notebooks/Most Popular Third Party Services - Neo4j data extraction.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most Popular Third Party Services\n",
    "\n",
    "The following notebook was used in the creation of the blog post \"Most Popular Third Party Services\" at hospitalsites.org.  It connects to Neo4j graph and parses it to extract information about external links and services that are common amongst hospital sites. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import folium\n",
    "import json\n",
    "from folium import plugins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Neo4j library\n",
    "from py2neo import Graph, Path, Node, Relationship"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Connect to neo4j graph\n",
    "graph = Graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use Neo4J Graph to extract third-party services list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<img src=\"third-party-sites-graph.png\" alt=\"Graph\" style=\"width: 400px;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Most popular sites that are linked from a hospital site\n",
    "\n",
    "Extract the most popular sites that hospital websites link to"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get most popular services, order by one with largest number of services\n",
    "cypher_query = \"MATCH (site)-[:LINKS_TO]->(service) RETURN service, COLLECT(site) as sites ORDER BY SIZE(sites) DESC\"\n",
    "services_by_popularity = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "facebook.com    - Gerald Champion Regional Medical Center - www.gcrmc.org - 99.0\n",
      "twitter.com     - UNITED HSPTL SYS                        - www.unitedhospitalsystem.org - 247.0\n",
      "youtube.com     - St James Healthcare                     - www.stjameshealthcare.org - 58.0\n",
      "google.com      - St James Healthcare                     - www.stjameshealthcare.org - 58.0\n",
      "linkedin.com    - Mckenzie County Healthcare Systems      - www.mckenziehealth.com - 24.0\n"
     ]
    }
   ],
   "source": [
    "#Print the top 5 popular service and the first site that points to it\n",
    "for service in services_by_popularity[0:5]:\n",
    "    service_name = service['service']['name']\n",
    "    sites        = service['sites']    \n",
    "    print(\"{} - {} - {} - {}\".format(service_name.ljust(15),sites[0]['name'].ljust(39), sites[0]['url'],sites[0]['beds']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Complete list of third-party sites with first 20 websites pointing to them\n",
    "\n",
    "Write a file with the third-party site and the first 20 hospital websites pointing to it.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Write a report with service and information on first 20 sites using that service\n",
    "file_report = open(\"most_popular_third_party_services_with_20_sites.csv\",\"w\") \n",
    "\n",
    "for service in services_by_popularity:\n",
    "    service_name = service['service']['name']\n",
    "    sites        = service['sites']\n",
    "    file_report.write(\"-------------------\"+service_name+\" (\"+str(len(sites))+\")-------------------\\n\")\n",
    "    for site in sites[0:20]: \n",
    "        file_report.write(site['name']+\", \"+site['url']+\", \"+str(site['beds'])+\"\\n\")\n",
    "        \n",
    "file_report.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get count of websites pointing to third-party sites, order by count desc\n",
    "\n",
    "Get total number of sites pointing ot third-party site."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get most popular services, order by one with largest number of services\n",
    "services_count_by_popularity = graph.run(\"MATCH (site)-[:LINKS_TO]->(service) RETURN service, COUNT(site) as site_count ORDER BY COUNT(site) DESC\").data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Write a report with service and count\n",
    "file_report = open(\"most_popular_third_party_services_by_count.csv\",\"w\") \n",
    "\n",
    "#Print the popular service and theit count\n",
    "for service in services_count_by_popularity:\n",
    "    service_name = service['service']['name']\n",
    "    site_count   = service['site_count']\n",
    "    print(service_name, site_count)\n",
    "    file_report.write(service_name+\",\"+str(site_count)+\"\\n\")\n",
    "file_report.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show counts and percentages of sites using third-party services\n",
    "\n",
    "csv file created in previous step was used as a base and a service type was added manually for classification.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read file with third-party site and category\n",
    "df_services = pd.read_csv(\"most_popular_third_party_services_by_type.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add a percentage column \n",
    "number_of_sites = 5125\n",
    "df_services['percentage'] = (df_services['Count']/number_of_sites)*100"
   ]
  },
  {
   "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>Service</th>\n",
       "      <th>Count</th>\n",
       "      <th>Type</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>facebook.com</td>\n",
       "      <td>3111</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>60.702439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>twitter.com</td>\n",
       "      <td>2251</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>43.921951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>youtube.com</td>\n",
       "      <td>1998</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>38.985366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>google.com</td>\n",
       "      <td>1384</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>27.004878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>linkedin.com</td>\n",
       "      <td>1217</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>23.746341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>instagram.com</td>\n",
       "      <td>889</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>17.346341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>pinterest.com</td>\n",
       "      <td>561</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>10.946341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>t.co</td>\n",
       "      <td>149</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>2.907317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>goo.gl</td>\n",
       "      <td>118</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>2.302439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>youtu.be</td>\n",
       "      <td>63</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>1.229268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>bit.ly</td>\n",
       "      <td>46</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>0.897561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>vimeo.com</td>\n",
       "      <td>45</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>0.878049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>flickr.com</td>\n",
       "      <td>43</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>0.839024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>addthis.com</td>\n",
       "      <td>22</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>0.429268</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Service  Count          Type  percentage\n",
       "0    facebook.com   3111  Social Media   60.702439\n",
       "1     twitter.com   2251  Social Media   43.921951\n",
       "2     youtube.com   1998  Social Media   38.985366\n",
       "3      google.com   1384  Social Media   27.004878\n",
       "4    linkedin.com   1217  Social Media   23.746341\n",
       "5   instagram.com    889  Social Media   17.346341\n",
       "6   pinterest.com    561  Social Media   10.946341\n",
       "8            t.co    149  Social Media    2.907317\n",
       "12         goo.gl    118  Social Media    2.302439\n",
       "28       youtu.be     63  Social Media    1.229268\n",
       "37         bit.ly     46  Social Media    0.897561\n",
       "40      vimeo.com     45  Social Media    0.878049\n",
       "44     flickr.com     43  Social Media    0.839024\n",
       "93    addthis.com     22  Social Media    0.429268"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show statistics for all social media type of services\n",
    "df_services[df_services['Type']=='Social Media']"
   ]
  },
  {
   "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>Service</th>\n",
       "      <th>Count</th>\n",
       "      <th>Type</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>iqhealth.com</td>\n",
       "      <td>91</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.775610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>thrivepatientportal.com</td>\n",
       "      <td>71</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.385366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>followmyhealth.com</td>\n",
       "      <td>67</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.307317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>patientcompass.com</td>\n",
       "      <td>67</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.307317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>intelichart.com</td>\n",
       "      <td>64</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.248780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>mymedicalencounters.com</td>\n",
       "      <td>57</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.112195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>athenahealth.com</td>\n",
       "      <td>46</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.897561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>relayhealth.com</td>\n",
       "      <td>43</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.839024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>cernerhealth.com</td>\n",
       "      <td>34</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.663415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>healthstream.com</td>\n",
       "      <td>32</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.624390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>patientportal.me</td>\n",
       "      <td>27</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.526829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>nextmd.com</td>\n",
       "      <td>25</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.487805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>yourcarecommunity.com</td>\n",
       "      <td>24</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.468293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>myunitypoint.org</td>\n",
       "      <td>21</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.409756</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Service  Count            Type  percentage\n",
       "15             iqhealth.com     91  Patient Portal    1.775610\n",
       "22  thrivepatientportal.com     71  Patient Portal    1.385366\n",
       "23       followmyhealth.com     67  Patient Portal    1.307317\n",
       "25       patientcompass.com     67  Patient Portal    1.307317\n",
       "27          intelichart.com     64  Patient Portal    1.248780\n",
       "32  mymedicalencounters.com     57  Patient Portal    1.112195\n",
       "39         athenahealth.com     46  Patient Portal    0.897561\n",
       "43          relayhealth.com     43  Patient Portal    0.839024\n",
       "58         cernerhealth.com     34  Patient Portal    0.663415\n",
       "62         healthstream.com     32  Patient Portal    0.624390\n",
       "74         patientportal.me     27  Patient Portal    0.526829\n",
       "79               nextmd.com     25  Patient Portal    0.487805\n",
       "83    yourcarecommunity.com     24  Patient Portal    0.468293\n",
       "98         myunitypoint.org     21  Patient Portal    0.409756"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Show statistics for all patient portals\n",
    "df_services[df_services['Type']=='Patient Portal']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "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>Service</th>\n",
       "      <th>Count</th>\n",
       "      <th>Type</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>billerpayments.com</td>\n",
       "      <td>84</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>1.639024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>datapay3.com</td>\n",
       "      <td>58</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>1.131707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>epayhealthcare.com</td>\n",
       "      <td>48</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.936585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>webview.com</td>\n",
       "      <td>46</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.897561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>mysecurebill.com</td>\n",
       "      <td>41</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>patientsimple.com</td>\n",
       "      <td>29</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.565854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>usbank.com</td>\n",
       "      <td>29</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.565854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>instamed.com</td>\n",
       "      <td>27</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.526829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>securebillpay.net</td>\n",
       "      <td>26</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.507317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>ixt.com</td>\n",
       "      <td>24</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.468293</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Service  Count           Type  percentage\n",
       "17  billerpayments.com     84  Bill Payments    1.639024\n",
       "30        datapay3.com     58  Bill Payments    1.131707\n",
       "36  epayhealthcare.com     48  Bill Payments    0.936585\n",
       "38         webview.com     46  Bill Payments    0.897561\n",
       "48    mysecurebill.com     41  Bill Payments    0.800000\n",
       "66   patientsimple.com     29  Bill Payments    0.565854\n",
       "70          usbank.com     29  Bill Payments    0.565854\n",
       "73        instamed.com     27  Bill Payments    0.526829\n",
       "77   securebillpay.net     26  Bill Payments    0.507317\n",
       "82             ixt.com     24  Bill Payments    0.468293"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Show statistics for all bill services\n",
    "df_services[df_services['Type']=='Bill Payments']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "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>Service</th>\n",
       "      <th>Count</th>\n",
       "      <th>Type</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>healthcaresource.com</td>\n",
       "      <td>86</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>1.678049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>encompasshealth.com</td>\n",
       "      <td>78</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>1.521951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>practicewithus.com</td>\n",
       "      <td>76</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>1.482927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>trinity-health.org</td>\n",
       "      <td>41</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>taleo.net</td>\n",
       "      <td>39</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>0.760976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>dignityhealthcareers.org</td>\n",
       "      <td>30</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>0.585366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>icims.com</td>\n",
       "      <td>23</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>0.448780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>adp.com</td>\n",
       "      <td>23</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>0.448780</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Service  Count  Type  percentage\n",
       "16      healthcaresource.com     86  Jobs    1.678049\n",
