natParksETL.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dependencies and setup\n",
    "import numpy as np\n",
    "import os\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Python SQL toolkit and Object Relational Mapper\n",
    "import sqlalchemy\n",
    "from sqlalchemy.ext.automap import automap_base\n",
    "from sqlalchemy.ext.declarative import declarative_base\n",
    "from sqlalchemy.orm import Session\n",
    "from sqlalchemy import create_engine, inspect, func, desc, Column, Integer, String, Float\n",
    "# from admin import (user, password, host, port, database)\n",
    "\n",
    "# from TAconfig import (user, password, host, port, database)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "# Extract"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "### A. &nbsp;National Parks (from JSON)\n",
    "- National Parks with correct lat/lng coordinates.\n",
    "- Incomplete dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/natParks.json is 0.14 megabytes (MB).\n",
      "More info here:\n",
      "https://github.com/learn-chef/national-parks-java/blob/master/national-parks.json\n"
     ]
    }
   ],
   "source": [
    "# Data source URL and variable\n",
    "aURL = \"https://github.com/learn-chef/national-parks-java/blob/master/national-parks.json\"\n",
    "aFilePath = \"data/natParks.json\"\n",
    "print(f\"{aFilePath} is {round(os.path.getsize(aFilePath)/1024/1024, 2)} megabytes (MB).\\nMore info here:\\n{aURL}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Location Number</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Zip Code</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>Fax Number</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>2995 Lincoln Farm Road</td>\n",
       "      <td>Hodgenville</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42748</td>\n",
       "      <td>(270) 358-3137</td>\n",
       "      <td>(270) 358-3874</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>{'coordinates': [-85.7340637, 37.535671], 'typ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>P.O. Box 177</td>\n",
       "      <td>Bar Harbor</td>\n",
       "      <td>ME</td>\n",
       "      <td>4609</td>\n",
       "      <td>(207) 288-3338</td>\n",
       "      <td>(207) 288-8813</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>{'coordinates': [-68.2733346, 44.3385559], 'ty...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>135 Adams Street</td>\n",
       "      <td>Quincy</td>\n",
       "      <td>MA</td>\n",
       "      <td>2169</td>\n",
       "      <td>(617) 770-1175</td>\n",
       "      <td>(617) 472-7562</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>{'coordinates': [-71.011167, 42.256412], 'type...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>290 Broadway, 1st Floor</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10007</td>\n",
       "      <td>(212) 637-2019</td>\n",
       "      <td>(212) 227-2026</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>{'coordinates': [-74.0053687, 40.7150514], 'ty...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>alka</td>\n",
       "      <td>Ala Kahakai National Historic Trail</td>\n",
       "      <td>73-4786 Kanalani Street, #14</td>\n",
       "      <td>Kailua-Kona</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>96740</td>\n",
       "      <td>0</td>\n",
       "      <td>(808) 329-2597</td>\n",
       "      <td>19.689206</td>\n",
       "      <td>-156.021329</td>\n",
       "      <td>{'coordinates': [-156.021329, 19.689206], 'typ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Location Number                                      Location Name  \\\n",
       "0            ABLI  Abraham Lincoln Birthplace National Historical...   \n",
       "1            ACAD                               Acadia National Park   \n",
       "2            ADAM                     Adams National Historical Park   \n",
       "3            AFBG            African Burial Ground National Monument   \n",
       "4            alka                Ala Kahakai National Historic Trail   \n",
       "\n",
       "                        Address         City     State Zip Code  \\\n",
       "0        2995 Lincoln Farm Road  Hodgenville  Kentucky    42748   \n",
       "1                  P.O. Box 177   Bar Harbor        ME     4609   \n",
       "2              135 Adams Street       Quincy        MA     2169   \n",
       "3       290 Broadway, 1st Floor     New York        NY    10007   \n",
       "4  73-4786 Kanalani Street, #14  Kailua-Kona    Hawaii    96740   \n",
       "\n",
       "     Phone Number      Fax Number   Latitude   Longitude  \\\n",
       "0  (270) 358-3137  (270) 358-3874  37.535671  -85.734064   \n",
       "1  (207) 288-3338  (207) 288-8813  44.338556  -68.273335   \n",
       "2  (617) 770-1175  (617) 472-7562  42.256412  -71.011167   \n",
       "3  (212) 637-2019  (212) 227-2026  40.715051  -74.005369   \n",
       "4               0  (808) 329-2597  19.689206 -156.021329   \n",
       "\n",
       "                                            Location  \n",
       "0  {'coordinates': [-85.7340637, 37.535671], 'typ...  \n",
       "1  {'coordinates': [-68.2733346, 44.3385559], 'ty...  \n",
       "2  {'coordinates': [-71.011167, 42.256412], 'type...  \n",
       "3  {'coordinates': [-74.0053687, 40.7150514], 'ty...  \n",
       "4  {'coordinates': [-156.021329, 19.689206], 'typ...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read JSON file into DataFrame\n",
    "a_df = pd.read_json(aFilePath)\n",
    "a_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### B. &nbsp;National Parks (from CSV)\n",
    "- All National Parks.\n",
    "- Complete dataset of National Park names, but missing 102 lat/lng coordinates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/natParks.csv is 0.12 megabytes (MB).\n",
      "More info here:\n",
      "https://public-nps.opendata.arcgis.com/datasets/nps-boundary-1/data?geometry=79.963%2C-20.479%2C-104.959%2C70.899\n"
     ]
    }
   ],
   "source": [
    "# Data source URL and variable\n",
    "bURL = \"https://public-nps.opendata.arcgis.com/datasets/nps-boundary-1/data?geometry=79.963%2C-20.479%2C-104.959%2C70.899\"\n",
    "bFilePath = \"data/natParks.csv\"\n",
    "print(f\"{bFilePath} is {round(os.path.getsize(bFilePath)/1024/1024, 2)} megabytes (MB).\\nMore info here:\\n{bURL}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>UNIT_CODE</th>\n",
       "      <th>UNIT_NAME</th>\n",
       "      <th>DATE_EDIT</th>\n",
       "      <th>STATE</th>\n",
       "      <th>REGION</th>\n",
       "      <th>GNIS_ID</th>\n",
       "      <th>UNIT_TYPE</th>\n",
       "      <th>CREATED_BY</th>\n",
       "      <th>PARKNAME</th>\n",
       "      <th>CreationDate</th>\n",
       "      <th>Creator</th>\n",
       "      <th>EditDate</th>\n",
       "      <th>Editor</th>\n",
       "      <th>GlobalID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.622192e+07</td>\n",
       "      <td>1.713993e+06</td>\n",
       "      <td>1</td>\n",
       "      <td>AMME</td>\n",
       "      <td>American Memorial Park</td>\n",
       "      <td>2015/04/22 00:00:00+00</td>\n",
       "      <td>MP</td>\n",
       "      <td>PW</td>\n",
       "      <td>1879026</td>\n",
       "      <td>Park</td>\n",
       "      <td>Lands</td>\n",
       "      <td>American Memorial Park</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>1e6ff4df-da40-448f-8eb7-c558c62b7547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.365754e+07</td>\n",
       "      <td>6.142537e+06</td>\n",
       "      <td>2</td>\n",
       "      <td>EBLA</td>\n",
       "      <td>Ebey's Landing National Historical Reserve</td>\n",
       "      <td>2015/04/22 00:00:00+00</td>\n",
       "      <td>WA</td>\n",
       "      <td>PW</td>\n",
       "      <td>1888910</td>\n",
       "      <td>National Historical Reserve</td>\n",
       "      <td>Lands</td>\n",
       "      <td>Ebey's Landing</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>3d9b000d-5d60-42d6-956e-e4bbc04112af</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.321531e+07</td>\n",
       "      <td>6.092168e+06</td>\n",
       "      <td>3</td>\n",
       "      <td>LARO</td>\n",
       "      <td>Lake Roosevelt National Recreation Area</td>\n",
       "      <td>2015/04/22 00:00:00+00</td>\n",
       "      <td>WA</td>\n",
       "      <td>PW</td>\n",
       "      <td>1531834</td>\n",
       "      <td>National Recreation Area</td>\n",
       "      <td>Lands</td>\n",
       "      <td>Lake Roosevelt</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>a320704c-2371-4749-a569-0ebc6824f49e</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.376115e+07</td>\n",
       "      <td>6.072851e+06</td>\n",
       "      <td>4</td>\n",
       "      <td>OLYM</td>\n",
       "      <td>Olympic National Park</td>\n",
       "      <td>2015/04/22 00:00:00+00</td>\n",
       "      <td>WA</td>\n",
       "      <td>PW</td>\n",
       "      <td>1530459</td>\n",
       "      <td>National Park</td>\n",
       "      <td>Lands</td>\n",
       "      <td>Olympic</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>f7b33667-0391-4703-95a7-e0f03a240bf8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-7.596900e+06</td>\n",
       "      <td>5.519885e+06</td>\n",
       "      <td>6</td>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>2013/12/18 00:00:00+00</td>\n",
       "      <td>ME</td>\n",
       "      <td>NE</td>\n",
       "      <td>578853</td>\n",
       "      <td>National Park</td>\n",
       "      <td>Lands</td>\n",
       "      <td>Acadia</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/01/09 22:13:23.903+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>258ec5bf-b326-48aa-aaa4-5eaeb83e58a9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              X             Y  OBJECTID UNIT_CODE  \\\n",
       "0  1.622192e+07  1.713993e+06         1      AMME   \n",
       "1 -1.365754e+07  6.142537e+06         2      EBLA   \n",
       "2 -1.321531e+07  6.092168e+06         3      LARO   \n",
       "3 -1.376115e+07  6.072851e+06         4      OLYM   \n",
       "4 -7.596900e+06  5.519885e+06         6      ACAD   \n",
       "\n",
       "                                    UNIT_NAME               DATE_EDIT STATE  \\\n",
       "0                      American Memorial Park  2015/04/22 00:00:00+00    MP   \n",
       "1  Ebey's Landing National Historical Reserve  2015/04/22 00:00:00+00    WA   \n",
       "2     Lake Roosevelt National Recreation Area  2015/04/22 00:00:00+00    WA   \n",
       "3                       Olympic National Park  2015/04/22 00:00:00+00    WA   \n",
       "4                        Acadia National Park  2013/12/18 00:00:00+00    ME   \n",
       "\n",
       "  REGION  GNIS_ID                    UNIT_TYPE CREATED_BY  \\\n",
       "0     PW  1879026                         Park      Lands   \n",
       "1     PW  1888910  National Historical Reserve      Lands   \n",
       "2     PW  1531834     National Recreation Area      Lands   \n",
       "3     PW  1530459                National Park      Lands   \n",
       "4     NE   578853                National Park      Lands   \n",
       "\n",
       "                 PARKNAME                CreationDate               Creator  \\\n",
       "0  American Memorial Park  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "1          Ebey's Landing  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "2          Lake Roosevelt  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "3                 Olympic  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "4                  Acadia  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "\n",
       "                     EditDate                Editor  \\\n",
       "0  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "1  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "2  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "3  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "4  2020/01/09 22:13:23.903+00  SCarlton@nps.gov_nps   \n",
       "\n",
       "                               GlobalID  \n",
       "0  1e6ff4df-da40-448f-8eb7-c558c62b7547  \n",
       "1  3d9b000d-5d60-42d6-956e-e4bbc04112af  \n",
       "2  a320704c-2371-4749-a569-0ebc6824f49e  \n",
       "3  f7b33667-0391-4703-95a7-e0f03a240bf8  \n",
       "4  258ec5bf-b326-48aa-aaa4-5eaeb83e58a9  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read CSV file into DataFrame\n",
    "bRaw_df = pd.read_csv(bFilePath)\n",
    "bRaw_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### C. &nbsp;National Parks with Size/Area (from CSV)\n",
    "- All National Parks; complete dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/natParksArea.csv is 0.17 megabytes (MB).\n",
      "More info here:\n",
      "https://public-nps.opendata.arcgis.com/datasets/nps-boundary-1/data?geometry=79.963%2C-20.479%2C-104.959%2C70.899\n"
     ]
    }
   ],
   "source": [
    "# Data source URL and variable\n",
    "cURL = \"https://public-nps.opendata.arcgis.com/datasets/nps-boundary-1/data?geometry=79.963%2C-20.479%2C-104.959%2C70.899\"\n",
    "cFilePath = \"data/natParksArea.csv\"\n",
    "print(f\"{cFilePath} is {round(os.path.getsize(cFilePath)/1024/1024, 2)} megabytes (MB).\\nMore info here:\\n{cURL}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>UNIT_CODE</th>\n",
       "      <th>GIS_Notes</th>\n",
       "      <th>UNIT_NAME</th>\n",
       "      <th>DATE_EDIT</th>\n",
       "      <th>STATE</th>\n",
       "      <th>REGION</th>\n",
       "      <th>GNIS_ID</th>\n",
       "      <th>UNIT_TYPE</th>\n",
       "      <th>CREATED_BY</th>\n",
       "      <th>METADATA</th>\n",
       "      <th>PARKNAME</th>\n",
       "      <th>CreationDate</th>\n",
       "      <th>Creator</th>\n",
       "      <th>EditDate</th>\n",
       "      <th>Editor</th>\n",
       "      <th>Shape__Area</th>\n",
       "      <th>Shape__Length</th>\n",
       "      <th>Shape__Acreage</th>\n",
       "      <th>GlobalID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40</td>\n",
       "      <td>ABLI</td>\n",
       "      <td>Lands - http://landsnet.nps.gov/tractsnet/docu...</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>2007/10/03 00:00:00+00</td>\n",
       "      <td>KY</td>\n",
       "      <td>SE</td>\n",
       "      <td>496556</td>\n",
       "      <td>National Historical Park</td>\n",
       "      <td>Lands</td>\n",
       "      <td>https://irma.nps.gov/DataStore/Reference/Profi...</td>\n",
       "      <td>Abraham Lincoln Birthplace</td>\n",
       "      <td>2020/01/09 22:16:03.201+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/06/04 09:11:17.649+00</td>\n",
       "      <td>RJohnson@nps.gov_nps</td>\n",
       "      <td>2.186841e+06</td>\n",
       "      <td>12580.539080</td>\n",
       "      <td>338.751431</td>\n",
       "      <td>7aae8653-804b-4515-98aa-1957cee07dc9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>397</td>\n",
       "      <td>ACAD</td>\n",
       "      <td>PRELIMINARY - Data has not completed the entir...</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>2013/12/18 00:00:00+00</td>\n",
       "      <td>ME</td>\n",
       "      <td>NE</td>\n",
       "      <td>578853</td>\n",
       "      <td>National Park</td>\n",
       "      <td>Lands</td>\n",
       "      <td>Preliminary data. Contact the Land Resources P...</td>\n",
       "      <td>Acadia</td>\n",
       "      <td>2020/01/09 22:16:03.201+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/01/09 22:16:03.201+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2.747793e+08</td>\n",
       "      <td>541137.314900</td>\n",
       "      <td>34766.279070</td>\n",
       "      <td>d211300a-d239-4a8a-926f-98fc4ed8425d</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>66</td>\n",
       "      <td>ADAM</td>\n",
       "      <td>Lands - http://landsnet.nps.gov/tractsnet/docu...</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>2009/06/05 00:00:00+00</td>\n",
       "      <td>MA</td>\n",
       "      <td>NE</td>\n",
       "      <td>1888899</td>\n",
       "      <td>National Historical Park</td>\n",
       "      <td>Lands</td>\n",
       "      <td>https://irma.nps.gov/DataStore/Reference/Profi...</td>\n",
       "      <td>Adams</td>\n",
       "      <td>2020/01/09 22:16:03.201+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/06/04 09:14:38.249+00</td>\n",
       "      <td>RJohnson@nps.gov_nps</td>\n",
       "      <td>1.007998e+05</td>\n",
       "      <td>2163.814646</td>\n",
       "      <td>13.636510</td>\n",
       "      <td>c710a3f8-c12a-4d81-8449-4adae2e4d513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>53</td>\n",
       "      <td>AFBG</td>\n",
       "      <td>Lands - http://landsnet.nps.gov/tractsnet/docu...</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>2008/08/19 00:00:00+00</td>\n",
       "      <td>NY</td>\n",
       "      <td>NE</td>\n",
       "      <td>2060434</td>\n",
       "      <td>National Monument</td>\n",
       "      <td>Lands</td>\n",
       "      <td>https://irma.nps.gov/DataStore/Reference/Profi...</td>\n",
       "      <td>African Burial Ground</td>\n",
       "      <td>2020/01/09 22:16:03.201+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/06/04 09:13:00.759+00</td>\n",
       "      <td>RJohnson@nps.gov_nps</td>\n",
       "      <td>2.425184e+03</td>\n",
       "      <td>202.497901</td>\n",
       "      <td>0.343945</td>\n",
       "      <td>b5684779-7189-4ce6-8d11-9fd551b4ed23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>150</td>\n",
       "      <td>AGFO</td>\n",
       "      <td>Lands - http://landsnet.nps.gov/tractsnet/docu...</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>2012/11/27 00:00:00+00</td>\n",
       "      <td>NE</td>\n",
       "      <td>MW</td>\n",
       "      <td>826917</td>\n",
       "      <td>National Monument</td>\n",
       "      <td>Lands</td>\n",
       "      <td>https://irma.nps.gov/DataStore/Reference/Profi...</td>\n",
       "      <td>Agate Fossil Beds</td>\n",
       "      <td>2020/01/09 22:16:03.201+00</td>\n",
       "      <td>SCarlton@nps.gov_nps</td>\n",
       "      <td>2020/06/04 09:24:38.035+00</td>\n",
       "      <td>RJohnson@nps.gov_nps</td>\n",
       "      <td>2.262804e+07</td>\n",
       "      <td>35522.309650</td>\n",
       "      <td>3045.134062</td>\n",
       "      <td>096cb4f6-1fea-428c-8bc8-0384f6e80e66</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID UNIT_CODE                                          GIS_Notes  \\\n",
       "0        40      ABLI  Lands - http://landsnet.nps.gov/tractsnet/docu...   \n",
       "1       397      ACAD  PRELIMINARY - Data has not completed the entir...   \n",
       "2        66      ADAM  Lands - http://landsnet.nps.gov/tractsnet/docu...   \n",
       "3        53      AFBG  Lands - http://landsnet.nps.gov/tractsnet/docu...   \n",
       "4       150      AGFO  Lands - http://landsnet.nps.gov/tractsnet/docu...   \n",
       "\n",
       "                                           UNIT_NAME               DATE_EDIT  \\\n",
       "0  Abraham Lincoln Birthplace National Historical...  2007/10/03 00:00:00+00   \n",
       "1                               Acadia National Park  2013/12/18 00:00:00+00   \n",
       "2                     Adams National Historical Park  2009/06/05 00:00:00+00   \n",
       "3            African Burial Ground National Monument  2008/08/19 00:00:00+00   \n",
       "4                Agate Fossil Beds National Monument  2012/11/27 00:00:00+00   \n",
       "\n",
       "  STATE REGION  GNIS_ID                 UNIT_TYPE CREATED_BY  \\\n",
       "0    KY     SE   496556  National Historical Park      Lands   \n",
       "1    ME     NE   578853             National Park      Lands   \n",
       "2    MA     NE  1888899  National Historical Park      Lands   \n",
       "3    NY     NE  2060434         National Monument      Lands   \n",
       "4    NE     MW   826917         National Monument      Lands   \n",
       "\n",
       "                                            METADATA  \\\n",
       "0  https://irma.nps.gov/DataStore/Reference/Profi...   \n",
       "1  Preliminary data. Contact the Land Resources P...   \n",
       "2  https://irma.nps.gov/DataStore/Reference/Profi...   \n",
       "3  https://irma.nps.gov/DataStore/Reference/Profi...   \n",
       "4  https://irma.nps.gov/DataStore/Reference/Profi...   \n",
       "\n",
       "                     PARKNAME                CreationDate  \\\n",
       "0  Abraham Lincoln Birthplace  2020/01/09 22:16:03.201+00   \n",
       "1                      Acadia  2020/01/09 22:16:03.201+00   \n",
       "2                       Adams  2020/01/09 22:16:03.201+00   \n",
       "3       African Burial Ground  2020/01/09 22:16:03.201+00   \n",
       "4           Agate Fossil Beds  2020/01/09 22:16:03.201+00   \n",
       "\n",
       "                Creator                    EditDate                Editor  \\\n",
       "0  SCarlton@nps.gov_nps  2020/06/04 09:11:17.649+00  RJohnson@nps.gov_nps   \n",
       "1  SCarlton@nps.gov_nps  2020/01/09 22:16:03.201+00  SCarlton@nps.gov_nps   \n",
       "2  SCarlton@nps.gov_nps  2020/06/04 09:14:38.249+00  RJohnson@nps.gov_nps   \n",
       "3  SCarlton@nps.gov_nps  2020/06/04 09:13:00.759+00  RJohnson@nps.gov_nps   \n",
       "4  SCarlton@nps.gov_nps  2020/06/04 09:24:38.035+00  RJohnson@nps.gov_nps   \n",
       "\n",
       "    Shape__Area  Shape__Length  Shape__Acreage  \\\n",
       "0  2.186841e+06   12580.539080      338.751431   \n",
       "1  2.747793e+08  541137.314900    34766.279070   \n",
       "2  1.007998e+05    2163.814646       13.636510   \n",
       "3  2.425184e+03     202.497901        0.343945   \n",
       "4  2.262804e+07   35522.309650     3045.134062   \n",
       "\n",
       "                               GlobalID  \n",
       "0  7aae8653-804b-4515-98aa-1957cee07dc9  \n",
       "1  d211300a-d239-4a8a-926f-98fc4ed8425d  \n",
       "2  c710a3f8-c12a-4d81-8449-4adae2e4d513  \n",
       "3  b5684779-7189-4ce6-8d11-9fd551b4ed23  \n",
       "4  096cb4f6-1fea-428c-8bc8-0384f6e80e66  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read CSV file into DataFrame\n",
    "cRaw_df = pd.read_csv(cFilePath)\n",
    "cRaw_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Points of Interest\n",
    "- All Points of Interest within each National Park with lat/lng coordinates.\n",
    "- Complete dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/pointsInterest.csv is 14.31 megabytes (MB).\n",
      "More info here:\n",
      "https://public-nps.opendata.arcgis.com/datasets/nps-points-of-interest-pois-geographic-coordinate-system-1?geometry=79.973%2C-21.130%2C-104.949%2C70.669\n"
     ]
    }
   ],
   "source": [
    "# Data source URL and variable\n",
    "rawPointsURL = \"https://public-nps.opendata.arcgis.com/datasets/nps-points-of-interest-pois-geographic-coordinate-system-1?geometry=79.973%2C-21.130%2C-104.949%2C70.669\"\n",
    "rawPointsFilePath = \"data/pointsInterest.csv\"\n",
    "print(f\"{rawPointsFilePath} is {round(os.path.getsize(rawPointsFilePath)/1024/1024, 2)} megabytes (MB).\\nMore info here:\\n{rawPointsURL}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>POINAME</th>\n",
       "      <th>POIALTNAME</th>\n",
       "      <th>MAPLABEL</th>\n",
       "      <th>POITYPE</th>\n",
       "      <th>POISTATUS</th>\n",
       "      <th>PUBLICDISPLAY</th>\n",
       "      <th>DATAACCESS</th>\n",
       "      <th>...</th>\n",
       "      <th>OBSERVABLE</th>\n",
       "      <th>ISEXTANT</th>\n",
       "      <th>OPENTOPUBLIC</th>\n",
       "      <th>ALTLANGNAME</th>\n",
       "      <th>ALTLANG</th>\n",
       "      <th>SEASONAL</th>\n",
       "      <th>SEASDESC</th>\n",
       "      <th>MAINTAINER</th>\n",
       "      <th>NOTES</th>\n",
       "      <th>StagingTable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-155.793521</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>1</td>\n",
       "      <td>LB- KIOSK Picnic Shelter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public Map Display</td>\n",
       "      <td>Unrestricted</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>True</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>95870 LB- KIOSK Picnic Shelter</td>\n",
       "      <td>STAGING_AKR_POIS_ALL_20210423014442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-155.793085</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>2</td>\n",
       "      <td>LB- RR Outhouse for Picnic Area</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public Map Display</td>\n",
       "      <td>Unrestricted</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>True</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>95875 LB- RR Outhouse for Picnic Area</td>\n",
       "      <td>STAGING_AKR_POIS_ALL_20210423014442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-155.781954</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>3</td>\n",
       "      <td>BFT-RR Falls Trail Visitor Comfort Station (2003)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public Map Display</td>\n",
       "      <td>Unrestricted</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>True</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>86629 BFT-RR Falls Trail Visitor Comfort Stati...</td>\n",
       "      <td>STAGING_AKR_POIS_ALL_20210423014442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-94.705503</td>\n",
       "      <td>37.843484</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>Entrance / Exit</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public Map Display</td>\n",
       "      <td>Unrestricted</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>{\"building\": \"entrance\", \"nps:unit_code\": \"fosc\"}</td>\n",
       "      <td>STAGING_MWR_POIS_PLACES_20210423050155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-155.605117</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>5</td>\n",
       "      <td>VR-MCF/RR Margot Falls Comfort Station</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Public Map Display</td>\n",
       "      <td>Unrestricted</td>\n",
       "      <td>...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>True</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>90936 VR-MCF/RR Margot Falls Comfort Station</td>\n",
       "      <td>STAGING_AKR_POIS_ALL_20210423014442</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            X          Y  OBJECTID  \\\n",
       "0 -155.793521  58.546282         1   \n",
       "1 -155.793085  58.546349         2   \n",
       "2 -155.781954  58.550747         3   \n",
       "3  -94.705503  37.843484         4   \n",
       "4 -155.605117  58.441668         5   \n",
       "\n",
       "                                             POINAME POIALTNAME  \\\n",
       "0                           LB- KIOSK Picnic Shelter        NaN   \n",
       "1                    LB- RR Outhouse for Picnic Area        NaN   \n",
       "2  BFT-RR Falls Trail Visitor Comfort Station (2003)        NaN   \n",
       "3                                                NaN        NaN   \n",
       "4             VR-MCF/RR Margot Falls Comfort Station        NaN   \n",
       "\n",
       "                             MAPLABEL          POITYPE POISTATUS  \\\n",
       "0     Lake Brooks Picnic Area Shelter          Shelter       NaN   \n",
       "1    Lake Brooks Picnic Area Outhouse         Restroom       NaN   \n",
       "2  Brooks Falls Trail Comfort Station         Restroom       NaN   \n",
       "3                                      Entrance / Exit       NaN   \n",
       "4        Margot Falls Comfort Station         Restroom       NaN   \n",
       "\n",
       "        PUBLICDISPLAY    DATAACCESS  ... OBSERVABLE ISEXTANT OPENTOPUBLIC  \\\n",
       "0  Public Map Display  Unrestricted  ...    Unknown     True      Unknown   \n",
       "1  Public Map Display  Unrestricted  ...    Unknown     True      Unknown   \n",
       "2  Public Map Display  Unrestricted  ...    Unknown     True      Unknown   \n",
       "3  Public Map Display  Unrestricted  ...    Unknown  Unknown      Unknown   \n",
       "4  Public Map Display  Unrestricted  ...    Unknown     True      Unknown   \n",
       "\n",
       "  ALTLANGNAME ALTLANG SEASONAL SEASDESC MAINTAINER  \\\n",
       "0         NaN     NaN       No      NaN    Unknown   \n",
       "1         NaN     NaN       No      NaN    Unknown   \n",
       "2         NaN     NaN       No      NaN    Unknown   \n",
       "3         NaN     NaN  Unknown      NaN    Unknown   \n",
       "4         NaN     NaN       No      NaN    Unknown   \n",
       "\n",
       "                                               NOTES  \\\n",
       "0                     95870 LB- KIOSK Picnic Shelter   \n",
       "1              95875 LB- RR Outhouse for Picnic Area   \n",
       "2  86629 BFT-RR Falls Trail Visitor Comfort Stati...   \n",
       "3  {\"building\": \"entrance\", \"nps:unit_code\": \"fosc\"}   \n",
       "4       90936 VR-MCF/RR Margot Falls Comfort Station   \n",
       "\n",
       "                             StagingTable  \n",
       "0     STAGING_AKR_POIS_ALL_20210423014442  \n",
       "1     STAGING_AKR_POIS_ALL_20210423014442  \n",
       "2     STAGING_AKR_POIS_ALL_20210423014442  \n",
       "3  STAGING_MWR_POIS_PLACES_20210423050155  \n",
       "4     STAGING_AKR_POIS_ALL_20210423014442  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read CSV file into DataFrame\n",
    "rawPoints_df = pd.read_csv(rawPointsFilePath, low_memory = False)\n",
    "rawPoints_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Attendance/Visitors (Recreation Visits)\n",
    "- Dataset does not include attendance numbers for trails and other unstaffed National Park locations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/finalAttendance.csv is 0.05 megabytes (MB).\n",
