0.0        0.0      0.0   \n",
       "1003             0.0               0.0    0.0        0.0      0.0   \n",
       "1005             0.0               0.0    0.0        0.0      1.0   \n",
       "1006             8.0               0.0    0.0        0.0      0.0   \n",
       "1007             0.0               1.0    0.0        0.0      0.0   \n",
       "1008             0.0               0.0    0.0        0.0      0.0   \n",
       "1009             0.0               0.0    0.0        0.0      0.0   \n",
       "1010             0.0               0.0    0.0        0.0      0.0   \n",
       "\n",
       "              ...                                              Street_GEO  \\\n",
       "OBJECTID      ...                                                           \n",
       "1             ...                                                     NaN   \n",
       "2             ...                                                     NaN   \n",
       "3             ...       Spring Grove Road, Spring Grove, Providence Co...   \n",
       "4             ...       Jenckes Hill Road, Lime Rock, Providence Count...   \n",
       "5             ...                                                     NaN   \n",
       "6             ...                                                     NaN   \n",
       "7             ...                                                     NaN   \n",
       "8             ...                                                     NaN   \n",
       "9             ...                                                     NaN   \n",
       "10            ...                                                     NaN   \n",
       "11            ...                                                     NaN   \n",
       "12            ...                                                     NaN   \n",
       "13            ...                                                     NaN   \n",
       "14            ...                                                     NaN   \n",
       "15            ...                                                     NaN   \n",
       "16            ...                                                     NaN   \n",
       "17            ...                                                     NaN   \n",
       "18            ...                                                     NaN   \n",
       "19            ...                                                     NaN   \n",
       "20            ...                                                     NaN   \n",
       "21            ...                                                     NaN   \n",
       "22            ...                                                     NaN   \n",
       "23            ...       Gates Street, Pawtucket, Providence County, Rh...   \n",
       "24            ...                                                     NaN   \n",
       "25            ...                                                     NaN   \n",
       "26            ...                                                     NaN   \n",
       "27            ...                                                     NaN   \n",
       "28            ...       Pleasant Street, Pawtucket, Providence County,...   \n",
       "30            ...                                                     NaN   \n",
       "31            ...                                                     NaN   \n",
       "...           ...                                                     ...   \n",
       "980           ...       Ten Mile River Greenway, Pawtucket, Providence...   \n",
       "981           ...       East Bay Bike Path, East Providence, Providenc...   \n",
       "982           ...       East Bay Bike Path, East Providence, Providenc...   \n",
       "983           ...       East Bay Bike Path, Barrington, Bristol County...   \n",
       "984           ...       Asylum Road, Bristol, Bristol County, Rhode Is...   \n",
       "985           ...       Dunkin' Donuts, Cranston Street, Cranston, Pro...   \n",
       "986           ...       Washington Secondary Rail Trail, Cranston, Pro...   \n",
       "987           ...       Sherman Avenue, Cranston, Providence County, R...   \n",
       "988           ...       Washington Secondary Rail Trail, West Warwick,...   \n",
       "989           ...       Thundermist Health Center, Providence Street, ...   \n",
       "990           ...       Washington Secondary Rail Trail, Anthony, Kent...   \n",
       "991           ...       Washington Secondary Rail Trail, Kent County, ...   \n",
       "992           ...       Marine Road, North Quidnessett, Washington Cou...   \n",
       "993           ...       Barstow Street, Providence, Providence County,...   \n",
       "994           ...       Woonasquatucket River Greenway, Dyerville, Pro...   \n",
       "995           ...       Manton Avenue, Providence, Providence County, ...   \n",
       "996           ...       Woonasquatucket River Greenway, Dyerville, Pro...   \n",
       "997           ...                                                     NaN   \n",
       "998           ...                                                     NaN   \n",
       "999           ...                                                     NaN   \n",
       "1000          ...                                                     NaN   \n",
       "1001          ...                                                     NaN   \n",
       "1002          ...                                                     NaN   \n",
       "1003          ...                                                     NaN   \n",
       "1005          ...                                                     NaN   \n",