       "20       encompasshealth.com     78  Jobs    1.521951\n",
       "21        practicewithus.com     76  Jobs    1.482927\n",
       "46        trinity-health.org     41  Jobs    0.800000\n",
       "51                 taleo.net     39  Jobs    0.760976\n",
       "64  dignityhealthcareers.org     30  Jobs    0.585366\n",
       "89                 icims.com     23  Jobs    0.448780\n",
       "91                   adp.com     23  Jobs    0.448780"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Show statistics for all jobs\n",
    "df_services[df_services['Type']=='Jobs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "scrolled": true
   },
   "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>Service</th>\n",
       "      <th>Count</th>\n",
       "      <th>Type</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>fasthealthcorporation.com</td>\n",
       "      <td>133</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>2.595122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>scorpionhealthcare.com</td>\n",
       "      <td>100</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>1.951220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>in10sityhealthcare.net</td>\n",
       "      <td>67</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>1.307317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>in10sity.net</td>\n",
       "      <td>40</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>0.780488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>scorpion.co</td>\n",
       "      <td>24</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>0.468293</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Service  Count        Type  percentage\n",
       "10  fasthealthcorporation.com    133  Web Agency    2.595122\n",
       "14     scorpionhealthcare.com    100  Web Agency    1.951220\n",
       "24     in10sityhealthcare.net     67  Web Agency    1.307317\n",
       "49               in10sity.net     40  Web Agency    0.780488\n",
       "86                scorpion.co     24  Web Agency    0.468293"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Show statistics for all web firm\n",
    "df_services[df_services['Type']=='Web Agency']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "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>Service</th>\n",
       "      <th>Count</th>\n",
       "      <th>Type</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>inquicker.com</td>\n",
       "      <td>122</td>\n",
       "      <td>ER Check-in</td>\n",
       "      <td>2.380488</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Service  Count         Type  percentage\n",
       "11  inquicker.com    122  ER Check-in    2.380488"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Show statistics for all quick er services\n",
    "df_services[df_services['Type']=='ER Check-in']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show first fifty most popular third-party services"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "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>Service</th>\n",
       "      <th>Count</th>\n",
       "      <th>Type</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>facebook.com</td>\n",
       "      <td>3111</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>60.702439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>twitter.com</td>\n",
       "      <td>2251</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>43.921951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>youtube.com</td>\n",
       "      <td>1998</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>38.985366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>google.com</td>\n",
       "      <td>1384</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>27.004878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>linkedin.com</td>\n",
       "      <td>1217</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>23.746341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>instagram.com</td>\n",
       "      <td>889</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>17.346341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>pinterest.com</td>\n",
       "      <td>561</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>10.946341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>hcahealthcare.com</td>\n",
       "      <td>168</td>\n",
       "      <td>Healthcare Institution</td>\n",
       "      <td>3.278049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>t.co</td>\n",
       "      <td>149</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>2.907317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>jointcommission.org</td>\n",
       "      <td>134</td>\n",
       "      <td>Organization</td>\n",
       "      <td>2.614634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>fasthealthcorporation.com</td>\n",
       "      <td>133</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>2.595122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>inquicker.com</td>\n",
       "      <td>122</td>\n",
       "      <td>ER Check-in</td>\n",
       "      <td>2.380488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>goo.gl</td>\n",
       "      <td>118</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>2.302439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>staywellsolutionsonline.com</td>\n",
       "      <td>100</td>\n",
       "      <td>Health Content</td>\n",
       "      <td>1.951220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>scorpionhealthcare.com</td>\n",
       "      <td>100</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>1.951220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>iqhealth.com</td>\n",
       "      <td>91</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.775610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>healthcaresource.com</td>\n",
       "      <td>86</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>1.678049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>billerpayments.com</td>\n",
       "      <td>84</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>1.639024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>kindredhealthcare.com</td>\n",
       "      <td>80</td>\n",
       "      <td>Healthcare Institution</td>\n",
       "      <td>1.560976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>apple.com</td>\n",
       "      <td>78</td>\n",
       "      <td>Company</td>\n",
       "      <td>1.521951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>encompasshealth.com</td>\n",
       "      <td>78</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>1.521951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>practicewithus.com</td>\n",
       "      <td>76</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>1.482927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>thrivepatientportal.com</td>\n",
       "      <td>71</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.385366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>followmyhealth.com</td>\n",
       "      <td>67</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.307317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>in10sityhealthcare.net</td>\n",
       "      <td>67</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>1.307317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>patientcompass.com</td>\n",
       "      <td>67</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.307317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>realtourvision.com</td>\n",
       "      <td>65</td>\n",
       "      <td>Virtual Tours</td>\n",
       "      <td>1.268293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>intelichart.com</td>\n",
       "      <td>64</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.248780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>youtu.be</td>\n",
       "      <td>63</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>1.229268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>healthsouth.com</td>\n",
       "      <td>59</td>\n",
       "      <td>Healthcare Institution</td>\n",
       "      <td>1.151220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>datapay3.com</td>\n",
       "      <td>58</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>1.131707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>constantcontact.com</td>\n",
       "      <td>58</td>\n",
       "      <td>Email Marketing Management</td>\n",
       "      <td>1.131707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>mymedicalencounters.com</td>\n",
       "      <td>57</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>1.112195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>mom365.com</td>\n",
       "      <td>56</td>\n",
       "      <td>Baby Photography</td>\n",
       "      <td>1.092683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>adobe.com</td>\n",
       "      <td>54</td>\n",
       "      <td>PDF reader</td>\n",
       "      <td>1.053659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>caringbridge.org</td>\n",
       "      <td>51</td>\n",
       "      <td>Social Support</td>\n",
       "      <td>0.995122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>epayhealthcare.com</td>\n",
       "      <td>48</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.936585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>bit.ly</td>\n",
       "      <td>46</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>0.897561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>webview.com</td>\n",
       "      <td>46</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.897561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>athenahealth.com</td>\n",
       "      <td>46</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.897561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>vimeo.com</td>\n",
       "      <td>45</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>0.878049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>healthgrades.com</td>\n",
       "      <td>45</td>\n",
       "      <td>Health Risk Assessment</td>\n",
       "      <td>0.878049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>netreturns.biz</td>\n",
       "      <td>44</td>\n",
       "      <td>Health Content</td>\n",
       "      <td>0.858537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>relayhealth.com</td>\n",
       "      <td>43</td>\n",
       "      <td>Patient Portal</td>\n",
       "      <td>0.839024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>flickr.com</td>\n",
       "      <td>43</td>\n",
       "      <td>Social Media</td>\n",
       "      <td>0.839024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>fastnurse.com</td>\n",
       "      <td>42</td>\n",
       "      <td>Health Content</td>\n",
       "      <td>0.819512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>trinity-health.org</td>\n",
       "      <td>41</td>\n",
       "      <td>Jobs</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>vendormate.com</td>\n",
       "      <td>41</td>\n",
       "      <td>Vendor Registration</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>mysecurebill.com</td>\n",
       "      <td>41</td>\n",
       "      <td>Bill Payments</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>in10sity.net</td>\n",
       "      <td>40</td>\n",
       "      <td>Web Agency</td>\n",
       "      <td>0.780488</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Service  Count                        Type  percentage\n",
       "0                  facebook.com   3111                Social Media   60.702439\n",
       "1                   twitter.com   2251                Social Media   43.921951\n",
       "2                   youtube.com   1998                Social Media   38.985366\n",
       "3                    google.com   1384                Social Media   27.004878\n",
       "4                  linkedin.com   1217                Social Media   23.746341\n",
       "5                 instagram.com    889                Social Media   17.346341\n",
       "6                 pinterest.com    561                Social Media   10.946341\n",
       "7             hcahealthcare.com    168      Healthcare Institution    3.278049\n",
       "8                          t.co    149                Social Media    2.907317\n",
       "9           jointcommission.org    134                Organization    2.614634\n",
       "10    fasthealthcorporation.com    133                  Web Agency    2.595122\n",
       "11                inquicker.com    122                 ER Check-in    2.380488\n",
       "12                       goo.gl    118                Social Media    2.302439\n",
       "13  staywellsolutionsonline.com    100              Health Content    1.951220\n",
       "14       scorpionhealthcare.com    100                  Web Agency    1.951220\n",
       "15                 iqhealth.com     91              Patient Portal    1.775610\n",
       "16         healthcaresource.com     86                        Jobs    1.678049\n",
       "17           billerpayments.com     84               Bill Payments    1.639024\n",
       "18        kindredhealthcare.com     80      Healthcare Institution    1.560976\n",
       "19                    apple.com     78                     Company    1.521951\n",
       "20          encompasshealth.com     78                        Jobs    1.521951\n",
       "21           practicewithus.com     76                        Jobs    1.482927\n",
       "22      thrivepatientportal.com     71              Patient Portal    1.385366\n",
       "23           followmyhealth.com     67              Patient Portal    1.307317\n",
       "24       in10sityhealthcare.net     67                  Web Agency    1.307317\n",
       "25           patientcompass.com     67              Patient Portal    1.307317\n",
       "26           realtourvision.com     65               Virtual Tours    1.268293\n",
       "27              intelichart.com     64              Patient Portal    1.248780\n",
       "28                     youtu.be     63                Social Media    1.229268\n",
       "29              healthsouth.com     59      Healthcare Institution    1.151220\n",
       "30                 datapay3.com     58               Bill Payments    1.131707\n",
       "31          constantcontact.com     58  Email Marketing Management    1.131707\n",
       "32      mymedicalencounters.com     57              Patient Portal    1.112195\n",
       "33                   mom365.com     56            Baby Photography    1.092683\n",
       "34                    adobe.com     54                  PDF reader    1.053659\n",
       "35             caringbridge.org     51              Social Support    0.995122\n",
       "36           epayhealthcare.com     48               Bill Payments    0.936585\n",
       "37                       bit.ly     46                Social Media    0.897561\n",
       "38                  webview.com     46               Bill Payments    0.897561\n",
       "39             athenahealth.com     46              Patient Portal    0.897561\n",
       "40                    vimeo.com     45                Social Media    0.878049\n",
       "41             healthgrades.com     45      Health Risk Assessment    0.878049\n",
       "42               netreturns.biz     44              Health Content    0.858537\n",
       "43              relayhealth.com     43              Patient Portal    0.839024\n",
       "44                   flickr.com     43                Social Media    0.839024\n",
       "45                fastnurse.com     42              Health Content    0.819512\n",
       "46           trinity-health.org     41                        Jobs    0.800000\n",
       "47               vendormate.com     41         Vendor Registration    0.800000\n",
       "48             mysecurebill.com     41               Bill Payments    0.800000\n",
       "49                 in10sity.net     40                  Web Agency    0.780488"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_services.head(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clean up long tail, only keep those services that have more than 20 sites "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Remove all those were count < 20 as no type was assigned\n",