      "More info here:\n",
      "https://irma.nps.gov/STATS/SSRSReports/National%20Reports/Annual%20Visitation%20By%20Park%20(1979%20-%20Last%20Calendar%20Year)\n"
     ]
    }
   ],
   "source": [
    "# Data source URL and variable\n",
    "attendanceURL = \"https://irma.nps.gov/STATS/SSRSReports/National%20Reports/Annual%20Visitation%20By%20Park%20(1979%20-%20Last%20Calendar%20Year)\"\n",
    "attendanceFilePath = \"data/finalAttendance.csv\"\n",
    "print(f\"{attendanceFilePath} is {round(os.path.getsize(attendanceFilePath)/1024/1024, 2)} megabytes (MB).\\nMore info here:\\n{attendanceURL}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Park Name</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace NHP</td>\n",
       "      <td>163,568</td>\n",
       "      <td>169,515</td>\n",
       "      <td>163,928</td>\n",
       "      <td>241,264</td>\n",
       "      <td>148,605</td>\n",
       "      <td>252,495</td>\n",
       "      <td>269,580</td>\n",
       "      <td>260,964</td>\n",
       "      <td>238,226</td>\n",
       "      <td>228,141</td>\n",
       "      <td>213,629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia NP</td>\n",
       "      <td>2,374,645</td>\n",
       "      <td>2,431,052</td>\n",
       "      <td>2,254,922</td>\n",
       "      <td>2,563,129</td>\n",
       "      <td>2,811,184</td>\n",
       "      <td>3,303,393</td>\n",
       "      <td>3,509,271</td>\n",
       "      <td>3,537,575</td>\n",
       "      <td>3,437,286</td>\n",
       "      <td>2,669,034</td>\n",
       "      <td>2,889,149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams NHP</td>\n",
       "      <td>219,975</td>\n",
       "      <td>336,031</td>\n",
       "      <td>285,501</td>\n",
       "      <td>178,468</td>\n",
       "      <td>183,632</td>\n",
       "      <td>199,301</td>\n",
       "      <td>255,562</td>\n",
       "      <td>121,007</td>\n",
       "      <td>187,400</td>\n",
       "      <td>6,937</td>\n",
       "      <td>197,381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground NM</td>\n",
       "      <td>108,585</td>\n",
       "      <td>77,624</td>\n",
       "      <td>93,234</td>\n",
       "      <td>54,861</td>\n",
       "      <td>56,348</td>\n",
       "      <td>46,526</td>\n",
       "      <td>43,182</td>\n",
       "      <td>45,035</td>\n",
       "      <td>47,427</td>\n",
       "      <td>7,908</td>\n",
       "      <td>58,073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds NM</td>\n",
       "      <td>11,617</td>\n",
       "      <td>11,824</td>\n",
       "      <td>10,504</td>\n",
       "      <td>12,440</td>\n",
       "      <td>13,264</td>\n",
       "      <td>15,555</td>\n",
       "      <td>32,038</td>\n",
       "      <td>16,238</td>\n",
       "      <td>16,657</td>\n",
       "      <td>8,722</td>\n",
       "      <td>14,886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                       Park Name       2011       2012       2013  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace NHP    163,568    169,515    163,928   \n",
       "1  ACAD                       Acadia NP  2,374,645  2,431,052  2,254,922   \n",
       "2  ADAM                       Adams NHP    219,975    336,031    285,501   \n",
       "3  AFBG        African Burial Ground NM    108,585     77,624     93,234   \n",
       "4  AGFO            Agate Fossil Beds NM     11,617     11,824     10,504   \n",
       "\n",
       "        2014       2015       2016       2017       2018       2019  \\\n",
       "0    241,264    148,605    252,495    269,580    260,964    238,226   \n",
       "1  2,563,129  2,811,184  3,303,393  3,509,271  3,537,575  3,437,286   \n",
       "2    178,468    183,632    199,301    255,562    121,007    187,400   \n",
       "3     54,861     56,348     46,526     43,182     45,035     47,427   \n",
       "4     12,440     13,264     15,555     32,038     16,238     16,657   \n",
       "\n",
       "        2020    Average  \n",
       "0    228,141    213,629  \n",
       "1  2,669,034  2,889,149  \n",
       "2      6,937    197,381  \n",
       "3      7,908     58,073  \n",
       "4      8,722     14,886  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read CSV file into DataFrame\n",
    "attendance_df = pd.read_csv(attendanceFilePath)\n",
    "attendance_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transform"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A. &nbsp;National Parks (from JSON)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Location Number</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Address</th>\n",
       "      <th>City</th>\n",
       "      <th>State</th>\n",
       "      <th>Zip Code</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>Fax Number</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>2995 Lincoln Farm Road</td>\n",
       "      <td>Hodgenville</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>42748</td>\n",
       "      <td>(270) 358-3137</td>\n",
       "      <td>(270) 358-3874</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>{'coordinates': [-85.7340637, 37.535671], 'typ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>P.O. Box 177</td>\n",
       "      <td>Bar Harbor</td>\n",
       "      <td>ME</td>\n",
       "      <td>4609</td>\n",
       "      <td>(207) 288-3338</td>\n",
       "      <td>(207) 288-8813</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>{'coordinates': [-68.2733346, 44.3385559], 'ty...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>135 Adams Street</td>\n",
       "      <td>Quincy</td>\n",
       "      <td>MA</td>\n",
       "      <td>2169</td>\n",
       "      <td>(617) 770-1175</td>\n",
       "      <td>(617) 472-7562</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>{'coordinates': [-71.011167, 42.256412], 'type...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>290 Broadway, 1st Floor</td>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>10007</td>\n",
       "      <td>(212) 637-2019</td>\n",
       "      <td>(212) 227-2026</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>{'coordinates': [-74.0053687, 40.7150514], 'ty...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALKA</td>\n",
       "      <td>Ala Kahakai National Historic Trail</td>\n",
       "      <td>73-4786 Kanalani Street, #14</td>\n",
       "      <td>Kailua-Kona</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>96740</td>\n",
       "      <td>0</td>\n",
       "      <td>(808) 329-2597</td>\n",
       "      <td>19.689206</td>\n",
       "      <td>-156.021329</td>\n",
       "      <td>{'coordinates': [-156.021329, 19.689206], 'typ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Location Number                                      Location Name  \\\n",
       "0            ABLI  Abraham Lincoln Birthplace National Historical...   \n",
       "1            ACAD                               Acadia National Park   \n",
       "2            ADAM                     Adams National Historical Park   \n",
       "3            AFBG            African Burial Ground National Monument   \n",
       "4            ALKA                Ala Kahakai National Historic Trail   \n",
       "\n",
       "                        Address         City     State Zip Code  \\\n",
       "0        2995 Lincoln Farm Road  Hodgenville  Kentucky    42748   \n",
       "1                  P.O. Box 177   Bar Harbor        ME     4609   \n",
       "2              135 Adams Street       Quincy        MA     2169   \n",
       "3       290 Broadway, 1st Floor     New York        NY    10007   \n",
       "4  73-4786 Kanalani Street, #14  Kailua-Kona    Hawaii    96740   \n",
       "\n",
       "     Phone Number      Fax Number   Latitude   Longitude  \\\n",
       "0  (270) 358-3137  (270) 358-3874  37.535671  -85.734064   \n",
       "1  (207) 288-3338  (207) 288-8813  44.338556  -68.273335   \n",
       "2  (617) 770-1175  (617) 472-7562  42.256412  -71.011167   \n",
       "3  (212) 637-2019  (212) 227-2026  40.715051  -74.005369   \n",
       "4               0  (808) 329-2597  19.689206 -156.021329   \n",
       "\n",
       "                                            Location  \n",
       "0  {'coordinates': [-85.7340637, 37.535671], 'typ...  \n",
       "1  {'coordinates': [-68.2733346, 44.3385559], 'ty...  \n",
       "2  {'coordinates': [-71.011167, 42.256412], 'type...  \n",
       "3  {'coordinates': [-74.0053687, 40.7150514], 'ty...  \n",
       "4  {'coordinates': [-156.021329, 19.689206], 'typ...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform Location Number (park code) column to all caps\n",
    "a_df[\"Location Number\"] = a_df[\"Location Number\"].str.upper()\n",
    "a_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Location Number</th>\n",
       "      <th>Location Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALKA</td>\n",
       "      <td>Ala Kahakai National Historic Trail</td>\n",
       "      <td>19.689206</td>\n",
       "      <td>-156.021329</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Location Number                                      Location Name  \\\n",
       "0            ABLI  Abraham Lincoln Birthplace National Historical...   \n",
       "1            ACAD                               Acadia National Park   \n",
       "2            ADAM                     Adams National Historical Park   \n",
       "3            AFBG            African Burial Ground National Monument   \n",
       "4            ALKA                Ala Kahakai National Historic Trail   \n",
       "\n",
       "    Latitude   Longitude  \n",
       "0  37.535671  -85.734064  \n",
       "1  44.338556  -68.273335  \n",
       "2  42.256412  -71.011167  \n",
       "3  40.715051  -74.005369  \n",
       "4  19.689206 -156.021329  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unnecessary columns\n",
    "a_df.drop(columns = [\"Address\", \"City\", \"State\", \"Zip Code\", \"Phone Number\", \"Fax Number\", \"Location\"], inplace = True)\n",
    "a_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ALKA</td>\n",
       "      <td>Ala Kahakai National Historic Trail</td>\n",
       "      <td>19.689206</td>\n",
       "      <td>-156.021329</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                               Name   Latitude  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1  ACAD                               Acadia National Park  44.338556   \n",
       "2  ADAM                     Adams National Historical Park  42.256412   \n",
       "3  AFBG            African Burial Ground National Monument  40.715051   \n",
       "4  ALKA                Ala Kahakai National Historic Trail  19.689206   \n",
       "\n",
       "    Longitude  \n",
       "0  -85.734064  \n",
       "1  -68.273335  \n",
       "2  -71.011167  \n",
       "3  -74.005369  \n",
       "4 -156.021329  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns\n",
    "a_df = a_df.rename(columns = {\"Location Number\":\"Code\", \"Location Name\":\"Name\"})\n",
    "a_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### B. &nbsp;National Parks (from CSV)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UNIT_CODE</th>\n",
       "      <th>UNIT_NAME</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMME</td>\n",
       "      <td>American Memorial Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>EBLA</td>\n",
       "      <td>Ebey's Landing National Historical Reserve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LARO</td>\n",
       "      <td>Lake Roosevelt National Recreation Area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OLYM</td>\n",
       "      <td>Olympic National Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  UNIT_CODE                                   UNIT_NAME\n",
       "0      AMME                      American Memorial Park\n",
       "1      EBLA  Ebey's Landing National Historical Reserve\n",
       "2      LARO     Lake Roosevelt National Recreation Area\n",
       "3      OLYM                       Olympic National Park\n",
       "4      ACAD                        Acadia National Park"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame with only desired columns\n",
    "b_df = bRaw_df[[\"UNIT_CODE\", \"UNIT_NAME\"]].copy()\n",
    "b_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMME</td>\n",
       "      <td>American Memorial Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>EBLA</td>\n",
       "      <td>Ebey's Landing National Historical Reserve</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>LARO</td>\n",
       "      <td>Lake Roosevelt National Recreation Area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OLYM</td>\n",
       "      <td>Olympic National Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                        Name\n",
       "0  AMME                      American Memorial Park\n",
       "1  EBLA  Ebey's Landing National Historical Reserve\n",
       "2  LARO     Lake Roosevelt National Recreation Area\n",
       "3  OLYM                       Olympic National Park\n",
       "4  ACAD                        Acadia National Park"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns\n",
    "b_df = b_df.rename(columns = {\"UNIT_CODE\":\"Code\", \"UNIT_NAME\":\"Name\"})\n",
    "b_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                               Name\n",
       "63   ABLI  Abraham Lincoln Birthplace National Historical...\n",
       "4    ACAD                               Acadia National Park\n",
       "88   ADAM                     Adams National Historical Park\n",
       "76   AFBG            African Burial Ground National Monument\n",
       "172  AGFO                Agate Fossil Beds National Monument"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sort DataFrame by National Park name\n",
    "b_df.sort_values(by = [\"Name\"], ascending = True, inplace = True)\n",
    "b_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                               Name\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...\n",
       "1  ACAD                               Acadia National Park\n",
       "2  ADAM                     Adams National Historical Park\n",
       "3  AFBG            African Burial Ground National Monument\n",
       "4  AGFO                Agate Fossil Beds National Monument"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "b_df.reset_index(inplace = True, drop = True)\n",
    "b_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *Merge A and B DataFrames to create one list of National Parks DataFrame*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name_x</th>\n",
       "      <th>Name_y</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>Yukon Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>426 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                             Name_x  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...   \n",
       "1    ACAD                               Acadia National Park   \n",
       "2    ADAM                     Adams National Historical Park   \n",
       "3    AFBG            African Burial Ground National Monument   \n",
       "4    AGFO                Agate Fossil Beds National Monument   \n",
       "..    ...                                                ...   \n",
       "421  YELL                          Yellowstone National Park   \n",
       "422  YOSE                             Yosemite National Park   \n",
       "423  YUHO                      Yucca House National Monument   \n",
       "424  YUCH             Yukon-Charley Rivers National Preserve   \n",
       "425  ZION                                 Zion National Park   \n",
       "\n",
       "                                                Name_y   Latitude   Longitude  \n",
       "0    Abraham Lincoln Birthplace National Historical...  37.535671  -85.734064  \n",
       "1                                 Acadia National Park  44.338556  -68.273335  \n",
       "2                       Adams National Historical Park  42.256412  -71.011167  \n",
       "3              African Burial Ground National Monument  40.715051  -74.005369  \n",
       "4                                                  NaN        NaN         NaN  \n",
       "..                                                 ...        ...         ...  \n",
       "421                          Yellowstone National Park  44.462085 -110.642441  \n",
       "422                             Yosemite National Park  37.719000 -119.557168  \n",
       "423                      Yucca House National Monument  37.167480 -108.525539  \n",
       "424             Yukon Charley Rivers National Preserve  64.789430 -141.202849  \n",
       "425                                 Zion National Park  37.240801 -112.941626  \n",
       "\n",
       "[426 rows x 5 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge DataFrames\n",
    "natParksRaw_df = pd.merge(b_df, a_df, how = \"left\", left_on = \"Code\", right_on = \"Code\")\n",
    "natParksRaw_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name_x</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                             Name_x   Latitude  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1  ACAD                               Acadia National Park  44.338556   \n",
       "2  ADAM                     Adams National Historical Park  42.256412   \n",
       "3  AFBG            African Burial Ground National Monument  40.715051   \n",
       "4  AGFO                Agate Fossil Beds National Monument        NaN   \n",
       "\n",
       "   Longitude  \n",
       "0 -85.734064  \n",
       "1 -68.273335  \n",
       "2 -71.011167  \n",
       "3 -74.005369  \n",
       "4        NaN  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unnecessary columns\n",
    "natParksRaw_df.drop(columns = [\"Name_y\"], inplace = True)\n",
    "natParksRaw_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
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       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                               Name   Latitude  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1  ACAD                               Acadia National Park  44.338556   \n",
       "2  ADAM                     Adams National Historical Park  42.256412   \n",
       "3  AFBG            African Burial Ground National Monument  40.715051   \n",
       "4  AGFO                Agate Fossil Beds National Monument        NaN   \n",
       "\n",
       "   Longitude  \n",
       "0 -85.734064  \n",
       "1 -68.273335  \n",
       "2 -71.011167  \n",
       "3 -74.005369  \n",
       "4        NaN  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns\n",
    "natParksRaw_df = natParksRaw_df.rename(columns = {\"Name_x\":\"Name\"})\n",
    "natParksRaw_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(426, 4)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame size\n",
    "natParksRaw_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "418"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check number of unique values in Code column\n",
    "a = len(pd.unique(natParksRaw_df[\"Code\"]))\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ANIA</td>\n",
       "      <td>Aniakchak National Preserve</td>\n",
       "      <td>58.756222</td>\n",
       "      <td>-156.517240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>DENA</td>\n",
       "      <td>Denali National Preserve</td>\n",
       "      <td>63.729685</td>\n",
       "      <td>-148.766697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>GAAR</td>\n",
       "      <td>Gates of the Arctic National Preserve</td>\n",
       "      <td>67.251868</td>\n",
       "      <td>-150.184189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>GLBA</td>\n",
       "      <td>Glacier Bay National Preserve</td>\n",
       "      <td>58.831877</td>\n",
       "      <td>-136.998795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>GRSA</td>\n",
       "      <td>Great Sand Dunes National Preserve</td>\n",
       "      <td>37.727592</td>\n",
       "      <td>-105.641253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>KATM</td>\n",
       "      <td>Katmai National Preserve</td>\n",
       "      <td>58.756222</td>\n",
       "      <td>-156.517240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>LACL</td>\n",
       "      <td>Lake Clark National Preserve</td>\n",
       "      <td>61.217357</td>\n",
       "      <td>-149.886172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>WRST</td>\n",
       "      <td>Wrangell-St. Elias National Preserve</td>\n",
       "      <td>61.561500</td>\n",
       "      <td>-143.852310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                   Name   Latitude   Longitude\n",
       "14   ANIA            Aniakchak National Preserve  58.756222 -156.517240\n",
       "104  DENA               Denali National Preserve  63.729685 -148.766697\n",
       "156  GAAR  Gates of the Arctic National Preserve  67.251868 -150.184189\n",
       "168  GLBA          Glacier Bay National Preserve  58.831877 -136.998795\n",
       "180  GRSA     Great Sand Dunes National Preserve  37.727592 -105.641253\n",
       "223  KATM               Katmai National Preserve  58.756222 -156.517240\n",
       "235  LACL           Lake Clark National Preserve  61.217357 -149.886172\n",
       "418  WRST   Wrangell-St. Elias National Preserve  61.561500 -143.852310"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Identify rows with duplicate value in Code column\n",
    "duplicates_df = natParksRaw_df[natParksRaw_df.duplicated(\"Code\")]\n",
    "duplicates_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                               Name   Latitude  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1    ACAD                               Acadia National Park  44.338556   \n",
       "2    ADAM                     Adams National Historical Park  42.256412   \n",
       "3    AFBG            African Burial Ground National Monument  40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument        NaN   \n",
       "..    ...                                                ...        ...   \n",
       "421  YELL                          Yellowstone National Park  44.462085   \n",
       "422  YOSE                             Yosemite National Park  37.719000   \n",
       "423  YUHO                      Yucca House National Monument  37.167480   \n",
       "424  YUCH             Yukon-Charley Rivers National Preserve  64.789430   \n",
       "425  ZION                                 Zion National Park  37.240801   \n",
       "\n",
       "      Longitude  \n",
       "0    -85.734064  \n",
       "1    -68.273335  \n",
       "2    -71.011167  \n",
       "3    -74.005369  \n",
       "4           NaN  \n",
       "..          ...  \n",
       "421 -110.642441  \n",
       "422 -119.557168  \n",
       "423 -108.525539  \n",
       "424 -141.202849  \n",
       "425 -112.941626  \n",
       "\n",
       "[418 rows x 4 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop rows with duplicates in Code column (acreage is totaled on first row of duplicates on natParksArea CSV)\n",
    "natParksRaw_df = natParksRaw_df.drop_duplicates(subset = \"Code\", keep = \"first\")\n",
    "natParksRaw_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ALFL</td>\n",
       "      <td>Alibates Flint Quarries National Monument</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>APCO</td>\n",
       "      <td>Appomattox Court House National Historical Park</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ARHO</td>\n",
       "      <td>Arlington House, The Robert E. Lee Memorial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>BEPA</td>\n",
       "      <td>Belmont-Paul Women's Equality National Monument</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>WICR</td>\n",
       "      <td>Wilson's Creek National Battlefield</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>WICA</td>\n",
       "      <td>Wind Cave National Park</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>WOTR</td>\n",
       "      <td>Wolf Trap National Park for the Performing Arts</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>WWIM</td>\n",
       "      <td>World War I Memorial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>WWII</td>\n",
       "      <td>World War II Memorial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                             Name  Latitude  \\\n",
       "4    AGFO              Agate Fossil Beds National Monument       NaN   \n",
       "7    ALFL        Alibates Flint Quarries National Monument       NaN   \n",
       "18   APCO  Appomattox Court House National Historical Park       NaN   \n",
       "21   ARHO      Arlington House, The Robert E. Lee Memorial       NaN   \n",
       "26   BEPA  Belmont-Paul Women's Equality National Monument       NaN   \n",
       "..    ...                                              ...       ...   \n",
       "411  WICR              Wilson's Creek National Battlefield       NaN   \n",
       "412  WICA                          Wind Cave National Park       NaN   \n",
       "413  WOTR  Wolf Trap National Park for the Performing Arts       NaN   \n",
       "415  WWIM                             World War I Memorial       NaN   \n",
       "416  WWII                            World War II Memorial       NaN   \n",
       "\n",
       "     Longitude  \n",
       "4          NaN  \n",
       "7          NaN  \n",
       "18         NaN  \n",
       "21         NaN  \n",
       "26         NaN  \n",
       "..         ...  \n",
       "411        NaN  \n",
       "412        NaN  \n",
       "413        NaN  \n",
       "415        NaN  \n",
       "416        NaN  \n",
       "\n",
       "[102 rows x 4 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create DataFrame from rows with missing lat/lng values\n",
    "null_df = natParksRaw_df[natParksRaw_df.isnull().any(axis = 1)]\n",
    "null_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "102"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check number of unique values in Code column\n",
    "b = len(pd.unique(null_df[\"Code\"]))\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Export DataFrame to CSV for manual lat/lng entry\n",
    "# null_df.to_csv(\"data/missingCoordinates.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.75388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>ALFL</td>\n",
       "      <td>Alibates Flint Quarries National Monument</td>\n",
       "      <td>35.575045</td>\n",
       "      <td>-101.683787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18</td>\n",
       "      <td>APCO</td>\n",
       "      <td>Appomattox Court House National Historical Park</td>\n",
       "      <td>37.377500</td>\n",
       "      <td>-78.796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21</td>\n",
       "      <td>ARHO</td>\n",
       "      <td>Arlington House, The Robert E. Lee Memorial</td>\n",
       "      <td>38.882153</td>\n",
       "      <td>-77.073524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26</td>\n",
       "      <td>BEPA</td>\n",
       "      <td>Belmont-Paul Women's Equality National Monument</td>\n",
       "      <td>38.891944</td>\n",
       "      <td>-77.003611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>411</td>\n",
       "      <td>WICR</td>\n",
       "      <td>Wilson's Creek National Battlefield</td>\n",
       "      <td>37.115556</td>\n",
       "      <td>-93.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>412</td>\n",
       "      <td>WICA</td>\n",
       "      <td>Wind Cave National Park</td>\n",
       "      <td>43.556350</td>\n",
       "      <td>-103.47865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>413</td>\n",
       "      <td>WOTR</td>\n",
       "      <td>Wolf Trap National Park for the Performing Arts</td>\n",
       "      <td>38.936944</td>\n",
       "      <td>-77.261944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>415</td>\n",
       "      <td>WWIM</td>\n",
       "      <td>World War I Memorial</td>\n",
       "      <td>38.896111</td>\n",
       "      <td>-77.032778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>416</td>\n",
       "      <td>WWII</td>\n",
       "      <td>World War II Memorial</td>\n",
       "      <td>38.889400</td>\n",
       "      <td>-77.040517</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Code                                             Name  \\\n",
       "0             4  AGFO              Agate Fossil Beds National Monument   \n",
       "1             7  ALFL        Alibates Flint Quarries National Monument   \n",
       "2            18  APCO  Appomattox Court House National Historical Park   \n",
       "3            21  ARHO      Arlington House, The Robert E. Lee Memorial   \n",
       "4            26  BEPA  Belmont-Paul Women's Equality National Monument   \n",
       "..          ...   ...                                              ...   \n",
       "97          411  WICR              Wilson's Creek National Battlefield   \n",
       "98          412  WICA                          Wind Cave National Park   \n",
       "99          413  WOTR  Wolf Trap National Park for the Performing Arts   \n",
       "100         415  WWIM                             World War I Memorial   \n",
       "101         416  WWII                            World War II Memorial   \n",
       "\n",
       "      Latitude     Longitude  \n",
       "0    42.421703    -103.75388  \n",
       "1    35.575045   -101.683787  \n",
       "2    37.377500       -78.796  \n",
       "3    38.882153    -77.073524  \n",
       "4    38.891944    -77.003611  \n",
       "..         ...           ...  \n",
       "97   37.115556        -93.42  \n",
       "98   43.556350    -103.47865  \n",
       "99   38.936944    -77.261944  \n",
       "100  38.896111    -77.032778  \n",