       "1006          ...                                                     NaN   \n",
       "1007          ...                                                     NaN   \n",
       "1008          ...                                                     NaN   \n",
       "1009          ...                                                     NaN   \n",
       "1010          ...                                                     NaN   \n",
       "\n",
       "          Street_Type Stroller_Friendly Tennis              Town Track  \\\n",
       "OBJECTID                                                                 \n",
       "1                 NaN               NaN    0.0           Lincoln   0.0   \n",
       "2                 NaN               NaN    0.0        Cumberland   0.0   \n",
       "3                Road               NaN    0.0         Glocester   0.0   \n",
       "4                Road               NaN    3.0           Lincoln   0.0   \n",
       "5                 NaN               NaN    0.0           Lincoln   0.0   \n",
       "6                 NaN               NaN    0.0           Lincoln   0.0   \n",
       "7                 NaN               NaN    0.0         Glocester   0.0   \n",
       "8                 NaN               NaN    0.0        Smithfield   0.0   \n",
       "9                 NaN               NaN    0.0     Central Falls   0.0   \n",
       "10                NaN               NaN    0.0     Central Falls   0.0   \n",
       "11                NaN               NaN    0.0     Central Falls   0.0   \n",
       "12                NaN               NaN    0.0        Smithfield   0.0   \n",
       "13                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "14                NaN               NaN    0.0        Smithfield   0.0   \n",
       "15                NaN               NaN    2.0         Glocester   0.0   \n",
       "16                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "17                NaN               NaN    0.0        Smithfield   0.0   \n",
       "18                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "19                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "20                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "21                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "22                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "23          Boulevard               NaN   10.0         Pawtucket   0.0   \n",
       "24                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "25                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "26                NaN               NaN    0.0          Johnston   0.0   \n",
       "27                NaN               NaN    0.0         Pawtucket   0.0   \n",
       "28             Street               NaN    0.0         Pawtucket   1.0   \n",
       "30                NaN               NaN    0.0  North Providence   0.0   \n",
       "31                NaN               NaN    0.0        Providence   0.0   \n",
       "...               ...               ...    ...               ...   ...   \n",
       "980               NaN               NaN    0.0         Pawtucket   0.0   \n",
       "981           Parkway               NaN    0.0   East Providence   0.0   \n",
       "982            Avenue               NaN    0.0   East Providence   0.0   \n",
       "983             Drive               NaN    0.0        Barrington   0.0   \n",
       "984              Road               NaN    0.0           Bristol   0.0   \n",
       "985            Avenue               NaN    0.0          Cranston   0.0   \n",
       "986            Street               NaN    0.0          Cranston   0.0   \n",
       "987            Avenue               NaN    0.0          Cranston   0.0   \n",
       "988              Road               NaN    0.0           Warwick   0.0   \n",
       "989            Street               NaN    0.0      West Warwick   0.0   \n",
       "990            Avenue               NaN    0.0          Coventry   0.0   \n",
       "991              Road               NaN    0.0          Coventry   0.0   \n",
       "992              Road               NaN    0.0   North Kingstown   0.0   \n",
       "993            Street               NaN    0.0        Providence   0.0   \n",
       "994            Street               NaN    0.0        Providence   0.0   \n",
       "995            Avenue               NaN    0.0        Providence   0.0   \n",
       "996            Avenue               NaN    0.0          Johnston   0.0   \n",
       "997               NaN               NaN    0.0      Burrillville   0.0   \n",
       "998               NaN               NaN    0.0          Westerly   0.0   \n",
       "999               NaN               NaN    0.0       Charlestown   0.0   \n",
       "1000              NaN               NaN    0.0      Narragansett   0.0   \n",
       "1001              NaN               NaN    0.0           Warwick   0.0   \n",
       "1002              NaN               NaN    0.0        Providence   0.0   \n",
       "1003              NaN               NaN    0.0        Providence   0.0   \n",
       "1005              NaN               NaN    0.0        Woonsocket   0.0   \n",
       "1006              NaN               NaN    0.0         Pawtucket   0.0   \n",
       "1007              NaN               NaN    0.0            Warren   0.0   \n",
       "1008              NaN               NaN    0.0        Barrington   0.0   \n",
       "1009              NaN               NaN    0.0          Johnston   0.0   \n",
       "1010              NaN               NaN    0.0          Johnston   0.0   \n",
       "\n",
       "          Trails               Type  Volleyball Court  Walking Path  \n",