    "df_services = df_services[df_services['Count']>20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Social Media                  14\n",
       "Patient Portal                14\n",
       "Bill Payments                 10\n",
       "Healthcare Institution        10\n",
       "Jobs                           8\n",
       "Web Agency                     5\n",
       "Health Content                 4\n",
       "Donations                      2\n",
       "Hosting                        2\n",
       "Email Marketing Management     2\n",
       "PDF reader                     1\n",
       "Medline PLus                   1\n",
       "Survey                         1\n",
       "Acreditation                   1\n",
       "Javascript Library hosting     1\n",
       "Rankings                       1\n",
       "Health Risk Assessment         1\n",
       "Organization                   1\n",
       "Patient Guides                 1\n",
       "Medicare Forms                 1\n",
       "Government                     1\n",
       "Chat                           1\n",
       "Emergency Management           1\n",
       "Working at                     1\n",
       "Remote Access                  1\n",
       "Event Registration             1\n",
       "Joint Commission Seal          1\n",
       "Virtual Tours                  1\n",
       "Social Support                 1\n",
       "Content Management             1\n",
       "ER Check-in                    1\n",
       "Company                        1\n",
       "Suicide Prevention             1\n",
       "Patient Transfer Service       1\n",
       "Vendor Registration            1\n",
       "Baby Photography               1\n",
       "Browser                        1\n",
       "Appointment Request            1\n",
       "Health Profiles                1\n",
       "Name: Type, dtype: int64"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Show count for each type of service\n",
    "df_services['Type'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show counts of services by type "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Show number of sites that point to each type of service, sort by sites linking to service\n",
    "df_agg = df_services.groupby('Type')['Count'].agg(['sum','count']).sort_values(by=['sum'], ascending=False)\n",
    "df_agg.columns=['Links Pointing to Service','Number of Unique Services']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Add a percentage column\n",
    "df_agg['Percentage of sites']=(df_agg['Links Pointing to Service']/ df_agg['Links Pointing to Service'].sum())*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "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>Links Pointing to Service</th>\n",
       "      <th>Number of Unique Services</th>\n",
       "      <th>Percentage of sites</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Social Media</th>\n",
       "      <td>11897</td>\n",
       "      <td>14</td>\n",
       "      <td>74.979517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient Portal</th>\n",
       "      <td>669</td>\n",
       "      <td>14</td>\n",
       "      <td>4.216298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Healthcare Institution</th>\n",
       "      <td>492</td>\n",
       "      <td>10</td>\n",
       "      <td>3.100775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bill Payments</th>\n",
       "      <td>412</td>\n",
       "      <td>10</td>\n",
       "      <td>2.596584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jobs</th>\n",
       "      <td>396</td>\n",
       "      <td>8</td>\n",
       "      <td>2.495746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Web Agency</th>\n",
       "      <td>364</td>\n",
       "      <td>5</td>\n",
       "      <td>2.294069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Content</th>\n",
       "      <td>221</td>\n",
       "      <td>4</td>\n",
       "      <td>1.392828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Organization</th>\n",
       "      <td>134</td>\n",
       "      <td>1</td>\n",
       "      <td>0.844520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ER Check-in</th>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>0.768891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Email Marketing Management</th>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>0.510493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company</th>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>0.491586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virtual Tours</th>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>0.409655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baby Photography</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>0.352934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PDF reader</th>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>0.340329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Social Support</th>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>0.321422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Donations</th>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>0.302515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosting</th>\n",
       "      <td>47</td>\n",
       "      <td>2</td>\n",
       "      <td>0.296212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Risk Assessment</th>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>0.283607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vendor Registration</th>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>0.258398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient Guides</th>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>0.245793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Javascript Library hosting</th>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0.239491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appointment Request</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>0.233188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Government</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>0.233188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rankings</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>0.233188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Suicide Prevention</th>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emergency Management</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>0.201676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Content Management</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>0.201676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joint Commission Seal</th>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>0.195374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chat</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>0.189072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Browser</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>0.182769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Medicare Forms</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>0.176467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Profiles</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>0.163862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Survey</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>0.163862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Working at</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>0.151257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Event Registration</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>0.151257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Remote Access</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0.144955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Medline PLus</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0.144955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient Transfer Service</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.132350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acreditation</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.132350</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Links Pointing to Service  \\\n",
       "Type                                                    \n",
       "Social Media                                    11897   \n",
       "Patient Portal                                    669   \n",
       "Healthcare Institution                            492   \n",
       "Bill Payments                                     412   \n",
       "Jobs                                              396   \n",
       "Web Agency                                        364   \n",
       "Health Content                                    221   \n",
       "Organization                                      134   \n",
       "ER Check-in                                       122   \n",
       "Email Marketing Management                         81   \n",
       "Company                                            78   \n",
       "Virtual Tours                                      65   \n",
       "Baby Photography                                   56   \n",
       "PDF reader                                         54   \n",
       "Social Support                                     51   \n",
       "Donations                                          48   \n",
       "Hosting                                            47   \n",
       "Health Risk Assessment                             45   \n",
       "Vendor Registration                                41   \n",
       "Patient Guides                                     39   \n",
       "Javascript Library hosting                         38   \n",
       "Appointment Request                                37   \n",
       "Government                                         37   \n",
       "Rankings                                           37   \n",
       "Suicide Prevention                                 36   \n",
       "Emergency Management                               32   \n",
       "Content Management                                 32   \n",
       "Joint Commission Seal                              31   \n",
       "Chat                                               30   \n",
       "Browser                                            29   \n",
       "Medicare Forms                                     28   \n",
       "Health Profiles                                    26   \n",
       "Survey                                             26   \n",
       "Working at                                         24   \n",
       "Event Registration                                 24   \n",
       "Remote Access                                      23   \n",
       "Medline PLus                                       23   \n",
       "Patient Transfer Service                           21   \n",
       "Acreditation                                       21   \n",
       "\n",
       "                            Number of Unique Services  Percentage of sites  \n",
       "Type                                                                        \n",
       "Social Media                                       14            74.979517  \n",
       "Patient Portal                                     14             4.216298  \n",
       "Healthcare Institution                             10             3.100775  \n",
       "Bill Payments                                      10             2.596584  \n",
       "Jobs                                                8             2.495746  \n",
       "Web Agency                                          5             2.294069  \n",
       "Health Content                                      4             1.392828  \n",
       "Organization                                        1             0.844520  \n",
       "ER Check-in                                         1             0.768891  \n",
       "Email Marketing Management                          2             0.510493  \n",
       "Company                                             1             0.491586  \n",
       "Virtual Tours                                       1             0.409655  \n",
       "Baby Photography                                    1             0.352934  \n",
       "PDF reader                                          1             0.340329  \n",
       "Social Support                                      1             0.321422  \n",
       "Donations                                           2             0.302515  \n",
       "Hosting                                             2             0.296212  \n",
       "Health Risk Assessment                              1             0.283607  \n",
       "Vendor Registration                                 1             0.258398  \n",
       "Patient Guides                                      1             0.245793  \n",
       "Javascript Library hosting                          1             0.239491  \n",
       "Appointment Request                                 1             0.233188  \n",
       "Government                                          1             0.233188  \n",
       "Rankings                                            1             0.233188  \n",
       "Suicide Prevention                                  1             0.226886  \n",
       "Emergency Management                                1             0.201676  \n",
       "Content Management                                  1             0.201676  \n",
       "Joint Commission Seal                               1             0.195374  \n",
       "Chat                                                1             0.189072  \n",
       "Browser                                             1             0.182769  \n",
       "Medicare Forms                                      1             0.176467  \n",
       "Health Profiles                                     1             0.163862  \n",
       "Survey                                              1             0.163862  \n",
       "Working at                                          1             0.151257  \n",
       "Event Registration                                  1             0.151257  \n",
       "Remote Access                                       1             0.144955  \n",
       "Medline PLus                                        1             0.144955  \n",
       "Patient Transfer Service                            1             0.132350  \n",
       "Acreditation                                        1             0.132350  "
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_agg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116878550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a graph of the top 10 services\n",
    "sns.set_style(\"whitegrid\")\n",
    "ax = sns.barplot(x=\"Percentage of sites\", y=list(df_agg.index[:10]), data=df_agg[:10]).set_title('Top 10 third-party services')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show counts of service type excluding than Social Media"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Readjust percentage column\n",
    "df_agg_no_social['Percentage of sites']=(df_agg_no_social['Links Pointing to Service']/ df_agg_no_social['Links Pointing to Service'].sum())*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "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>Links Pointing to Service</th>\n",
       "      <th>Number of Unique Services</th>\n",
       "      <th>Percentage of sites</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Type</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Patient Portal</th>\n",
       "      <td>669</td>\n",
       "      <td>14</td>\n",
       "      <td>16.851385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Healthcare Institution</th>\n",
       "      <td>492</td>\n",
       "      <td>10</td>\n",
       "      <td>12.392947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bill Payments</th>\n",
       "      <td>412</td>\n",
       "      <td>10</td>\n",
       "      <td>10.377834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jobs</th>\n",
       "      <td>396</td>\n",
       "      <td>8</td>\n",
       "      <td>9.974811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Web Agency</th>\n",
       "      <td>364</td>\n",