       "101  38.889400    -77.040517  \n",
       "\n",
       "[102 rows x 5 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read CSV file into DataFrame\n",
    "missingCoordinates_df = pd.read_csv(\"data/missingCoordinates.csv\", encoding = \"iso-8859-1\")\n",
    "missingCoordinates_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.75388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "      <td>ALFL</td>\n",
       "      <td>Alibates Flint Quarries National Monument</td>\n",
       "      <td>35.575045</td>\n",
       "      <td>-101.683787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18</td>\n",
       "      <td>APCO</td>\n",
       "      <td>Appomattox Court House National Historical Park</td>\n",
       "      <td>37.377500</td>\n",
       "      <td>-78.796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21</td>\n",
       "      <td>ARHO</td>\n",
       "      <td>Arlington House, The Robert E. Lee Memorial</td>\n",
       "      <td>38.882153</td>\n",
       "      <td>-77.073524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26</td>\n",
       "      <td>BEPA</td>\n",
       "      <td>Belmont-Paul Women's Equality National Monument</td>\n",
       "      <td>38.891944</td>\n",
       "      <td>-77.003611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>411</td>\n",
       "      <td>WICR</td>\n",
       "      <td>Wilson's Creek National Battlefield</td>\n",
       "      <td>37.115556</td>\n",
       "      <td>-93.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>412</td>\n",
       "      <td>WICA</td>\n",
       "      <td>Wind Cave National Park</td>\n",
       "      <td>43.556350</td>\n",
       "      <td>-103.47865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>413</td>\n",
       "      <td>WOTR</td>\n",
       "      <td>Wolf Trap National Park for the Performing Arts</td>\n",
       "      <td>38.936944</td>\n",
       "      <td>-77.261944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>415</td>\n",
       "      <td>WWIM</td>\n",
       "      <td>World War I Memorial</td>\n",
       "      <td>38.896111</td>\n",
       "      <td>-77.032778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>416</td>\n",
       "      <td>WWII</td>\n",
       "      <td>World War II Memorial</td>\n",
       "      <td>38.889400</td>\n",
       "      <td>-77.040517</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  Code                                             Name  \\\n",
       "0             4  AGFO              Agate Fossil Beds National Monument   \n",
       "1             7  ALFL        Alibates Flint Quarries National Monument   \n",
       "2            18  APCO  Appomattox Court House National Historical Park   \n",
       "3            21  ARHO      Arlington House, The Robert E. Lee Memorial   \n",
       "4            26  BEPA  Belmont-Paul Women's Equality National Monument   \n",
       "..          ...   ...                                              ...   \n",
       "97          411  WICR              Wilson's Creek National Battlefield   \n",
       "98          412  WICA                          Wind Cave National Park   \n",
       "99          413  WOTR  Wolf Trap National Park for the Performing Arts   \n",
       "100         415  WWIM                             World War I Memorial   \n",
       "101         416  WWII                            World War II Memorial   \n",
       "\n",
       "      Latitude     Longitude  \n",
       "0    42.421703    -103.75388  \n",
       "1    35.575045   -101.683787  \n",
       "2    37.377500       -78.796  \n",
       "3    38.882153    -77.073524  \n",
       "4    38.891944    -77.003611  \n",
       "..         ...           ...  \n",
       "97   37.115556        -93.42  \n",
       "98   43.556350    -103.47865  \n",
       "99   38.936944    -77.261944  \n",
       "100  38.896111    -77.032778  \n",
       "101  38.889400    -77.040517  \n",
       "\n",
       "[102 rows x 5 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unwanted space from strings in Longitude column\n",
    "missingCoordinates_df[\"Longitude\"] = missingCoordinates_df[\"Longitude\"].str.replace(\" \", \"\")\n",
    "missingCoordinates_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.75388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALFL</td>\n",
       "      <td>Alibates Flint Quarries National Monument</td>\n",
       "      <td>35.575045</td>\n",
       "      <td>-101.683787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>APCO</td>\n",
       "      <td>Appomattox Court House National Historical Park</td>\n",
       "      <td>37.377500</td>\n",
       "      <td>-78.796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ARHO</td>\n",
       "      <td>Arlington House, The Robert E. Lee Memorial</td>\n",
       "      <td>38.882153</td>\n",
       "      <td>-77.073524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BEPA</td>\n",
       "      <td>Belmont-Paul Women's Equality National Monument</td>\n",
       "      <td>38.891944</td>\n",
       "      <td>-77.003611</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                             Name   Latitude  \\\n",
       "0  AGFO              Agate Fossil Beds National Monument  42.421703   \n",
       "1  ALFL        Alibates Flint Quarries National Monument  35.575045   \n",
       "2  APCO  Appomattox Court House National Historical Park  37.377500   \n",
       "3  ARHO      Arlington House, The Robert E. Lee Memorial  38.882153   \n",
       "4  BEPA  Belmont-Paul Women's Equality National Monument  38.891944   \n",
       "\n",
       "      Longitude  \n",
       "0    -103.75388  \n",
       "1   -101.683787  \n",
       "2       -78.796  \n",
       "3    -77.073524  \n",
       "4    -77.003611  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unnecessary column\n",
    "missingCoordinates_df.drop(columns = [\"Unnamed: 0\"], inplace = True)\n",
    "missingCoordinates_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ALFL</td>\n",
       "      <td>Alibates Flint Quarries National Monument</td>\n",
       "      <td>35.575045</td>\n",
       "      <td>-101.683787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>APCO</td>\n",
       "      <td>Appomattox Court House National Historical Park</td>\n",
       "      <td>37.377500</td>\n",
       "      <td>-78.796000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ARHO</td>\n",
       "      <td>Arlington House, The Robert E. Lee Memorial</td>\n",
       "      <td>38.882153</td>\n",
       "      <td>-77.073524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BEPA</td>\n",
       "      <td>Belmont-Paul Women's Equality National Monument</td>\n",
       "      <td>38.891944</td>\n",
       "      <td>-77.003611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>WICR</td>\n",
       "      <td>Wilson's Creek National Battlefield</td>\n",
       "      <td>37.115556</td>\n",
       "      <td>-93.420000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>WICA</td>\n",
       "      <td>Wind Cave National Park</td>\n",
       "      <td>43.556350</td>\n",
       "      <td>-103.478650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>WOTR</td>\n",
       "      <td>Wolf Trap National Park for the Performing Arts</td>\n",
       "      <td>38.936944</td>\n",
       "      <td>-77.261944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>WWIM</td>\n",
       "      <td>World War I Memorial</td>\n",
       "      <td>38.896111</td>\n",
       "      <td>-77.032778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>WWII</td>\n",
       "      <td>World War II Memorial</td>\n",
       "      <td>38.889400</td>\n",
       "      <td>-77.040517</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                             Name   Latitude  \\\n",
       "0    AGFO              Agate Fossil Beds National Monument  42.421703   \n",
       "1    ALFL        Alibates Flint Quarries National Monument  35.575045   \n",
       "2    APCO  Appomattox Court House National Historical Park  37.377500   \n",
       "3    ARHO      Arlington House, The Robert E. Lee Memorial  38.882153   \n",
       "4    BEPA  Belmont-Paul Women's Equality National Monument  38.891944   \n",
       "..    ...                                              ...        ...   \n",
       "97   WICR              Wilson's Creek National Battlefield  37.115556   \n",
       "98   WICA                          Wind Cave National Park  43.556350   \n",
       "99   WOTR  Wolf Trap National Park for the Performing Arts  38.936944   \n",
       "100  WWIM                             World War I Memorial  38.896111   \n",
       "101  WWII                            World War II Memorial  38.889400   \n",
       "\n",
       "      Longitude  \n",
       "0   -103.753880  \n",
       "1   -101.683787  \n",
       "2    -78.796000  \n",
       "3    -77.073524  \n",
       "4    -77.003611  \n",
       "..          ...  \n",
       "97   -93.420000  \n",
       "98  -103.478650  \n",
       "99   -77.261944  \n",
       "100  -77.032778  \n",
       "101  -77.040517  \n",
       "\n",
       "[102 rows x 4 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert Longitude column to float\n",
    "missingCoordinates_df[\"Longitude\"] = missingCoordinates_df[\"Longitude\"].astype(float)\n",
    "missingCoordinates_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Code          object\n",
       "Name          object\n",
       "Latitude     float64\n",
       "Longitude    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types\n",
    "missingCoordinates_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *Merge National Parks and Missing Coordinates DataFrames*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name_x</th>\n",
       "      <th>Latitude_x</th>\n",
       "      <th>Longitude_x</th>\n",
       "      <th>Name_y</th>\n",
       "      <th>Latitude_y</th>\n",
       "      <th>Longitude_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.75388</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                             Name_x  Latitude_x  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...   37.535671   \n",
       "1    ACAD                               Acadia National Park   44.338556   \n",
       "2    ADAM                     Adams National Historical Park   42.256412   \n",
       "3    AFBG            African Burial Ground National Monument   40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument   42.421703   \n",
       "..    ...                                                ...         ...   \n",
       "413  YELL                          Yellowstone National Park   44.462085   \n",
       "414  YOSE                             Yosemite National Park   37.719000   \n",
       "415  YUHO                      Yucca House National Monument   37.167480   \n",
       "416  YUCH             Yukon-Charley Rivers National Preserve   64.789430   \n",
       "417  ZION                                 Zion National Park   37.240801   \n",
       "\n",
       "     Longitude_x                               Name_y  Latitude_y  Longitude_y  \n",
       "0     -85.734064                                  NaN         NaN          NaN  \n",
       "1     -68.273335                                  NaN         NaN          NaN  \n",
       "2     -71.011167                                  NaN         NaN          NaN  \n",
       "3     -74.005369                                  NaN         NaN          NaN  \n",
       "4    -103.753880  Agate Fossil Beds National Monument   42.421703   -103.75388  \n",
       "..           ...                                  ...         ...          ...  \n",
       "413  -110.642441                                  NaN         NaN          NaN  \n",
       "414  -119.557168                                  NaN         NaN          NaN  \n",
       "415  -108.525539                                  NaN         NaN          NaN  \n",
       "416  -141.202849                                  NaN         NaN          NaN  \n",
       "417  -112.941626                                  NaN         NaN          NaN  \n",
       "\n",
       "[418 rows x 7 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge DataFrames\n",
    "np_df = natParksRaw_df.merge(missingCoordinates_df, how = \"left\", left_on = \"Code\", right_on = \"Code\")\n",
    "np_df[\"Latitude_x\"].fillna(np_df[\"Latitude_y\"], inplace = True)\n",
    "np_df[\"Longitude_x\"].fillna(np_df[\"Longitude_y\"], inplace = True)\n",
    "np_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "418"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check number of unique values in Code column\n",
    "c = len(pd.unique(np_df[\"Code\"]))\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name_x</th>\n",
       "      <th>Latitude_x</th>\n",
       "      <th>Longitude_x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                             Name_x  Latitude_x  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...   37.535671   \n",
       "1  ACAD                               Acadia National Park   44.338556   \n",
       "2  ADAM                     Adams National Historical Park   42.256412   \n",
       "3  AFBG            African Burial Ground National Monument   40.715051   \n",
       "4  AGFO                Agate Fossil Beds National Monument   42.421703   \n",
       "\n",
       "   Longitude_x  \n",
       "0   -85.734064  \n",
       "1   -68.273335  \n",
       "2   -71.011167  \n",
       "3   -74.005369  \n",
       "4  -103.753880  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unnecessary columns\n",
    "np_df.drop(columns = [\"Name_y\", \"Latitude_y\", \"Longitude_y\"], inplace = True)\n",
    "np_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                               Name   Latitude  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1    ACAD                               Acadia National Park  44.338556   \n",
       "2    ADAM                     Adams National Historical Park  42.256412   \n",
       "3    AFBG            African Burial Ground National Monument  40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "..    ...                                                ...        ...   \n",
       "413  YELL                          Yellowstone National Park  44.462085   \n",
       "414  YOSE                             Yosemite National Park  37.719000   \n",
       "415  YUHO                      Yucca House National Monument  37.167480   \n",
       "416  YUCH             Yukon-Charley Rivers National Preserve  64.789430   \n",
       "417  ZION                                 Zion National Park  37.240801   \n",
       "\n",
       "      Longitude  \n",
       "0    -85.734064  \n",
       "1    -68.273335  \n",
       "2    -71.011167  \n",
       "3    -74.005369  \n",
       "4   -103.753880  \n",
       "..          ...  \n",
       "413 -110.642441  \n",
       "414 -119.557168  \n",
       "415 -108.525539  \n",
       "416 -141.202849  \n",
       "417 -112.941626  \n",
       "\n",
       "[418 rows x 4 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns\n",
    "np_df = np_df.rename(columns = {\"Name_x\":\"Name\", \"Latitude_x\":\"Latitude\", \"Longitude_x\":\"Longitude\"})\n",
    "np_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(418, 4)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame size\n",
    "np_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### C. &nbsp;National Parks with Size in Acres (from CSV)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UNIT_CODE</th>\n",
       "      <th>UNIT_NAME</th>\n",
       "      <th>Shape__Acreage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>338.751431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>34766.279070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>13.636510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>0.343945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>3045.134062</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  UNIT_CODE                                          UNIT_NAME  Shape__Acreage\n",
       "0      ABLI  Abraham Lincoln Birthplace National Historical...      338.751431\n",
       "1      ACAD                               Acadia National Park    34766.279070\n",
       "2      ADAM                     Adams National Historical Park       13.636510\n",
       "3      AFBG            African Burial Ground National Monument        0.343945\n",
       "4      AGFO                Agate Fossil Beds National Monument     3045.134062"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame with only desired columns\n",
    "c_df = cRaw_df[[\"UNIT_CODE\", \"UNIT_NAME\", \"Shape__Acreage\"]].copy()\n",
    "c_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>338.751431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>34766.279070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>13.636510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>0.343945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>3045.134062</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                               Name          Area\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...    338.751431\n",
       "1  ACAD                               Acadia National Park  34766.279070\n",
       "2  ADAM                     Adams National Historical Park     13.636510\n",
       "3  AFBG            African Burial Ground National Monument      0.343945\n",
       "4  AGFO                Agate Fossil Beds National Monument   3045.134062"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns\n",
    "c_df = c_df.rename(columns = {\"UNIT_CODE\":\"Code\", \"UNIT_NAME\":\"Name\", \"Shape__Acreage\":\"Area\"})\n",
    "c_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>338.751431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>34766.279070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>13.636510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>0.343945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>3045.134062</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                               Name          Area\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...    338.751431\n",
       "1  ACAD                               Acadia National Park  34766.279070\n",
       "2  ADAM                     Adams National Historical Park     13.636510\n",
       "3  AFBG            African Burial Ground National Monument      0.343945\n",
       "4  AGFO                Agate Fossil Beds National Monument   3045.134062"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sort DataFrame by National Park name\n",
    "c_df.sort_values(by = [\"Name\"], ascending = True, inplace = True)\n",
    "c_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>3.387514e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>3.476628e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>1.363651e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>3.439449e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>3.045134e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>2.199456e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>7.459013e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>3.561132e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>2.522690e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>1.487091e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>419 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                               Name          Area\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  3.387514e+02\n",
       "1    ACAD                               Acadia National Park  3.476628e+04\n",
       "2    ADAM                     Adams National Historical Park  1.363651e+01\n",
       "3    AFBG            African Burial Ground National Monument  3.439449e-01\n",
       "4    AGFO                Agate Fossil Beds National Monument  3.045134e+03\n",
       "..    ...                                                ...           ...\n",
       "414  YELL                          Yellowstone National Park  2.199456e+06\n",
       "415  YOSE                             Yosemite National Park  7.459013e+05\n",
       "416  YUHO                      Yucca House National Monument  3.561132e+01\n",
       "417  YUCH             Yukon-Charley Rivers National Preserve  2.522690e+06\n",
       "418  ZION                                 Zion National Park  1.487091e+05\n",
       "\n",
       "[419 rows x 3 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "c_df.reset_index(inplace = True, drop = True)\n",
    "c_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "419"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check number of unique values in Code column\n",
    "d = len(pd.unique(c_df[\"Code\"]))\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(419, 3)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame size\n",
    "c_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *Merge National Parks and National Parks Area DataFrames*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name_x</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Name_y</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>3.387514e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>3.476628e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>1.363651e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>3.439449e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>3.045134e+03</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>2.199456e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>7.459013e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>3.561132e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>2.522690e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>1.487091e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                             Name_x   Latitude  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1    ACAD                               Acadia National Park  44.338556   \n",
       "2    ADAM                     Adams National Historical Park  42.256412   \n",
       "3    AFBG            African Burial Ground National Monument  40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "..    ...                                                ...        ...   \n",
       "413  YELL                          Yellowstone National Park  44.462085   \n",
       "414  YOSE                             Yosemite National Park  37.719000   \n",
       "415  YUHO                      Yucca House National Monument  37.167480   \n",
       "416  YUCH             Yukon-Charley Rivers National Preserve  64.789430   \n",
       "417  ZION                                 Zion National Park  37.240801   \n",
       "\n",
       "      Longitude                                             Name_y  \\\n",
       "0    -85.734064  Abraham Lincoln Birthplace National Historical...   \n",
       "1    -68.273335                               Acadia National Park   \n",
       "2    -71.011167                     Adams National Historical Park   \n",
       "3    -74.005369            African Burial Ground National Monument   \n",
       "4   -103.753880                Agate Fossil Beds National Monument   \n",
       "..          ...                                                ...   \n",
       "413 -110.642441                          Yellowstone National Park   \n",
       "414 -119.557168                             Yosemite National Park   \n",
       "415 -108.525539                      Yucca House National Monument   \n",
       "416 -141.202849             Yukon-Charley Rivers National Preserve   \n",
       "417 -112.941626                                 Zion National Park   \n",
       "\n",
       "             Area  \n",
       "0    3.387514e+02  \n",
       "1    3.476628e+04  \n",
       "2    1.363651e+01  \n",
       "3    3.439449e-01  \n",
       "4    3.045134e+03  \n",
       "..            ...  \n",
       "413  2.199456e+06  \n",
       "414  7.459013e+05  \n",
       "415  3.561132e+01  \n",
       "416  2.522690e+06  \n",
       "417  1.487091e+05  \n",
       "\n",
       "[418 rows x 6 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge DataFrames\n",
    "natParksArea_df = np_df.merge(c_df, how = \"left\", left_on = \"Code\", right_on = \"Code\")\n",
    "natParksArea_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "418"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check number of unique values in Code column\n",
    "e = len(pd.unique(natParksArea_df[\"Code\"]))\n",
    "e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name_x</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>338.751431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>34766.279070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>13.636510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>0.343945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3045.134062</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                             Name_x   Latitude  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1  ACAD                               Acadia National Park  44.338556   \n",
       "2  ADAM                     Adams National Historical Park  42.256412   \n",
       "3  AFBG            African Burial Ground National Monument  40.715051   \n",
       "4  AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "\n",
       "    Longitude          Area  \n",
       "0  -85.734064    338.751431  \n",
       "1  -68.273335  34766.279070  \n",
       "2  -71.011167     13.636510  \n",
       "3  -74.005369      0.343945  \n",
       "4 -103.753880   3045.134062  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unnecessary columns\n",
    "natParksArea_df.drop(columns = [\"Name_y\"], inplace = True)\n",
    "natParksArea_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>3.387514e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>3.476628e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>1.363651e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>3.439449e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3.045134e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "      <td>2.199456e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "      <td>7.459013e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "      <td>3.561132e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "      <td>2.522690e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "      <td>1.487091e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                               Name   Latitude  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1    ACAD                               Acadia National Park  44.338556   \n",
       "2    ADAM                     Adams National Historical Park  42.256412   \n",
       "3    AFBG            African Burial Ground National Monument  40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "..    ...                                                ...        ...   \n",
       "413  YELL                          Yellowstone National Park  44.462085   \n",
       "414  YOSE                             Yosemite National Park  37.719000   \n",
       "415  YUHO                      Yucca House National Monument  37.167480   \n",
       "416  YUCH             Yukon-Charley Rivers National Preserve  64.789430   \n",
       "417  ZION                                 Zion National Park  37.240801   \n",
       "\n",
       "      Longitude          Area  \n",
       "0    -85.734064  3.387514e+02  \n",
       "1    -68.273335  3.476628e+04  \n",
       "2    -71.011167  1.363651e+01  \n",
       "3    -74.005369  3.439449e-01  \n",
       "4   -103.753880  3.045134e+03  \n",
       "..          ...           ...  \n",
       "413 -110.642441  2.199456e+06  \n",
       "414 -119.557168  7.459013e+05  \n",
       "415 -108.525539  3.561132e+01  \n",
       "416 -141.202849  2.522690e+06  \n",
       "417 -112.941626  1.487091e+05  \n",
       "\n",
       "[418 rows x 5 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns\n",
    "natParksArea_df = natParksArea_df.rename(columns = {\"Name_x\":\"Name\"})\n",
    "natParksArea_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>3.387514e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>3.476628e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>1.363651e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>3.439449e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3.045134e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "      <td>2.199456e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "      <td>7.459013e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "      <td>3.561132e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "      <td>2.522690e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "      <td>1.487091e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                               Name   Latitude  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1    ACAD                               Acadia National Park  44.338556   \n",
       "2    ADAM                     Adams National Historical Park  42.256412   \n",
       "3    AFBG            African Burial Ground National Monument  40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "..    ...                                                ...        ...   \n",
       "413  YELL                          Yellowstone National Park  44.462085   \n",
       "414  YOSE                             Yosemite National Park  37.719000   \n",
       "415  YUHO                      Yucca House National Monument  37.167480   \n",
       "416  YUCH             Yukon-Charley Rivers National Preserve  64.789430   \n",
       "417  ZION                                 Zion National Park  37.240801   \n",
       "\n",
       "      Longitude          Area  \n",
       "0    -85.734064  3.387514e+02  \n",