       "OBJECTID                                                             \n",
       "1            0.0         Local Park               0.0           0.0  \n",
       "2            0.0         Local Park               0.0           0.0  \n",
       "3            0.0         Local Park               0.0           0.0  \n",
       "4            0.0         Local Park               0.0           0.0  \n",
       "5            0.0         Local Park               0.0           0.0  \n",
       "6            0.0         Local Park               0.0           0.0  \n",
       "7            0.0  Conservation Area               0.0           0.0  \n",
       "8            0.0         Local Park               0.0           0.0  \n",
       "9            0.0         Local Park               0.0           0.0  \n",
       "10           0.0         Local Park               0.0           0.0  \n",
       "11           1.0         Local Park               0.0           0.0  \n",
       "12           0.0         Local Park               0.0           0.0  \n",
       "13           0.0         Local Park               0.0           0.0  \n",
       "14           0.0         Local Park               0.0           0.0  \n",
       "15           0.0         Local Park               0.0           0.0  \n",
       "16           0.0         Local Park               0.0           0.0  \n",
       "17           0.0         Local Park               0.0           0.0  \n",
       "18           0.0         Local Park               0.0           0.0  \n",
       "19           0.0         Local Park               0.0           0.0  \n",
       "20           0.0     Athletic Field               0.0           0.0  \n",
       "21           0.0         Local Park               0.0           0.0  \n",
       "22           0.0         Local Park               0.0           0.0  \n",
       "23           0.0         Local Park               0.0           0.0  \n",
       "24           0.0         Local Park               0.0           0.0  \n",
       "25           0.0         Local Park               0.0           0.0  \n",
       "26           0.0         Local Park               0.0           0.0  \n",
       "27           0.0         Local Park               0.0           0.0  \n",
       "28           0.0         Local Park               0.0           0.0  \n",
       "30           0.0         Local Park               0.0           0.0  \n",
       "31           0.0         Local Park               0.0           0.0  \n",
       "...          ...                ...               ...           ...  \n",
       "980          0.0         Local Park               0.0           1.0  \n",
       "981          0.0         State Park               0.0           1.0  \n",
       "982          0.0         State Park               0.0           1.0  \n",
       "983          0.0         Local Park               0.0           1.0  \n",
       "984          0.0         State Park               0.0           1.0  \n",
       "985          0.0         Local Park               0.0           1.0  \n",
       "986          0.0         Local Park               0.0           1.0  \n",
       "987          0.0         Local Park               0.0           1.0  \n",
       "988          0.0         Local Park               0.0           1.0  \n",
       "989          0.0         Local Park               0.0           1.0  \n",
       "990          0.0         Local Park               0.0           1.0  \n",
       "991          0.0         Local Park               0.0           1.0  \n",
       "992          0.0         Local Park               0.0           1.0  \n",
       "993          0.0         Local Park               0.0           1.0  \n",
       "994          0.0         Local Park               0.0           1.0  \n",
       "995          0.0         Local Park               0.0           1.0  \n",
       "996          0.0         Local Park               0.0           1.0  \n",
       "997          0.0         Local Park               0.0           0.0  \n",
       "998          0.0         Local Park               0.0           0.0  \n",
       "999          0.0         Local Park               0.0           0.0  \n",
       "1000         0.0         Local Park               0.0           0.0  \n",
       "1001         0.0         Local Park               0.0           0.0  \n",
       "1002         0.0         Local Park               0.0           1.0  \n",
       "1003         0.0     Athletic Field               0.0           0.0  \n",
       "1005         0.0     Athletic Field               0.0           1.0  \n",
       "1006         0.0     Athletic Field               0.0           0.0  \n",
       "1007         0.0         Local Park               0.0           0.0  \n",
       "1008         0.0         Local Park               0.0           0.0  \n",
       "1009         0.0         Local Park               0.0           0.0  \n",
       "1010         0.0     Athletic Field               0.0           0.0  \n",
       "\n",
       "[991 rows x 54 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.combine_first(sm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gmh = gm.head(100)\n",
    "smh = sm.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ADA', 'About_Links', 'Acres_Miles', 'Active Rec', 'Additional_Names',\n",
       "       'Ball Field', 'Basketball Court', 'Beach', 'Bike Path', 'Boating',\n",
       "       'ConsJuri', 'ConsType', 'Contact_Info', 'Contact_Info_Seasonal',\n",
       "       'Description', 'Dogs_Allowed', 'Fishing', 'Football Field',\n",
       "       'GoRI_Incude_Suggestion', 'GoRI_TestFlag', 'GoRI_subset', 'Golf',\n",