       "      <td>5</td>\n",
       "      <td>9.168766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Content</th>\n",
       "      <td>221</td>\n",
       "      <td>4</td>\n",
       "      <td>5.566751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Organization</th>\n",
       "      <td>134</td>\n",
       "      <td>1</td>\n",
       "      <td>3.375315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ER Check-in</th>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>3.073048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Email Marketing Management</th>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>2.040302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Company</th>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>1.964736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virtual Tours</th>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>1.637280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Baby Photography</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>1.410579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PDF reader</th>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1.360202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Social Support</th>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>1.284635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Donations</th>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>1.209068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hosting</th>\n",
       "      <td>47</td>\n",
       "      <td>2</td>\n",
       "      <td>1.183879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Risk Assessment</th>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>1.133501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vendor Registration</th>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>1.032746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient Guides</th>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>0.982368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Javascript Library hosting</th>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0.957179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Appointment Request</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>0.931990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Government</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>0.931990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rankings</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>0.931990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Suicide Prevention</th>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>0.906801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Emergency Management</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>0.806045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Content Management</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>0.806045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Joint Commission Seal</th>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>0.780856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chat</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>0.755668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Browser</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>0.730479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Medicare Forms</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>0.705290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health Profiles</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>0.654912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Survey</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>0.654912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Working at</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>0.604534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Event Registration</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>0.604534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Remote Access</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0.579345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Medline PLus</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>0.579345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Patient Transfer Service</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.528967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Acreditation</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>0.528967</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Links Pointing to Service  \\\n",
       "Type                                                    \n",
       "Patient Portal                                    669   \n",
       "Healthcare Institution                            492   \n",
       "Bill Payments                                     412   \n",
       "Jobs                                              396   \n",
       "Web Agency                                        364   \n",
       "Health Content                                    221   \n",
       "Organization                                      134   \n",
       "ER Check-in                                       122   \n",
       "Email Marketing Management                         81   \n",
       "Company                                            78   \n",
       "Virtual Tours                                      65   \n",
       "Baby Photography                                   56   \n",
       "PDF reader                                         54   \n",
       "Social Support                                     51   \n",
       "Donations                                          48   \n",
       "Hosting                                            47   \n",
       "Health Risk Assessment                             45   \n",
       "Vendor Registration                                41   \n",
       "Patient Guides                                     39   \n",
       "Javascript Library hosting                         38   \n",
       "Appointment Request                                37   \n",
       "Government                                         37   \n",
       "Rankings                                           37   \n",
       "Suicide Prevention                                 36   \n",
       "Emergency Management                               32   \n",
       "Content Management                                 32   \n",
       "Joint Commission Seal                              31   \n",
       "Chat                                               30   \n",
       "Browser                                            29   \n",
       "Medicare Forms                                     28   \n",
       "Health Profiles                                    26   \n",
       "Survey                                             26   \n",
       "Working at                                         24   \n",
       "Event Registration                                 24   \n",
       "Remote Access                                      23   \n",
       "Medline PLus                                       23   \n",
       "Patient Transfer Service                           21   \n",
       "Acreditation                                       21   \n",
       "\n",
       "                            Number of Unique Services  Percentage of sites  \n",
       "Type                                                                        \n",
       "Patient Portal                                     14            16.851385  \n",
       "Healthcare Institution                             10            12.392947  \n",
       "Bill Payments                                      10            10.377834  \n",
       "Jobs                                                8             9.974811  \n",
       "Web Agency                                          5             9.168766  \n",
       "Health Content                                      4             5.566751  \n",
       "Organization                                        1             3.375315  \n",
       "ER Check-in                                         1             3.073048  \n",
       "Email Marketing Management                          2             2.040302  \n",
       "Company                                             1             1.964736  \n",
       "Virtual Tours                                       1             1.637280  \n",
       "Baby Photography                                    1             1.410579  \n",
       "PDF reader                                          1             1.360202  \n",
       "Social Support                                      1             1.284635  \n",
       "Donations                                           2             1.209068  \n",
       "Hosting                                             2             1.183879  \n",
       "Health Risk Assessment                              1             1.133501  \n",
       "Vendor Registration                                 1             1.032746  \n",
       "Patient Guides                                      1             0.982368  \n",
       "Javascript Library hosting                          1             0.957179  \n",
       "Appointment Request                                 1             0.931990  \n",
       "Government                                          1             0.931990  \n",
       "Rankings                                            1             0.931990  \n",
       "Suicide Prevention                                  1             0.906801  \n",
       "Emergency Management                                1             0.806045  \n",
       "Content Management                                  1             0.806045  \n",
       "Joint Commission Seal                               1             0.780856  \n",
       "Chat                                                1             0.755668  \n",
       "Browser                                             1             0.730479  \n",
       "Medicare Forms                                      1             0.705290  \n",
       "Health Profiles                                     1             0.654912  \n",
       "Survey                                              1             0.654912  \n",
       "Working at                                          1             0.604534  \n",
       "Event Registration                                  1             0.604534  \n",
       "Remote Access                                       1             0.579345  \n",
       "Medline PLus                                        1             0.579345  \n",
       "Patient Transfer Service                            1             0.528967  \n",
       "Acreditation                                        1             0.528967  "
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_agg_no_social"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeYAAAEPCAYAAACX2GeFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAIABJREFUeJzs3WdYVNf69/Hv0ERAFEWxoEnAhhobxl6x99gQNWMwGo9J1NgbkGAUI4JixIgtlmCUoiQmMXpixy5irAd7iCIICjZA2sx+Xvg4fwmgouBM4v25rnMdZpe1fnsP5matvWe2SlEUBSGEEEIYBCN9BxBCCCHE/5HCLIQQQhgQKcxCCCGEAZHCLIQQQhgQKcxCCCGEAZHCLIQQQhgQKcxC/M3cuXPp27cvffv2pV69enTt2lX3OiMjo8j6yczMZPjw4ezatUu3LD09nYkTJ9K9e3e6du3Knj178t139+7dLF26FIDw8HA+/fTTfLebOXMmR48efW6WU6dO0blz55c4ihejKAru7u48ePCg2PrIT2pqKrNmzaJ379706dOHfv36sWXLlpdu7/Tp00yYMOGZ2+Tk5FCrVq18j7Vt27Y0atSIR48e5VoeHh5OrVq1cv0uvIht27bh7u4OQEBAAD///HOh9i8uL3KeRMFM9B1ACEPj6emp+9nFxQV/f3/efffdIu0jOjqar776itjY2FzLv/nmG0qXLs327duJi4vDzc2NevXqUaFChVzbnTlzhvT09Of28/XXXxdl7Jem0Wg4cuTIa+93wYIFlC5dmp9//hmVSkViYiKDBg2icuXKtGjRotDtNWjQgMWLF79SpjJlyrBr1y569+6tW/bTTz9ha2v7Su1OnDjxlfYvSkVxnt5kUpiFKKTjx4/j5+dHZmYmpqamTJw4kdatWxMeHs7u3bvJzs4mISGBihUr4uvrS/ny5fO0ERwczPTp0wkMDMy1fOfOnbqRsL29Pc2bN2fHjh0MHz5ct83JkyfZvHkzGo0GKysrKleuTGJiIh9//DG3bt3C1NQUf39/HBwcGDJkCCNHjqRGjRqMGDGCatWqkZCQwMaNG9m+fTvff/89pUqVombNmgUeb0BAAPHx8cTHx3P79m3q1q3L3LlzsbS0ZNeuXaxevZqsrCxSUlIYMGAA48aN4/DhwyxYsIASJUqQkZGBo6MjAMOGDcPLy4sZM2awa9cujIyMSEtLo2PHjmzfvh0bG5tc/SYlJZGYmMjNmzepXLkyfn5+2NracvHiRebOncu9e/dQqVSMGjWKPn365MmelJRElSpVyMnJwdTUFDs7O5YuXarr51nthIeHs3btWoyNjSlXrhy+vr5cvXoVX19ftm7dytWrV5kzZw6PHj0iMTGRunXrEhAQgJHRsyci+/Tpw88//6wrzDdu3ECj0VCtWjXdNpcvX8bHx4cHDx6g0Whwd3enX79+uvOybds2bGxscu0zZcoU6tWrh7u7O2FhYYSHh5Odnc39+/cZM2YMgwcPzve93bNnD6amptjY2ODr64utrW2B/f/9fa1atSrvvfceH374IfD49/rUqVMMGDBAd55SU1P56quvOH36NEZGRnTt2pUJEyaQlZXFggULiI6ORqPRULduXTw8PLCysmLDhg2EhYVhamqKubk5X331le536I2gCCEK1KFDB+XMmTO618nJyUqLFi10yy5cuKA0bdpUuXnzphIWFqY0atRIiY2NVRRFUebPn69MmDDhme27ubkpO3fu1L2uU6eOkpycrHvt5+en+Pr65tlv0aJFyty5cxVFUZSwsDCladOmyvXr1xVFURRvb2/Fy8srV/uxsbFKzZo1lZMnTyqKoihnzpxRWrVqpdy5c0fRarXKrFmzlE6dOuWbcdGiRUr79u2V5ORkRaPRKOPHj1f8/PwUjUajDB06VNdvfHy8Urt2beXevXvKoUOHFCcnJyUhIUFRFEXJzs5Watasqdy/f19RFEXp1auXcuDAAUVRFCUkJESZMmVKvv127txZefjwoaIoijJq1Chl6dKlSlZWltKhQwdl165diqIoSkJCgtKqVSvl9OnTedr43//+p3Tq1Elp3LixMnLkSOXbb7/VvT/Paufs2bNKixYtdPlXr16teHt7K4cOHVL69OmjKIqizJs3T/n11191bXXv3l3ZuXNnnmN9Wps2bZRTp04pzZo1U+7cuaMoiqIsWbJE2bhxo+69etJWTEyMoiiKcv/+faVr167KmTNnlB07dii9evVSUlNTlaysLOWjjz5SPvzwQ0VRFGXy5MnK2rVrlYcPHyqurq7K3bt3FUVRlKioKKVJkyZ5sly/fl157733lMzMTEVRFGXlypXK7t27n9n/39/XgwcP6s6HoihKv379lKNHj+Y6T3PmzFEmT56saDQaJTMzU3Fzc1OioqKUxYsXK35+fopWq1UURVF8fX2VOXPmKFlZWUrdunV1/w62bNmihIWF5cn/byYjZiEK4Y8//sDBwUE3tV2rVi0aNGjA8ePHAWjTpg1vvfUWAIMGDcp3lPIsWq0WlUqle60oCsbGxs/dr0GDBlStWhUAJycn9u/fn2cbU1NTGjRoAMCRI0do06YN5cqVA2Dw4MG6Y8hP9+7dKVu2LAADBw5k4cKFTJkyhRUrVrBv3z62bt3KlStXUBRFdx2+SpUqVKxYMd/2hgwZQlhYGK1btyY0NDTX5YOnNW/eHCsrKwDq1KnD/fv3uXr1Koqi0LFjRwAqVqxI586dOXDgAPXr18+1v5OTE7///jvnzp0jKiqKQ4cOERQUxNKlS7GzsyuwHTMzM9q2bavLP3LkSAAOHz6sa3vatGkcOnSIlStXEhsbS3Jy8gtdXjAzM6NLly78+uuvDB8+nB07drBp0ybd9eGrV69y48YNpk+frtsnKyuLmJgYzp8/T9euXbG0tARgwIABhIWF5WrfysqKoKAg9u7dS2xsLDExMfnmqlSpEo6OjvTv35+2bdvStm1bmjdvzoULFwrs397ePtf72rJlSx4+fEhMTAwqlYq0tDSaNm2a67LF4cOH+fLLLzEyMsLMzIxNmzYB4OPjQ3p6OgcOHAAgOzubChUqYGpqSufOnRk0aBDt27endevWtGvX7rnn9d9ECrMQhfD3wvlkWU5ODgAmJv/3T0pRlOdOa/5dpUqVSEpK0k21JiUl0bBhw+fu93S/KpUKJZ+vwDc3N8+V5+ltni7+I0eO5M6dOwBMmjQpT/tarRYjIyNSU1Pp168fXbt2xdnZmQEDBrBz505duxYWFgXm7du3L0uWLOHIkSNkZ2fTuHHjfLcrUaJErteKojz3PXgiKyuLOXPmMG3aNN59913effddPvroIwIDAwkNDWXs2LEFtmNhYZFr3aNHj7h161aubSdMmIBKpaJbt264uLgQFxeX73kv6PjnzZtHnTp1qFmzJtbW1rkylClThq1bt+qW3b59G2tra86fP5+rj6fflydu3rzJ0KFDcXNzo0mTJnTp0oWDBw/m2c7ExISNGzdy5swZjhw5wty5c3FxcaFbt24F9h8dHZ3rfVWpVAwcOJCffvoJRVEYMGBAnnNqbGyca1l8fDwlS5ZEo9HwxRdf0KpVK+DxjXrZ2dnA4yn2ixcvcuTIEZYvX86vv/7KwoULX+jc/hvIXdlCFEKjRo24dOkSZ8+eBR5fozx58iTNmjUD4NChQyQlJQEQEhKCi4tLodp3cXHRjYDi4+M5fPhwvqMFExOTPIWoMNq0aUNkZCSJiYkA/Pjjj7p13333HVu3bmXr1q26vnft2kVqaioajYbNmzfj4uLCn3/+yaNHj/j888/p0KEDR44cIScnB41Gk6e/J/9xfpLZ0tKSnj174uHhwZAhQwqVvXr16mi1Wnbv3g3ArVu32LVrFy1btsy1nZmZGVeuXGHZsmW6frOzs7l27Rp16tR5ZjvNmzfnwIED3L59G4CNGzfmKQwHDx5k3Lhx9OjRA41Gw9mzZ9FqtS90DM7Ozjx48IAlS5borh0/fXxGRkZs27YNeFxoe/XqxYULF2jbti3bt2/n4cOHaDSafO/CPnv2LOXLl2fMmDG0bt2avXv35pvr/Pnz9OnThxo1ajBmzBiGDx/O2bNnn9l/fgYMGMCuXbv4/fff6d+/f571LVu25Mcff0RRFLKyshg7diwnT56kdevWBAcHk52djUajYdasWSxevJg7d+7Qvn17ypUrh7u7O+PHj9f9e3tTyIhZiEKwtbVl8eLFeHt7k5WVhZGREQsWLKBq1aocPXqUihUrMnnyZO7cuUONGjWYM2dOodqfMGECX375JT179kSj0TBz5kzs7e3zbNeiRQumTp2KiYnJM2/cKoiTkxOTJk1i+PDhWFpa5pkC/ruyZcsyatQo7t69S7Nmzfj4448xMTGhdevWdO/eHVNTU2rXro2DgwPXr1/Ps79KpaJLly4MGTKEZcuW6aZQIyIi8r1p61nMzMxYtmwZPj4+LF68GK1Wy+eff857772XZ9ulS5fi7+9Ply5dsLCwQKvV0rlzZ8aMGYOJickz25k8ebJuCtvOzo558+Zx+fJlXduTJk1izJgxWFhYUKpUKZo2bcpff/31wsfRt29fQkNDdSPGp48vKCiIefPmsXz5cnJycpg8ebLuMsTly5fp378/1tbW1KpVi9TU1Fz7t23bloiICLp164ZKpaJZs2aULl2a69ev57pZrG7dunTq1In+/ftjYWGBubk5X3zxxTP7f3oq/wk7Oztq1KiBiYlJvneWjxs3Dh8fH/r06YNGo6FXr1507NiRli1b4uvry/vvv6+7+WvatGlYWlry8ccfo1arKVmyJCYmJsyePfuFz+u/gUp50bkXIcQzhYeHs3fvXpYtW6bvKEUqICCA9PR0PDw8iqxNRVEICgoiOTkZLy+vImtXiH8DGTELIV679u3bU7ly5X/dHzFCFAUZMQshhBAGRG7+EkIIIQyIFGYhhBDCgEhhFkIIIQyI3PwlXkl0dLS+IwghxD+Ss7NzvsulMItXVtAvlz7FxMTg5OSk7xh5SK7CkVwvzhAzgeQqyLMGNVKYxStznvq9viMUIErfAQoguQpHcr04Q8wE/8Zc0X7Dn7/RS5JrzEIIIYQBkcIshBBCGBApzEIIIYQBkcIshBBCGBApzEIIIYQBkcL8io4dO0aLFi1Qq9Wo1WpcXV0JDg5+5j6hoaFkZ2cTExPD0qVLC91nVFRUnmejxsXF0bhxY12OwYMHs2jRohduMz4+nj179hS4Pi4uDldX10JnFUIIUTjycaki0Lx5cwICAgDIysqiW7du9O3bF2tr63y3X7FiBe+//z5OTk4v9Tm6LVu20KNHD2rXrp1refXq1XV/FGi1WoYMGcKFCxfybJefo0ePcu3aNVxcXAqdRwghRNGRwlzEUlNTMTIywtjYmOPHj+tGxBkZGfj6+nLixAlu377NxIkT+fDDDwkJCSEgIIDt27ezbt06jIyMcHZ2ZsqUKQQGBhIXF0dycjLx8fHMnDkTGxsbDhw4wPnz56levTqVK1fON0dGRgZZWVmULFmSuLg4PDw8yMnJQaVS4enpSe3atenQoQMODg68/fbbHDp0iIyMDBo1akSpUqXy5DY1NX1t51AIId5kUpiLwNGjR1Gr1ahUKkxNTfHy