       "1    -68.273335  3.476628e+04  \n",
       "2    -71.011167  1.363651e+01  \n",
       "3    -74.005369  3.439449e-01  \n",
       "4   -103.753880  3.045134e+03  \n",
       "..          ...           ...  \n",
       "413 -110.642441  2.199456e+06  \n",
       "414 -119.557168  7.459013e+05  \n",
       "415 -108.525539  3.561132e+01  \n",
       "416 -141.202849  2.522690e+06  \n",
       "417 -112.941626  1.487091e+05  \n",
       "\n",
       "[418 rows x 5 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "natParksArea_df.reset_index(inplace = True, drop = True)\n",
    "natParksArea_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(418, 5)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame size\n",
    "natParksArea_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ALKA</td>\n",
       "      <td>Ala Kahakai National Historic Trail</td>\n",
       "      <td>19.689206</td>\n",
       "      <td>-156.021329</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                 Name   Latitude   Longitude  Area\n",
       "5  ALKA  Ala Kahakai National Historic Trail  19.689206 -156.021329   NaN"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create DataFrame to look for rows with NaN values\n",
    "nullArea_df = natParksArea_df[natParksArea_df.isnull().any(axis = 1)]\n",
    "nullArea_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cieramorris/opt/anaconda3/envs/PythonData/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# Append missing acreage area to ALKA\n",
    "natParksArea_df[\"Area\"][5] = 424.242424"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### D. &nbsp;Points of Interest (from CSV)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MAPLABEL</th>\n",
       "      <th>POITYPE</th>\n",
       "      <th>Y</th>\n",
       "      <th>X</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>Entrance / Exit</td>\n",
       "      <td>37.843484</td>\n",
       "      <td>-94.705503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32617</th>\n",
       "      <td>Cataloochee Horse Camp</td>\n",
       "      <td>Litter Receptacle</td>\n",
       "      <td>35.629392</td>\n",
       "      <td>-83.115815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32618</th>\n",
       "      <td>Elkmont CG Road G</td>\n",
       "      <td>Dumpster</td>\n",
       "      <td>35.661311</td>\n",
       "      <td>-83.586168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32619</th>\n",
       "      <td>Tremont Institute Parking #2</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.641874</td>\n",
       "      <td>-83.689806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32620</th>\n",
       "      <td></td>\n",
       "      <td>Mile Marker</td>\n",
       "      <td>34.912776</td>\n",
       "      <td>-87.853885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32621</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>30.439240</td>\n",
       "      <td>-81.437981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32622 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 MAPLABEL            POITYPE          Y  \\\n",
       "0         Lake Brooks Picnic Area Shelter            Shelter  58.546282   \n",
       "1        Lake Brooks Picnic Area Outhouse           Restroom  58.546349   \n",
       "2      Brooks Falls Trail Comfort Station           Restroom  58.550747   \n",
       "3                                            Entrance / Exit  37.843484   \n",
       "4            Margot Falls Comfort Station           Restroom  58.441668   \n",
       "...                                   ...                ...        ...   \n",
       "32617              Cataloochee Horse Camp  Litter Receptacle  35.629392   \n",
       "32618                   Elkmont CG Road G           Dumpster  35.661311   \n",
       "32619        Tremont Institute Parking #2        Parking Lot  35.641874   \n",
       "32620                                            Mile Marker  34.912776   \n",
       "32621                         Parking Lot        Parking Lot  30.439240   \n",
       "\n",
       "                X  \n",
       "0     -155.793521  \n",
       "1     -155.793085  \n",
       "2     -155.781954  \n",
       "3      -94.705503  \n",
       "4     -155.605117  \n",
       "...           ...  \n",
       "32617  -83.115815  \n",
       "32618  -83.586168  \n",
       "32619  -83.689806  \n",
       "32620  -87.853885  \n",
       "32621  -81.437981  \n",
       "\n",
       "[32622 rows x 4 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame with only desired columns\n",
    "allPoints_df = rawPoints_df[[\"MAPLABEL\", \"POITYPE\", \"Y\", \"X\"]].copy()\n",
    "allPoints_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>Entrance / Exit</td>\n",
       "      <td>37.843484</td>\n",
       "      <td>-94.705503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name             Type   Latitude   Longitude\n",
       "0     Lake Brooks Picnic Area Shelter          Shelter  58.546282 -155.793521\n",
       "1    Lake Brooks Picnic Area Outhouse         Restroom  58.546349 -155.793085\n",
       "2  Brooks Falls Trail Comfort Station         Restroom  58.550747 -155.781954\n",
       "3                                      Entrance / Exit  37.843484  -94.705503\n",
       "4        Margot Falls Comfort Station         Restroom  58.441668 -155.605117"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns\n",
    "allPoints_df = allPoints_df.rename(columns = {\"MAPLABEL\":\"Name\", \"POITYPE\":\"Type\", \"Y\":\"Latitude\", \"X\":\"Longitude\"})\n",
    "allPoints_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Entrance / Exit</td>\n",
       "      <td>37.843484</td>\n",
       "      <td>-94.705503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32617</th>\n",
       "      <td>Cataloochee Horse Camp</td>\n",
       "      <td>Litter Receptacle</td>\n",
       "      <td>35.629392</td>\n",
       "      <td>-83.115815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32618</th>\n",
       "      <td>Elkmont CG Road G</td>\n",
       "      <td>Dumpster</td>\n",
       "      <td>35.661311</td>\n",
       "      <td>-83.586168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32619</th>\n",
       "      <td>Tremont Institute Parking #2</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.641874</td>\n",
       "      <td>-83.689806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32620</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mile Marker</td>\n",
       "      <td>34.912776</td>\n",
       "      <td>-87.853885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32621</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>30.439240</td>\n",
       "      <td>-81.437981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32622 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Name               Type   Latitude  \\\n",
       "0         Lake Brooks Picnic Area Shelter            Shelter  58.546282   \n",
       "1        Lake Brooks Picnic Area Outhouse           Restroom  58.546349   \n",
       "2      Brooks Falls Trail Comfort Station           Restroom  58.550747   \n",
       "3                                     NaN    Entrance / Exit  37.843484   \n",
       "4            Margot Falls Comfort Station           Restroom  58.441668   \n",
       "...                                   ...                ...        ...   \n",
       "32617              Cataloochee Horse Camp  Litter Receptacle  35.629392   \n",
       "32618                   Elkmont CG Road G           Dumpster  35.661311   \n",
       "32619        Tremont Institute Parking #2        Parking Lot  35.641874   \n",
       "32620                                 NaN        Mile Marker  34.912776   \n",
       "32621                         Parking Lot        Parking Lot  30.439240   \n",
       "\n",
       "        Longitude  \n",
       "0     -155.793521  \n",
       "1     -155.793085  \n",
       "2     -155.781954  \n",
       "3      -94.705503  \n",
       "4     -155.605117  \n",
       "...           ...  \n",
       "32617  -83.115815  \n",
       "32618  -83.586168  \n",
       "32619  -83.689806  \n",
       "32620  -87.853885  \n",
       "32621  -81.437981  \n",
       "\n",
       "[32622 rows x 4 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform blank string values to NaN values\n",
    "allPoints_df[\"Name\"].replace(\" \", np.nan, inplace = True)\n",
    "allPoints_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560077</td>\n",
       "      <td>-155.777895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32615</th>\n",
       "      <td>BS40 Charit Creek Old Log Barn</td>\n",
       "      <td>Building</td>\n",
       "      <td>36.536897</td>\n",
       "      <td>-84.727637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32617</th>\n",
       "      <td>Cataloochee Horse Camp</td>\n",
       "      <td>Litter Receptacle</td>\n",
       "      <td>35.629392</td>\n",
       "      <td>-83.115815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32618</th>\n",
       "      <td>Elkmont CG Road G</td>\n",
       "      <td>Dumpster</td>\n",
       "      <td>35.661311</td>\n",
       "      <td>-83.586168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32619</th>\n",
       "      <td>Tremont Institute Parking #2</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.641874</td>\n",
       "      <td>-83.689806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32621</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>30.439240</td>\n",
       "      <td>-81.437981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25056 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Name               Type   Latitude  \\\n",
       "0         Lake Brooks Picnic Area Shelter            Shelter  58.546282   \n",
       "1        Lake Brooks Picnic Area Outhouse           Restroom  58.546349   \n",
       "2      Brooks Falls Trail Comfort Station           Restroom  58.550747   \n",
       "4            Margot Falls Comfort Station           Restroom  58.441668   \n",
       "6                      Campground Lean-to            Shelter  58.560077   \n",
       "...                                   ...                ...        ...   \n",
       "32615      BS40 Charit Creek Old Log Barn           Building  36.536897   \n",
       "32617              Cataloochee Horse Camp  Litter Receptacle  35.629392   \n",
       "32618                   Elkmont CG Road G           Dumpster  35.661311   \n",
       "32619        Tremont Institute Parking #2        Parking Lot  35.641874   \n",
       "32621                         Parking Lot        Parking Lot  30.439240   \n",
       "\n",
       "        Longitude  \n",
       "0     -155.793521  \n",
       "1     -155.793085  \n",
       "2     -155.781954  \n",
       "4     -155.605117  \n",
       "6     -155.777895  \n",
       "...           ...  \n",
       "32615  -84.727637  \n",
       "32617  -83.115815  \n",
       "32618  -83.586168  \n",
       "32619  -83.689806  \n",
       "32621  -81.437981  \n",
       "\n",
       "[25056 rows x 4 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop rows containing NaN values\n",
    "allPoints_df.dropna(subset = [\"Name\"], inplace = True)\n",
    "allPoints_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560077</td>\n",
       "      <td>-155.777895</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Name      Type   Latitude   Longitude\n",
       "0     Lake Brooks Picnic Area Shelter   Shelter  58.546282 -155.793521\n",
       "1    Lake Brooks Picnic Area Outhouse  Restroom  58.546349 -155.793085\n",
       "2  Brooks Falls Trail Comfort Station  Restroom  58.550747 -155.781954\n",
       "3        Margot Falls Comfort Station  Restroom  58.441668 -155.605117\n",
       "4                  Campground Lean-to   Shelter  58.560077 -155.777895"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "allPoints_df.reset_index(inplace = True, drop = True)\n",
    "allPoints_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # List all points of interest types\n",
    "# allPoints_df[\"Type\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name          object\n",
       "Type          object\n",
       "Latitude     float64\n",
       "Longitude    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types\n",
    "allPoints_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Parking Lots DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Declare boolean variable to filter by parking lots\n",
    "parkingLots = allPoints_df[\"Type\"] == \"Parking Lot\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.454083</td>\n",
       "      <td>-135.885648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Overnight Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.452988</td>\n",
       "      <td>-135.887529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>East Entrance Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.049780</td>\n",
       "      <td>-135.313993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Visitor Center Upper Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.049293</td>\n",
       "      <td>-135.319331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>Visitor Center Lower Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.048806</td>\n",
       "      <td>-135.319407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25038</th>\n",
       "      <td>Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>25.440434</td>\n",
       "      <td>-80.783261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25043</th>\n",
       "      <td>Sinks Bridge And Trailhead Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.669477</td>\n",
       "      <td>-83.662081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25045</th>\n",
       "      <td>Pullout Parking At Mile Post 13.68</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.619673</td>\n",
       "      <td>-83.420680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25054</th>\n",
       "      <td>Tremont Institute Parking #2</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.641874</td>\n",
       "      <td>-83.689806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25055</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>30.439240</td>\n",
       "      <td>-81.437981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2499 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Name         Type   Latitude   Longitude\n",
       "537                           Parking Lot  Parking Lot  58.454083 -135.885648\n",
       "538                     Overnight Parking  Parking Lot  58.452988 -135.887529\n",
       "558             East Entrance Parking Lot  Parking Lot  57.049780 -135.313993\n",
       "614      Visitor Center Upper Parking Lot  Parking Lot  57.049293 -135.319331\n",
       "615      Visitor Center Lower Parking Lot  Parking Lot  57.048806 -135.319407\n",
       "...                                   ...          ...        ...         ...\n",
       "25038                             Parking  Parking Lot  25.440434  -80.783261\n",
       "25043  Sinks Bridge And Trailhead Parking  Parking Lot  35.669477  -83.662081\n",
       "25045  Pullout Parking At Mile Post 13.68  Parking Lot  35.619673  -83.420680\n",
       "25054        Tremont Institute Parking #2  Parking Lot  35.641874  -83.689806\n",
       "25055                         Parking Lot  Parking Lot  30.439240  -81.437981\n",
       "\n",
       "[2499 rows x 4 columns]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on parking lots\n",
    "parking_df = allPoints_df[parkingLots]\n",
    "parking_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.454083</td>\n",
       "      <td>-135.885648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Overnight Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.452988</td>\n",
       "      <td>-135.887529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>East Entrance Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.049780</td>\n",
       "      <td>-135.313993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>Visitor Center Upper Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.049293</td>\n",
       "      <td>-135.319331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>Visitor Center Lower Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.048806</td>\n",
       "      <td>-135.319407</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 name         type   latitude   longitude\n",
       "537                       Parking Lot  Parking Lot  58.454083 -135.885648\n",
       "538                 Overnight Parking  Parking Lot  58.452988 -135.887529\n",
       "558         East Entrance Parking Lot  Parking Lot  57.049780 -135.313993\n",
       "614  Visitor Center Upper Parking Lot  Parking Lot  57.049293 -135.319331\n",
       "615  Visitor Center Lower Parking Lot  Parking Lot  57.048806 -135.319407"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "parking_df = parking_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\", \"Longitude\":\"longitude\"})\n",
    "parking_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.454083</td>\n",
       "      <td>-135.885648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Overnight Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.452988</td>\n",
       "      <td>-135.887529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>East Entrance Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.049780</td>\n",
       "      <td>-135.313993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Visitor Center Upper Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.049293</td>\n",
       "      <td>-135.319331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Visitor Center Lower Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>57.048806</td>\n",
       "      <td>-135.319407</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               name         type   latitude   longitude\n",
       "0                       Parking Lot  Parking Lot  58.454083 -135.885648\n",
       "1                 Overnight Parking  Parking Lot  58.452988 -135.887529\n",
       "2         East Entrance Parking Lot  Parking Lot  57.049780 -135.313993\n",
       "3  Visitor Center Upper Parking Lot  Parking Lot  57.049293 -135.319331\n",
       "4  Visitor Center Lower Parking Lot  Parking Lot  57.048806 -135.319407"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "parking_df.reset_index(inplace = True, drop = True)\n",
    "parking_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Activities & Sports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Playground</td>\n",
       "      <td>Playground</td>\n",
       "      <td>40.565431</td>\n",
       "      <td>-73.872629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Lost Lake Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>59.520735</td>\n",
       "      <td>-135.358468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Kotsina River Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>61.512750</td>\n",
       "      <td>-144.077740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Crystalline Hills Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>61.378931</td>\n",
       "      <td>-143.617087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Suslota Lake Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>62.625298</td>\n",
       "      <td>-143.716398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24945</th>\n",
       "      <td>Meriwether Lewis Trail</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>35.528533</td>\n",
       "      <td>-87.453438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24991</th>\n",
       "      <td>Lawson Jenkins-Kerr Cemetery Access Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>35.668878</td>\n",
       "      <td>-83.072870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25002</th>\n",
       "      <td>WW26</td>\n",
       "      <td>Trail Marker</td>\n",
       "      <td>25.501584</td>\n",
       "      <td>-81.041981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25009</th>\n",
       "      <td>Bote Mountain Trail Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>35.628098</td>\n",
       "      <td>-83.725556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25044</th>\n",
       "      <td>Beaverdam Gap Overlook MP 401.7</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>35.453876</td>\n",
       "      <td>-82.680154</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1983 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                Name          Type   Latitude  \\\n",
       "50                                        Playground    Playground  40.565431   \n",
       "424                              Lost Lake Trailhead     Trailhead  59.520735   \n",
       "427                          Kotsina River Trailhead     Trailhead  61.512750   \n",
       "428                      Crystalline Hills Trailhead     Trailhead  61.378931   \n",
       "431                           Suslota Lake Trailhead     Trailhead  62.625298   \n",
       "...                                              ...           ...        ...   \n",
       "24945                         Meriwether Lewis Trail     Trailhead  35.528533   \n",
       "24991  Lawson Jenkins-Kerr Cemetery Access Trailhead     Trailhead  35.668878   \n",
       "25002                                           WW26  Trail Marker  25.501584   \n",
       "25009                  Bote Mountain Trail Trailhead     Trailhead  35.628098   \n",
       "25044                Beaverdam Gap Overlook MP 401.7     Trailhead  35.453876   \n",
       "\n",
       "        Longitude  \n",
       "50     -73.872629  \n",
       "424   -135.358468  \n",
       "427   -144.077740  \n",
       "428   -143.617087  \n",
       "431   -143.716398  \n",
       "...           ...  \n",
       "24945  -87.453438  \n",
       "24991  -83.072870  \n",
       "25002  -81.041981  \n",
       "25009  -83.725556  \n",
       "25044  -82.680154  \n",
       "\n",
       "[1983 rows x 4 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "sportsActivities_df = allPoints_df[(allPoints_df.Type == \"Athletic Field\") |\n",
    "                                   (allPoints_df.Type == \"Ballfield\") |\n",
    "                                   (allPoints_df.Type == \"Baseball/Softball\") |\n",
    "                                   (allPoints_df.Type == \"Basketball\") |\n",
    "                                   (allPoints_df.Type == \"Beach\") |\n",
    "                                   (allPoints_df.Type == \"Bicycle Trail\") |\n",
    "                                   (allPoints_df.Type == \"Cross-Country Ski Trail\") |\n",
    "                                   (allPoints_df.Type == \"Downhill Ski Trail\") |\n",
    "                                   (allPoints_df.Type == \"Fish Cleaning\") |\n",
    "                                   (allPoints_df.Type == \"Fishing\") |\n",
    "                                   (allPoints_df.Type == \"Four-wheel Drive Trail\") |\n",
    "                                   (allPoints_df.Type == \"Golf Course\") |\n",
    "                                   (allPoints_df.Type == \"Horseback Riding\") |\n",
    "                                   (allPoints_df.Type == \"Horseback Riding/Stable\") |\n",
    "                                   (allPoints_df.Type == \"Ice Rink\") |\n",
    "                                   (allPoints_df.Type == \"Motorized Trail\") |\n",
    "                                   (allPoints_df.Type == \"Non-Motorized Trail\") |\n",
    "                                   (allPoints_df.Type == \"Playground\") |\n",
    "                                   (allPoints_df.Type == \"Roller Skating\") |\n",
    "                                   (allPoints_df.Type == \"Scuba Diving\") |\n",
    "                                   (allPoints_df.Type == \"Sledding\") |\n",
    "                                   (allPoints_df.Type == \"Soccer\") |\n",
    "                                   (allPoints_df.Type == \"Stable\") |\n",
    "                                   (allPoints_df.Type == \"Swim Club\") |\n",
    "                                   (allPoints_df.Type == \"Swimming Area\") |\n",
    "                                   (allPoints_df.Type == \"Tennis\") |\n",
    "                                   (allPoints_df.Type == \"Tennis Court\") |\n",
    "                                   (allPoints_df.Type == \"Trail\") |\n",
    "                                   (allPoints_df.Type == \"Trail Marker\") |\n",
    "                                   (allPoints_df.Type == \"Trail Register\") |\n",
    "                                   (allPoints_df.Type == \"Trail Sign\") |\n",
    "                                   (allPoints_df.Type == \"Trailhead\") |\n",
    "                                   (allPoints_df.Type == \"Volleyball\")]\n",
    "sportsActivities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Playground</td>\n",
       "      <td>Playground</td>\n",
       "      <td>40.565431</td>\n",
       "      <td>-73.872629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>Lost Lake Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>59.520735</td>\n",
       "      <td>-135.358468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Kotsina River Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>61.512750</td>\n",
       "      <td>-144.077740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>Crystalline Hills Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>61.378931</td>\n",
       "      <td>-143.617087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>Suslota Lake Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>62.625298</td>\n",
       "      <td>-143.716398</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            name        type   latitude   longitude\n",
       "50                    Playground  Playground  40.565431  -73.872629\n",
       "424          Lost Lake Trailhead   Trailhead  59.520735 -135.358468\n",
       "427      Kotsina River Trailhead   Trailhead  61.512750 -144.077740\n",
       "428  Crystalline Hills Trailhead   Trailhead  61.378931 -143.617087\n",
       "431       Suslota Lake Trailhead   Trailhead  62.625298 -143.716398"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "sportsActivities_df = sportsActivities_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                                            \"Longitude\":\"longitude\"})\n",
    "sportsActivities_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Playground</td>\n",
       "      <td>Playground</td>\n",
       "      <td>40.565431</td>\n",
       "      <td>-73.872629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lost Lake Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>59.520735</td>\n",
       "      <td>-135.358468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Kotsina River Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>61.512750</td>\n",
       "      <td>-144.077740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Crystalline Hills Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>61.378931</td>\n",
       "      <td>-143.617087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Suslota Lake Trailhead</td>\n",
       "      <td>Trailhead</td>\n",
       "      <td>62.625298</td>\n",
       "      <td>-143.716398</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          name        type   latitude   longitude\n",
       "0                   Playground  Playground  40.565431  -73.872629\n",
       "1          Lost Lake Trailhead   Trailhead  59.520735 -135.358468\n",
       "2      Kotsina River Trailhead   Trailhead  61.512750 -144.077740\n",
       "3  Crystalline Hills Trailhead   Trailhead  61.378931 -143.617087\n",
       "4       Suslota Lake Trailhead   Trailhead  62.625298 -143.716398"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "sportsActivities_df.reset_index(inplace = True, drop = True)\n",
    "sportsActivities_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Amenities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Brooks Camp Visitor Center</td>\n",
       "      <td>Visitor Center</td>\n",
       "      <td>58.556136</td>\n",
       "      <td>-155.778200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Brooks Lodge Guest Shower/Restroom</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.555560</td>\n",
       "      <td>-155.778564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24970</th>\n",
       "      <td>Cades Cove Campground Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>35.602817</td>\n",
       "      <td>-83.772272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24993</th>\n",
       "      <td>North Nest Key Wilderness Area</td>\n",
       "      <td>Regulatory Sign</td>\n",
       "      <td>25.150657</td>\n",
       "      <td>-80.514334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25006</th>\n",
       "      <td>Guy Bradley Visitor Center</td>\n",
       "      <td>Visitor Center</td>\n",
       "      <td>25.140877</td>\n",
       "      <td>-80.924099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25017</th>\n",
       "      <td>Mabry Mill Restaurant &amp; Gift Shop</td>\n",
       "      <td>Food Service</td>\n",
       "      <td>36.749878</td>\n",
       "      <td>-80.404958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25018</th>\n",
       "      <td>Abrams Creek Campground Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>35.611266</td>\n",
       "      <td>-83.933001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2736 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          Name             Type   Latitude  \\\n",
       "1             Lake Brooks Picnic Area Outhouse         Restroom  58.546349   \n",
       "2           Brooks Falls Trail Comfort Station         Restroom  58.550747   \n",