       "       'Hunting', 'Ice Hockey Rink', 'LWCFGrant', 'Lat', 'Lon', 'Map_Links',\n",
       "       'Multi-use Field', 'Name', 'NoGoRI_Incude_Why', 'OBJECTID', 'OwnerTyp',\n",
       "       'Picnic_Area', 'Playground', 'Pool', 'RestRoom', 'Short_Description',\n",
       "       'Skate Park', 'Soccer Field', 'StateGrant', 'Steward', 'Street',\n",
       "       'Street_GEO', 'Street_Type', 'Street Hockey Rink', 'Stroller_Friendly',\n",
       "       'Tennis', 'Town', 'Track', 'Trails', 'Type', 'Volleyball Court',\n",
       "       'Walking Path', 'KeyID'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Take Street type, street, town from geo, where available. \n",
    "sm[\"Street_Type\"] = gm[\"Street_Type\"]\n",
    "sm[\"Street\"] = gm[\"Street\"]\n",
    "sm['Town'] = gm['Town']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OBJECTID\n",
       "109         Road\n",
       "971       Street\n",
       "994          NaN\n",
       "756         Road\n",
       "849         Road\n",
       "853         Road\n",
       "648         Road\n",
       "574         Lane\n",
       "88        Street\n",
       "833         Road\n",
       "805         Road\n",
       "23     Boulevard\n",
       "854         Road\n",
       "160          NaN\n",
       "457         Road\n",
       "984         Road\n",
       "561       Avenue\n",
       "606       Avenue\n",
       "607       Avenue\n",
       "816       Avenue\n",
       "860        Trail\n",
       "569        Drive\n",
       "855         Road\n",
       "352         Road\n",
       "425         Road\n",
       "477       Avenue\n",
       "731        Drive\n",
       "827         Road\n",
       "604         Road\n",
       "605         Road\n",
       "770         Road\n",
       "817         Road\n",
       "509       Street\n",
       "577       Street\n",
       "892        Drive\n",
       "549         Road\n",
       "560         Road\n",
       "701          Way\n",
       "886         Road\n",
       "871         Road\n",
       "Name: Street_Type, dtype: object"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm[\"Street_Type\"].head(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Street       13\n",
       "Avenue       10\n",
       "Road          9\n",
       "Boulevard     1\n",
       "Parkway       1\n",
       "Drive         1\n",
       "Name: Street_Type, dtype: int64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sm[\"Street_Type\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def replace_boolean_values(series=pd.Series):\n",
    "    \"\"\"\n",
    "    A convenience DRY method to accommodate the needs of Google Sheets/JavaScript. \n",
    "    \"\"\"\n",
    "    series = series.replace(False, \"\"\"'no'\"\"\")\n",
    "    series = series.replace(True, \"\"\"'yes'\"\"\")\n",
    "    return series\n",
    "\n",
    "def replace_binary_values(series=pd.Series):\n",
    "    \"\"\"\n",
    "    A convenience DRY method to accommodate the needs of Google Sheets/JavaScript. \n",
    "    \"\"\"\n",
    "    series = series.replace(0, \"\"\"'no'\"\"\")\n",
    "    series = series.replace(1, \"\"\"'yes'\"\"\")\n",
    "    return series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def calc_hiking(df):\n",
    "    \"\"\"GitHub Issue #10: If 'Trails' or 'Walking Path' == 1, 'Hiking' = Y\n",
    "    Boolean converted to Y/N for GoogleSheets/Javascript purposes.\"\"\"\n",
    "    df[\"Hiking\"] = df[[\"Trails\",\"Walking Path\"]] == 1\n",
    "    df[\"Hiking\"] = replace_boolean_values(df[\"Hiking\"])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def calc_biking(df):\n",
    "    \"\"\"\n",
    "    GitHub Issue #11 per @theryankelly:\n",
    "        Current Flag for Running (calc_running method above) Includes 1 or > from field: \"Bike Path\"\n",
    "\n",
    "    Interesting problem because it's yes if either: \n",
    "        1) a calculated field/column contains 'yes'\n",
    "        2) a base column contains 1.\n",
    "\n",
    "    Easiest answer is to convert/replace 1/0 for 'yes'/'no' for Bike Path. Added DRY method up top. \n",
    "\n",
    "    \"\"\"\n",
    "    df[\"Bike Path\"] = replace_binary_values(df[\"Bike Path\"])\n",
    "    df[\"Biking\"] = df[[\"Bike Path\",\"Running\"]].str.contains('yes')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def calc_running(df):\n",
    "    \"\"\"\n",
    "    If 'Track' or Walking Path' == 1, Running = Y Issue #9\n",
    "    From @theryankelly in: \n",
    "\n",
    "    Current Flag for Running Includes 1 or > from fields:\n",
    "    \"Walking Path\"\n",
    "    \"Track\"\n",
    "    \"Bike Path\"\n",
    "    \"Trails\"\n",
    "\n",
    "    May need to create a running path column beforehand that selects out the walking paths and trails suitable for running. Currently, Cliff Walk (a walking path flag) is but should not be a running path.\n",
    "\n",
    "    \"\"\"\n",
    "    df[\"Running\"] = df[[\"Walking Path\", \"Track\", \"Bike Path\", \"Trails\"]] == 1\n",