8sLS0pLLly/j5+eHnZ0dy5cvZ8eOHXzyyScEBQUREBDAqVOnALh37x6BgYFs2bKFkiVLMnXqVA4dOgSAmZkZq1ev5tChQ6xZs4bvvvuONm3a0KNHjzxF+cqVK6jVagCMjY0ZPnw4b731FuPHj0etVtOpUydiYmKYNWsWERERJCQkEBERgY2NDREREVy7do2OHTvyww8/5Mndu3fv13tShRDiDSWFuQg8PZX9NDs7O3x8fLCwsCAxMZHGjRvnu//169dJSUlh9OjRAKSlpXHjxg0A3VR3xYoVycrKemaOp6eyn3b16lXee+89XXu3bt0CwMbGBhsbm5fOLYQQouhJYS5Gnp6e7Nq1CysrK6ZPn46iKACoVCq0Wq1uO3t7eypVqsSaNWswNTUlIiICJycndu3ahUqlytOuSqXStfUiHB0dOXHiBB07diQmJgZbW1sAjIz+794/IyMjXaaCcgshhCh+UpiLUd++fXF1dcXa2hpbW1uSkpIAaNKkCaNHj+azzz4DoGzZsri7u6NWq9FoNFSpUoXu3bsX2G6DBg3w9/fH3t4eR0fH5+aYNm0aXl5erFmzhpycHHx8fPJsU7NmTYKCgqhbt26BuYUQQhQ/lSLDIfEKoqOjGR1yXt8xhBDitXrVh1hER0cX+GQ++RyzEEIIYUCkMAshhBAGRAqzEEIIYUDk5i/xyorzgeEvKyYm5qW+Va24Sa7CkVwvzhAzgeR6GTJiFkIIIQyIFGYhhBDCgEhhFkIIIQyIFGYhhBDCgMjNX+KVXf/qXX1HyMMSuK7vEPmQXIUjuV7c8zJV++Ls64oiXpGMmIUQQggDIoVZCCGEMCBSmIUQQggDIoVZCCGEMCD/2MJ87NgxJk6cmGuZv78/ERERhWonLi4OV1dXAKKiorhw4QIArVq1KpqgL+hl+ns679ixYwG4ePEiUVFRz9xvw4YNAERGRhIaGlrofoUQQhSff2xhLg5btmz5Rz17+Om8S5cuBeD333/nypUrz9wvKCgIgLZt2zJ48ODiDSmEEKJQ/rUfl1q4cCFRUVEoioK7uzvdu3fn+PHjugKWkZGBr68vpqamAJw7d44DBw5w/vx5qlevTlZWFpMnTyY+Pp4yZcqwZMkSHjx4wIwZM3j48CGKouDr64u5uTne3t5kZmZy7949PvvsMzp16kSvXr14++23MTMzY/bs2Xh4eHD37l0APD09qVWrVr65Z8yYgZmZGTdv3iQpKYn58+dTt25dZsyYwfXr18nMzGTkyJFUq1YtV95BgwYRERHBjz/+iKmpKXXr1mXChAls376dEiVK4O/vj4ODA4mJidy/fx9vb2/q16/PtWvXmDJlCmvWrGHbtm2YmJjQpEkTpk6dSmBgIHFxcSQnJxMfH8/MmTNp06bN63kDhRDiDfWPLsxHjx5FrVbrXt+4cYPx48ezf/9+4uLiCAkJITMzE1dXV1q1asXly5fx8/PDzs6O5cuXs2PHDnr37g1AvXr1aNOmDT169KBy5cqkp6czceJE7O3tUavVxMTE8PPPP+Pi4sKQIUM4cuQIZ86cwdbWlhEjRtCsWTNOnjxJYGAgnTp1Ij09nU8//ZQ6derg5+dH8+bNGTp0KLGxscycOZNNmzYVeFyVK1fmq6++IiwsjNDQUKZNm8axY8fYsmULAIcOHcqTF8DOzo5+/fpha2tL/fr18237k08+YcOGDXh7e+um/S9evMj27dsJCQnBxMSEcePGsXfvXgDMzMxYvXo1hw4dYs2aNVKYhRCimP2jC3Pz5s0JCAjQvfb39wfg0qVLnD9/Xle0c3JyiI+Px87ODh8fHywsLEhMTKRx48YFtl26dGns7e0BsLW15dGjR/z5558MHDgQgBYtWgBw+fJlgoKC2Lx5MyqVipycHF0b77zzji7P0aNH2b59OwAPHjx45nE9eeJJxYoVOXnyJFZWVnh5eeHl5UVqaip9+vR58ZP0/ymKUuC6a9eu0aBBA93sQZMmTbh8+XKeLFlZWYXuVwghROH8owtzQRwcHGjWrBlz5sxBq9WybNky7O3tcXd3Z9euXVhZWTF9+vQ8xUqlUumWqVSqPO06Ojpy9uxZateuTVRUFPv27eOvv/5i0KBBtGvXji1btvDjjz/qtjcyMtLl6dOnD7179yY5OZnw8PBn5v9730lJSZw/f55vv/2WzMxM2rVrR9++fXPlfXpfrVYLPB7tJiUlYW9vz4ULF3B0dATyFmkHBwfWrl1LTk4OxsbGREVF8f7773PhwoV8z4MQQoji868szC4uLhw/fpyhQ4eSnp5Op06dsLKyom/fvri6umJtbY2trW2eG70aNGiAv7+/bqT8d2PGjGHWrFn8/PPPAMybN4/Tp0/j4+PDihUrqFSpku468t/38/DwICwsjNTUVN0d1C+qfPny3L59m/fffx8LCws++ugjTExM8s1br149FixYgKOjI6NGjWL06NFUqVIFa2tr3TaOjo5MmTKFli1bAlCrVi26d+/OkCFD0Gq1ODs706lTJ90d30IIIV4flfKsOU4hniM6Opry29z1HUMI8Rz6+q7smJgY3SUxQ6LvXNHR0Tg7O+e7Tj4uJYQQQhgQKcxCCCGEAZHCLIQQQhgQKcxCCCGEAflX3pUtXi9DfAC7vm/sKIjkKhzJ9eIMMZN4OTJiFkIIIQyIFGYhhBDCgEhhFkIIIQyIFGYhhBDCgMjNX+KVtQpspe8I+dul7wAFkFyF8w/LdWjcodebQ/zryIhZCCGEMCBSmIUQQggDIoVZCCGEMCBSmIUQQggDIjd/vaJjx44xYcIEqlevjqIo5OTk4OPjg6OjIz4+PowYMYItW7Zga2uLg4MDISEhBAQE6PaPi4ujT58+1K1bF4CsrCyaNWvGpEmT9HVI3Lt3jwMHDtC7d2+9ZRBCiDeVFOYi0Lx5c12xPXjwIAsWLGDFihV4eHi80P7Vq1cnODgYAK1Wy5AhQ7hw4QK1a9cutszPcvHiRfbs2SOFWQgh9EAKcxF78OABVapUAUCtVuPt7V2o/TMyMsjKyqJkyZJcunSJ+fPno9VqefDgAZ6enqSnpxMWFsaSJUsAcHNzY8mSJQwbNoxGjRrx119/0bx5cx4+fMiZM2d455138PPzIyEhAS8vLzIzMylRogRz5sxBo9EwefJkKlasyI0bN3j33XeZPXs2y5cv58KFC4SGhmJjY8OqVaswMTGhSpUqLFiwACMjuQIihBDFRQpzETh69ChqtZqsrCwuXrzIihUrCrX/lStXUKvVABgbGzN8+HDeeustfvvtN6ZPn06tWrX45ZdfiIiIYM6cOcydO5f79+9z+/ZtbGxsqFChAjdv3mT9+vWUL1+epk2bEh4ejpeXFx07duTBgwf4+vqiVqtp164dR44cwd/fn4kTJxIbG8t3331HyZIl6dSpE7dv32bMmDGEhIQwePBgxo8fj7u7Oz179uSnn34iNTUVa2vr4jiNQgghkMJcJJ6eyr527Rpubm5ERka+8P5PT2U/rUKFCixbtgxzc3PS0tKwsrJCpVLRp08ffv31V+Li4hg4cCAAZcqUoXLlygBYWFhQvXp1AEqVKkVmZiaXLl1ixYoVrF69GkVRMDU1BaBatWpYWVkBUL58eTIzM3NlmDlzJitWrGDTpk04ODjQqVOnQp4dIYQQhSFzkkXM1ta2yNry8fFh/Pjx+Pr6UrNmTRRFAWDAgAHs2LGDqKgo2rVrB4BKpXpmWw4ODkyZMoXg4GBmz55N165dC9zPyMgIrVYLQGhoKOPGjWPDhg0A7Ny5s8iOTwghRF4yYi4CT6ayjYyMSEtLY8aMGZibm79yu3369OHTTz+lXLlyVKxYkbt37wJgZ2eHpaUlDRs2xMTkxd7C6dOn4+3tTWZmJhkZGc+8Ma1atWpcunSJdevWUb9+fUaMGEGZMmWwtLSkffv2r3xcQgghCqZSngzDxD/Kf/7zH2bNmsVbb72l1xzR0dGMPzxerxmEMCT6+q7smJgYnJyc9NL3s0iu/EVHR+Ps7JzvOpnK/ofJyMigf//+1K5dW+9FWQghRNGTqex/GHNzcyIiIvQdQwghRDGREbMQQghhQKQwCyGEEAZEprLFKzPEB8Pr+8aOgkiuwpFc4k0kI2YhhBDCgEhhFkIIIQyIFGYhhBDCgMg1ZvHK9rdtp+8I+UrSd4ACSK7CMbRc7SL36zuC+JeTEbMQQghhQKQwCyGEEAZECrMQQghhQKQwCyGEEAZECrMQQghhQKQwv0HUajVXr17Nd52LiwuZmZmvOZEQQoi/k8IshBBCGBD5HPMb5uHDh/znP/8hNTUVjUbD559/TosWLQD44osvuHnzJuXKlcPX15eEhARmzpyJiYkJxsbGLFiwADs7Oz0fgRBC/LtJYX7DrFmzhpYtW/Lhhx+SmJjIkCFD2LVrFwBDhgyhYcOGLFiwgLCwMIyNjalbty4zZszgxIkT3L9/XwqzEEIUM5nK/pdLS0sjOztb9zo9PZ333nsPADs7O6ysrEhJScHU1JSGDRsC0LhxY/78808GDhyIjY0No0aN4ocffsDY2FgvxyCEEG8SKcz/cjNmzCA6OhqtVktycjLly5fnxIkTACQmJvLgwQPKlClDdnY2MTExAJw4cYIaNWqwe/dunJ2dWb9+Pd26dWP16tX6PBQhhHgjyFT2v9yIESOYO3cuJUqUoF+/fgwaNIhZs2bx3//+l4yMDL766itMTEwwNTUlODiYv/76i8qVKzN58mQSEhKYOnUqgYGBGBkZMXPmTH0fjhBC/OtJYf6Xa9y4MREREbmWLVu2LM92//3vf/Msq1atGqGhocWWTQghRF4ylS2EEEIYECnMQgghhAGRwiyEEEIYECnMQgghhAGRm7/EK2sXuV/fEfKIiYnByclJ3zHykFyFY6i5hChOMmIWQgghDIgUZiGEEMKASGEWQgghDIhcYxavbOnkX/QdIV+7uaLvCPmSXIVTHLnGLuxd5G0KUVRkxCyEEEIYECnMQgghhAGRwiyEEEIYECnMQgghhAGRwiyEEEIYECnMRWz48OGcOXMGgKysLJydnfnuu+906z/44AMuXLiQ774RERH4+/s/t4/Tp09Tr149XT9CCCH+PaQwF7HWrVtz4sQJAKKjo2ndujX79u0DIDMzk4SEBGrXrv1KfYSHhzNixAg2btz4qnGFEEIYGCnMRaxly5a6wrx//34GDRrEw4cPefjwIX/88QdNmzYF4Pjx4wwZMoQPPviAmTNnkp2dDcCpU6f48MMPGTBggK6gPy0tLY2jR48yduxYTp48SUpKCgApKSl89NFHfPDBB3h5edG5c+cC+4mIiODzzz/nP//5D927dyciIgJ4PBJ3dXVl0KBBjB07locPH9KpUyc0Gg0Afn5+bN++vVjPnxBCvOmkMBexOnXqcO3aNRRFISoqiqZNm9KiRQsOHz7M8ePHadOmDYqi4OXlxdKlS9mwYQN2dnb8+OOPAJR6u+8VAAAgAElEQVQsWZJ169axcuVKvvrqK7Raba72f/vtNzp37kyJEiXo3r07mzdvBmD58uV07NiRDRs20K1bNzQazTP7SU1NZcWKFQQFBbFy5UoAvLy8+PrrrwkPD6dFixZcv34dZ2dnDh48iEajITIyko4dO77GsymEEG8e+eavImZkZETt2rWJjIykfPnymJmZ0bZtW/bt28eFCxcYPnw4KSkpJCUlMWHCBAAyMjJo1aoV1apVw9nZGZVKRbly5ShVqhT37t2jbNmyuvbDw8MxNjZm5MiRZGRkcOvWLUaNGsXVq1fp168fAE2aNAF4Zj9PptMrVapEVlYWAMnJyTg6OgIwbNgwAAYNGkRwcDBarZaWLVtiZmb2Gs6iEEK8uaQwF4NWrVqxYsUKevbsCYCzszPLli3DyMiIMmXKoNVqqVixIsuWLaNUqVLs3r0bCwsLEhISOHv2LAC3b98mPT0dGxsbXbsXL15Eo9EQFhamWzZixAj27t1LzZo1+eOPP3BycuLUqVMA2NjYFNiPSqXKk7tChQrExsby9ttvs3LlSt555x06d+7MvHnz2Lx5s67ACyGEKD5SmItBy5Yt8fT0ZMGCBQCYmZlRqlQp6tSpAzweVXt4eDB69GgURcHS0pIFCxaQkJBARkYGw4cPJz09na+++ipXAQ0PD6dv3765+ho0aBA//PAD/v7+TJs2je3bt1OhQgVMTEye2U9+Zs+ezaxZszAyMqJ8+fK4u7sD0Lt3b3bs2EGNGjWK4WwJIYR4mkpRFEXfIcSr279/PzY2NtSvX5/Dhw+zfPlyvv/++yJpe9WqVdjY2DBw4MA866KjozmyMb5I+hHidXnVh1jExMTg5ORURGmKhiFmAslVkOjoaJydnfNdJyPmfwl7e3tmzZqFsbExWq0WDw+PIml3xowZ3L17l8DAwCJpTwghxLNJYf6XcHR0JDQ0tMjbnT9/fpG3KYQQomDycSkhhBDCgMiIWbwyQ3zovL6vHxVEchWOoeYSojjJiFkIIYQwIFKYhRBCCAMihVkIIYQwIFKYhRBCCAMiN3+JV+bzQd4vHhGGxWPDZn1HEEK8IBkxCyGEEAZECrMQQghhQKQwCyGEEAZECrMQQghhQKQwv6Bjx44xceLEXMv8/f2JiIgoVDtxcXG4uroCEBUVxYULF4DHz3B+ntDQUIYNG4ZarcbNzY1jx44Vqm+AzMxMwsPDX9t+QgghCkcKsx5t2bKFpKSkF9p227ZtHDp0iHXr1hEcHIyfnx/Tpk0jJSWlUH3evn37pQrsy+4nhBCicOTjUkVk4cKFREVFoSgK7u7udO/enePHj7N06VIAMjIy8PX1xdTUFIBz585x4MABzp8/T/Xq1cnKymLy5MnEx8dTpkwZlixZotsWICQkhJkzZ+qWVa1alZ9++gkbGxvi4uLw8PAgJycHlUqFp6cntWvXpkuXLjRu3Jg///yTcuXKERgYyPLly7ly5QpLly7lww8/xMPDg7t37wLg6elJrVq1nrvf2LFjX/PZFUKIN4cU5kI4evQoarVa9/rGjRuMHz+e/fv3ExcXR0hICJmZmbi6utKqVSsuX76Mn58fdnZ2LF++nB07dtC79+MHPtSrV482bdrQo0cPKleuTHp6OhMnTsTe3h61Wk1MTAz169fX9ZWUlETVqlVz5bGxsQFgwYIFqNVqOnXqRExMDLNmzSIiIoIbN26wfv16KlWqhJubG2fPnmXMmDFcunSJsWPH4ufnR/PmzRk6dCixsbHMnDmTTZs2PXc/IYQQxUcKcyE0b96cgIAA3Wt/f38ALl26xPnz53VFOycnh/j4eOzs7PDx8cHCwoLExEQaN25cYNulS5fG3t4eAFtbWx49epRrfZUqVUhISKBUqVK6ZQcPHqRWrVpcvXqV9957DwAnJydu3boFPC7clSpVAqBSpUpkZmbmavPSpUscPXqU7du3A/DgwYMX2k8IIUTxkWvMRcDBwYFmzZoRHBzM+vXr6d69O/b29nh6ejJv3jzmz59PhQoVUBQl134qlUq3TKVSPbOPAQMGsGzZMnJycgD4888/8fDwwMjICEdHR06cOAE8fkyera1tgW0aGRmh1Wp1ud3d3QkODmbx4sW60fzz9hNCCFF8ZMRcBFxcXDh+/DhDhw4lPT2dTp06YWVlRd++fXF1dcXa2hpbW9s8N3o1aNAAf39/3Uj5WXr27Mnt27cZOnQopqamaDQa/Pz8KFeuHNOmTcPLy4s1a9aQk5ODj49Pge2UK1eO7Oxs/Pz8GDNmDB4eHoSFhZGamvrMaeqn95s6deqLnxwhhBCFolL+PowTohCio6PZEfC1vmOI53jed2XHxMTg5OT0mtK8OMn14gwxE0iugkRHR+Ps7JzvOpnKFkIIIQyIFGYhhBDCgEhhFkIIIQyIFGYhhBDCgMhd2eKVPe/GIn3Q940dBTHUXEIIwyEjZiGEEMKASGEWQgghDIgUZiGEEMKAyDVm8cpifPboO0K+Ykgo9j6cPFyKvQ8hxJtFRsxCCCGEAZHCLIQQQhgQKcxCCCGEAZHCLIQQQhgQKcxCCCGEAZHCXAxu3LjBuHHjUKvVuLm54e3tTWpqapH3ExkZSWhoaKH2uXfvHr/88gsAK1eu5MyZM0WeSwghxMuTj0sVsYyMDD799FPmzp1LgwYNAPjxxx+ZPHkyK1asKNK+2rZtW+h9Ll68yJ49e+jduzejR48u0jxCCCFenRTmIrZv3z7ee+89XVEG6NevH5s2bWLatGk8ePCAe/fusWLFCgICAjh37hy2trbcvHmToKAg0tPTmT9/PlqtlgcPHuDp6Unjxo3p0qULjRs35s8//6RcuXIEBgaydetWrl27RseOHVm0aBEAd+/eJT09nT179rBw4ULOnTtHWloajo6OfP311yxfvpwLFy4QGhrKH3/8QY8ePWjRogWzZs3ixo0baDQaRowYQY8ePVCr1dSuXZvLly+TmprKN998Q5UqVfR1aoUQ4o0gU9lF7MaNG1SrVi3Pcnt7e06cOEHz5s0JCQkhKiqKe/fusXnzZubNm0dCwuMvw7hy5QrTp09n3bp1jBgxgoiICF27n3/+OaGhoaSkpHD27Fld240aNSI4OJjAwECsrKwIDAwkNTUVa2tr1q5dS0hICKdOnSIxMZExY8bQvHlzBg8erNs/NDQUGxsbQkJCWLt2LYsXLyYlJQWA+vXrs27dOlq1asW2bduK89QJIYRARsxFzs7OLt/rtrGxsTRp0oR33nkHgGvXrtGwYUMAypYti4ODAwAVKlRg2bJlmJubk5aWhpWVFQA2NjZUqlQJgEqVKpGZmZmr/bS0ND777DPGjx9P3bp1yc7OJiUlhUmTJmFhYUF6ejrZ2dn5Zr569SotW7YEwMrKCkdHR27cuAFAnTp1AKhYsSJ37tx5pXMjhBDi+WTEXMQ6duzI4cOHcxXn8PBwypYti5GRESqVCoAaNWpw6tQpAO7fv09sbCwAPj4+jB8/Hl9fX2rWrImiKAC6/fKTlZXF+PHjGTZsmK7ARkZGkpCQwKJFi5g0aRIZGRkoioKRkRFarTbX/o6Ojpw4cQKA1NRULl26hL29fdGcECGEEIUiI+YiZmlpyfLly5k3bx737t1Do9FQq1YtFi1axLx583TbtW/fnsjISNzc3LC1tcXc3BxTU1P69OnDp59+Srly5ahYsSJ37959bp/ff/8958+fJycnh02bNgHg7+/PsmXLcHV1xczMjKpVq5KUlES1atW4dOkS69at0+3v6uqKl5cXQ4YMITMzk7Fjx1KuXLkiPzdCCCGeT6U8GZKJ1+rq1atcuHCBnj17cvfuXXr16sXevXsxMzPTd7RCiY6OxmLHfX3H0JvCPsQiJiYGJyenYkrz8iRX4RhiLkPMBJKrINHR0Tg7O+e7TkbMelKpUiX8/f1Zv349Go2GKVOm/OOKshBCiKInhVlPLCwsCAoK0ncMIYQQBkZu/hJCCCEMiBRmIYQQwoDIVLZ4ZYW9Aep10PeNHUII8bJkxCyEEEIYECnMQgghhAGRwiyEEEIYELnGLF6Zt7e3viMUuzfhGIUQhkFGzEIIIYQBkcIshBBCGBApzEIIIYQBkcIshBBCGBApzEIIIYQBkbuyi8GxY8eYMGEC1atX1y2zsbFhyZIlzJgxg/Pnz1OmTBkUReHevXuMGDGCAQMG5GpDq9WycuVKIiMjMTY2BsDT05NatWqhVqvx9vbG0dHxpfI9b//IyEgSEhIYPHjwS7UvhBDi5UlhLibNmzcnICAg33VTp06lbdu2ANy7d49evXrRv39/VCqVbpvVq1dz9+5dNmzYgJGREWfOnOHTTz9lx44dxZ79STYhhBCvnxRmPbtz5w5mZma5ijJAaGgoERERGBk9vtpQv359Nm/ejKmpKQDffvstd+7c4dGjRyxatIiqVauycOFCoqKiUBQFd3d3unfvzunTp/Hx8UFRFOzs7PD399f1sWfPHtauXcu3336LtbW1bnlERATXrl3Dzc2NyZMnU7FiRW7cuMG7777L7NmzX8NZEUKIN5cU5mJy9OhR1Gq17nW7du0YNWoUAH5+fixfvpz4+HgcHR355ptv8uyfkZFB6dKlcy2zsbHJ1V7fvn0JDAxkx44d1KxZk7i4OEJCQsjMzMTV1ZVWrVrh5eVFQEAAjo6O/PDDD1y9ehWAnTt3EhUVxYoVK7CwsCjwOGJjY/nuu+8oWbIknTp14vbt25QvX/6Vzo0QQoiCSWEuJi8ylb1//378/f2pVq1anm2sra1JTU3FyspKt2znzp20aNECgHr16gFga2vLnTt3uHTpEufPn9f9MZCTk0N8fDzJycm6a8nDhg3TtXXkyBFSU1MxMTEhLS2NMWPGANCyZUvs7Ox021WrVk2XoXz58mRmZr70ORFCCPF8cle2HrVr146OHTvi5eWVZ12/fv1YunQpiqIAcPLkSb7++mvMzMzybcvBwYFmzZoRHBzM+vXr6d69O/b29lSoUIHY2FgAVq5cyc6dOwH44osvaN26NUuWLMHS0pLg4GCCg4P55JNPcrX79yl2IYQQxUtGzMXk71PZAKtWrcqz3aeffkr//v3Zt28f7du31y0fOXIk33zzDYMHD8bExAQTExOCgoIKLMwuLi4cP36coUOHkp6eTqdOnbCysmL27NnMmjULIyMjypcvj7u7O99//z0An332GYMGDaJ9+/Y0adKk6A5eCCHES1MpT4ZkQryE6OhofvnlF33HKHZF9RCLmJgYnJyciqStoiS5CscQcxliJpBcBYmOjsbZ2TnfdTKVLYQQQhgQKcxCCCGEAZHCLIQQQhgQKcxCCCGEAZG7ssUrK6obo4qSvm/sEEKIlyUjZiGEEMKASGEWQgghDIgUZiGEEMKAyDVm8crCwpvqO0K+nJyO6zuCEEIUmoyYhRBCCAMihVkIIYQwIFKYhRBCCAMihVkIIYQwIFKYhRBCCAPyzMJ87NgxWrRogVqt1v1v/Pjxr9Shj48P8fHxBAYGsmnTplzrIiIiqFWrFqdPn9Yty87OplmzZgQGBr5Q+3Fxcbi6ur7QtvHx8ezZsydXrpdVFNkN2dPnSgghRPF57selmjdvTkBAQJF16OHh8cz1Dg4O/PrrrzRo0ACAAwcOUKpUqSLr/2lHjx7l2rVruLi4PDfXi3id2V+3p8+VEEKI4vPSn2NWq9XUqlWLy5cvY2FhQZMmTTh48CAPHjxgzZo1GBsb4+HhwcOHD7l79y6DBg1i6NChqNXqZ363ctu2bTl48CBarRYjIyO2bdtGz549desXLlzIuXPnSEtLw9HRka+//prAwED++OMP0tPT8fHxAUCj0TBjxgxq1KjB6NGjCQ4O5tdff0WlUtGjRw+GDRvGypUrycjIoFGjRqxbtw5vb29+++034uLiSE5OJj4+npkzZ9KmTRv27t3LkiVLsLKyonTp0tSqVYtx48YVSfb8+tuxYwc//PCDbt9vvvkGGxsbZs+ezblz57C1teXmzZsEBQVhbGyMl5cXmZmZlChRgjlz5qDRaJg4cSKVKlUiLi6Onj17cvnyZf73v//Rvn17Jk2axMWLF5k7dy4AZcqUYd68efzvf/9j1apVmJqaEhcXR48ePRg9enSuc9WxY8eX/bURQgjxHM8tzEePHkWtVutet2vXjlGjRgFQv359PD09GTlyJObm5qxdu5bp06cTFRVFpUqV6NmzJ126dCExMRG1Ws3QoUOfG8jU1JSGDRty/Phx6tWrR2pqKhUrVuTOnTukpqZibW3N2rVr0Wq19OzZk8TERODxaNXT05O4uDhycnKYMmUKTZo0YdiwYVy5coXffvuNjRs3olKpcHd3p3Xr1owePZpr167RsWNH1q1bp8tgZmbG6tWrOXToEGvWrKFly5bMnTuX0NBQbG1tmTx5cpFm/3t/bdq0ITY2lpUrV1KyZEm++OILDh48iIWFBffu3WPz5s2kpKTQpUsXAHx9fVGr1bRr144jR47g7+/PxIkTuXHjBmvWrCEjI4OOHTsSGRlJyZIl6dChA5MmTcLLy4t58+ZRvXp1wsPDWb16NS1btiQ+Pp6ff/6ZrKws2rRpwyeffJLrXAkhhCg+rzSVXbduXQCsra2pXr267ufMzExsbW1Zv349v//+O1ZWVuTk5LxwqF69erFt2zYSEhLo3Lkz2dnZAJQoUYKUlBQmTZqEhYUF6enpunXvvPOObv+LFy9iZWVFeno6AJcuXSI+Ph53d3cA7t+/z/Xr1wvs/8lTiSpWrEhWVhYpKSlYWVlha2sLQJMmTbhz506RZf97fwDlypVj+vTpWFpacu3aNRo2bKj7f4CyZcvi4OCgO74VK1awevVqFEXB1NQUgKpVq1KqVCnMzMywtbWlTJkyAKhUKgCuXr3K7NmzgcfXw5+cw5o1a2JiYoKJiQnm5ubPfK+EEEIUrWL7Ss41a9bQsGFDhg4dytGjR9m/f/8L79usWTPmzZtHUlISCxcu5JdffgEgMjKShIQEFi9eTEpKCjt37kRRFACMjP7vPra6deuycuVKBg0aRJs2bXBwcKB69eqsXr0alUrFunXrqFmzJsePH0er1ebp/0nheqJcuXKkpaWRkpJC2bJlOX36NFWqVCmy7H/v7+HDhyxZsoR9+/YBMGLECBRFoUaNGmzduhV4/MdFbGws8Hi24KOPPqJx48ZcvXqVqKiofNv9u3feeQdfX18qV65MdHQ0t2/fLnA/IyOjfM+VEEKIolXoqWyAVatWPbfhDh064O3tzS+//EKZMmUwNjbWjQafx8jIiFatWpGQkICVlZVuef369Vm2bBmurq6YmZlRtWpVkpKS8m3D3Nwcb29vpk+fTnh4OC1atGDIkCFkZWVRv3597OzsqFmzJkFBQbqR/7PyeHl58fHHH1OqVCm0Wi1vvfVWsWW3srKicePG9OvXDwsLC6ytrUlKSqJ///5ERkbi5uaGra0t5ubmmJqaMn36dLy9vcnMzCQjI+OFb2R7cn40Gg3w+M70gjI9fa6evm4uhBCiaKmUJ8M28UwrVqxgxIgRmJmZMWXKFFq3bs3777//WjNcvXqVCxcu0LNnT+7evUuvXr3Yu3cvZmZmrzXH06Kjo7l67RO99f8sroMM7yEWMTExuksXhkRyFY4h5jLETCC5ChIdHY2zs3O+6+TpUi/I0tISV1dXzM3NqVKlCj169HjtGSpVqoS/vz/r169Ho9EwZcoUvRZlIYQQRU8K8wv64IMP+OCDD/SawcLCgqCgIL1mEEIIUbzkKzmFEEIIAyIjZvHKDPVarhBC/BPJiFkIIYQwIFKYhRBCCAMihVkIIYQwIFKYhRBCCAMiN3+JV9Zg83/1HSGPkLrV9B1BCCFeioyYhRBCCAMihVkIIYQwIFKYhRBCCAMihVkIIYQwIHLzlwG5fPkyfn5+PHr0iPT0dNq1a8e4ceOe+1xlIYQQ/x4yYjYQDx48YNKkScyaNYvg4GDCwsK4dOkSISEh+o4mhBDiNZIRs4HYvXs3zZo14+233wbA2NgYX19fTE1NmT9/PtHR0QD06tWLDz/8kBkzZmBiYkJ8fDxZWVn06NGDvXv3kpCQwLJly0hISGD58uUYGRlx+/ZtBg8ezLBhwzh+/DhLly4FICMjQ9fH5MmTqVixIjdu3ODdd99l9uzZuLm5MWfOHGrUqMH+/fvZt28fX375pb5OkRBCvBFkxGwgkpKSqFq1aq5llpaWHDp0iLi4OMLCwti4cSO//vorFy9eBKBKlSqsWbMGBwcH4uLiWLVqFV26dGHPnj0AJCYmEhQURFhYGOvWrSM5OVk3Xf7999/j4uLCjh07AIiNjcXHx4fw8HAiIyO5ffs2gwYN4scffwRgy5YtDBw48DWeESGEeDNJYTYQlStX5tatW7mW3bhxg/Pnz9OkSRNUKhWmpqY0aNCAq1evAlCnTh0ArK2tqV69uu7nrKwsABo1aoSZmRnm5ubUqFGD69evY2dnh4+PDzNmzODYsWPk5OQAUK1aNaysrDA2NqZ8+fJkZmbSo0cP9uzZQ3JyMrdu3aJu3bqv63QIIcQbSwqzgejQoQMHDhzg+vXrAGRnZzN//nysra1109jZ2dn88ccfvPXWWwDPvSksJiYGjUbDo0ePuHLlCm+99Raenp7MmzeP+fPnU6FCBRRFKbCtkiVL0qxZM3x8fOjbt29RHq4QQogCyDVmA2FlZcX8+fPx9PREURTS0tLo0KEDarWahIQEBg8eTHZ2Nt26dXvhkWtOTg4ff/wx9+7d45NPPqFs2bL07dsXV1dXrK2tsbW1JSkp6ZltuLq6MmTIELy9vYvgKIUQQjyPFGYDUq9ePb7//vs8y6dPn55n2fz583U/T5kyRfezu7s7AMeOHcPR0ZGAgIBc+82cOZOZM2fmaS8sLCzfnzUaDd26dcPa2vrFD0QIIcRLk8IsCrRhwwa2bNnCkiVL9B1FCCHeGFKY/6WaNWtGs2bNXqmNDz74gA8++KCIEgkhhHgRcvOXEEIIYUCkMAshhBAGRKayxSs7PbCrviPkERMTo+8IQgjxUmTELIQQQhgQlfLkGyaEeAlPvvxECCFE4Tg7O+e7XAqzEEIIYUBkKlsIIYQwIFKYhRBCCAMihVm8FK1WyxdffMHgwYNRq9X89ddf+o4EPH7Qx9SpUxk6dCgDBw5k9+7d+o6kk5ycTLt27XRPBzMEK1asYPDgwfTv35/w8HB9xwEev4eTJ0/Gzc2NoUOHGsT5On36NGq1GoC//vqLIUOGMHToUL788ku0Wq1B5IqJiWHo0KGo1WpGjhzJnTt3DCLXE7/88guDBw/WU6LHns6VnJzMJ598wrBhw3Bzc9M9QMgQSGEWL2XXrl1kZWURGhrK5MmTc313tz79/PPPlClTho0bN7Jq1SrmzJmj70jA42LzxRdfYG5uru8oOseOHeOPP/5g06ZNBAcH53nsqL7s37+fnJwcQkJC+Oyzz1i8eLFe86xatQpPT08yMzMB+Prrr5kwYQIbN25EURS9/fH391w+Pj54eXkRHBxM586dWbVqlUHkgsd/NGzevBl93tL091x+fn707t2bH374gQkTJnDt2jW9Zfs7KczipURHR9OmTRsAGjZsyLlz5/Sc6LFu3brx+eef614bGxvrMc3/8fX1xc3NjQoVKug7is7BgwepWbMmn332GWPGjKF9+/b6jgTAO++8g0ajQavVkpqaiomJfr9uoVq1agQGBupenz9/nqZNmwLQtm1bDh8+bBC5Fi1ahJOTE/D44TMlSpQwiFx3797F39+fWbNm6SXPE3/PdfLkSRITE3F3d+eXX37RvaeGQAqzeCmpqalYWVnpXhsbG5OTk6PHRI9ZWlpiZWVFamoq48ePZ8KECfqOREREBGXLltX9IWMo7t69y7lz5/jmm2+YPXs2U6ZM0euI5gkLCwtu3rxJ9+7d8fLyyjMl+rp17do11x8HiqLonl9uaWnJw4cPDSLXkz/6Tp48yYYNG3RPmtNnLo1Gg4eHB7NmzcLS0lIvefLLBXDz5k2sra1Zt24dlSpV0tsMQ36kMIuXYmVlRVpamu61VqvV+8jmiYSEBIYPH07fvn3p3bu3vuOwZcsWDh8+jFqtJiYmhunTp3P79m19x6JMmTK0bt0aMzMzHBwcKFGiBCkpKfqOxbp162jdujX//e9/2bp1KzNmzMg1LapvRkb/95/NtLQ0g3ok6m+//caXX37JypUrKVu2rL7jcP78ef766y+8vb2ZNGkSV65cwcfHR9+xgMe//y4uLgC4uLgYzKwfSGEWL6lx48ZERkYCcOrUKWrWrKnnRI/duXOHjz76iKlTpzJw4EB9xwHghx9+YMOGDQQHB+Pk5ISvry/ly5fXdyycnZ05cOAAiqKQmJjIo0ePKFOmjL5jYW1tTalSpQAoXbo0OTk5aDQaPaf6P3Xq1OHYsWMAREZG/r/27i0kqn6N4/jXGVeHMS2bATU08gShKWFJpRfhhb6CUSgh02EgoyNYYSGT2piWGplpB7Myg0AKQ8mkugmkjI5oNxGRgiFaCUMeG2PGQ/NeyDu7d+uGonc7a7ufz826GBb/579mwY91+j+sXr3azRVNampqcp1nQUFB7i4HgOjoaB48eEBtbS3l5eWEhYWRl5fn7rKAyfO/paUFgNbWVsLCwtxc0b+o4xJH/M9JTEzk2bNnGI1GnE4nJSUl7i4JgCtXrjA8PExVVRVVVVXA5EsfanrpSi0SEhJobW1l8+bNOJ1O8vPzVfFMfseOHeTm5rJ161bGxsbIyspCp9O5uywXs9mMxWKhvLyckJAQ/vjD/WvFT0xMUFxcTEBAAAcOHAAgNjaWgwcPurky9TKbzRw7doy6ujoWLFjA2bNn3V2Si6z8JYQQQqiI3MoWQgghVESCWQghhFARCWYhhBBCRSSYhRBCCBWRYBZCCCFURIJZCPFLXr16xbp16zCZTNBpIh0AAAT4SURBVJhMJtLT06mtrZ2x8dvb22ltbZ2x8d68eUNKSspPfU6TmZkJzHyNYnaR75iFEL9s7dq1VFRUADA6OkpycjKbNm2akVWwHj58iMFgIDY29r8+FkyuKW40Gn9qadDKykpg5msUs4sEsxDit9hsNjQaDVqtlvb2doqKioDJJQ9LSkp49+4dZWVlKIpCeno6CxcudAVYREQEhYWFtLW1UVFRgVarJSgoiBMnTnDv3j1aWlqw2+10d3eze/du4uPjaWxsRFEUIiMj+fz5Mzdv3nTVcv78eXx9fSksLOTt27cYDAY+ffrE5cuX0Wq1WCwWHA4Hc+fO5eTJkwQEBLj2HRsbIzc3l56eHiYmJsjIyCAwMJCGhgYURcHf35/ExEQAHA4Hhw4dwmazYbfbyc7OZs2aNcTHx3Pnzp2/1Wi326fM7ePHj+Tk5ODp6YlWq6W0tBQ/P78Z/NeEmkkwCyF+2cuXLzGZTHh4eKAoChaLBS8vLywWCyUlJYSFhVFfX09NTQ1xcXE4HA7q6+sZHx8nKSmJ+vp69Ho9lZWV9Pb2YrFYuHXrFnq9nnPnztHY2Iinpyc2m43r16/T1dXFvn37SEtLIzU1FYPBQHR0NM+fP6e6upr58+eTn5/P06dP0el0DA4O0tDQQH9/P0lJScBkhy+TycT69et58eIFZWVlf7s9ffv2bXx9fTlz5gw2m420tDTq6upc4/0VygDd3d18+fKFGzdu0NfXR1dXl+s3Pz8/1z5RUVEkJydPmdvY2BiRkZEcPXqUtrY2hoaGJJiFiwSzEOKX/Xgr+0ednZ0UFhYCk1egwcHBAK7twMAAPj4+6PV6YPKZbF9fH1ar1dUJzG63Ex8fz9KlS1m+fDkAAQEBjI6OThlPr9djNpvx8vLiw4cPrFy50rUFWLx4MSEhIQB0dHRw9epVampqcDqdKIoypfa4uDhgsklLaGgoPT09084/PDycbdu2cfjwYcbHx//jbe7+/v5p57Z//36uXbvGrl278Pb2Jisra9r9xf8nCWYhxD8mODiY06dPs2TJEl6/fu3qovVXRya9Xs/w8DCDg4MsWrSIoqIiNm7ciL+/P1VVVXh7e9Pc3IxOp6O3t9fVXvFHHh4efP/+na9fv3LhwgUeP34MQEZGBk6nk/DwcJqamgAYGhpyXc2GhISwc+dOYmJi6OzsnPJyVmhoKG1tbSQmJmKz2ejo6CAwMHDaeba3tzMyMkJ1dTVWqxWj0UhCQsKUGn19faedW3NzM6tWrSIzM5P79+9TU1PDqVOnfuvYi9lDglkI8Y8pKCjAbDa7ukEVFxdjtVpdv2s0Go4fP87evXvRaDREREQQFRVFXl4ee/bswel04uXlRWlpKb29vdOOsWLFCkpLSwkNDSUmJobU1FR0Oh0+Pj5YrVbS0tJ48uQJRqMRg8HAvHnzUBQFs9lMQUEBDocDu90+pctReno6FouFLVu24HA4yMzMdF3Z/7tly5Zx6dIl7t69i6IoU5pF/FjjdHMbGRkhOzubixcvotFoyMnJ+Z3DLmYZaWIhhJhVOjs7ef/+PSkpKQwMDLBhwwYePXrEnDlz3F2aED9FglkIMat8+/aNI0eO0NfXx8TEBNu3byc1NdXdZQnx0ySYhRBCCBWRlb+EEEIIFZFgFkIIIVREglkIIYRQEQlmIYQQQkUkmIUQQggVkWAWQgghVORPsNFQ5JFstLoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1169f9748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Make a graph of the top 10 serviecs\n",