       "3                 Margot Falls Comfort Station         Restroom  58.441668   \n",
       "11                  Brooks Camp Visitor Center   Visitor Center  58.556136   \n",
       "18          Brooks Lodge Guest Shower/Restroom         Restroom  58.555560   \n",
       "...                                        ...              ...        ...   \n",
       "24970    Cades Cove Campground Comfort Station         Restroom  35.602817   \n",
       "24993           North Nest Key Wilderness Area  Regulatory Sign  25.150657   \n",
       "25006               Guy Bradley Visitor Center   Visitor Center  25.140877   \n",
       "25017        Mabry Mill Restaurant & Gift Shop     Food Service  36.749878   \n",
       "25018  Abrams Creek Campground Comfort Station         Restroom  35.611266   \n",
       "\n",
       "        Longitude  \n",
       "1     -155.793085  \n",
       "2     -155.781954  \n",
       "3     -155.605117  \n",
       "11    -155.778200  \n",
       "18    -155.778564  \n",
       "...           ...  \n",
       "24970  -83.772272  \n",
       "24993  -80.514334  \n",
       "25006  -80.924099  \n",
       "25017  -80.404958  \n",
       "25018  -83.933001  \n",
       "\n",
       "[2736 rows x 4 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "amenities_df = allPoints_df[(allPoints_df.Type == \"ATM\") |\n",
    "                            (allPoints_df.Type == \"Automated Fee Machine\") |\n",
    "                            (allPoints_df.Type == \"Brochure Box\") |\n",
    "                            (allPoints_df.Type == \"Directional Sign\") |\n",
    "                            (allPoints_df.Type == \"Fee Booth\") |\n",
    "                            (allPoints_df.Type == \"Food Concession\") |\n",
    "                            (allPoints_df.Type == \"Food Service\") |\n",
    "                            (allPoints_df.Type == \"Gas Station\") |\n",
    "                            (allPoints_df.Type == \"Gift Shop\") |\n",
    "                            (allPoints_df.Type == \"InfoKiosk\") |\n",
    "                            (allPoints_df.Type == \"Information\") |\n",
    "                            (allPoints_df.Type == \"Information Board\") |\n",
    "                            (allPoints_df.Type == \"Information Map\") |\n",
    "                            (allPoints_df.Type == \"NPS Office\") |\n",
    "                            (allPoints_df.Type == \"Office\") |\n",
    "                            (allPoints_df.Type == \"Park Office\") |\n",
    "                            (allPoints_df.Type == \"Post Office\") |\n",
    "                            (allPoints_df.Type == \"Regulatory Sign\") |\n",
    "                            (allPoints_df.Type == \"Restroom\") |\n",
    "                            (allPoints_df.Type == \"Retail Building\") |\n",
    "                            (allPoints_df.Type == \"Retail Concession\") |\n",
    "                            (allPoints_df.Type == \"Store\") |\n",
    "                            (allPoints_df.Type == \"Telephone\") |\n",
    "                            (allPoints_df.Type == \"Visitor Center\") |\n",
    "                            (allPoints_df.Type == \"Wheelchair Accessible\")]\n",
    "amenities_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Brooks Camp Visitor Center</td>\n",
       "      <td>Visitor Center</td>\n",
       "      <td>58.556136</td>\n",
       "      <td>-155.778200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Brooks Lodge Guest Shower/Restroom</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.555560</td>\n",
       "      <td>-155.778564</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  name            type   latitude   longitude\n",
       "1     Lake Brooks Picnic Area Outhouse        Restroom  58.546349 -155.793085\n",
       "2   Brooks Falls Trail Comfort Station        Restroom  58.550747 -155.781954\n",
       "3         Margot Falls Comfort Station        Restroom  58.441668 -155.605117\n",
       "11          Brooks Camp Visitor Center  Visitor Center  58.556136 -155.778200\n",
       "18  Brooks Lodge Guest Shower/Restroom        Restroom  58.555560 -155.778564"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "amenities_df = amenities_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                              \"Longitude\":\"longitude\"})\n",
    "amenities_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brooks Camp Visitor Center</td>\n",
       "      <td>Visitor Center</td>\n",
       "      <td>58.556136</td>\n",
       "      <td>-155.778200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Brooks Lodge Guest Shower/Restroom</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.555560</td>\n",
       "      <td>-155.778564</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 name            type   latitude   longitude\n",
       "0    Lake Brooks Picnic Area Outhouse        Restroom  58.546349 -155.793085\n",
       "1  Brooks Falls Trail Comfort Station        Restroom  58.550747 -155.781954\n",
       "2        Margot Falls Comfort Station        Restroom  58.441668 -155.605117\n",
       "3          Brooks Camp Visitor Center  Visitor Center  58.556136 -155.778200\n",
       "4  Brooks Lodge Guest Shower/Restroom        Restroom  58.555560 -155.778564"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "amenities_df.reset_index(inplace = True, drop = True)\n",
    "amenities_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Attractions & Geographic Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Brooks Camp Visitor Auditorium</td>\n",
       "      <td>Education Center</td>\n",
       "      <td>58.556331</td>\n",
       "      <td>-155.778985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Sled Dog Kennels</td>\n",
       "      <td>Point of Interest</td>\n",
       "      <td>63.719453</td>\n",
       "      <td>-148.968397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Russian Bishop's House (Historic)</td>\n",
       "      <td>Museum</td>\n",
       "      <td>57.051426</td>\n",
       "      <td>-135.331281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Exhibit Building</td>\n",
       "      <td>Museum</td>\n",
       "      <td>62.020274</td>\n",
       "      <td>-145.363083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Theater</td>\n",
       "      <td>Education Center</td>\n",
       "      <td>62.020091</td>\n",
       "      <td>-145.363904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25035</th>\n",
       "      <td>Half Bow Arch</td>\n",
       "      <td>Arch</td>\n",
       "      <td>36.531393</td>\n",
       "      <td>-84.746396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25036</th>\n",
       "      <td>Fork Ridge Overlook</td>\n",
       "      <td>Viewpoint</td>\n",
       "      <td>35.459371</td>\n",
       "      <td>-83.117397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25039</th>\n",
       "      <td>Taywa Creek Cascade</td>\n",
       "      <td>Waterfall</td>\n",
       "      <td>35.601237</td>\n",
       "      <td>-83.327601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25040</th>\n",
       "      <td>Long Hungry Ridge</td>\n",
       "      <td>Ridge</td>\n",
       "      <td>35.508200</td>\n",
       "      <td>-83.851213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25046</th>\n",
       "      <td>Iowa Monument</td>\n",
       "      <td>Monument</td>\n",
       "      <td>32.202099</td>\n",
       "      <td>-84.131530</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2800 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    Name               Type   Latitude  \\\n",
       "9         Brooks Camp Visitor Auditorium   Education Center  58.556331   \n",
       "98                      Sled Dog Kennels  Point of Interest  63.719453   \n",
       "156    Russian Bishop's House (Historic)             Museum  57.051426   \n",
       "165                     Exhibit Building             Museum  62.020274   \n",
       "166                              Theater   Education Center  62.020091   \n",
       "...                                  ...                ...        ...   \n",
       "25035                      Half Bow Arch               Arch  36.531393   \n",
       "25036                Fork Ridge Overlook          Viewpoint  35.459371   \n",
       "25039                Taywa Creek Cascade          Waterfall  35.601237   \n",
       "25040                  Long Hungry Ridge              Ridge  35.508200   \n",
       "25046                      Iowa Monument           Monument  32.202099   \n",
       "\n",
       "        Longitude  \n",
       "9     -155.778985  \n",
       "98    -148.968397  \n",
       "156   -135.331281  \n",
       "165   -145.363083  \n",
       "166   -145.363904  \n",
       "...           ...  \n",
       "25035  -84.746396  \n",
       "25036  -83.117397  \n",
       "25039  -83.327601  \n",
       "25040  -83.851213  \n",
       "25046  -84.131530  \n",
       "\n",
       "[2800 rows x 4 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "attractions_df = allPoints_df[(allPoints_df.Type == \"Amphitheater\") |\n",
    "                              (allPoints_df.Type == \"Arch\") |\n",
    "                              (allPoints_df.Type == \"Basin\") |\n",
    "                              (allPoints_df.Type == \"Battlefield\") |\n",
    "                              (allPoints_df.Type == \"Battlefield Marker\") |\n",
    "                              (allPoints_df.Type == \"Cable Car\") |\n",
    "                              (allPoints_df.Type == \"Cave Entrance\") |\n",
    "                              (allPoints_df.Type == \"Cinema\") |\n",
    "                              (allPoints_df.Type == \"Cliff\") |\n",
    "                              (allPoints_df.Type == \"Cultural Center\") |\n",
    "                              (allPoints_df.Type == \"Cultural Landscape\") |\n",
    "                              (allPoints_df.Type == \"Dam\") |\n",
    "                              (allPoints_df.Type == \"Dune\") |\n",
    "                              (allPoints_df.Type == \"Education Center\") |\n",
    "                              (allPoints_df.Type == \"Forest\") |\n",
    "                              (allPoints_df.Type == \"Fountain\") |\n",
    "                              (allPoints_df.Type == \"Garden\") |\n",
    "                              (allPoints_df.Type == \"Gazebo\") |\n",
    "                              (allPoints_df.Type == \"Geyser\") |\n",
    "                              (allPoints_df.Type == \"Grove\") |\n",
    "                              (allPoints_df.Type == \"Island\") |\n",
    "                              (allPoints_df.Type == \"Lava\") |\n",
    "                              (allPoints_df.Type == \"Library\") |\n",
    "                              (allPoints_df.Type == \"Lighthouse\") |\n",
    "                              (allPoints_df.Type == \"Memorial\") |\n",
    "                              (allPoints_df.Type == \"Monument\") |\n",
    "                              (allPoints_df.Type == \"Monument or Memorial\") |\n",
    "                              (allPoints_df.Type == \"Museum\") |\n",
    "                              (allPoints_df.Type == \"Natural Feature\") |\n",
    "                              (allPoints_df.Type == \"Overlook\") |\n",
    "                              (allPoints_df.Type == \"Overlook or Viewpoint\") |\n",
    "                              (allPoints_df.Type == \"Point of Interest\") |\n",
    "                              (allPoints_df.Type == \"Quarry (Mine)\") |\n",
    "                              (allPoints_df.Type == \"Rapids\") |\n",
    "                              (allPoints_df.Type == \"Ridge\") |\n",
    "                              (allPoints_df.Type == \"Rock Formation\") |\n",
    "                              (allPoints_df.Type == \"Sculpture\") |\n",
    "                              (allPoints_df.Type == \"Site of Interest\") |\n",
    "                              (allPoints_df.Type == \"Totem Pole\") |\n",
    "                              (allPoints_df.Type == \"Tour Stop\") |\n",
    "                              (allPoints_df.Type == \"Valley\") |\n",
    "                              (allPoints_df.Type == \"Viewpoint\") |\n",
    "                              (allPoints_df.Type == \"Volcano\") |\n",
    "                              (allPoints_df.Type == \"Volcano (Crater)\") |\n",
    "                              (allPoints_df.Type == \"Waterfall\") |\n",
    "                              (allPoints_df.Type == \"Wildlife Viewing\") |\n",
    "                              (allPoints_df.Type == \"Windmill\")]\n",
    "attractions_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Brooks Camp Visitor Auditorium</td>\n",
       "      <td>Education Center</td>\n",
       "      <td>58.556331</td>\n",
       "      <td>-155.778985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Sled Dog Kennels</td>\n",
       "      <td>Point of Interest</td>\n",
       "      <td>63.719453</td>\n",
       "      <td>-148.968397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Russian Bishop's House (Historic)</td>\n",
       "      <td>Museum</td>\n",
       "      <td>57.051426</td>\n",
       "      <td>-135.331281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Exhibit Building</td>\n",
       "      <td>Museum</td>\n",
       "      <td>62.020274</td>\n",
       "      <td>-145.363083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Theater</td>\n",
       "      <td>Education Center</td>\n",
       "      <td>62.020091</td>\n",
       "      <td>-145.363904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  name               type   latitude  \\\n",
       "9       Brooks Camp Visitor Auditorium   Education Center  58.556331   \n",
       "98                    Sled Dog Kennels  Point of Interest  63.719453   \n",
       "156  Russian Bishop's House (Historic)             Museum  57.051426   \n",
       "165                   Exhibit Building             Museum  62.020274   \n",
       "166                            Theater   Education Center  62.020091   \n",
       "\n",
       "      longitude  \n",
       "9   -155.778985  \n",
       "98  -148.968397  \n",
       "156 -135.331281  \n",
       "165 -145.363083  \n",
       "166 -145.363904  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "attractions_df = attractions_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                                  \"Longitude\":\"longitude\"})\n",
    "attractions_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Brooks Camp Visitor Auditorium</td>\n",
       "      <td>Education Center</td>\n",
       "      <td>58.556331</td>\n",
       "      <td>-155.778985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sled Dog Kennels</td>\n",
       "      <td>Point of Interest</td>\n",
       "      <td>63.719453</td>\n",
       "      <td>-148.968397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Russian Bishop's House (Historic)</td>\n",
       "      <td>Museum</td>\n",
       "      <td>57.051426</td>\n",
       "      <td>-135.331281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Exhibit Building</td>\n",
       "      <td>Museum</td>\n",
       "      <td>62.020274</td>\n",
       "      <td>-145.363083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Theater</td>\n",
       "      <td>Education Center</td>\n",
       "      <td>62.020091</td>\n",
       "      <td>-145.363904</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                name               type   latitude   longitude\n",
       "0     Brooks Camp Visitor Auditorium   Education Center  58.556331 -155.778985\n",
       "1                   Sled Dog Kennels  Point of Interest  63.719453 -148.968397\n",
       "2  Russian Bishop's House (Historic)             Museum  57.051426 -135.331281\n",
       "3                   Exhibit Building             Museum  62.020274 -145.363083\n",
       "4                            Theater   Education Center  62.020091 -145.363904"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "attractions_df.reset_index(inplace = True, drop = True)\n",
    "attractions_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Boating & Watercraft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Lower Dewey Reservoir</td>\n",
       "      <td>Reservoir</td>\n",
       "      <td>59.450314</td>\n",
       "      <td>-135.308928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Raft Launch</td>\n",
       "      <td>Canoe / Kayak Access</td>\n",
       "      <td>59.530797</td>\n",
       "      <td>-135.345492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Dry Bay Rafter Access</td>\n",
       "      <td>Canoe / Kayak Access</td>\n",
       "      <td>59.165072</td>\n",
       "      <td>-138.493305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Vessel Fuel Dock</td>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>58.453368</td>\n",
       "      <td>-135.887219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Public Use Dock</td>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>58.454558</td>\n",
       "      <td>-135.885824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24905</th>\n",
       "      <td>CSPZ 6</td>\n",
       "      <td>Buoy</td>\n",
       "      <td>24.620657</td>\n",
       "      <td>-82.864566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24937</th>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>25.149573</td>\n",
       "      <td>-80.514707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25010</th>\n",
       "      <td>WSEG Boat Ramp</td>\n",
       "      <td>Boat Launch</td>\n",
       "      <td>28.789845</td>\n",
       "      <td>-80.787559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25014</th>\n",
       "      <td>Nine Mile Pond Canoe / Kayak Access</td>\n",
       "      <td>Canoe / Kayak Access</td>\n",
       "      <td>25.254270</td>\n",
       "      <td>-80.797866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25049</th>\n",
       "      <td>Miss Green River</td>\n",
       "      <td>Boat Launch</td>\n",
       "      <td>37.179108</td>\n",
       "      <td>-86.112533</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1798 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Name                  Type   Latitude  \\\n",
       "346                  Lower Dewey Reservoir             Reservoir  59.450314   \n",
       "412                            Raft Launch  Canoe / Kayak Access  59.530797   \n",
       "530                  Dry Bay Rafter Access  Canoe / Kayak Access  59.165072   \n",
       "532                       Vessel Fuel Dock             Boat Dock  58.453368   \n",
       "533                        Public Use Dock             Boat Dock  58.454558   \n",
       "...                                    ...                   ...        ...   \n",
       "24905                               CSPZ 6                  Buoy  24.620657   \n",
       "24937                            Boat Dock             Boat Dock  25.149573   \n",
       "25010                       WSEG Boat Ramp           Boat Launch  28.789845   \n",
       "25014  Nine Mile Pond Canoe / Kayak Access  Canoe / Kayak Access  25.254270   \n",
       "25049                     Miss Green River           Boat Launch  37.179108   \n",
       "\n",
       "        Longitude  \n",
       "346   -135.308928  \n",
       "412   -135.345492  \n",
       "530   -138.493305  \n",
       "532   -135.887219  \n",
       "533   -135.885824  \n",
       "...           ...  \n",
       "24905  -82.864566  \n",
       "24937  -80.514707  \n",
       "25010  -80.787559  \n",
       "25014  -80.797866  \n",
       "25049  -86.112533  \n",
       "\n",
       "[1798 rows x 4 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "boating_df = allPoints_df[(allPoints_df.Type == \"Bay\") |\n",
    "                          (allPoints_df.Type == \"Boat Dock\") |\n",
    "                          (allPoints_df.Type == \"Boat Launch\") |\n",
    "                          (allPoints_df.Type == \"Boat Storage\") |\n",
    "                          (allPoints_df.Type == \"Boathouse\") |\n",
    "                          (allPoints_df.Type == \"Buoy\") |\n",
    "                          (allPoints_df.Type == \"Canal\") |\n",
    "                          (allPoints_df.Type == \"Canal Lock\") |\n",
    "                          (allPoints_df.Type == \"Canoe/Kayak Access\") |\n",
    "                          (allPoints_df.Type == \"Canoe / Kayak Access\") |\n",
    "                          (allPoints_df.Type == \"Canoe/Small Boat Access\") |\n",
    "                          (allPoints_df.Type == \"Gas Station - Boat only\") |\n",
    "                          (allPoints_df.Type == \"Harbor\") |\n",
    "                          (allPoints_df.Type == \"Lake\") |\n",
    "                          (allPoints_df.Type == \"Marina\") |\n",
    "                          (allPoints_df.Type == \"Mooring\") |\n",
    "                          (allPoints_df.Type == \"Reservoir\") |\n",
    "                          (allPoints_df.Type == \"Sailing\") |\n",
    "                          (allPoints_df.Type == \"Windsurfing Area\") |\n",
    "                          (allPoints_df.Type == \"Zebra Mussel Decontamination Station\")]\n",
    "boating_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>Lower Dewey Reservoir</td>\n",
       "      <td>Reservoir</td>\n",
       "      <td>59.450314</td>\n",
       "      <td>-135.308928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>Raft Launch</td>\n",
       "      <td>Canoe / Kayak Access</td>\n",
       "      <td>59.530797</td>\n",
       "      <td>-135.345492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>Dry Bay Rafter Access</td>\n",
       "      <td>Canoe / Kayak Access</td>\n",
       "      <td>59.165072</td>\n",
       "      <td>-138.493305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Vessel Fuel Dock</td>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>58.453368</td>\n",
       "      <td>-135.887219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>Public Use Dock</td>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>58.454558</td>\n",
       "      <td>-135.885824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      name                  type   latitude   longitude\n",
       "346  Lower Dewey Reservoir             Reservoir  59.450314 -135.308928\n",
       "412            Raft Launch  Canoe / Kayak Access  59.530797 -135.345492\n",
       "530  Dry Bay Rafter Access  Canoe / Kayak Access  59.165072 -138.493305\n",
       "532       Vessel Fuel Dock             Boat Dock  58.453368 -135.887219\n",
       "533        Public Use Dock             Boat Dock  58.454558 -135.885824"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "boating_df = boating_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                          \"Longitude\":\"longitude\"})\n",
    "boating_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lower Dewey Reservoir</td>\n",
       "      <td>Reservoir</td>\n",
       "      <td>59.450314</td>\n",
       "      <td>-135.308928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Raft Launch</td>\n",
       "      <td>Canoe / Kayak Access</td>\n",
       "      <td>59.530797</td>\n",
       "      <td>-135.345492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Dry Bay Rafter Access</td>\n",
       "      <td>Canoe / Kayak Access</td>\n",
       "      <td>59.165072</td>\n",
       "      <td>-138.493305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Vessel Fuel Dock</td>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>58.453368</td>\n",
       "      <td>-135.887219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Public Use Dock</td>\n",
       "      <td>Boat Dock</td>\n",
       "      <td>58.454558</td>\n",
       "      <td>-135.885824</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name                  type   latitude   longitude\n",
       "0  Lower Dewey Reservoir             Reservoir  59.450314 -135.308928\n",
       "1            Raft Launch  Canoe / Kayak Access  59.530797 -135.345492\n",
       "2  Dry Bay Rafter Access  Canoe / Kayak Access  59.165072 -138.493305\n",
       "3       Vessel Fuel Dock             Boat Dock  58.453368 -135.887219\n",
       "4        Public Use Dock             Boat Dock  58.454558 -135.885824"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "boating_df.reset_index(inplace = True, drop = True)\n",
    "boating_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Camping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Brooks Lodge Guest Shower/Restroom</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.555560</td>\n",
       "      <td>-155.778564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Valley of 10,000 Smokes Visitor Center Comfort...</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.368642</td>\n",
       "      <td>-155.383285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25033</th>\n",
       "      <td>#68 Steel Trap</td>\n",
       "      <td>Primitive Camping</td>\n",
       "      <td>35.543713</td>\n",
       "      <td>-83.507690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25034</th>\n",
       "      <td>Visitor Center Picnic Area</td>\n",
       "      <td>Picnic Area</td>\n",
       "      <td>34.330321</td>\n",
       "      <td>-88.709717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25048</th>\n",
       "      <td>Cumberland Knob Picnic Area</td>\n",
       "      <td>Picnic Area</td>\n",
       "      <td>36.553808</td>\n",
       "      <td>-80.907149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25052</th>\n",
       "      <td>Cataloochee Horse Camp</td>\n",
       "      <td>Litter Receptacle</td>\n",
       "      <td>35.629392</td>\n",
       "      <td>-83.115815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25053</th>\n",
       "      <td>Elkmont CG Road G</td>\n",
       "      <td>Dumpster</td>\n",
       "      <td>35.661311</td>\n",
       "      <td>-83.586168</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8366 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Name               Type  \\\n",
       "1                       Lake Brooks Picnic Area Outhouse           Restroom   \n",
       "2                     Brooks Falls Trail Comfort Station           Restroom   \n",
       "3                           Margot Falls Comfort Station           Restroom   \n",
       "18                    Brooks Lodge Guest Shower/Restroom           Restroom   \n",
       "24     Valley of 10,000 Smokes Visitor Center Comfort...           Restroom   \n",
       "...                                                  ...                ...   \n",
       "25033                                     #68 Steel Trap  Primitive Camping   \n",
       "25034                         Visitor Center Picnic Area        Picnic Area   \n",
       "25048                        Cumberland Knob Picnic Area        Picnic Area   \n",
       "25052                             Cataloochee Horse Camp  Litter Receptacle   \n",
       "25053                                  Elkmont CG Road G           Dumpster   \n",
       "\n",
       "        Latitude   Longitude  \n",
       "1      58.546349 -155.793085  \n",
       "2      58.550747 -155.781954  \n",
       "3      58.441668 -155.605117  \n",
       "18     58.555560 -155.778564  \n",
       "24     58.368642 -155.383285  \n",
       "...          ...         ...  \n",
       "25033  35.543713  -83.507690  \n",
       "25034  34.330321  -88.709717  \n",
       "25048  36.553808  -80.907149  \n",
       "25052  35.629392  -83.115815  \n",
       "25053  35.661311  -83.586168  \n",
       "\n",
       "[8366 rows x 4 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "camping_df = allPoints_df[(allPoints_df.Type == \"Campfire Ring\") |\n",
    "                          (allPoints_df.Type == \"Campground\") |\n",
    "                          (allPoints_df.Type == \"Campground, Trailer\") |\n",
    "                          (allPoints_df.Type == \"Campsite\") |\n",
    "                          (allPoints_df.Type == \"Campsite, Primitive\") |\n",
    "                          (allPoints_df.Type == \"Dormitory\") |\n",
    "                          (allPoints_df.Type == \"Dump Station\") |\n",
    "                          (allPoints_df.Type == \"Dumpster\") |\n",
    "                          (allPoints_df.Type == \"Firewood\") |\n",
    "                          (allPoints_df.Type == \"Grill\") |\n",
    "                          (allPoints_df.Type == \"Laundry\") |\n",
    "                          (allPoints_df.Type == \"Litter Receptacle\") |\n",
    "                          (allPoints_df.Type == \"Picnic Area\") |\n",
    "                          (allPoints_df.Type == \"Picnic Table\") |\n",
    "                          (allPoints_df.Type == \"Potable Water\") |\n",
    "                          (allPoints_df.Type == \"Primitive Camping\") |\n",
    "                          (allPoints_df.Type == \"Recycling\") |\n",
    "                          (allPoints_df.Type == \"Restroom\") |\n",
    "                          (allPoints_df.Type == \"RV Campground\") |\n",
    "                          (allPoints_df.Type == \"Showers\")]\n",
    "camping_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Brooks Lodge Guest Shower/Restroom</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.555560</td>\n",
       "      <td>-155.778564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Valley of 10,000 Smokes Visitor Center Comfort...</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.368642</td>\n",
       "      <td>-155.383285</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 name      type   latitude  \\\n",