    "    df[\"Running\"] = replace_boolean_values(df[\"Running\"])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Wrong number of items passed 4, placement implies 1",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   1944\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1945\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1946\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas\\index.c:4154)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas\\index.c:4018)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\hashtable.pyx\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas\\hashtable.c:12368)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\hashtable.pyx\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas\\hashtable.c:12322)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'Running'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mset\u001b[1;34m(self, item, value, check)\u001b[0m\n\u001b[0;32m   3414\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3415\u001b[1;33m             \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3416\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   1946\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1947\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1948\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas\\index.c:4154)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\index.pyx\u001b[0m in \u001b[0;36mpandas.index.IndexEngine.get_loc (pandas\\index.c:4018)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\hashtable.pyx\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas\\hashtable.c:12368)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\hashtable.pyx\u001b[0m in \u001b[0;36mpandas.hashtable.PyObjectHashTable.get_item (pandas\\hashtable.c:12322)\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'Running'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-106-0bc525404f00>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mcalc_running\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-105-611da1982421>\u001b[0m in \u001b[0;36mcalc_running\u001b[1;34m(df)\u001b[0m\n\u001b[0;32m     13\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     14\u001b[0m     \"\"\"\n\u001b[1;32m---> 15\u001b[1;33m     \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Running\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Walking Path\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Track\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Bike Path\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"Trails\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     16\u001b[0m     \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Running\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mreplace_boolean_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Running\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     17\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__setitem__\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m   2355\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2356\u001b[0m             \u001b[1;31m# set column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2357\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_item\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2358\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2359\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_setitem_slice\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_set_item\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m   2422\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_ensure_valid_index\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2423\u001b[0m         \u001b[0mvalue\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sanitize_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2424\u001b[1;33m         \u001b[0mNDFrame\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_set_item\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2425\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2426\u001b[0m         \u001b[1;31m# check if we are modifying a copy\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_set_item\u001b[1;34m(self, key, value)\u001b[0m\n\u001b[0;32m   1462\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1463\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_set_item\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1464\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1465\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_clear_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1466\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mset\u001b[1;34m(self, item, value, check)\u001b[0m\n\u001b[0;32m   3416\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3417\u001b[0m             \u001b[1;31m# This item wasn't present, just insert at end\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3418\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minsert\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3419\u001b[0m             \u001b[1;32mreturn\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3420\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36minsert\u001b[1;34m(self, loc, item, value, allow_duplicates)\u001b[0m\n\u001b[0;32m   3517\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3518\u001b[0m         block = make_block(values=value, ndim=self.ndim,\n\u001b[1;32m-> 3519\u001b[1;33m                            placement=slice(loc, loc + 1))\n\u001b[0m\u001b[0;32m   3520\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3521\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mblkno\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcount\u001b[0m \u001b[1;32min\u001b[0m \u001b[0m_fast_count_smallints\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_blknos\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mmake_block\u001b[1;34m(values, placement, klass, ndim, dtype, fastpath)\u001b[0m\n\u001b[0;32m   2516\u001b[0m                      placement=placement, dtype=dtype)\n\u001b[0;32m   2517\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2518\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mklass\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mndim\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mndim\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfastpath\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mfastpath\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mplacement\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mplacement\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2519\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2520\u001b[0m \u001b[1;31m# TODO: flexible with index=None and/or items=None\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, values, placement, ndim, fastpath)\u001b[0m\n\u001b[0;32m     88\u001b[0m             raise ValueError('Wrong number of items passed %d, placement '\n\u001b[0;32m     89\u001b[0m                              'implies %d' % (len(self.values),\n\u001b[1;32m---> 90\u001b[1;33m                                              len(self.mgr_locs)))\n\u001b[0m\u001b[0;32m     91\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     92\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Wrong number of items passed 4, placement implies 1"