    "sns.set_style(\"whitegrid\")\n",
    "ax = sns.barplot(x=\"Percentage of sites\", y=list(df_agg_no_social.index[:10]), data=df_agg_no_social[:10]).set_title('Top 10 third-party no Social Media services')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use Cypher to extract information from Graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"third-party-sites-graph-with-servicetype.png\" alt=\"Graph\" style=\"width: 400px;\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Social Media Services"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List social media services and number of sites pointing to them\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)-[:IS_OF_TYPE]->(servicetype:ServiceType)\n",
    "WHERE servicetype.name=\"Social Media\"\n",
    "RETURN service.name,  COUNT(site) as number_of_sites\n",
    "ORDER BY number_of_sites DESC\n",
    "\"\"\"\n",
    "social_media_services = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "facebook.com         - 3111\n",
      "twitter.com          - 2251\n",
      "youtube.com          - 1998\n",
      "google.com           - 1384\n",
      "linkedin.com         - 1217\n",
      "instagram.com        - 889\n",
      "pinterest.com        - 561\n",
      "t.co                 - 149\n",
      "goo.gl               - 118\n",
      "youtu.be             - 63\n",
      "bit.ly               - 46\n",
      "vimeo.com            - 45\n",
      "flickr.com           - 43\n",
      "addthis.com          - 22\n",
      "snapchat.com         - 20\n",
      "wpengine.com         - 20\n"
     ]
    }
   ],
   "source": [
    "#Print Social Media services and number of sites pointing to them\n",
    "for service in social_media_services:\n",
    "    print(\"{} - {}\".format(service['service.name'].ljust(20),service['number_of_sites']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Patient Portal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List patient portal and number of sites pointing to them\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)-[:IS_OF_TYPE]->(servicetype:ServiceType)\n",
    "    WHERE servicetype.name=\"Patient Portal\"\n",
    "    RETURN service.name,  COUNT(site) as number_of_sites\n",
    "    ORDER BY number_of_sites DESC\n",
    "    \"\"\"\n",
    "patient_portal_services = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iqhealth.com              - 91\n",
      "thrivepatientportal.com   - 71\n",
      "followmyhealth.com        - 67\n",
      "patientcompass.com        - 67\n",
      "intelichart.com           - 64\n",
      "mymedicalencounters.com   - 57\n",
      "athenahealth.com          - 46\n",
      "relayhealth.com           - 43\n",
      "cernerhealth.com          - 34\n",
      "healthstream.com          - 32\n",
      "patientportal.me          - 27\n",
      "nextmd.com                - 25\n",
      "yourcarecommunity.com     - 24\n",
      "myunitypoint.org          - 21\n",
      "mysanfordchart.org        - 20\n",
      "clockwisemd.com           - 19\n"
     ]
    }
   ],
   "source": [
    "#Print Patient Portal services and number of sites pointing to them\n",
    "for service in patient_portal_services:\n",
    "     print(\"{} - {}\".format(service['service.name'].ljust(25),service['number_of_sites']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Bill Payments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List bill payments and number of sites pointing to them\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)-[:IS_OF_TYPE]->(servicetype:ServiceType)\n",
    "WHERE servicetype.name=\"Bill Payments\"\n",
    "RETURN service.name,  COUNT(site) as number_of_sites\n",
    "ORDER BY number_of_sites DESC\n",
    "\"\"\"\n",
    "bill_payments_services = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "billerpayments.com        - 84\n",
      "datapay3.com              - 58\n",
      "epayhealthcare.com        - 48\n",
      "webview.com               - 46\n",
      "mysecurebill.com          - 41\n",
      "patientsimple.com         - 29\n",
      "usbank.com                - 29\n",
      "instamed.com              - 27\n",
      "securebillpay.net         - 26\n",
      "ixt.com                   - 24\n",
      "ipayxepay.net             - 17\n"
     ]
    }
   ],
   "source": [
    "#Print Patient Portal services and number of sites pointing to them\n",
    "for service in bill_payments_services:\n",
    "    print(\"{} - {}\".format(service['service.name'].ljust(25),service['number_of_sites']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## List sites that use specific services\n",
    "\n",
    "Below is a small subset of well-known services and the sites that use them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kyruus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using Kyruus, a matchmaking sytem used by hospitals\n",
    "#Include state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"kyruus.com\"\n",
    "RETURN site.name, site.url, state.name, site.latitude, site.longitude\n",
    "ORDER BY state.name\n",
    "\"\"\"\n",
    "sites_using_kyruus = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FL - University of Miami Hospital                  - www.umiamihospital.com\n",
      "FL - University of Miami Hospital and Clinics      - www.uhealthsystem.com\n",
      "FL - Anne Bates Leach Eye Hospital                 - www.bascompalmer.org\n",
      "GA - Piedmont Hospital                             - www.piedmonthospital.org\n",
      "GA - Piedmont Fayette Community Hospital           - www.fayettehospital.org\n",
      "GA - Clearview Regional Medical Center             - www.clearviewregionalmedicalcenter.com\n",
      "GA - Newton General Hospital                       - www.newtonmedical.com\n",
      "GA - Piedmont Newnan Hospital                      - www.piedmont.org\n",
      "GA - Rockdale Hospital and Health System           - www.rockdalemedicalcenter.org\n",
      "IN - Community Hospital Of Anderson And Madison County - www.communityanderson.com\n",
      "MA - Baystate Franklin Medical Center              - www.baystatehealth.com\n",
      "MA - Baystate Medical Center                       - www.baystatehealth.org\n",
      "OH - Akron City Hospitals                          - www.summahealth.org\n"
     ]
    }
   ],
   "source": [
    "#Print sites using service\n",
    "for site in sites_using_kyruus:\n",
    "    print(\"{} - {} - {}\".format(site['state.name'],site['site.name'].ljust(45),site['site.url']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_3db8aa13360e4e3394ae4ea43a477dcb {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_3db8aa13360e4e3394ae4ea43a477dcb" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_3db8aa13360e4e3394ae4ea43a477dcb = L.map(
                                  'map_3db8aa13360e4e3394ae4ea43a477dcb',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_2eb6e0192a054586a4ca3c24b59a4009 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_3db8aa13360e4e3394ae4ea43a477dcb);
        
    
            var marker_cluster_6521ab2f607540d78e04e4f3678739f3 = L.markerClusterGroup({
                
            });
            map_3db8aa13360e4e3394ae4ea43a477dcb.addLayer(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_967d1af285264165b7737f07a8ffa82f = L.marker(
                [25.7887,-80.2159],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_db25671418b14a1fac7c95936a757d1a = L.marker(
                [25.7888,-80.2146],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_bed9c131f14d4d5daf2880362a50054e = L.marker(
                [25.7911,-80.2108],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_906a8ab1abbf43698f8b497ad333a15f = L.marker(
                [33.8088,-84.3944],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_32b69d2285044bccb6beff24a6abbd03 = L.marker(
                [33.4525,-84.5079],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_ea3a7af13895488e8dffabacdf99e023 = L.marker(
                [33.7831,-83.7187],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_ab544b9ac4c140a58495545b7246eb1c = L.marker(
                [33.6013,-83.8484],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_70d9b8de48474c6583bd4e6bfebbe528 = L.marker(
                [33.3571,-84.755],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_b7a7e1b232f34de297009793ebe60116 = L.marker(
                [33.6807,-84.0016],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_833500c63ba24844971854398e5701b0 = L.marker(
                [40.1306,-85.6932],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_c93a77e29847494f81bb618d88a28eba = L.marker(
                [42.5957,-72.5923],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_fe4d1f19bc364eba86d51f240b90b22d = L.marker(
                [42.1217,-72.6032],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
    

            var marker_9cf794303e5d4c079db90b96d990f36b = L.marker(
                [41.0811,-81.4998],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_6521ab2f607540d78e04e4f3678739f3);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11aee0a58>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create map \n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_kyruus]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CarePages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using CarePages, a site for patient support\n",
    "#Include state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"carepages.com\"\n",
    "RETURN site.name, site.url, state.name, site.latitude, site.longitude\n",
    "ORDER BY state.name\n",
    "\"\"\"\n",
    "sites_using_carepages = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CO - Craig Hospital                           - www.craighospital.org\n",
      "FL - All Children's Hospital                  - www.allkids.org\n",
      "LA - East Jefferson General Hospital          - www.ejgh.org\n",
      "MI - North Ottawa Community Hospital          - www.noch.org\n",
      "NM - University of New Mexico Hospital        - hospitals.unm.edu\n",
      "OH - Evendale Medical Center                  - www.evendalemedical.com\n",
      "OH - Good Samaritan Hospital                  - www.trihealth.com\n",
      "OH - Mccullough-Hyde Memorial Hospital        - www.mhmh.org\n",
      "PA - Lehigh Valley Hospital                   - www.lvhn.org\n",
      "WI - St. Elizabeth Hospital                   - www.affinityhealth.org\n"
     ]
    }
   ],
   "source": [
    "# Print sites using service\n",
    "# NOTE: CarePages is a service that no longer exists, this shows sites that may not be aware\n",
    "# of that. \n",
    "for site in sites_using_carepages:\n",
    "    print(\"{} - {} - {}\".format(site['state.name'],site['site.name'].ljust(40),site['site.url']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_b4eafb8fc10e4406a401684928fb13a4 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_b4eafb8fc10e4406a401684928fb13a4" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_b4eafb8fc10e4406a401684928fb13a4 = L.map(
                                  'map_b4eafb8fc10e4406a401684928fb13a4',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_5175f67bff394650903a51a8465c01c1 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_b4eafb8fc10e4406a401684928fb13a4);
        
    
            var marker_cluster_4dd606a705f2492a84ccff2ffe572122 = L.markerClusterGroup({
                
            });
            map_b4eafb8fc10e4406a401684928fb13a4.addLayer(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_8d1530ae0cab4083aa3ed5da87010ea8 = L.marker(
                [39.6543,-104.979],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_d998dd30f48b46fe8427d5b0082700ca = L.marker(
                [27.7646,-82.6408],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_e8d04cc38cdd465dbe948a4131b9d6cc = L.marker(
                [30.013,-90.181],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_ee3aa8e03fb246adbf841c643c18954d = L.marker(
                [43.0508,-86.2288],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_dd07bc355ae04e58b70fb90788dc0c4f = L.marker(
                [35.0882,-106.617],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_0cc3b5db52854e0799ee5e4cb97bdb96 = L.marker(
                [39.2515,-84.4204],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_778f028ec9de48f68fa5d056d5ee5816 = L.marker(
                [39.1399,-84.5223],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_d15edb1101c44530adfd63fc1f21a415 = L.marker(
                [39.5126,-84.7415],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_3f48ca0684cf43da9df4979aa3de1cdd = L.marker(
                [40.5664,-75.5229],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
    

            var marker_e82fbc92c7204089937adf737ae9a74c = L.marker(
                [44.2483,-88.4025],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_4dd606a705f2492a84ccff2ffe572122);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11b562fd0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create map \n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_carepages]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CaringBridge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using CaringBridge, a site for patient support \n",
    "#Include state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"caringbridge.org\"\n",
    "RETURN site.name, site.url, state.name, site.longitude, site.latitude \n",
    "ORDER BY state.name\n",
    "\"\"\"\n",
    "sites_using_caringbridge = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CA - Citrus Valley Medical Center - Qv Campus - www.cvhp.org\n",
      "FL - Sacred Heart Hospital                    - www.sacred-heart.org\n",
      "FL - All Children's Hospital                  - www.allkids.org\n",
      "FL - Tallahassee Memorial Hospital            - www.tmh.org\n",
      "FL - Englewood Community Hospital             - www.englewoodcommunityhospital.com\n",
      "IA - Mitchell County Memorial Hospital        - www.mitchellcohospital-clinics.com\n",
      "IA - Hancock County Memorial Hospital         - www.trusthchs.com\n",
      "IA - Baum-Harmon Memorial Hospital            - www.baumharmon.org\n",
      "IA - North Iowa Mercy Health Center           - www.mercynorthiowa.com\n",
      "IA - Kossuth County Hospital                  - www.krhc.com\n",
      "IA - Franklin General Hospital                - www.franklingeneral.com\n",
      "IA - Marian Health Center                     - www.mercysiouxcity.com\n",
      "IA - Regional Health Services of Howard County - www.rhshc.com\n",