       "1                    Lake Brooks Picnic Area Outhouse  Restroom  58.546349   \n",
       "2                  Brooks Falls Trail Comfort Station  Restroom  58.550747   \n",
       "3                        Margot Falls Comfort Station  Restroom  58.441668   \n",
       "18                 Brooks Lodge Guest Shower/Restroom  Restroom  58.555560   \n",
       "24  Valley of 10,000 Smokes Visitor Center Comfort...  Restroom  58.368642   \n",
       "\n",
       "     longitude  \n",
       "1  -155.793085  \n",
       "2  -155.781954  \n",
       "3  -155.605117  \n",
       "18 -155.778564  \n",
       "24 -155.383285  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "camping_df = camping_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                          \"Longitude\":\"longitude\"})\n",
    "camping_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Outhouse</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.546349</td>\n",
       "      <td>-155.793085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brooks Falls Trail Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.550747</td>\n",
       "      <td>-155.781954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Margot Falls Comfort Station</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.441668</td>\n",
       "      <td>-155.605117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Brooks Lodge Guest Shower/Restroom</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.555560</td>\n",
       "      <td>-155.778564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Valley of 10,000 Smokes Visitor Center Comfort...</td>\n",
       "      <td>Restroom</td>\n",
       "      <td>58.368642</td>\n",
       "      <td>-155.383285</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                name      type   latitude  \\\n",
       "0                   Lake Brooks Picnic Area Outhouse  Restroom  58.546349   \n",
       "1                 Brooks Falls Trail Comfort Station  Restroom  58.550747   \n",
       "2                       Margot Falls Comfort Station  Restroom  58.441668   \n",
       "3                 Brooks Lodge Guest Shower/Restroom  Restroom  58.555560   \n",
       "4  Valley of 10,000 Smokes Visitor Center Comfort...  Restroom  58.368642   \n",
       "\n",
       "    longitude  \n",
       "0 -155.793085  \n",
       "1 -155.781954  \n",
       "2 -155.605117  \n",
       "3 -155.778564  \n",
       "4 -155.383285  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "camping_df.reset_index(inplace = True, drop = True)\n",
    "camping_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Emergency Services"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560077</td>\n",
       "      <td>-155.777895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560144</td>\n",
       "      <td>-155.777510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.559874</td>\n",
       "      <td>-155.777597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Brooks Camp Ranger Station (Historic)</td>\n",
       "      <td>Ranger Station</td>\n",
       "      <td>58.556654</td>\n",
       "      <td>-155.778542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24016</th>\n",
       "      <td>Kephart Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>35.610142</td>\n",
       "      <td>-83.368535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24203</th>\n",
       "      <td>Great Island</td>\n",
       "      <td>Ranger Station</td>\n",
       "      <td>34.759965</td>\n",
       "      <td>-76.412902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24336</th>\n",
       "      <td>Russell Field Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>35.561784</td>\n",
       "      <td>-83.766542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24458</th>\n",
       "      <td>Maple Springs</td>\n",
       "      <td>Ranger Station</td>\n",
       "      <td>37.207256</td>\n",
       "      <td>-86.132019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24625</th>\n",
       "      <td>Elliott Key Ranger Station</td>\n",
       "      <td>Ranger Station</td>\n",
       "      <td>25.452620</td>\n",
       "      <td>-80.196030</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>326 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        Name            Type   Latitude  \\\n",
       "0            Lake Brooks Picnic Area Shelter         Shelter  58.546282   \n",
       "4                         Campground Lean-to         Shelter  58.560077   \n",
       "6                         Campground Lean-to         Shelter  58.560144   \n",
       "7                         Campground Lean-to         Shelter  58.559874   \n",
       "8      Brooks Camp Ranger Station (Historic)  Ranger Station  58.556654   \n",
       "...                                      ...             ...        ...   \n",
       "24016                        Kephart Shelter         Shelter  35.610142   \n",
       "24203                           Great Island  Ranger Station  34.759965   \n",
       "24336                  Russell Field Shelter         Shelter  35.561784   \n",
       "24458                          Maple Springs  Ranger Station  37.207256   \n",
       "24625             Elliott Key Ranger Station  Ranger Station  25.452620   \n",
       "\n",
       "        Longitude  \n",
       "0     -155.793521  \n",
       "4     -155.777895  \n",
       "6     -155.777510  \n",
       "7     -155.777597  \n",
       "8     -155.778542  \n",
       "...           ...  \n",
       "24016  -83.368535  \n",
       "24203  -76.412902  \n",
       "24336  -83.766542  \n",
       "24458  -86.132019  \n",
       "24625  -80.196030  \n",
       "\n",
       "[326 rows x 4 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "emergency_df = allPoints_df[(allPoints_df.Type == \"Clinic\") |\n",
    "                            (allPoints_df.Type == \"Fire Station\") |\n",
    "                            (allPoints_df.Type == \"First Aid Station\") |\n",
    "                            (allPoints_df.Type == \"Hospital\") |\n",
    "                            (allPoints_df.Type == \"Patrol Cabin\") |\n",
    "                            (allPoints_df.Type == \"Police\") |\n",
    "                            (allPoints_df.Type == \"Ranger Station\") |\n",
    "                            (allPoints_df.Type == \"Shelter\") |\n",
    "                            (allPoints_df.Type == \"Telephone\") |\n",
    "                            (allPoints_df.Type == \"Weather Shelter\")]\n",
    "emergency_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560077</td>\n",
       "      <td>-155.777895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560144</td>\n",
       "      <td>-155.777510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.559874</td>\n",
       "      <td>-155.777597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Brooks Camp Ranger Station (Historic)</td>\n",
       "      <td>Ranger Station</td>\n",
       "      <td>58.556654</td>\n",
       "      <td>-155.778542</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    name            type   latitude  \\\n",
       "0        Lake Brooks Picnic Area Shelter         Shelter  58.546282   \n",
       "4                     Campground Lean-to         Shelter  58.560077   \n",
       "6                     Campground Lean-to         Shelter  58.560144   \n",
       "7                     Campground Lean-to         Shelter  58.559874   \n",
       "8  Brooks Camp Ranger Station (Historic)  Ranger Station  58.556654   \n",
       "\n",
       "    longitude  \n",
       "0 -155.793521  \n",
       "4 -155.777895  \n",
       "6 -155.777510  \n",
       "7 -155.777597  \n",
       "8 -155.778542  "
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "emergency_df = emergency_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                              \"Longitude\":\"longitude\"})\n",
    "emergency_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Lake Brooks Picnic Area Shelter</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.546282</td>\n",
       "      <td>-155.793521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560077</td>\n",
       "      <td>-155.777895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.560144</td>\n",
       "      <td>-155.777510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Campground Lean-to</td>\n",
       "      <td>Shelter</td>\n",
       "      <td>58.559874</td>\n",
       "      <td>-155.777597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Brooks Camp Ranger Station (Historic)</td>\n",
       "      <td>Ranger Station</td>\n",
       "      <td>58.556654</td>\n",
       "      <td>-155.778542</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    name            type   latitude  \\\n",
       "0        Lake Brooks Picnic Area Shelter         Shelter  58.546282   \n",
       "1                     Campground Lean-to         Shelter  58.560077   \n",
       "2                     Campground Lean-to         Shelter  58.560144   \n",
       "3                     Campground Lean-to         Shelter  58.559874   \n",
       "4  Brooks Camp Ranger Station (Historic)  Ranger Station  58.556654   \n",
       "\n",
       "    longitude  \n",
       "0 -155.793521  \n",
       "1 -155.777895  \n",
       "2 -155.777510  \n",
       "3 -155.777597  \n",
       "4 -155.778542  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "emergency_df.reset_index(inplace = True, drop = True)\n",
    "emergency_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Historic Sites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Alaska Packers Cabin (Historic)</td>\n",
       "      <td>Historic Cabin</td>\n",
       "      <td>56.763552</td>\n",
       "      <td>-157.491128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Russian Bishop's House (Historic)</td>\n",
       "      <td>Museum</td>\n",
       "      <td>57.051426</td>\n",
       "      <td>-135.331281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Old School (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>57.051470</td>\n",
       "      <td>-135.330866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Priests' Quarters (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>57.051477</td>\n",
       "      <td>-135.331704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Old School House (Shaw) (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>61.481239</td>\n",
       "      <td>-142.885253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24946</th>\n",
       "      <td>Alfred Reagan House</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>35.702581</td>\n",
       "      <td>-83.471037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24957</th>\n",
       "      <td>John P. Cable Barn</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>35.584674</td>\n",
       "      <td>-83.844034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24964</th>\n",
       "      <td>Snee Farm House</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>32.846066</td>\n",
       "      <td>-79.824678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24984</th>\n",
       "      <td>Carson-Messer Cemetery</td>\n",
       "      <td>Cemetery / Graveyard</td>\n",
       "      <td>35.604215</td>\n",
       "      <td>-83.095511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24987</th>\n",
       "      <td>King Birth Home</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>33.755213</td>\n",
       "      <td>-84.371121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1153 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Name                  Type   Latitude  \\\n",
       "151       Alaska Packers Cabin (Historic)        Historic Cabin  56.763552   \n",
       "156     Russian Bishop's House (Historic)                Museum  57.051426   \n",
       "157                 Old School (Historic)     Historic Building  57.051470   \n",
       "158          Priests' Quarters (Historic)     Historic Building  57.051477   \n",
       "159    Old School House (Shaw) (Historic)     Historic Building  61.481239   \n",
       "...                                   ...                   ...        ...   \n",
       "24946                 Alfred Reagan House     Historic Building  35.702581   \n",
       "24957                  John P. Cable Barn     Historic Building  35.584674   \n",
       "24964                     Snee Farm House     Historic Building  32.846066   \n",
       "24984              Carson-Messer Cemetery  Cemetery / Graveyard  35.604215   \n",
       "24987                     King Birth Home     Historic Building  33.755213   \n",
       "\n",
       "        Longitude  \n",
       "151   -157.491128  \n",
       "156   -135.331281  \n",
       "157   -135.330866  \n",
       "158   -135.331704  \n",
       "159   -142.885253  \n",
       "...           ...  \n",
       "24946  -83.471037  \n",
       "24957  -83.844034  \n",
       "24964  -79.824678  \n",
       "24984  -83.095511  \n",
       "24987  -84.371121  \n",
       "\n",
       "[1153 rows x 4 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "historic_df = allPoints_df[(allPoints_df.Type == \"Battlefield\") |\n",
    "                           (allPoints_df.Type == \"Battlefield Marker\") |\n",
    "                           (allPoints_df.Type == \"Cannon\") |\n",
    "                           (allPoints_df.Type == \"Cemetery / Graveyard\") |\n",
    "                           (allPoints_df.Type == \"Grave\") |\n",
    "                           (allPoints_df.Type == \"Historic Building\") |\n",
    "                           (allPoints_df.Type == \"Historic Cabin\") |\n",
    "                           (allPoints_df.Type == \"Historic District\") |\n",
    "                           (allPoints_df.Type == \"Historic Marker\") |\n",
    "                           (allPoints_df.Type == \"Historic Mine\") |\n",
    "                           (allPoints_df.Type == \"Historic Ruins\") |\n",
    "                           (allPoints_df.Type == \"Historic Site\") |\n",
    "                           (allPoints_df.Type == \"Library\") |\n",
    "                           (allPoints_df.Type == \"Museum\") |\n",
    "                           (allPoints_df.Type == \"Totem Pole\")]\n",
    "historic_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Alaska Packers Cabin (Historic)</td>\n",
       "      <td>Historic Cabin</td>\n",
       "      <td>56.763552</td>\n",
       "      <td>-157.491128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Russian Bishop's House (Historic)</td>\n",
       "      <td>Museum</td>\n",
       "      <td>57.051426</td>\n",
       "      <td>-135.331281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Old School (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>57.051470</td>\n",
       "      <td>-135.330866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Priests' Quarters (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>57.051477</td>\n",
       "      <td>-135.331704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Old School House (Shaw) (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>61.481239</td>\n",
       "      <td>-142.885253</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   name               type   latitude  \\\n",
       "151     Alaska Packers Cabin (Historic)     Historic Cabin  56.763552   \n",
       "156   Russian Bishop's House (Historic)             Museum  57.051426   \n",
       "157               Old School (Historic)  Historic Building  57.051470   \n",
       "158        Priests' Quarters (Historic)  Historic Building  57.051477   \n",
       "159  Old School House (Shaw) (Historic)  Historic Building  61.481239   \n",
       "\n",
       "      longitude  \n",
       "151 -157.491128  \n",
       "156 -135.331281  \n",
       "157 -135.330866  \n",
       "158 -135.331704  \n",
       "159 -142.885253  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "historic_df = historic_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                            \"Longitude\":\"longitude\"})\n",
    "historic_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alaska Packers Cabin (Historic)</td>\n",
       "      <td>Historic Cabin</td>\n",
       "      <td>56.763552</td>\n",
       "      <td>-157.491128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Russian Bishop's House (Historic)</td>\n",
       "      <td>Museum</td>\n",
       "      <td>57.051426</td>\n",
       "      <td>-135.331281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Old School (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>57.051470</td>\n",
       "      <td>-135.330866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Priests' Quarters (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>57.051477</td>\n",
       "      <td>-135.331704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Old School House (Shaw) (Historic)</td>\n",
       "      <td>Historic Building</td>\n",
       "      <td>61.481239</td>\n",
       "      <td>-142.885253</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 name               type   latitude  \\\n",
       "0     Alaska Packers Cabin (Historic)     Historic Cabin  56.763552   \n",
       "1   Russian Bishop's House (Historic)             Museum  57.051426   \n",
       "2               Old School (Historic)  Historic Building  57.051470   \n",
       "3        Priests' Quarters (Historic)  Historic Building  57.051477   \n",
       "4  Old School House (Shaw) (Historic)  Historic Building  61.481239   \n",
       "\n",
       "    longitude  \n",
       "0 -157.491128  \n",
       "1 -135.331281  \n",
       "2 -135.330866  \n",
       "3 -135.331704  \n",
       "4 -142.885253  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "historic_df.reset_index(inplace = True, drop = True)\n",
    "historic_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Points of Interest: &nbsp;Parking & Transportation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Type</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Vessel Fueling/Pumpout</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>58.455087</td>\n",
       "      <td>-135.888687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Denali Bus Depot</td>\n",
       "      <td>Bus Stop / Shuttle Stop</td>\n",
       "      <td>63.736585</td>\n",
       "      <td>-148.897401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Machine Shop (Historic)</td>\n",
       "      <td>Garage</td>\n",
       "      <td>61.485650</td>\n",
       "      <td>-142.889561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.454083</td>\n",
       "      <td>-135.885648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Overnight Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.452988</td>\n",
       "      <td>-135.887529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25043</th>\n",
       "      <td>Sinks Bridge And Trailhead Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.669477</td>\n",
       "      <td>-83.662081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25045</th>\n",
       "      <td>Pullout Parking At Mile Post 13.68</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.619673</td>\n",
       "      <td>-83.420680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25047</th>\n",
       "      <td>Gate</td>\n",
       "      <td>Gate</td>\n",
       "      <td>25.374735</td>\n",
       "      <td>-80.622179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25054</th>\n",
       "      <td>Tremont Institute Parking #2</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>35.641874</td>\n",
       "      <td>-83.689806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25055</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>30.439240</td>\n",
       "      <td>-81.437981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3283 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Name                     Type   Latitude  \\\n",
       "58                 Vessel Fueling/Pumpout              Gas Station  58.455087   \n",
       "68                       Denali Bus Depot  Bus Stop / Shuttle Stop  63.736585   \n",
       "197               Machine Shop (Historic)                   Garage  61.485650   \n",
       "537                           Parking Lot              Parking Lot  58.454083   \n",
       "538                     Overnight Parking              Parking Lot  58.452988   \n",
       "...                                   ...                      ...        ...   \n",
       "25043  Sinks Bridge And Trailhead Parking              Parking Lot  35.669477   \n",
       "25045  Pullout Parking At Mile Post 13.68              Parking Lot  35.619673   \n",
       "25047                                Gate                     Gate  25.374735   \n",
       "25054        Tremont Institute Parking #2              Parking Lot  35.641874   \n",
       "25055                         Parking Lot              Parking Lot  30.439240   \n",
       "\n",
       "        Longitude  \n",
       "58    -135.888687  \n",
       "68    -148.897401  \n",
       "197   -142.889561  \n",
       "537   -135.885648  \n",
       "538   -135.887529  \n",
       "...           ...  \n",
       "25043  -83.662081  \n",
       "25045  -83.420680  \n",
       "25047  -80.622179  \n",
       "25054  -83.689806  \n",
       "25055  -81.437981  \n",
       "\n",
       "[3283 rows x 4 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new DataFrame filtered on desired type values\n",
    "parkingTransportation_df = allPoints_df[(allPoints_df.Type == \"Bus or Shuttle Stop\") |\n",
    "                                        (allPoints_df.Type == \"Bus Stop / Shuttle Stop\") |\n",
    "                                        (allPoints_df.Type == \"Electric Vehicle Parking\") |\n",
    "                                        (allPoints_df.Type == \"Entrance / Exit\") |\n",
    "                                        (allPoints_df.Type == \"Entrance Station\") |\n",
    "                                        (allPoints_df.Type == \"Entrance/Exit\") |\n",
    "                                        (allPoints_df.Type == \"Ferry Terminal\") |\n",
    "                                        (allPoints_df.Type == \"Garage\") |\n",
    "                                        (allPoints_df.Type == \"Gas Station\") |\n",
    "                                        (allPoints_df.Type == \"Gate\") |\n",
    "                                        (allPoints_df.Type == \"Gateway Sign\") |\n",
    "                                        (allPoints_df.Type == \"Metro Station\") |\n",
    "                                        (allPoints_df.Type == \"Parking Lot\") |\n",
    "                                        (allPoints_df.Type == \"Parking, Disabled Only\") |\n",
    "                                        (allPoints_df.Type == \"Road\") |\n",
    "                                        (allPoints_df.Type == \"Roadside Pullout\") |\n",
    "                                        (allPoints_df.Type == \"Train Station\")]\n",
    "parkingTransportation_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Vessel Fueling/Pumpout</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>58.455087</td>\n",
       "      <td>-135.888687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Denali Bus Depot</td>\n",
       "      <td>Bus Stop / Shuttle Stop</td>\n",
       "      <td>63.736585</td>\n",
       "      <td>-148.897401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Machine Shop (Historic)</td>\n",
       "      <td>Garage</td>\n",
       "      <td>61.485650</td>\n",
       "      <td>-142.889561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.454083</td>\n",
       "      <td>-135.885648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Overnight Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.452988</td>\n",
       "      <td>-135.887529</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name                     type   latitude   longitude\n",
       "58    Vessel Fueling/Pumpout              Gas Station  58.455087 -135.888687\n",
       "68          Denali Bus Depot  Bus Stop / Shuttle Stop  63.736585 -148.897401\n",
       "197  Machine Shop (Historic)                   Garage  61.485650 -142.889561\n",
       "537              Parking Lot              Parking Lot  58.454083 -135.885648\n",
       "538        Overnight Parking              Parking Lot  58.452988 -135.887529"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for SQL compatibility\n",
    "parkingTransportation_df = parkingTransportation_df.rename(columns = {\"Name\":\"name\", \"Type\":\"type\", \"Latitude\":\"latitude\",\n",
    "                                                                      \"Longitude\":\"longitude\"})\n",
    "parkingTransportation_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>type</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Vessel Fueling/Pumpout</td>\n",
       "      <td>Gas Station</td>\n",
       "      <td>58.455087</td>\n",
       "      <td>-135.888687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Denali Bus Depot</td>\n",
       "      <td>Bus Stop / Shuttle Stop</td>\n",
       "      <td>63.736585</td>\n",
       "      <td>-148.897401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Machine Shop (Historic)</td>\n",
       "      <td>Garage</td>\n",
       "      <td>61.485650</td>\n",
       "      <td>-142.889561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.454083</td>\n",
       "      <td>-135.885648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Overnight Parking</td>\n",
       "      <td>Parking Lot</td>\n",
       "      <td>58.452988</td>\n",
       "      <td>-135.887529</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      name                     type   latitude   longitude\n",
       "0   Vessel Fueling/Pumpout              Gas Station  58.455087 -135.888687\n",
       "1         Denali Bus Depot  Bus Stop / Shuttle Stop  63.736585 -148.897401\n",
       "2  Machine Shop (Historic)                   Garage  61.485650 -142.889561\n",
       "3              Parking Lot              Parking Lot  58.454083 -135.885648\n",
       "4        Overnight Parking              Parking Lot  58.452988 -135.887529"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reset index in place\n",
    "parkingTransportation_df.reset_index(inplace = True, drop = True)\n",
    "parkingTransportation_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### E. &nbsp;Attendance/Visitors (Recreation Visits; from CSV)\n",
    "- By Park by Year\n",
    "- \"Presidents' Park\" did not have its own code; combined these attendance values with White House attendance numbers.\n",
    "- \"Klondike Gold Rush - Seattle\" technically falls under Klondike Gold Rush - Alaska and does not have its own code; eliminated this record altogether (average annual attendance is 66,907)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace NHP</td>\n",
       "      <td>163,568</td>\n",
       "      <td>169,515</td>\n",
       "      <td>163,928</td>\n",
       "      <td>241,264</td>\n",
       "      <td>148,605</td>\n",
       "      <td>252,495</td>\n",
       "      <td>269,580</td>\n",
       "      <td>260,964</td>\n",
       "      <td>238,226</td>\n",
       "      <td>228,141</td>\n",
       "      <td>213,629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia NP</td>\n",
       "      <td>2,374,645</td>\n",
       "      <td>2,431,052</td>\n",
       "      <td>2,254,922</td>\n",
       "      <td>2,563,129</td>\n",
       "      <td>2,811,184</td>\n",
       "      <td>3,303,393</td>\n",
       "      <td>3,509,271</td>\n",
       "      <td>3,537,575</td>\n",
       "      <td>3,437,286</td>\n",
       "      <td>2,669,034</td>\n",
       "      <td>2,889,149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams NHP</td>\n",
       "      <td>219,975</td>\n",
       "      <td>336,031</td>\n",
       "      <td>285,501</td>\n",
       "      <td>178,468</td>\n",
       "      <td>183,632</td>\n",
       "      <td>199,301</td>\n",
       "      <td>255,562</td>\n",
       "      <td>121,007</td>\n",
       "      <td>187,400</td>\n",
       "      <td>6,937</td>\n",
       "      <td>197,381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground NM</td>\n",
       "      <td>108,585</td>\n",
       "      <td>77,624</td>\n",
       "      <td>93,234</td>\n",
       "      <td>54,861</td>\n",
       "      <td>56,348</td>\n",
       "      <td>46,526</td>\n",
       "      <td>43,182</td>\n",
       "      <td>45,035</td>\n",
       "      <td>47,427</td>\n",
       "      <td>7,908</td>\n",
       "      <td>58,073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds NM</td>\n",
       "      <td>11,617</td>\n",
       "      <td>11,824</td>\n",
       "      <td>10,504</td>\n",
       "      <td>12,440</td>\n",
       "      <td>13,264</td>\n",
       "      <td>15,555</td>\n",
       "      <td>32,038</td>\n",
       "      <td>16,238</td>\n",
       "      <td>16,657</td>\n",
       "      <td>8,722</td>\n",
       "      <td>14,886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                            Name       2011       2012       2013  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace NHP    163,568    169,515    163,928   \n",
       "1  ACAD                       Acadia NP  2,374,645  2,431,052  2,254,922   \n",
       "2  ADAM                       Adams NHP    219,975    336,031    285,501   \n",
       "3  AFBG        African Burial Ground NM    108,585     77,624     93,234   \n",
       "4  AGFO            Agate Fossil Beds NM     11,617     11,824     10,504   \n",
       "\n",
       "        2014       2015       2016       2017       2018       2019  \\\n",
       "0    241,264    148,605    252,495    269,580    260,964    238,226   \n",