     ]
    }
   ],
   "source": [
    "calc_running(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df[\"Running\"] = df[\"Walking Path\"].combine_first(df[\"Track\"] == 1)\n",
    "df[\"Running\"] = df[\"Running\"].combine_first(df[\"Bike Path\"] == 1)\n",
    "df[\"Running\"] = df[\"Running\"].combine_first(df[\"Trails\"] == 1)\n",
    "df[\"Running\"] = replace_boolean_values(df[\"Running\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df[\"Bike Path\"] = replace_binary_values(df[\"Bike Path\"])\n",
    "df[\"Biking\"] = df[\"Running\"].combine_first(df[\"Bike Path\"].str.contains('yes'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'no'     911\n",
       "'yes'     80\n",
       "Name: Biking, dtype: int64"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Biking\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del df[\"Running\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OBJECTID\n",
       "121     'yes'\n",
       "202     'yes'\n",
       "234     'yes'\n",
       "238     'yes'\n",
       "624     'yes'\n",
       "666     'yes'\n",
       "709     'yes'\n",
       "750     'yes'\n",
       "754     'yes'\n",
       "929     'yes'\n",
       "969     'yes'\n",
       "971     'yes'\n",
       "972     'yes'\n",
       "973     'yes'\n",
       "974     'yes'\n",
       "975     'yes'\n",
       "976     'yes'\n",
       "977     'yes'\n",
       "978     'yes'\n",
       "979     'yes'\n",
       "980     'yes'\n",
       "981     'yes'\n",
       "982     'yes'\n",
       "983     'yes'\n",
       "984     'yes'\n",
       "985     'yes'\n",
       "986     'yes'\n",
       "987     'yes'\n",
       "988     'yes'\n",
       "989     'yes'\n",
       "        ...  \n",
       "952      'no'\n",
       "953      'no'\n",
       "954      'no'\n",
       "955      'no'\n",
       "956      'no'\n",
       "957      'no'\n",
       "958      'no'\n",
       "959      'no'\n",
       "960      'no'\n",
       "961      'no'\n",
       "962      'no'\n",
       "963      'no'\n",
       "964      'no'\n",
       "965      'no'\n",
       "966      'no'\n",
       "967      'no'\n",
       "968      'no'\n",
       "970      'no'\n",
       "997      'no'\n",
       "998      'no'\n",
       "999      'no'\n",
       "1000     'no'\n",
       "1001     'no'\n",
       "1002    'yes'\n",
       "1003     'no'\n",
       "1006     'no'\n",
       "1007     'no'\n",
       "1008     'no'\n",
       "1009     'no'\n",
       "1010     'no'\n",
       "Name: Running, dtype: object"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Running\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Running</th>\n",
       "      <th>Walking Path</th>\n",
       "      <th>Track</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OBJECTID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>1</td>\n",
       "      <td>1</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>952</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>991 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Running  Walking Path  Track\n",
       "OBJECTID                              \n",
       "121             1             1      0\n",
       "202             1             1      0\n",
       "234             1             1      0\n",
       "238             1             1      0\n",
       "624             1             1      0\n",
       "666             1             1      0\n",
       "709             1             1      1\n",
       "750             1             1      0\n",
       "754             1             1      0\n",
       "929             1             1      0\n",
       "969             1             1      0\n",
       "971             1             1      0\n",
       "972             1             1      0\n",
       "973             1             1      0\n",
       "974             1             1      0\n",
       "975             1             1      0\n",
       "976             1             1      0\n",
       "977             1             1      0\n",
       "978             1             1      0\n",
       "979             1             1      0\n",
       "980             1             1      0\n",
       "981             1             1      0\n",
       "982             1             1      0\n",
       "983             1             1      0\n",
       "984             1             1      0\n",
       "985             1             1      0\n",
       "986             1             1      0\n",
       "987             1             1      0\n",
       "988             1             1      0\n",
       "989             1             1      0\n",
       "...           ...           ...    ...\n",
       "952             0             0      0\n",
       "953             0             0      0\n",
       "954             0             0      0\n",
       "955             0             0      0\n",
       "956             0             0      0\n",
       "957             0             0      0\n",