      "IA - Palo Alto County Hospital                - www.pachs.com\n",
      "IA - Mercy Medical Center-New Hampton         - www.mercynewhampton.com\n",
      "IL - Memorial Medical Center                  - www.memorialmedical.com\n",
      "IN - St Mary'S Medical Center Of Evansville Inc - www.stmarys.org\n",
      "MI - Allegiance Health                        - www.allegiancehealth.org\n",
      "MI - St Mary Mercy Hospital                   - www.stmarymercy.org\n",
      "MN - Winona Health Services                   - www.winonahealth.org\n",
      "MN - St Francis Regional Med Center           - www.stfrancis-shakopee.com\n",
      "MN - Mayo Clinic Health Sys L C               - www.lakecitymedicalcenter.org\n",
      "MN - Firstlight Health System                 - www.firstlighthealthsystem.org\n",
      "MN - Mayo Clinic Health Sys Mankato           - www.isj-mhs.org\n",
      "MN - Mayo Clinic Health System in Red Wing    - www.mayoclinichealthsystem.org\n",
      "MN - Mayo Clinic Health Sys Albt Le           - www.almedcenter.org\n",
      "MN - St Francis Healthcare Campus             - www.sfcare.org\n",
      "MN - Mayo Clinic Health System S F            - www.smc-mhs.org\n",
      "MN - Cuyuna Regional Medical Center           - www.cuyunamed.org\n",
      "MN - Lakeview Memorial Hospital               - www.lakeview.org\n",
      "MN - Mayo Clinic Health Sys Fairmnt           - www.fairmontmedicalcenter.org\n",
      "MN - Mayo Clinic Health Sys Austin            - www.austinmedicalcenter.org\n",
      "MT - Benefis Health Care (East Campus)        - www.benefis.org\n",
      "MT - Frances Mahon Deaconess Hospital         - www.fmdh.org\n",
      "MT - St Peters Hospital                       - www.stpetes.org\n",
      "ND - Oakes Community Hospital                 - www.oakeshospital.com\n",
      "ND - Lisbon Area Health Services              - www.lisbonhospital.com\n",
      "ND - West River Regional Medical Center-Cah   - www.wrhs.com\n",
      "NE - Memorial Community Hospital              - www.mchhs.org\n",
      "NE - Oakland Mercy Hospital                   - www.oaklandhospital.org\n",
      "NY - John T. Mather Memorial Hospital         - www.matherhospital.com\n",
      "OH - Lima Memorial Health System              - www.limamemorial.org\n",
      "WA - Valley Medical Center                    - www.valleymed.org\n",
      "WI - MAYO CLINIC HLTH SYSTEM- FRANCISCAN MED CTR - www.franciscanskemp.org\n",
      "WI - MAYO CLINIC HEALTH SYSTEM-OAKRIDGE INC   - mayoclinichealthsystem.org\n",
      "WI - MAYO CLINIC HEALTH SYSTEM- CHIPPEWA VALLEY  INC - www.bloomermedicalcenter.org\n",
      "WI - Mayo Clinic Health System - Northland in Barron - www.luthermidelfortnorthland.org\n",
      "WI - St. Elizabeth Hospital                   - www.affinityhealth.org\n",
      "WI - MAYO CLINIC HLTH SYSTM -SPARTA           - www.mayohealthsystem.com\n",
      "WI - MAYO CLINIC HEALTH SYSTEM - RED CEDAR INC - www.rcmc-mhs.org\n",
      "WI - MAYO CLINIC HEALTH SYSTEM EAU CLAIRE HOSPITAL - www.mhs.mayo.edu\n"
     ]
    }
   ],
   "source": [
    "# Print sites using service\n",
    "for site in sites_using_caringbridge:\n",
    "    print(\"{} - {} - {}\".format(site['state.name'],site['site.name'].ljust(40),site['site.url']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_565e93ab1900450981bd27031ae588b5 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_565e93ab1900450981bd27031ae588b5" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_565e93ab1900450981bd27031ae588b5 = L.map(
                                  'map_565e93ab1900450981bd27031ae588b5',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_5beb2226ac5d4070ab6671eb78b90a76 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_565e93ab1900450981bd27031ae588b5);
        
    
            var marker_cluster_2f6c593530f34275bee6219c5fff10b0 = L.markerClusterGroup({
                
            });
            map_565e93ab1900450981bd27031ae588b5.addLayer(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_80cac5e1a7c2438d9350e5b5e0e878c0 = L.marker(
                [34.0635,-117.946],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_cdd515a5970e47ceb43a22f5ca731457 = L.marker(
                [30.4754,-87.2123],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_2c9ae02d66fb47f48cd45a813d2f54d9 = L.marker(
                [27.7646,-82.6408],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_8e11d303171c4d77b55cbefd707464c1 = L.marker(
                [30.4569,-84.2614],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_a40081bff71e41b49700d9d650dd8e37 = L.marker(
                [26.9502,-82.3266],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_44ac38026e9547dbaf03d4805a6492a2 = L.marker(
                [43.2895,-92.8084],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_c0e4da60313b4ebe998bd961a540a759 = L.marker(
                [43.0982,-93.8082],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_63ca51fa30cb45bdb1f6fe4c5e2d4d76 = L.marker(
                [43.0888,-95.6237],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_16e19ce77c3a4237a35333abd5b3bbeb = L.marker(
                [43.1506,-93.2168],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_8c760644c826488da3abe5363e73f6d2 = L.marker(
                [43.0566,-94.2258],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_44e072342b9544389315e7b5f45dcfd1 = L.marker(
                [42.7436,-93.1856],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_94fdc3e0b9ec45748325af3d3abe2889 = L.marker(
                [42.4958,-96.3999],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_e631dd575d9247759ca8de581a050a0a = L.marker(
                [43.3814,-92.118],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_76e63f9efaa349789022fd3e2c459956 = L.marker(
                [43.1202,-94.6912],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_ab452c01d8ee48afa78c38b023e4e390 = L.marker(
                [43.0627,-92.3215],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_a482fad532124890b88147968c4f2c7c = L.marker(
                [39.8094,-89.6558],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_f40efdec86fc430993523de3697508aa = L.marker(
                [37.9633,-87.5029],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_0f73672129884b76a8c8d54ec7ab2c67 = L.marker(
                [42.2507,-84.3927],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_c60d3e11f67e4f6c93cc1953b5bb6d44 = L.marker(
                [42.3938,-83.4082],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_00b7ccdd52e04d0da566d05ef53f1a96 = L.marker(
                [44.0335,-91.6229999999999],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_71266f35d24f496aba0ca5da1f67c678 = L.marker(
                [44.7713,-93.5029],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_21bb4c5434094afcbdf1c62ddcbb196b = L.marker(
                [44.4594,-92.2878],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_062e2f5aa32c48aeaf20c3968cf3aee3 = L.marker(
                [45.8748,-93.2912],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_dbc6ad6728c8470eaca1d851c56938a9 = L.marker(
                [44.1641,-93.9839],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_6b64bfeb30dc4d5dbd3ed201abac75fc = L.marker(
                [44.5602,-92.5719],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_1fcd1f9bacf549ddb2240882a4cdb254 = L.marker(
                [43.6524,-93.3727],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_010cb2ac2ba64ae69de864e1ba0a0aed = L.marker(
                [46.2915,-96.5884],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_3e846a2d5fcc4879bba1cf38da6af3fc = L.marker(
                [44.2466,-94.9711],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_7c81e23fce9248449487b238c8c9703a = L.marker(
                [46.4817,-93.9459],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_8dc5434a2f1a4e17a146f93c5751b602 = L.marker(
                [45.0481,-92.8176],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_174027324efa405d9fd3f96dfbe12935 = L.marker(
                [43.6388,-94.4504],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_86b8a4a22ac642cc92e616a1e2224a6a = L.marker(
                [43.6745,-92.9777],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_2bed40f7d9704c24b320b3f51c77ba72 = L.marker(
                [47.4916,-111.26100000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_5a6ff50b18d844d7ae86975ada87bfd3 = L.marker(
                [48.1894,-106.635],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_70ba629df3304be28d738241d1d4d64f = L.marker(
                [46.5827,-111.99700000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_8dc22509b2a84d079cf63b1ccc2231fd = L.marker(
                [46.1504,-98.0889],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_190a1872ee8a408b9a9e3aed71174a2d = L.marker(
                [46.4373,-97.6803],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_cd13fd3b21344671bfc6f00dedca14ab = L.marker(
                [46.0018,-102.62899999999901],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_01e0b780bb0d43f3be6253b53acfdad1 = L.marker(
                [41.5506,-96.1463],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_081e3c787f8a42aca7b43f76479a590a = L.marker(
                [41.8349,-96.4592],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_38b3258fa69746fd87dbb9d402198efa = L.marker(
                [40.9395,-73.0541],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_d2319c6db03d4c638f79e4770e4a48bc = L.marker(
                [40.7357,-84.086],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_889f7a34c35c4c50b272565de6ba6521 = L.marker(
                [47.4428,-122.214],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_9bab29e6656e4a1ca394e63045895a62 = L.marker(
                [43.8039,-91.2403],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_63f923e50c054138a0c01dd171e26145 = L.marker(
                [44.578,-91.2132],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_0ea8600f83f140f3b726f0b7ee984035 = L.marker(
                [45.1017,-91.5015],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_a927bd7e05b7495a9f758038a8d21e9c = L.marker(
                [45.3974,-91.8395],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_450ded3360ad42fe98e5c8693966fb9d = L.marker(
                [44.2483,-88.4025],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_12e6f7f4e88d4551b3c297f3da6c946a = L.marker(
                [43.9442,-90.8142],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_48d3dab69729425c98a8c33666ef8afd = L.marker(
                [44.883,-91.9016],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
    

            var marker_bfa800e725034053b7b49e6e1f1cbe42 = L.marker(
                [44.8128,-91.5123],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_2f6c593530f34275bee6219c5fff10b0);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11b5b72b0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create map \n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_caringbridge]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ConstantContact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using CostantContact, a site for email newsletter management\n",
    "#Include beds, state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"constantcontact.com\"\n",
    "RETURN site.beds, site.name, site.url, state.name, site.longitude, site.latitude\n",
    "ORDER BY site.beds DESC\n",
    "\"\"\"\n",
    "sites_using_constantcontact = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "771.0 - NY - Kingsbrook Jewish Medical Center    - www.kingsbrook.org\n",
      "392.0 - CA - University Of Calif-San Diego Medical Center - health.ucsd.edu\n",
      "391.0 - VA - Bon Secours St. Marys Hospital      - richmond.bonsecours.com\n",
      "332.0 - CT - Hospital at Hebrew Health Care      - www.hebrewhealthcare.org\n",
      "288.0 - NY - Niagara Falls Memorial Medical Center - www.nfmmc.org\n",
      "272.0 - IA - Mercy Health Center St. Joseph'S Unit - www.mercydubuque.com\n",
      "272.0 - FL - Miami Children's Hospital           - www.mch.com\n",
      "270.0 - AZ - Northwest Med Center                - www.northwestmedicalcenter.com\n",
      "260.0 - IL - St Elizabeth Hospital               - www.steliz.org\n",
      "252.0 - TX - Laurel Ridge Treatment Center       - www.laurelridgetc.com\n",
      "245.0 - NY - WCA Hospital                        - www.wcahospital.org\n",
      "242.0 - NY - St. Luke's Cornwall Hospital - Newburgh Campus - www.stlukescornwallhospital.org\n",
      "241.0 - NY - St. John's Episcopal Hospital-South Shore - www.ehs.org\n",
      "230.0 - LA - Terrebonne General Medical Center   - www.tgmc.com\n",
      "224.0 - IL - Riveredge Hospital                  - www.riveredgehospital.com\n",
      "213.0 - MA - Mount Auburn Hospital               - www.mountauburnhospital.org\n",
      "208.0 - MS - Greenwood Leflore Hospital          - www.glh.org\n",
      "208.0 - LA - Natchitoches Regional Medical Center - www.natchitocheshospital.org\n",
      "200.0 - WV - Ohio Valley Medical Center          - www.ovmc-eorh.com\n",
      "190.0 - KY - Our Lady of Bellefonte Hospital     - www.olbh.com\n",
      "163.0 - MT - Kalispell Regional Medical Center   - www.krmc.org\n",
      "155.0 - NY - Helen Hayes Hospital                - www.helenhayeshospital.org\n",
      "146.0 - NC - Sampson Regional Medical Center     - www.sampsonrmc.org\n",
      "146.0 - IL - St Anthonys Memorial Hospital       - www.stanthonyshospital.org\n",
      "124.0 - AR - BHC Pinnacle Pointe Hospital        - www.pinnaclepointehospital.com\n",
      "123.0 - MA - Anna Jaques Hospital                - www.ajh.org\n",
      "122.0 - MS - King's Daughters Medical Center     - www.kdmc.org\n",
      "121.0 - CA - Mayers Memorial Hospital            - www.mayersmemorial.com\n",
      "118.0 - MA - New England Baptist Hospital        - www.nebh.org\n",
      "112.0 - FL - University Behavioral Center        - universitybehavioral.com\n",
      "110.0 - CO - Cedar Springs Behavioral Health System - www.cedarspringsbhs.com\n",
      "109.0 - IA - The Finley Hospital                 - www.finleyhospital.org\n",
      "105.0 - PA - Meadows Psychiatric Center          - www.themeadows.net\n",
      "102.0 - PA - Good Shepherd Rehabilitation Hospital - www.goodshepherdrehab.org\n",
      "94.0 - KY - The Brook Hospital - Kmi            - www.thebrookhospitals.com\n",
      "89.0 - AZ - Summit Healthcare Association       - www.summithealthcare.net\n",
      "82.0 - OH - Berger Hospital                     - www.bergerhealth.com\n",
      "80.0 - NY - Southampton Hospital                - www.southamptonhospital.org\n",
      "68.0 - TX - Baylor Medical Center at Frisco     - www.bmcf.com\n",
      "65.0 - NE - Litzenberg Memorial County Hospital - www.lmchealth.com\n",
      "64.0 - TX - Baylor Heart and Vascular Center    - www.baylorhearthospital.com\n",
      "63.0 - KY - Manchester Memorial Hospital        - www.manchestermemorial.org\n",
      "61.0 - IL - Hammond Henry Hospital              - www.hammondhenry.com\n",
      "59.0 - GA - Turning Point Hospital              - www.turningpointcare.com\n",
      "58.0 - WV - Wetzel County Hospital              - www.wetzelcountyhospital.com\n",
      "54.0 - KS - Meadowbrook Rehabilitation Hospital - www.meadowbrookrehab.com\n",
      "49.0 - MI - Sturgis Hospital                    - www.sturgishospital.com\n",
      "30.0 - MT - Health Center Northwest             - www.kalispellregional.org\n",
      "25.0 - IL - Midwest Medical Center              - www.midwestmedicalcenter.org\n",
      "25.0 - IN - Harrison County Hospital            - www.hchin.org\n",
      "25.0 - NH - Cottage Hospital                    - www.cottagehospital.org\n",
      "25.0 - CA - Tahoe Forest Hospital               - www.tfhd.com\n",
      "25.0 - NE - Beatrice Community Hospital & Health Center, Inc - www.beatricecommunityhospital.com\n",
      "19.0 - MN - Glacial Ridge Hospital              - www.glacialridge.org\n",
      "18.0 - MO - Community Hospital Fairfax          - www.fairfaxmed.com\n",
      "16.0 - CA - Star View Adolescent - P H F        - www.starsinc.com\n",
      "16.0 - TX - Texas Health Harris Methodist Hospital Southlake - www.texashealthsouthlake.com\n",