       "1  2,563,129  2,811,184  3,303,393  3,509,271  3,537,575  3,437,286   \n",
       "2    178,468    183,632    199,301    255,562    121,007    187,400   \n",
       "3     54,861     56,348     46,526     43,182     45,035     47,427   \n",
       "4     12,440     13,264     15,555     32,038     16,238     16,657   \n",
       "\n",
       "        2020    Average  \n",
       "0    228,141    213,629  \n",
       "1  2,669,034  2,889,149  \n",
       "2      6,937    197,381  \n",
       "3      7,908     58,073  \n",
       "4      8,722     14,886  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename column\n",
    "attendance_df = attendance_df.rename(columns = {\"Park Name\":\"Name\"})\n",
    "attendance_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "382"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check number of unique values in Code column\n",
    "f = len(pd.unique(attendance_df[\"Code\"]))\n",
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Code       object\n",
       "Name       object\n",
       "2011       object\n",
       "2012       object\n",
       "2013       object\n",
       "2014       object\n",
       "2015       object\n",
       "2016       object\n",
       "2017       object\n",
       "2018       object\n",
       "2019       object\n",
       "2020       object\n",
       "Average    object\n",
       "dtype: object"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types\n",
    "attendance_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace NHP</td>\n",
       "      <td>163,568</td>\n",
       "      <td>169,515</td>\n",
       "      <td>163,928</td>\n",
       "      <td>241,264</td>\n",
       "      <td>148,605</td>\n",
       "      <td>252,495</td>\n",
       "      <td>269,580</td>\n",
       "      <td>260,964</td>\n",
       "      <td>238,226</td>\n",
       "      <td>228,141</td>\n",
       "      <td>213,629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia NP</td>\n",
       "      <td>2,374,645</td>\n",
       "      <td>2,431,052</td>\n",
       "      <td>2,254,922</td>\n",
       "      <td>2,563,129</td>\n",
       "      <td>2,811,184</td>\n",
       "      <td>3,303,393</td>\n",
       "      <td>3,509,271</td>\n",
       "      <td>3,537,575</td>\n",
       "      <td>3,437,286</td>\n",
       "      <td>2,669,034</td>\n",
       "      <td>2,889,149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams NHP</td>\n",
       "      <td>219,975</td>\n",
       "      <td>336,031</td>\n",
       "      <td>285,501</td>\n",
       "      <td>178,468</td>\n",
       "      <td>183,632</td>\n",
       "      <td>199,301</td>\n",
       "      <td>255,562</td>\n",
       "      <td>121,007</td>\n",
       "      <td>187,400</td>\n",
       "      <td>6,937</td>\n",
       "      <td>197,381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground NM</td>\n",
       "      <td>108,585</td>\n",
       "      <td>77,624</td>\n",
       "      <td>93,234</td>\n",
       "      <td>54,861</td>\n",
       "      <td>56,348</td>\n",
       "      <td>46,526</td>\n",
       "      <td>43,182</td>\n",
       "      <td>45,035</td>\n",
       "      <td>47,427</td>\n",
       "      <td>7,908</td>\n",
       "      <td>58,073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds NM</td>\n",
       "      <td>11,617</td>\n",
       "      <td>11,824</td>\n",
       "      <td>10,504</td>\n",
       "      <td>12,440</td>\n",
       "      <td>13,264</td>\n",
       "      <td>15,555</td>\n",
       "      <td>32,038</td>\n",
       "      <td>16,238</td>\n",
       "      <td>16,657</td>\n",
       "      <td>8,722</td>\n",
       "      <td>14,886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                            Name       2011       2012       2013  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace NHP    163,568    169,515    163,928   \n",
       "1  ACAD                       Acadia NP  2,374,645  2,431,052  2,254,922   \n",
       "2  ADAM                       Adams NHP    219,975    336,031    285,501   \n",
       "3  AFBG        African Burial Ground NM    108,585     77,624     93,234   \n",
       "4  AGFO            Agate Fossil Beds NM     11,617     11,824     10,504   \n",
       "\n",
       "        2014       2015       2016       2017       2018       2019  \\\n",
       "0    241,264    148,605    252,495    269,580    260,964    238,226   \n",
       "1  2,563,129  2,811,184  3,303,393  3,509,271  3,537,575  3,437,286   \n",
       "2    178,468    183,632    199,301    255,562    121,007    187,400   \n",
       "3     54,861     56,348     46,526     43,182     45,035     47,427   \n",
       "4     12,440     13,264     15,555     32,038     16,238     16,657   \n",
       "\n",
       "        2020    Average  \n",
       "0    228,141    213,629  \n",
       "1  2,669,034  2,889,149  \n",
       "2      6,937    197,381  \n",
       "3      7,908     58,073  \n",
       "4      8,722     14,886  "
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform blank string values to NaN values\n",
    "attendance_df[\"2011\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2012\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2013\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2014\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2015\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2016\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2017\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2018\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2019\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"2020\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df[\"Average\"].replace(\" \", np.nan, inplace = True)\n",
    "attendance_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace NHP</td>\n",
       "      <td>163568</td>\n",
       "      <td>169515</td>\n",
       "      <td>163928</td>\n",
       "      <td>241264</td>\n",
       "      <td>148605</td>\n",
       "      <td>252495</td>\n",
       "      <td>269580</td>\n",
       "      <td>260964</td>\n",
       "      <td>238226</td>\n",
       "      <td>228141</td>\n",
       "      <td>213629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia NP</td>\n",
       "      <td>2374645</td>\n",
       "      <td>2431052</td>\n",
       "      <td>2254922</td>\n",
       "      <td>2563129</td>\n",
       "      <td>2811184</td>\n",
       "      <td>3303393</td>\n",
       "      <td>3509271</td>\n",
       "      <td>3537575</td>\n",
       "      <td>3437286</td>\n",
       "      <td>2669034</td>\n",
       "      <td>2889149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams NHP</td>\n",
       "      <td>219975</td>\n",
       "      <td>336031</td>\n",
       "      <td>285501</td>\n",
       "      <td>178468</td>\n",
       "      <td>183632</td>\n",
       "      <td>199301</td>\n",
       "      <td>255562</td>\n",
       "      <td>121007</td>\n",
       "      <td>187400</td>\n",
       "      <td>6937</td>\n",
       "      <td>197381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground NM</td>\n",
       "      <td>108585</td>\n",
       "      <td>77624</td>\n",
       "      <td>93234</td>\n",
       "      <td>54861</td>\n",
       "      <td>56348</td>\n",
       "      <td>46526</td>\n",
       "      <td>43182</td>\n",
       "      <td>45035</td>\n",
       "      <td>47427</td>\n",
       "      <td>7908</td>\n",
       "      <td>58073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds NM</td>\n",
       "      <td>11617</td>\n",
       "      <td>11824</td>\n",
       "      <td>10504</td>\n",
       "      <td>12440</td>\n",
       "      <td>13264</td>\n",
       "      <td>15555</td>\n",
       "      <td>32038</td>\n",
       "      <td>16238</td>\n",
       "      <td>16657</td>\n",
       "      <td>8722</td>\n",
       "      <td>14886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                            Name     2011     2012     2013     2014  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace NHP   163568   169515   163928   241264   \n",
       "1  ACAD                       Acadia NP  2374645  2431052  2254922  2563129   \n",
       "2  ADAM                       Adams NHP   219975   336031   285501   178468   \n",
       "3  AFBG        African Burial Ground NM   108585    77624    93234    54861   \n",
       "4  AGFO            Agate Fossil Beds NM    11617    11824    10504    12440   \n",
       "\n",
       "      2015     2016     2017     2018     2019     2020  Average  \n",
       "0   148605   252495   269580   260964   238226   228141   213629  \n",
       "1  2811184  3303393  3509271  3537575  3437286  2669034  2889149  \n",
       "2   183632   199301   255562   121007   187400     6937   197381  \n",
       "3    56348    46526    43182    45035    47427     7908    58073  \n",
       "4    13264    15555    32038    16238    16657     8722    14886  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove commas from string values in yearly attendance columns\n",
    "attendance_df[\"2011\"] = attendance_df[\"2011\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2012\"] = attendance_df[\"2012\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2013\"] = attendance_df[\"2013\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2014\"] = attendance_df[\"2014\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2015\"] = attendance_df[\"2015\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2016\"] = attendance_df[\"2016\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2017\"] = attendance_df[\"2017\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2018\"] = attendance_df[\"2018\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2019\"] = attendance_df[\"2019\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"2020\"] = attendance_df[\"2020\"].str.replace(\",\", \"\")\n",
    "attendance_df[\"Average\"] = attendance_df[\"Average\"].str.replace(\",\", \"\")\n",
    "attendance_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace NHP</td>\n",
       "      <td>163568</td>\n",
       "      <td>169515</td>\n",
       "      <td>163928</td>\n",
       "      <td>241264</td>\n",
       "      <td>148605</td>\n",
       "      <td>252495</td>\n",
       "      <td>269580</td>\n",
       "      <td>260964</td>\n",
       "      <td>238226</td>\n",
       "      <td>228141</td>\n",
       "      <td>213629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia NP</td>\n",
       "      <td>2374645</td>\n",
       "      <td>2431052</td>\n",
       "      <td>2254922</td>\n",
       "      <td>2563129</td>\n",
       "      <td>2811184</td>\n",
       "      <td>3303393</td>\n",
       "      <td>3509271</td>\n",
       "      <td>3537575</td>\n",
       "      <td>3437286</td>\n",
       "      <td>2669034</td>\n",
       "      <td>2889149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams NHP</td>\n",
       "      <td>219975</td>\n",
       "      <td>336031</td>\n",
       "      <td>285501</td>\n",
       "      <td>178468</td>\n",
       "      <td>183632</td>\n",
       "      <td>199301</td>\n",
       "      <td>255562</td>\n",
       "      <td>121007</td>\n",
       "      <td>187400</td>\n",
       "      <td>6937</td>\n",
       "      <td>197381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground NM</td>\n",
       "      <td>108585</td>\n",
       "      <td>77624</td>\n",
       "      <td>93234</td>\n",
       "      <td>54861</td>\n",
       "      <td>56348</td>\n",
       "      <td>46526</td>\n",
       "      <td>43182</td>\n",
       "      <td>45035</td>\n",
       "      <td>47427</td>\n",
       "      <td>7908</td>\n",
       "      <td>58073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds NM</td>\n",
       "      <td>11617</td>\n",
       "      <td>11824</td>\n",
       "      <td>10504</td>\n",
       "      <td>12440</td>\n",
       "      <td>13264</td>\n",
       "      <td>15555</td>\n",
       "      <td>32038</td>\n",
       "      <td>16238</td>\n",
       "      <td>16657</td>\n",
       "      <td>8722</td>\n",
       "      <td>14886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                            Name     2011     2012     2013     2014  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace NHP   163568   169515   163928   241264   \n",
       "1  ACAD                       Acadia NP  2374645  2431052  2254922  2563129   \n",
       "2  ADAM                       Adams NHP   219975   336031   285501   178468   \n",
       "3  AFBG        African Burial Ground NM   108585    77624    93234    54861   \n",
       "4  AGFO            Agate Fossil Beds NM    11617    11824    10504    12440   \n",
       "\n",
       "      2015     2016     2017     2018     2019     2020  Average  \n",
       "0   148605   252495   269580   260964   238226   228141   213629  \n",
       "1  2811184  3303393  3509271  3537575  3437286  2669034  2889149  \n",
       "2   183632   199301   255562   121007   187400     6937   197381  \n",
       "3    56348    46526    43182    45035    47427     7908    58073  \n",
       "4    13264    15555    32038    16238    16657     8722    14886  "
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform NaN values to \"0\"\n",
    "attendance_df[\"2011\"] = attendance_df[\"2011\"].fillna(0)\n",
    "attendance_df[\"2012\"] = attendance_df[\"2012\"].fillna(0)\n",
    "attendance_df[\"2013\"] = attendance_df[\"2013\"].fillna(0)\n",
    "attendance_df[\"2014\"] = attendance_df[\"2014\"].fillna(0)\n",
    "attendance_df[\"2015\"] = attendance_df[\"2015\"].fillna(0)\n",
    "attendance_df[\"2016\"] = attendance_df[\"2016\"].fillna(0)\n",
    "attendance_df[\"2017\"] = attendance_df[\"2017\"].fillna(0)\n",
    "attendance_df[\"2018\"] = attendance_df[\"2018\"].fillna(0)\n",
    "attendance_df[\"2019\"] = attendance_df[\"2019\"].fillna(0)\n",
    "attendance_df[\"2020\"] = attendance_df[\"2020\"].fillna(0)\n",
    "attendance_df[\"Average\"] = attendance_df[\"Average\"].fillna(0)\n",
    "attendance_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace NHP</td>\n",
       "      <td>163568</td>\n",
       "      <td>169515</td>\n",
       "      <td>163928</td>\n",
       "      <td>241264</td>\n",
       "      <td>148605</td>\n",
       "      <td>252495</td>\n",
       "      <td>269580</td>\n",
       "      <td>260964</td>\n",
       "      <td>238226</td>\n",
       "      <td>228141</td>\n",
       "      <td>213629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia NP</td>\n",
       "      <td>2374645</td>\n",
       "      <td>2431052</td>\n",
       "      <td>2254922</td>\n",
       "      <td>2563129</td>\n",
       "      <td>2811184</td>\n",
       "      <td>3303393</td>\n",
       "      <td>3509271</td>\n",
       "      <td>3537575</td>\n",
       "      <td>3437286</td>\n",
       "      <td>2669034</td>\n",
       "      <td>2889149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams NHP</td>\n",
       "      <td>219975</td>\n",
       "      <td>336031</td>\n",
       "      <td>285501</td>\n",
       "      <td>178468</td>\n",
       "      <td>183632</td>\n",
       "      <td>199301</td>\n",
       "      <td>255562</td>\n",
       "      <td>121007</td>\n",
       "      <td>187400</td>\n",
       "      <td>6937</td>\n",
       "      <td>197381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground NM</td>\n",
       "      <td>108585</td>\n",
       "      <td>77624</td>\n",
       "      <td>93234</td>\n",
       "      <td>54861</td>\n",
       "      <td>56348</td>\n",
       "      <td>46526</td>\n",
       "      <td>43182</td>\n",
       "      <td>45035</td>\n",
       "      <td>47427</td>\n",
       "      <td>7908</td>\n",
       "      <td>58073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds NM</td>\n",
       "      <td>11617</td>\n",
       "      <td>11824</td>\n",
       "      <td>10504</td>\n",
       "      <td>12440</td>\n",
       "      <td>13264</td>\n",
       "      <td>15555</td>\n",
       "      <td>32038</td>\n",
       "      <td>16238</td>\n",
       "      <td>16657</td>\n",
       "      <td>8722</td>\n",
       "      <td>14886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                            Name     2011     2012     2013     2014  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace NHP   163568   169515   163928   241264   \n",
       "1  ACAD                       Acadia NP  2374645  2431052  2254922  2563129   \n",
       "2  ADAM                       Adams NHP   219975   336031   285501   178468   \n",
       "3  AFBG        African Burial Ground NM   108585    77624    93234    54861   \n",
       "4  AGFO            Agate Fossil Beds NM    11617    11824    10504    12440   \n",
       "\n",
       "      2015     2016     2017     2018     2019     2020  Average  \n",
       "0   148605   252495   269580   260964   238226   228141   213629  \n",
       "1  2811184  3303393  3509271  3537575  3437286  2669034  2889149  \n",
       "2   183632   199301   255562   121007   187400     6937   197381  \n",
       "3    56348    46526    43182    45035    47427     7908    58073  \n",
       "4    13264    15555    32038    16238    16657     8722    14886  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform values to integers\n",
    "attendance_df[\"2011\"] = attendance_df[\"2011\"].astype(int)\n",
    "attendance_df[\"2012\"] = attendance_df[\"2012\"].astype(int)\n",
    "attendance_df[\"2013\"] = attendance_df[\"2013\"].astype(int)\n",
    "attendance_df[\"2014\"] = attendance_df[\"2014\"].astype(int)\n",
    "attendance_df[\"2015\"] = attendance_df[\"2015\"].astype(int)\n",
    "attendance_df[\"2016\"] = attendance_df[\"2016\"].astype(int)\n",
    "attendance_df[\"2017\"] = attendance_df[\"2017\"].astype(int)\n",
    "attendance_df[\"2018\"] = attendance_df[\"2018\"].astype(int)\n",
    "attendance_df[\"2019\"] = attendance_df[\"2019\"].astype(int)\n",
    "attendance_df[\"2020\"] = attendance_df[\"2020\"].astype(int)\n",
    "attendance_df[\"Average\"] = attendance_df[\"Average\"].astype(int)\n",
    "attendance_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Code       object\n",
       "Name       object\n",
       "2011        int64\n",
       "2012        int64\n",
       "2013        int64\n",
       "2014        int64\n",
       "2015        int64\n",
       "2016        int64\n",
       "2017        int64\n",
       "2018        int64\n",
       "2019        int64\n",
       "2020        int64\n",
       "Average     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types\n",
    "attendance_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(383, 13)"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DataFrame size\n",
    "attendance_df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### *Merge National Parks and Attendance DataFrames and create one comprehensive natParks DataFrame*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Code</th>\n",
       "      <th>Name_x</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Area</th>\n",
       "      <th>Name_y</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>Average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>3.387514e+02</td>\n",
       "      <td>Abraham Lincoln Birthplace NHP</td>\n",
       "      <td>163568.0</td>\n",
       "      <td>169515.0</td>\n",
       "      <td>163928.0</td>\n",
       "      <td>241264.0</td>\n",
       "      <td>148605.0</td>\n",
       "      <td>252495.0</td>\n",
       "      <td>269580.0</td>\n",
       "      <td>260964.0</td>\n",
       "      <td>238226.0</td>\n",
       "      <td>228141.0</td>\n",
       "      <td>213629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>3.476628e+04</td>\n",
       "      <td>Acadia NP</td>\n",
       "      <td>2374645.0</td>\n",
       "      <td>2431052.0</td>\n",
       "      <td>2254922.0</td>\n",
       "      <td>2563129.0</td>\n",
       "      <td>2811184.0</td>\n",
       "      <td>3303393.0</td>\n",
       "      <td>3509271.0</td>\n",
       "      <td>3537575.0</td>\n",
       "      <td>3437286.0</td>\n",
       "      <td>2669034.0</td>\n",
       "      <td>2889149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>1.363651e+01</td>\n",
       "      <td>Adams NHP</td>\n",
       "      <td>219975.0</td>\n",
       "      <td>336031.0</td>\n",
       "      <td>285501.0</td>\n",
       "      <td>178468.0</td>\n",
       "      <td>183632.0</td>\n",
       "      <td>199301.0</td>\n",
       "      <td>255562.0</td>\n",
       "      <td>121007.0</td>\n",
       "      <td>187400.0</td>\n",
       "      <td>6937.0</td>\n",
       "      <td>197381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>3.439449e-01</td>\n",
       "      <td>African Burial Ground NM</td>\n",
       "      <td>108585.0</td>\n",
       "      <td>77624.0</td>\n",
       "      <td>93234.0</td>\n",
       "      <td>54861.0</td>\n",
       "      <td>56348.0</td>\n",
       "      <td>46526.0</td>\n",
       "      <td>43182.0</td>\n",
       "      <td>45035.0</td>\n",
       "      <td>47427.0</td>\n",
       "      <td>7908.0</td>\n",
       "      <td>58073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3.045134e+03</td>\n",
       "      <td>Agate Fossil Beds NM</td>\n",
       "      <td>11617.0</td>\n",
       "      <td>11824.0</td>\n",
       "      <td>10504.0</td>\n",
       "      <td>12440.0</td>\n",
       "      <td>13264.0</td>\n",
       "      <td>15555.0</td>\n",
       "      <td>32038.0</td>\n",
       "      <td>16238.0</td>\n",
       "      <td>16657.0</td>\n",
       "      <td>8722.0</td>\n",
       "      <td>14886.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "      <td>2.199456e+06</td>\n",
       "      <td>Yellowstone NP</td>\n",
       "      <td>3394326.0</td>\n",
       "      <td>3447729.0</td>\n",
       "      <td>3188030.0</td>\n",
       "      <td>3513484.0</td>\n",
       "      <td>4097710.0</td>\n",
       "      <td>4257177.0</td>\n",
       "      <td>4116524.0</td>\n",
       "      <td>4115000.0</td>\n",
       "      <td>4020288.0</td>\n",
       "      <td>3806306.0</td>\n",
       "      <td>3795657.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "      <td>7.459013e+05</td>\n",
       "      <td>Yosemite NP</td>\n",
       "      <td>3951393.0</td>\n",
       "      <td>3853404.0</td>\n",
       "      <td>3691191.0</td>\n",
       "      <td>3882642.0</td>\n",
       "      <td>4150217.0</td>\n",
       "      <td>5028868.0</td>\n",
       "      <td>4336890.0</td>\n",
       "      <td>4009436.0</td>\n",
       "      <td>4422861.0</td>\n",
       "      <td>2268313.0</td>\n",
       "      <td>3959522.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "      <td>3.561132e+01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "      <td>2.522690e+06</td>\n",
       "      <td>Yukon-Charley Rivers NPRES</td>\n",
       "      <td>1718.0</td>\n",
       "      <td>1393.0</td>\n",
       "      <td>3914.0</td>\n",
       "      <td>2329.0</td>\n",
       "      <td>1133.0</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>1272.0</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>666.0</td>\n",
       "      <td>1564.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "      <td>1.487091e+05</td>\n",
       "      <td>Zion NP</td>\n",
       "      <td>2825505.0</td>\n",
       "      <td>2973607.0</td>\n",
       "      <td>2807387.0</td>\n",
       "      <td>3189696.0</td>\n",
       "      <td>3648846.0</td>\n",
       "      <td>4295127.0</td>\n",
       "      <td>4504812.0</td>\n",
       "      <td>4320033.0</td>\n",
       "      <td>4488268.0</td>\n",
       "      <td>3591254.0</td>\n",
       "      <td>3664454.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Code                                             Name_x   Latitude  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1    ACAD                               Acadia National Park  44.338556   \n",
       "2    ADAM                     Adams National Historical Park  42.256412   \n",
       "3    AFBG            African Burial Ground National Monument  40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "..    ...                                                ...        ...   \n",
       "413  YELL                          Yellowstone National Park  44.462085   \n",
       "414  YOSE                             Yosemite National Park  37.719000   \n",
       "415  YUHO                      Yucca House National Monument  37.167480   \n",
       "416  YUCH             Yukon-Charley Rivers National Preserve  64.789430   \n",
       "417  ZION                                 Zion National Park  37.240801   \n",
       "\n",
       "      Longitude          Area                          Name_y       2011  \\\n",
       "0    -85.734064  3.387514e+02  Abraham Lincoln Birthplace NHP   163568.0   \n",
       "1    -68.273335  3.476628e+04                       Acadia NP  2374645.0   \n",
       "2    -71.011167  1.363651e+01                       Adams NHP   219975.0   \n",
       "3    -74.005369  3.439449e-01        African Burial Ground NM   108585.0   \n",
       "4   -103.753880  3.045134e+03            Agate Fossil Beds NM    11617.0   \n",
       "..          ...           ...                             ...        ...   \n",
       "413 -110.642441  2.199456e+06                  Yellowstone NP  3394326.0   \n",
       "414 -119.557168  7.459013e+05                     Yosemite NP  3951393.0   \n",
       "415 -108.525539  3.561132e+01                             NaN        NaN   \n",
       "416 -141.202849  2.522690e+06      Yukon-Charley Rivers NPRES     1718.0   \n",
       "417 -112.941626  1.487091e+05                         Zion NP  2825505.0   \n",
       "\n",
       "          2012       2013       2014       2015       2016       2017  \\\n",
       "0     169515.0   163928.0   241264.0   148605.0   252495.0   269580.0   \n",
       "1    2431052.0  2254922.0  2563129.0  2811184.0  3303393.0  3509271.0   \n",
       "2     336031.0   285501.0   178468.0   183632.0   199301.0   255562.0   \n",
       "3      77624.0    93234.0    54861.0    56348.0    46526.0    43182.0   \n",
       "4      11824.0    10504.0    12440.0    13264.0    15555.0    32038.0   \n",
       "..         ...        ...        ...        ...        ...        ...   \n",
       "413  3447729.0  3188030.0  3513484.0  4097710.0  4257177.0  4116524.0   \n",
       "414  3853404.0  3691191.0  3882642.0  4150217.0  5028868.0  4336890.0   \n",
       "415        NaN        NaN        NaN        NaN        NaN        NaN   \n",
       "416     1393.0     3914.0     2329.0     1133.0     1146.0      952.0   \n",
       "417  2973607.0  2807387.0  3189696.0  3648846.0  4295127.0  4504812.0   \n",
       "\n",
       "          2018       2019       2020    Average  \n",
       "0     260964.0   238226.0   228141.0   213629.0  \n",
       "1    3537575.0  3437286.0  2669034.0  2889149.0  \n",
       "2     121007.0   187400.0     6937.0   197381.0  \n",
       "3      45035.0    47427.0     7908.0    58073.0  \n",
       "4      16238.0    16657.0     8722.0    14886.0  \n",
       "..         ...        ...        ...        ...  \n",
       "413  4115000.0  4020288.0  3806306.0  3795657.0  \n",
       "414  4009436.0  4422861.0  2268313.0  3959522.0  \n",
       "415        NaN        NaN        NaN        NaN  \n",
       "416     1272.0     1114.0      666.0     1564.0  \n",
       "417  4320033.0  4488268.0  3591254.0  3664454.0  \n",
       "\n",
       "[418 rows x 17 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge DataFrames\n",
    "natParks_df = natParksArea_df.merge(attendance_df, how = \"left\", left_on = \"Code\", right_on = \"Code\")\n",
    "natParks_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Longitude</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>338.751431</td>\n",
       "      <td>163568.0</td>\n",
       "      <td>169515.0</td>\n",
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       "      <td>260964.0</td>\n",
       "      <td>238226.0</td>\n",
       "      <td>228141.0</td>\n",
       "      <td>213629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>34766.279070</td>\n",
       "      <td>2374645.0</td>\n",
       "      <td>2431052.0</td>\n",
       "      <td>2254922.0</td>\n",
       "      <td>2563129.0</td>\n",
       "      <td>2811184.0</td>\n",
       "      <td>3303393.0</td>\n",
       "      <td>3509271.0</td>\n",
       "      <td>3537575.0</td>\n",
       "      <td>3437286.0</td>\n",
       "      <td>2669034.0</td>\n",
       "      <td>2889149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>13.636510</td>\n",
       "      <td>219975.0</td>\n",
       "      <td>336031.0</td>\n",
       "      <td>285501.0</td>\n",
       "      <td>178468.0</td>\n",
       "      <td>183632.0</td>\n",
       "      <td>199301.0</td>\n",
       "      <td>255562.0</td>\n",
       "      <td>121007.0</td>\n",
       "      <td>187400.0</td>\n",
       "      <td>6937.0</td>\n",
       "      <td>197381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>0.343945</td>\n",
       "      <td>108585.0</td>\n",
       "      <td>77624.0</td>\n",
       "      <td>93234.0</td>\n",
       "      <td>54861.0</td>\n",
       "      <td>56348.0</td>\n",
       "      <td>46526.0</td>\n",
       "      <td>43182.0</td>\n",
       "      <td>45035.0</td>\n",
       "      <td>47427.0</td>\n",
       "      <td>7908.0</td>\n",
       "      <td>58073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3045.134062</td>\n",
       "      <td>11617.0</td>\n",
       "      <td>11824.0</td>\n",
       "      <td>10504.0</td>\n",
       "      <td>12440.0</td>\n",
       "      <td>13264.0</td>\n",
       "      <td>15555.0</td>\n",
       "      <td>32038.0</td>\n",
       "      <td>16238.0</td>\n",
       "      <td>16657.0</td>\n",
       "      <td>8722.0</td>\n",