       "958             0             0      0\n",
       "959             0             0      0\n",
       "960             0             0      0\n",
       "961             0             0      0\n",
       "962             0             0      0\n",
       "963             0             0      0\n",
       "964             0             0      0\n",
       "965             0             0      0\n",
       "966             0             0      0\n",
       "967             0             0      0\n",
       "968             0             0      0\n",
       "970             0             0      0\n",
       "997             0             0      0\n",
       "998             0             0      0\n",
       "999             0             0      0\n",
       "1000            0             0      0\n",
       "1001            0             0      0\n",
       "1002            1             1      0\n",
       "1003            0             0      0\n",
       "1006            0             0      0\n",
       "1007            0             0      0\n",
       "1008            0             0      0\n",
       "1009            0             0      0\n",
       "1010            0             0      0\n",
       "\n",
       "[991 rows x 3 columns]"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[[\"Running\",\"Walking Path\",\"Track\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['Running'] not in index\"",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-102-787d27a56c50>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mcalc_biking\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m<ipython-input-101-cb59a29f7f14>\u001b[0m in \u001b[0;36mcalc_biking\u001b[1;34m(df)\u001b[0m\n\u001b[0;32m     12\u001b[0m     \"\"\"\n\u001b[0;32m     13\u001b[0m     \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Bike Path\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mreplace_binary_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Bike Path\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 14\u001b[1;33m     \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Biking\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Bike Path\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Running\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'yes'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     15\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1989\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1990\u001b[0m             \u001b[1;31m# either boolean or fancy integer index\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1991\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_array\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1992\u001b[0m         \u001b[1;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1993\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_frame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_array\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2033\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2034\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2035\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mix\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_convert_to_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2036\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mconvert\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2037\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_convert_to_indexer\u001b[1;34m(self, obj, axis, is_setter)\u001b[0m\n\u001b[0;32m   1212\u001b[0m                 \u001b[0mmask\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcheck\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1213\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1214\u001b[1;33m                     \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'%s not in index'\u001b[0m \u001b[1;33m%\u001b[0m \u001b[0mobjarr\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mmask\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1215\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1216\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0m_values_from_object\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: \"['Running'] not in index\""
     ]
    }
   ],
   "source": [
    "calc_biking(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'no'     899\n",
       "'yes'     92\n",
       "Name: Hiking, dtype: int64"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Hiking\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Street       13\n",
       "Avenue       10\n",
       "Road          9\n",
       "Boulevard     1\n",
       "Parkway       1\n",
       "Drive         1\n",
       "Name: Street_Type, dtype: int64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sm[\"Street_Type\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Road         175\n",
       "Street        53\n",
       "Avenue        49\n",
       "Drive         15\n",
       "Trail         11\n",
       "Way            9\n",
       "Boulevard      7\n",
       "Lane           7\n",
       "Highway        5\n",
       "Parkway        4\n",
       "Bikeway        3\n",
       "Hwy            1\n",
       "Court          1\n",
       "Avenue         1\n",
       "Ave            1\n",
       "Pike           1\n",
       "Alley          1\n",
       "Plaza          1\n",
       "Circle         1\n",
       "Name: Street_Type, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm[\"Street_Type\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "merge_test = pd.merge(sm,gm,how='outer',left_on=\"OBJECTID\",right_on=\"OBJECTID\", suffixes=(\"_scorp\",\"_projo\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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