       "      <td>14886.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Code                                             Name_x   Latitude  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1  ACAD                               Acadia National Park  44.338556   \n",
       "2  ADAM                     Adams National Historical Park  42.256412   \n",
       "3  AFBG            African Burial Ground National Monument  40.715051   \n",
       "4  AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "\n",
       "    Longitude          Area       2011       2012       2013       2014  \\\n",
       "0  -85.734064    338.751431   163568.0   169515.0   163928.0   241264.0   \n",
       "1  -68.273335  34766.279070  2374645.0  2431052.0  2254922.0  2563129.0   \n",
       "2  -71.011167     13.636510   219975.0   336031.0   285501.0   178468.0   \n",
       "3  -74.005369      0.343945   108585.0    77624.0    93234.0    54861.0   \n",
       "4 -103.753880   3045.134062    11617.0    11824.0    10504.0    12440.0   \n",
       "\n",
       "        2015       2016       2017       2018       2019       2020    Average  \n",
       "0   148605.0   252495.0   269580.0   260964.0   238226.0   228141.0   213629.0  \n",
       "1  2811184.0  3303393.0  3509271.0  3537575.0  3437286.0  2669034.0  2889149.0  \n",
       "2   183632.0   199301.0   255562.0   121007.0   187400.0     6937.0   197381.0  \n",
       "3    56348.0    46526.0    43182.0    45035.0    47427.0     7908.0    58073.0  \n",
       "4    13264.0    15555.0    32038.0    16238.0    16657.0     8722.0    14886.0  "
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop unnecessary columns\n",
    "natParks_df.drop(columns = [\"Name_y\"], inplace = True)\n",
    "natParks_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>acres</th>\n",
       "      <th>att_2011</th>\n",
       "      <th>att_2012</th>\n",
       "      <th>att_2013</th>\n",
       "      <th>att_2014</th>\n",
       "      <th>att_2015</th>\n",
       "      <th>att_2016</th>\n",
       "      <th>att_2017</th>\n",
       "      <th>att_2018</th>\n",
       "      <th>att_2019</th>\n",
       "      <th>att_2020</th>\n",
       "      <th>att_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>338.751431</td>\n",
       "      <td>163568.0</td>\n",
       "      <td>169515.0</td>\n",
       "      <td>163928.0</td>\n",
       "      <td>241264.0</td>\n",
       "      <td>148605.0</td>\n",
       "      <td>252495.0</td>\n",
       "      <td>269580.0</td>\n",
       "      <td>260964.0</td>\n",
       "      <td>238226.0</td>\n",
       "      <td>228141.0</td>\n",
       "      <td>213629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>34766.279070</td>\n",
       "      <td>2374645.0</td>\n",
       "      <td>2431052.0</td>\n",
       "      <td>2254922.0</td>\n",
       "      <td>2563129.0</td>\n",
       "      <td>2811184.0</td>\n",
       "      <td>3303393.0</td>\n",
       "      <td>3509271.0</td>\n",
       "      <td>3537575.0</td>\n",
       "      <td>3437286.0</td>\n",
       "      <td>2669034.0</td>\n",
       "      <td>2889149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>13.636510</td>\n",
       "      <td>219975.0</td>\n",
       "      <td>336031.0</td>\n",
       "      <td>285501.0</td>\n",
       "      <td>178468.0</td>\n",
       "      <td>183632.0</td>\n",
       "      <td>199301.0</td>\n",
       "      <td>255562.0</td>\n",
       "      <td>121007.0</td>\n",
       "      <td>187400.0</td>\n",
       "      <td>6937.0</td>\n",
       "      <td>197381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>0.343945</td>\n",
       "      <td>108585.0</td>\n",
       "      <td>77624.0</td>\n",
       "      <td>93234.0</td>\n",
       "      <td>54861.0</td>\n",
       "      <td>56348.0</td>\n",
       "      <td>46526.0</td>\n",
       "      <td>43182.0</td>\n",
       "      <td>45035.0</td>\n",
       "      <td>47427.0</td>\n",
       "      <td>7908.0</td>\n",
       "      <td>58073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3045.134062</td>\n",
       "      <td>11617.0</td>\n",
       "      <td>11824.0</td>\n",
       "      <td>10504.0</td>\n",
       "      <td>12440.0</td>\n",
       "      <td>13264.0</td>\n",
       "      <td>15555.0</td>\n",
       "      <td>32038.0</td>\n",
       "      <td>16238.0</td>\n",
       "      <td>16657.0</td>\n",
       "      <td>8722.0</td>\n",
       "      <td>14886.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   code                                               name   latitude  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1  ACAD                               Acadia National Park  44.338556   \n",
       "2  ADAM                     Adams National Historical Park  42.256412   \n",
       "3  AFBG            African Burial Ground National Monument  40.715051   \n",
       "4  AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "\n",
       "    longitude         acres   att_2011   att_2012   att_2013   att_2014  \\\n",
       "0  -85.734064    338.751431   163568.0   169515.0   163928.0   241264.0   \n",
       "1  -68.273335  34766.279070  2374645.0  2431052.0  2254922.0  2563129.0   \n",
       "2  -71.011167     13.636510   219975.0   336031.0   285501.0   178468.0   \n",
       "3  -74.005369      0.343945   108585.0    77624.0    93234.0    54861.0   \n",
       "4 -103.753880   3045.134062    11617.0    11824.0    10504.0    12440.0   \n",
       "\n",
       "    att_2015   att_2016   att_2017   att_2018   att_2019   att_2020  \\\n",
       "0   148605.0   252495.0   269580.0   260964.0   238226.0   228141.0   \n",
       "1  2811184.0  3303393.0  3509271.0  3537575.0  3437286.0  2669034.0   \n",
       "2   183632.0   199301.0   255562.0   121007.0   187400.0     6937.0   \n",
       "3    56348.0    46526.0    43182.0    45035.0    47427.0     7908.0   \n",
       "4    13264.0    15555.0    32038.0    16238.0    16657.0     8722.0   \n",
       "\n",
       "   att_average  \n",
       "0     213629.0  \n",
       "1    2889149.0  \n",
       "2     197381.0  \n",
       "3      58073.0  \n",
       "4      14886.0  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename columns for compatibility with SQL\n",
    "natParks_df = natParks_df.rename(columns = {\"Code\":\"code\", \"Name_x\":\"name\", \"Latitude\":\"latitude\", \"Longitude\":\"longitude\",\n",
    "                                            \"Area\":\"acres\", \"2011\":\"att_2011\", \"2012\":\"att_2012\", \"2013\":\"att_2013\",\n",
    "                                            \"2014\":\"att_2014\", \"2015\":\"att_2015\", \"2016\":\"att_2016\", \"2017\":\"att_2017\",\n",
    "                                            \"2018\":\"att_2018\", \"2019\":\"att_2019\", \"2020\":\"att_2020\", \"Average\":\"att_average\"})\n",
    "natParks_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "code            object\n",
       "name            object\n",
       "latitude       float64\n",
       "longitude      float64\n",
       "acres          float64\n",
       "att_2011       float64\n",
       "att_2012       float64\n",
       "att_2013       float64\n",
       "att_2014       float64\n",
       "att_2015       float64\n",
       "att_2016       float64\n",
       "att_2017       float64\n",
       "att_2018       float64\n",
       "att_2019       float64\n",
       "att_2020       float64\n",
       "att_average    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types\n",
    "natParks_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>acres</th>\n",
       "      <th>att_2011</th>\n",
       "      <th>att_2012</th>\n",
       "      <th>att_2013</th>\n",
       "      <th>att_2014</th>\n",
       "      <th>att_2015</th>\n",
       "      <th>att_2016</th>\n",
       "      <th>att_2017</th>\n",
       "      <th>att_2018</th>\n",
       "      <th>att_2019</th>\n",
       "      <th>att_2020</th>\n",
       "      <th>att_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>338.751431</td>\n",
       "      <td>163568.0</td>\n",
       "      <td>169515.0</td>\n",
       "      <td>163928.0</td>\n",
       "      <td>241264.0</td>\n",
       "      <td>148605.0</td>\n",
       "      <td>252495.0</td>\n",
       "      <td>269580.0</td>\n",
       "      <td>260964.0</td>\n",
       "      <td>238226.0</td>\n",
       "      <td>228141.0</td>\n",
       "      <td>213629.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>34766.279070</td>\n",
       "      <td>2374645.0</td>\n",
       "      <td>2431052.0</td>\n",
       "      <td>2254922.0</td>\n",
       "      <td>2563129.0</td>\n",
       "      <td>2811184.0</td>\n",
       "      <td>3303393.0</td>\n",
       "      <td>3509271.0</td>\n",
       "      <td>3537575.0</td>\n",
       "      <td>3437286.0</td>\n",
       "      <td>2669034.0</td>\n",
       "      <td>2889149.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>13.636510</td>\n",
       "      <td>219975.0</td>\n",
       "      <td>336031.0</td>\n",
       "      <td>285501.0</td>\n",
       "      <td>178468.0</td>\n",
       "      <td>183632.0</td>\n",
       "      <td>199301.0</td>\n",
       "      <td>255562.0</td>\n",
       "      <td>121007.0</td>\n",
       "      <td>187400.0</td>\n",
       "      <td>6937.0</td>\n",
       "      <td>197381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>0.343945</td>\n",
       "      <td>108585.0</td>\n",
       "      <td>77624.0</td>\n",
       "      <td>93234.0</td>\n",
       "      <td>54861.0</td>\n",
       "      <td>56348.0</td>\n",
       "      <td>46526.0</td>\n",
       "      <td>43182.0</td>\n",
       "      <td>45035.0</td>\n",
       "      <td>47427.0</td>\n",
       "      <td>7908.0</td>\n",
       "      <td>58073.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3045.134062</td>\n",
       "      <td>11617.0</td>\n",
       "      <td>11824.0</td>\n",
       "      <td>10504.0</td>\n",
       "      <td>12440.0</td>\n",
       "      <td>13264.0</td>\n",
       "      <td>15555.0</td>\n",
       "      <td>32038.0</td>\n",
       "      <td>16238.0</td>\n",
       "      <td>16657.0</td>\n",
       "      <td>8722.0</td>\n",
       "      <td>14886.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   code                                               name   latitude  \\\n",
       "0  ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1  ACAD                               Acadia National Park  44.338556   \n",
       "2  ADAM                     Adams National Historical Park  42.256412   \n",
       "3  AFBG            African Burial Ground National Monument  40.715051   \n",
       "4  AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "\n",
       "    longitude         acres   att_2011   att_2012   att_2013   att_2014  \\\n",
       "0  -85.734064    338.751431   163568.0   169515.0   163928.0   241264.0   \n",
       "1  -68.273335  34766.279070  2374645.0  2431052.0  2254922.0  2563129.0   \n",
       "2  -71.011167     13.636510   219975.0   336031.0   285501.0   178468.0   \n",
       "3  -74.005369      0.343945   108585.0    77624.0    93234.0    54861.0   \n",
       "4 -103.753880   3045.134062    11617.0    11824.0    10504.0    12440.0   \n",
       "\n",
       "    att_2015   att_2016   att_2017   att_2018   att_2019   att_2020  \\\n",
       "0   148605.0   252495.0   269580.0   260964.0   238226.0   228141.0   \n",
       "1  2811184.0  3303393.0  3509271.0  3537575.0  3437286.0  2669034.0   \n",
       "2   183632.0   199301.0   255562.0   121007.0   187400.0     6937.0   \n",
       "3    56348.0    46526.0    43182.0    45035.0    47427.0     7908.0   \n",
       "4    13264.0    15555.0    32038.0    16238.0    16657.0     8722.0   \n",
       "\n",
       "   att_average  \n",
       "0     213629.0  \n",
       "1    2889149.0  \n",
       "2     197381.0  \n",
       "3      58073.0  \n",
       "4      14886.0  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform NaN values to \"0\"\n",
    "natParks_df[\"att_2011\"] = natParks_df[\"att_2011\"].fillna(0)\n",
    "natParks_df[\"att_2012\"] = natParks_df[\"att_2012\"].fillna(0)\n",
    "natParks_df[\"att_2013\"] = natParks_df[\"att_2013\"].fillna(0)\n",
    "natParks_df[\"att_2014\"] = natParks_df[\"att_2014\"].fillna(0)\n",
    "natParks_df[\"att_2015\"] = natParks_df[\"att_2015\"].fillna(0)\n",
    "natParks_df[\"att_2016\"] = natParks_df[\"att_2016\"].fillna(0)\n",
    "natParks_df[\"att_2017\"] = natParks_df[\"att_2017\"].fillna(0)\n",
    "natParks_df[\"att_2018\"] = natParks_df[\"att_2018\"].fillna(0)\n",
    "natParks_df[\"att_2019\"] = natParks_df[\"att_2019\"].fillna(0)\n",
    "natParks_df[\"att_2020\"] = natParks_df[\"att_2020\"].fillna(0)\n",
    "natParks_df[\"att_average\"] = natParks_df[\"att_average\"].fillna(0)\n",
    "natParks_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>acres</th>\n",
       "      <th>att_2011</th>\n",
       "      <th>att_2012</th>\n",
       "      <th>att_2013</th>\n",
       "      <th>att_2014</th>\n",
       "      <th>att_2015</th>\n",
       "      <th>att_2016</th>\n",
       "      <th>att_2017</th>\n",
       "      <th>att_2018</th>\n",
       "      <th>att_2019</th>\n",
       "      <th>att_2020</th>\n",
       "      <th>att_average</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ABLI</td>\n",
       "      <td>Abraham Lincoln Birthplace National Historical...</td>\n",
       "      <td>37.535671</td>\n",
       "      <td>-85.734064</td>\n",
       "      <td>3.387514e+02</td>\n",
       "      <td>163568</td>\n",
       "      <td>169515</td>\n",
       "      <td>163928</td>\n",
       "      <td>241264</td>\n",
       "      <td>148605</td>\n",
       "      <td>252495</td>\n",
       "      <td>269580</td>\n",
       "      <td>260964</td>\n",
       "      <td>238226</td>\n",
       "      <td>228141</td>\n",
       "      <td>213629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ACAD</td>\n",
       "      <td>Acadia National Park</td>\n",
       "      <td>44.338556</td>\n",
       "      <td>-68.273335</td>\n",
       "      <td>3.476628e+04</td>\n",
       "      <td>2374645</td>\n",
       "      <td>2431052</td>\n",
       "      <td>2254922</td>\n",
       "      <td>2563129</td>\n",
       "      <td>2811184</td>\n",
       "      <td>3303393</td>\n",
       "      <td>3509271</td>\n",
       "      <td>3537575</td>\n",
       "      <td>3437286</td>\n",
       "      <td>2669034</td>\n",
       "      <td>2889149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ADAM</td>\n",
       "      <td>Adams National Historical Park</td>\n",
       "      <td>42.256412</td>\n",
       "      <td>-71.011167</td>\n",
       "      <td>1.363651e+01</td>\n",
       "      <td>219975</td>\n",
       "      <td>336031</td>\n",
       "      <td>285501</td>\n",
       "      <td>178468</td>\n",
       "      <td>183632</td>\n",
       "      <td>199301</td>\n",
       "      <td>255562</td>\n",
       "      <td>121007</td>\n",
       "      <td>187400</td>\n",
       "      <td>6937</td>\n",
       "      <td>197381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFBG</td>\n",
       "      <td>African Burial Ground National Monument</td>\n",
       "      <td>40.715051</td>\n",
       "      <td>-74.005369</td>\n",
       "      <td>3.439449e-01</td>\n",
       "      <td>108585</td>\n",
       "      <td>77624</td>\n",
       "      <td>93234</td>\n",
       "      <td>54861</td>\n",
       "      <td>56348</td>\n",
       "      <td>46526</td>\n",
       "      <td>43182</td>\n",
       "      <td>45035</td>\n",
       "      <td>47427</td>\n",
       "      <td>7908</td>\n",
       "      <td>58073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGFO</td>\n",
       "      <td>Agate Fossil Beds National Monument</td>\n",
       "      <td>42.421703</td>\n",
       "      <td>-103.753880</td>\n",
       "      <td>3.045134e+03</td>\n",
       "      <td>11617</td>\n",
       "      <td>11824</td>\n",
       "      <td>10504</td>\n",
       "      <td>12440</td>\n",
       "      <td>13264</td>\n",
       "      <td>15555</td>\n",
       "      <td>32038</td>\n",
       "      <td>16238</td>\n",
       "      <td>16657</td>\n",
       "      <td>8722</td>\n",
       "      <td>14886</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>YELL</td>\n",
       "      <td>Yellowstone National Park</td>\n",
       "      <td>44.462085</td>\n",
       "      <td>-110.642441</td>\n",
       "      <td>2.199456e+06</td>\n",
       "      <td>3394326</td>\n",
       "      <td>3447729</td>\n",
       "      <td>3188030</td>\n",
       "      <td>3513484</td>\n",
       "      <td>4097710</td>\n",
       "      <td>4257177</td>\n",
       "      <td>4116524</td>\n",
       "      <td>4115000</td>\n",
       "      <td>4020288</td>\n",
       "      <td>3806306</td>\n",
       "      <td>3795657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>YOSE</td>\n",
       "      <td>Yosemite National Park</td>\n",
       "      <td>37.719000</td>\n",
       "      <td>-119.557168</td>\n",
       "      <td>7.459013e+05</td>\n",
       "      <td>3951393</td>\n",
       "      <td>3853404</td>\n",
       "      <td>3691191</td>\n",
       "      <td>3882642</td>\n",
       "      <td>4150217</td>\n",
       "      <td>5028868</td>\n",
       "      <td>4336890</td>\n",
       "      <td>4009436</td>\n",
       "      <td>4422861</td>\n",
       "      <td>2268313</td>\n",
       "      <td>3959522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>YUHO</td>\n",
       "      <td>Yucca House National Monument</td>\n",
       "      <td>37.167480</td>\n",
       "      <td>-108.525539</td>\n",
       "      <td>3.561132e+01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>YUCH</td>\n",
       "      <td>Yukon-Charley Rivers National Preserve</td>\n",
       "      <td>64.789430</td>\n",
       "      <td>-141.202849</td>\n",
       "      <td>2.522690e+06</td>\n",
       "      <td>1718</td>\n",
       "      <td>1393</td>\n",
       "      <td>3914</td>\n",
       "      <td>2329</td>\n",
       "      <td>1133</td>\n",
       "      <td>1146</td>\n",
       "      <td>952</td>\n",
       "      <td>1272</td>\n",
       "      <td>1114</td>\n",
       "      <td>666</td>\n",
       "      <td>1564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>ZION</td>\n",
       "      <td>Zion National Park</td>\n",
       "      <td>37.240801</td>\n",
       "      <td>-112.941626</td>\n",
       "      <td>1.487091e+05</td>\n",
       "      <td>2825505</td>\n",
       "      <td>2973607</td>\n",
       "      <td>2807387</td>\n",
       "      <td>3189696</td>\n",
       "      <td>3648846</td>\n",
       "      <td>4295127</td>\n",
       "      <td>4504812</td>\n",
       "      <td>4320033</td>\n",
       "      <td>4488268</td>\n",
       "      <td>3591254</td>\n",
       "      <td>3664454</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>418 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     code                                               name   latitude  \\\n",
       "0    ABLI  Abraham Lincoln Birthplace National Historical...  37.535671   \n",
       "1    ACAD                               Acadia National Park  44.338556   \n",
       "2    ADAM                     Adams National Historical Park  42.256412   \n",
       "3    AFBG            African Burial Ground National Monument  40.715051   \n",
       "4    AGFO                Agate Fossil Beds National Monument  42.421703   \n",
       "..    ...                                                ...        ...   \n",
       "413  YELL                          Yellowstone National Park  44.462085   \n",
       "414  YOSE                             Yosemite National Park  37.719000   \n",
       "415  YUHO                      Yucca House National Monument  37.167480   \n",
       "416  YUCH             Yukon-Charley Rivers National Preserve  64.789430   \n",
       "417  ZION                                 Zion National Park  37.240801   \n",
       "\n",
       "      longitude         acres  att_2011  att_2012  att_2013  att_2014  \\\n",
       "0    -85.734064  3.387514e+02    163568    169515    163928    241264   \n",
       "1    -68.273335  3.476628e+04   2374645   2431052   2254922   2563129   \n",
       "2    -71.011167  1.363651e+01    219975    336031    285501    178468   \n",
       "3    -74.005369  3.439449e-01    108585     77624     93234     54861   \n",
       "4   -103.753880  3.045134e+03     11617     11824     10504     12440   \n",
       "..          ...           ...       ...       ...       ...       ...   \n",
       "413 -110.642441  2.199456e+06   3394326   3447729   3188030   3513484   \n",
       "414 -119.557168  7.459013e+05   3951393   3853404   3691191   3882642   \n",
       "415 -108.525539  3.561132e+01         0         0         0         0   \n",
       "416 -141.202849  2.522690e+06      1718      1393      3914      2329   \n",
       "417 -112.941626  1.487091e+05   2825505   2973607   2807387   3189696   \n",
       "\n",
       "     att_2015  att_2016  att_2017  att_2018  att_2019  att_2020  att_average  \n",
       "0      148605    252495    269580    260964    238226    228141       213629  \n",
       "1     2811184   3303393   3509271   3537575   3437286   2669034      2889149  \n",
       "2      183632    199301    255562    121007    187400      6937       197381  \n",
       "3       56348     46526     43182     45035     47427      7908        58073  \n",
       "4       13264     15555     32038     16238     16657      8722        14886  \n",
       "..        ...       ...       ...       ...       ...       ...          ...  \n",
       "413   4097710   4257177   4116524   4115000   4020288   3806306      3795657  \n",
       "414   4150217   5028868   4336890   4009436   4422861   2268313      3959522  \n",
       "415         0         0         0         0         0         0            0  \n",
       "416      1133      1146       952      1272      1114       666         1564  \n",
       "417   3648846   4295127   4504812   4320033   4488268   3591254      3664454  \n",
       "\n",
       "[418 rows x 16 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform values to integers\n",
    "natParks_df[\"att_2011\"] = natParks_df[\"att_2011\"].astype(int)\n",
    "natParks_df[\"att_2012\"] = natParks_df[\"att_2012\"].astype(int)\n",
    "natParks_df[\"att_2013\"] = natParks_df[\"att_2013\"].astype(int)\n",
    "natParks_df[\"att_2014\"] = natParks_df[\"att_2014\"].astype(int)\n",
    "natParks_df[\"att_2015\"] = natParks_df[\"att_2015\"].astype(int)\n",
    "natParks_df[\"att_2016\"] = natParks_df[\"att_2016\"].astype(int)\n",
    "natParks_df[\"att_2017\"] = natParks_df[\"att_2017\"].astype(int)\n",
    "natParks_df[\"att_2018\"] = natParks_df[\"att_2018\"].astype(int)\n",
    "natParks_df[\"att_2019\"] = natParks_df[\"att_2019\"].astype(int)\n",
    "natParks_df[\"att_2020\"] = natParks_df[\"att_2020\"].astype(int)\n",
    "natParks_df[\"att_average\"] = natParks_df[\"att_average\"].astype(int)\n",
    "natParks_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "code            object\n",
       "name            object\n",
       "latitude       float64\n",
       "longitude      float64\n",
       "acres          float64\n",
       "att_2011         int64\n",
       "att_2012         int64\n",
       "att_2013         int64\n",
       "att_2014         int64\n",
       "att_2015         int64\n",
       "att_2016         int64\n",
       "att_2017         int64\n",
       "att_2018         int64\n",
       "att_2019         int64\n",
       "att_2020         int64\n",
       "att_average      int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types\n",
    "natParks_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export DataFrames to CSV files\n",
    "sportsActivities_df.to_csv(\"resources/sportsActivitiesFinal.csv\")\n",
    "amenities_df.to_csv(\"resources/amenitiesFinal.csv\")\n",
    "attractions_df.to_csv(\"resources/attractionsFinal.csv\")\n",
    "boating_df.to_csv(\"resources/boatingFinal.csv\")\n",
    "camping_df.to_csv(\"resources/campingFinal.csv\")\n",
    "emergency_df.to_csv(\"resources/emergencyFinal.csv\")\n",
    "historic_df.to_csv(\"resources/historicFinal.csv\")\n",
    "natParks_df.to_csv(\"resources/natParksFinal.csv\")\n",
    "parking_df.to_csv(\"resources/parkingFinal.csv\")\n",
    "parkingTransportation_df.to_csv(\"resources/parkingTransportationFinal.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### postgreSQL Method (functioning correctly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an engine that can talk to the database\n",
    "engine = create_engine(f'postgresql://postgres:cnm302@localhost:5432/natParks')\n",
    "connection = engine.connect()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['natparks',\n",
       " 'sportsactivities',\n",
       " 'amenities',\n",
       " 'attractions',\n",
       " 'boating',\n",
       " 'camping',\n",
       " 'emergency',\n",
       " 'historic',\n",
       " 'parkinglots',\n",
       " 'parkingtransportation']"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check for table\n",
    "engine.table_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use pandas to load DataFrames into natParks database\n",
    "natParks_df.to_sql(name = \"natparks\", con = engine, if_exists = \"append\", index = False)\n",
    "sportsActivities_df.to_sql(name = \"sportsactivities\", con = engine, if_exists = \"append\", index = False)\n",
    "amenities_df.to_sql(name = \"amenities\", con = engine, if_exists = \"append\", index = False)\n",
    "attractions_df.to_sql(name = \"attractions\", con = engine, if_exists = \"append\", index = False)\n",
    "boating_df.to_sql(name = \"boating\", con = engine, if_exists = \"append\", index = False)\n",
    "camping_df.to_sql(name = \"camping\", con = engine, if_exists = \"append\", index = False)\n",
    "emergency_df.to_sql(name = \"emergency\", con = engine, if_exists = \"append\", index = False)\n",
    "historic_df.to_sql(name = \"historic\", con = engine, if_exists = \"append\", index = False)\n",
    "parking_df.to_sql(name = \"parkinglots\", con = engine, if_exists = \"append\", index = False)\n",
    "parkingTransportation_df.to_sql(name = \"parkingtransportation\", con = engine, if_exists = \"append\", index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Code below to be used for creating SQLite Database"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Method 1. &nbsp;Insert Data with Classes and Constructors (10.2 Activities 1, 3, and 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Sets an object to utilize the default declarative base in SQL Alchemy\n",
    "# Base = declarative_base()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create classes to define our tables\n",
    "# class Parks(Base):\n",
    "#     __tablename__ = \"natparks\"\n",
    "#     id = Column(Integer, primary_key = True)\n",
    "#     code = Column(String(255))\n",
    "#     name = Column(String(255))\n",
    "#     latitude = Column(Float)\n",
    "#     longitude = Column(Float)\n",
    "#     acres = Column(Float)\n",
    "#     att_2011 = Column(Integer)\n",
    "#     att_2012 = Column(Integer)\n",
    "#     att_2013 = Column(Integer)\n",
    "#     att_2014 = Column(Integer)\n",
    "#     att_2015 = Column(Integer)\n",
    "#     att_2016 = Column(Integer)\n",
    "#     att_2017 = Column(Integer)\n",
    "#     att_2018 = Column(Integer)\n",
    "#     att_2019 = Column(Integer)\n",
    "#     att_2020 = Column(Integer)\n",
    "#     att_average = Column(Integer)\n",
    "\n",
    "# class Points(Base):\n",
    "#     __tablename__ = \"pointsinterest\"\n",
    "#     id = Column(Integer, primary_key = True)\n",
    "#     name = Column(String(255))\n",
    "#     type = Column(String(255))\n",
    "#     latitude = Column(Float)\n",
    "#     longitude = Column(Float)\n",
    "    \n",
    "# class Parking(Base):\n",
    "#     __tablename__ = \"parkinglots\"\n",
    "#     id = Column(Integer, primary_key = True)\n",
    "#     name = Column(String(255))\n",
    "#     type = Column(String(255))\n",
    "#     latitude = Column(Float)\n",
    "#     longitude = Column(Float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### NEED TO FIRST CREATE NATPARKS.SQLITE REFERENCED IN CELL BELOW???"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create engine to natparks.sqlite\n",
    "# engine = create_engine(\"sqlite:///resources/natparks.sqlite\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create our tables in the database\n",
    "# Base.metadata.create_all(engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create our session (link) from Python to the DB\n",
    "# session = Session(bind = engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Create instances of each class\n",
    "# parks = Parks(\"WHAT GOES IN HERE?\")  \"CONVERT DATAFRAMES TO DICTIONARY TO PASS IN HERE?\"\n",
    "# points = Points(\"WHAT GOES IN HERE?\")\n",
    "# lots = Parking(\"WHAT GOES IN HERE?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Use the SQL Alchemy methods to run simple \"INSERT\" statements using the classes and objects\n",
    "# session.add(Parks)\n",
    "# session.add(Points)\n",
    "# session.add(Parking)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Commit transaction of changes to database\n",
    "# session.commit()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Method 2. &nbsp;Insert Data with Pandas and SQLAlchemy ORM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Insert Data with Pandas and SQLAlchemy ORM\n",
    "# Session = sessionmaker(bind = dest_db_con)\n",
    "# session = Session()\n",
    "# session.bulk_insert_mappings(natParks_df, df.to_dict(orient = \"records\"))\n",
    "# session.close()"
   ]
  }
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