      "14.0 - AK - Kanakanak Hospital - BBAHC          - www.bbahc.org\n"
     ]
    }
   ],
   "source": [
    "# Print sites using service\n",
    "for site in sites_using_constantcontact:\n",
    "    print(\"{} - {} - {} - {}\".format(site['site.beds'], site['state.name'],site['site.name'].ljust(35),site['site.url']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_3ffa017fdd264fda97202f01e4941d48 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_3ffa017fdd264fda97202f01e4941d48" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_3ffa017fdd264fda97202f01e4941d48 = L.map(
                                  'map_3ffa017fdd264fda97202f01e4941d48',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_9da98323c82843ffaa7fc7d6ac824cbf = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_3ffa017fdd264fda97202f01e4941d48);
        
    
            var marker_cluster_d602a33cac10490f83970d4ebba18a82 = L.markerClusterGroup({
                
            });
            map_3ffa017fdd264fda97202f01e4941d48.addLayer(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_6d72e841053f498d881231e3688d7ef0 = L.marker(
                [40.659,-73.9332],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_76e50901be7d401da5bdfc76b47da786 = L.marker(
                [32.7548,-117.166],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_abcd3faee28948dfb56f71faef914464 = L.marker(
                [37.5836,-77.5123],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_291d7cdc026b45c992a612ff2d52f783 = L.marker(
                [41.8029,-72.7293],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_3f0f95feb2d4484b82cf35a855c799d5 = L.marker(
                [43.0939,-79.0497],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_bf710d0cafc74c43a86917beafda6487 = L.marker(
                [42.4926,-90.6751],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_8519836d49af463ebc7e38409d9da29d = L.marker(
                [25.7415,-80.2943],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_f6469d223bd84423be651133d291611f = L.marker(
                [32.32,-111.01],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_5b8c84f673b2442888f38a8a11d650c6 = L.marker(
                [38.5111,-89.9892],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_6ec2800f4987496ca6c61ffe29b79221 = L.marker(
                [29.6031,-98.4388],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_2b843d1656954826b516565b08946795 = L.marker(
                [42.0913,-79.2321],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_9c02bdc48a7e47bbb76e6dcfbb7569bf = L.marker(
                [41.5034,-74.0146],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_a424fe7204d6472fbade2ea28478e545 = L.marker(
                [40.5987,-73.7535],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_68774a5c384f44169d39d806f896171a = L.marker(
                [29.5969999999999,-90.7139],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_935ef49e63b54a82863fb22396e73e40 = L.marker(
                [41.8649,-87.8283],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_fbc3ad5b4db34588a268d3b4d23609dc = L.marker(
                [42.3741,-71.1343],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_46db5ddf2ecb44f3a66e4a1690485e03 = L.marker(
                [33.5178,-90.1992],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_b50824120da6420996b9feaceede4e21 = L.marker(
                [31.7526,-93.0782],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_65110758a33d435daaf9674180015a67 = L.marker(
                [40.0601,-80.7217],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_7bf3aaffbb754d6a88d73c7e7e2a8f76 = L.marker(
                [38.5085,-82.6926],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_6f1f2ca692804576adeb8f06cd150954 = L.marker(
                [48.2139,-114.324],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_123dda11d3f04990a3cc571aad40d7ee = L.marker(
                [41.2143,-73.9883],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_6e75c771c67c4e73bd7aa4e392117532 = L.marker(
                [35.0072,-78.3245],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_474d3e3229f146f3b2ca128cbaa59665 = L.marker(
                [39.1258,-88.5501],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_c711263387d140c79c9ac1b39569f35d = L.marker(
                [34.7461,-92.4018],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_b293512813454ab1964bf8d32a482d02 = L.marker(
                [42.8144,-70.8911],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_a616a6cea6444cb6b1132c97a4b22ef2 = L.marker(
                [31.5892,-90.4578],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_01cdcf52263c432885a2f38afae2c6df = L.marker(
                [41.0237,-121.42399999999901],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_a20670fbf96a4619a132630ba92a0cf3 = L.marker(
                [42.3297,-71.1077],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_63e93520391949bb8fe203b076cdd9e0 = L.marker(
                [28.5818,-81.1923],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_1d8f460faf254e54b1e8a4dc07500a8f = L.marker(
                [38.8023,-104.816],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_113df58497b34157a461c464dcdf7112 = L.marker(
                [42.4964,-90.6858],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_fcc8b1096a8844139964a57ab77d00a3 = L.marker(
                [40.8109,-77.7126],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_a25469a805cc43ea9dfce1e6aeb686d4 = L.marker(
                [40.5926,-75.4639],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_2ddf978980ba4f37852bf681f0e20550 = L.marker(
                [38.2725,-85.5965],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_f02278d0db0e41cd8a4a997b61f31729 = L.marker(
                [34.2025,-110.017999999999],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_3a4f218437be434aa111e0f20f08c8f2 = L.marker(
                [39.6103,-82.9362],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_4378b86107bc4e9bba066f640969acf8 = L.marker(
                [40.8851,-72.3799],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_5668bd8a28524c279f573cb032de5c70 = L.marker(
                [33.1046,-96.8381],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_20b2ae3554e3453aa22a85d982ef25a1 = L.marker(
                [41.1073,-98.0029],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_06d9746627434c8aaa5fcea1807feea5 = L.marker(
                [32.7881,-96.7809],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_4e73673ddf5648eca2fda7fdebcf89a6 = L.marker(
                [37.162,-83.762],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_4fcc7c4b6e1745f581a6c5b93947840b = L.marker(
                [41.4603,-90.1577],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_2ab4fe564545443aa49b7ae78a53e9c2 = L.marker(
                [31.1532,-83.7627],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_aa5fc407cd3f436ab3e0a41844f0da36 = L.marker(
                [39.6811,-80.85],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_3251ae86ddd842838b1410d328a90457 = L.marker(
                [38.81,-94.9379],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_565e51a8f2ae44fe9473bb13a751dd7e = L.marker(
                [41.7946,-85.4076],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_174dd9168f9041e4aebf171c7ea9dbb1 = L.marker(
                [48.2152,-114.323],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_e8b158cff924461fb586f3390df47385 = L.marker(
                [42.4492,-90.4577],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_505712f62c9e4213b06570087e065c0e = L.marker(
                [38.2379,-86.1477],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_a2f9c46f605d41fdaa9ec4e76ca671b4 = L.marker(
                [44.1353,-72.0234],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_98016fdfc77d4fe7970041bdfa486430 = L.marker(
                [39.3251,-120.20100000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_608704ab73ca4666a39f87d2869b62fb = L.marker(
                [40.2773,-96.7402],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_9f2825cc9c45451c97eae4c3271fc49e = L.marker(
                [45.6463,-95.3892],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_10244a683af1427f8bd9595442032c75 = L.marker(
                [40.3386,-95.3905],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_c9aab579f39c40729a4f96346b39d013 = L.marker(
                [33.8239,-118.35600000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_fd2b8808a9cb44a5b57e58b92a97276d = L.marker(
                [32.9397,-97.1281],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
    

            var marker_a536a0af55e44637a487b19278eb488f = L.marker(
                [59.0005,-158.536],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_d602a33cac10490f83970d4ebba18a82);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x119929dd8>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create map \n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_constantcontact]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ZocDoc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using ZocDoc, a site for appointment requests\n",
    "#Include beds, state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"zocdoc.com\"\n",
    "RETURN site.beds, site.name, site.url, state.name, site.longitude, site.latitude\n",
    "ORDER BY site.beds DESC\n",
    "\"\"\"\n",
    "sites_using_zocdoc = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1321.0 - TN - Methodist University Hospital       - www.methodisthealth.org\n",
      "1317.0 - IN - Indiana University Health           - www.iuhealth.org\n",
      "577.0 - IL - The University Of Chicago Medical Center - www.uchospitals.edu\n",
      "560.0 - TN - Erlanger Medical Center             - www.erlanger.org\n",
      "491.0 - OH - University Hospitals Conneaut Medical Center - www.uhhospitals.org\n",
      "463.0 - AZ - St. Joseph'S                        - www.carondelet.org\n",
      "451.0 - NJ - Valley Hospital                     - www.valleyhealth.com\n",
      "448.0 - MO - Missouri Baptist Medical Center     - www.missouribaptistmedicalcenter.org\n",
      "428.0 - OH - Akron City Hospitals                - www.summahealth.org\n",
      "421.0 - IL - Mercy Hospital And Medical Center   - www.mercy-chicago.org\n",
      "400.0 - CA - Fountain Valley Rgnl Hosp And Med Ctr - Euclid - www.fountainvalleyhospital.com\n",
      "376.0 - NJ - Christ Hospital                     - www.christhospital.org\n",
      "365.0 - TN - Regional Medical Center At Memphis  - www.the-med.org\n",
      "350.0 - MI - Mclaren Flint                       - www.mclarenregional.org\n",
      "341.0 - MS - River Region Health System          - www.riverregion.com\n",
      "338.0 - NJ - University Medical Center at Princeton - www.princetonhcs.org\n",
      "338.0 - MI - Mclaren Bay Region                  - www.bayregional.org\n",
      "333.0 - NJ - Hoboken University Medical Center   - www.hobokenumc.com\n",
      "305.0 - CT - Stamford Hospital                   - www.stamhealth.org\n",
      "288.0 - MI - Mclaren Macomb                      - www.mcrmc.org\n",
      "285.0 - MI - Mclaren Oakland                     - www.pohmedical.org\n",
      "273.0 - MI - Detroit Receiving Hospital & Univ Health Center - www.dmc.org\n",
      "253.0 - IL - Alton Memorial Hospital             - www.altonmemorialhospital.org\n",
      "248.0 - NM - Saint Vincent Regional Medical Center - www.stvin.org\n",
      "235.0 - AL - Flowers Hospital                    - www.flowershospital.com\n",
      "232.0 - AZ - Maryvale Hospital And Medical Center - www.abrazohealth.com\n",
      "198.0 - MS - Biloxi Regional Medical Center      - www.biloxiregional.net\n",
      "191.0 - NC - Murphy Medical Center               - www.murphymedical.org\n",
      "147.0 - AL - Crestwood Medical Center            - www.crestwoodmedcenter.com\n",
      "142.0 - AZ - Paradise Valley Hospital            - www.paradisevalleyhospital.com\n",
      "128.0 - NJ - Pascack Valley Hospital             - www.hackensackumcpv.com\n",
      "110.0 - KS - Saint Luke'S South Hospital         - www.saint-lukes.org\n",
      "56.0 - MO - Missouri Baptist Hospital of Sullivan - www.missouribaptistsullivan.org\n",
      "54.0 - MO - Crittenton Children's Center        - www.crittentonkc.org\n",
      "36.0 - MI - Dmc Surgery Hospital                - www.dmcsurgeryhospital.org\n",
      "25.0 - OH - Uhhs Memorial Hospital Of Geneva    - www.uhhs.com\n",
      "20.0 - IN - Indiana University Health Starke Hospital - iuhealth.org\n"
     ]
    }
   ],
   "source": [
    "# Print sites using service\n",
    "for site in sites_using_zocdoc:\n",
    "    print(\"{} - {} - {} - {}\".format(site['site.beds'], site['state.name'],site['site.name'].ljust(35),site['site.url']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_4df8a5191e9e4d85ae08e5f6847a1b0e {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_4df8a5191e9e4d85ae08e5f6847a1b0e" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_4df8a5191e9e4d85ae08e5f6847a1b0e = L.map(
                                  'map_4df8a5191e9e4d85ae08e5f6847a1b0e',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_37087f07f55d496fbe76784077be5b99 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_4df8a5191e9e4d85ae08e5f6847a1b0e);
        
    
            var marker_cluster_3dc8b428c6d849839f4b8fc504bea81f = L.markerClusterGroup({
                
            });
            map_4df8a5191e9e4d85ae08e5f6847a1b0e.addLayer(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_d2788387684f4573a98d0c863a962308 = L.marker(
                [35.1367,-90.0195],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_4f86c702b7b849799d1b6bd7f131980c = L.marker(
                [39.7892,-86.1628],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_3e02c248acf54b4ba703791cf87b5627 = L.marker(
                [41.7887,-87.6043],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_905821d97ad249359d549317738c7d91 = L.marker(
                [35.0489,-85.29],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_c42a5d565dbc415cb436f9b5f266ce33 = L.marker(
                [41.9376,-80.5868],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_40292dbb6c614ebaafcc0e56bb5dab1a = L.marker(
                [32.2268,-110.855],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_3bedaa6ae15f4aa39b8636ca010038a5 = L.marker(
                [40.9836,-74.1006],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_5a83c272060149f79c00943bde1e070e = L.marker(
                [38.6364,-90.4468],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_57cb255ce6ee432eacc105627a572c70 = L.marker(
                [41.0811,-81.4998],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_2bb982f293104f21b9939802711dbe1b = L.marker(
                [41.8469,-87.6215],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_ec080da1f5094dcdb67705621ccabf1e = L.marker(
                [33.7149,-117.936],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_6c867fbcea77473e8d001c91f98d406d = L.marker(
                [40.7343,-74.0499],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_a8601203f89b46019b935a2846738a92 = L.marker(
                [35.1418,-90.0318],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_a54db545f80c48aa93cff812a5eb1f67 = L.marker(
                [43.0138,-83.7328],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_e194a771b32c43aab527f6e3d0df2720 = L.marker(
                [32.3744,-90.8245],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_fc326b9be5934d60a8a189d98884fbf7 = L.marker(
                [40.3565,-74.6616],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_c06bfd66aee145188c65312dd90ba283 = L.marker(
                [43.5882,-83.8684],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_aeacfbcf3f87492d86c51da341c92aa7 = L.marker(
                [40.7411,-74.0341],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_6f50cb8058b84ecea84a45fc15291ce3 = L.marker(
                [41.055,-73.5531],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_6e8fa4ddb47b4aac8a2e414ae40e87cb = L.marker(
                [42.5873,-82.8969],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_80ce446802d24e23979b00c2e4909ad5 = L.marker(
                [42.6383,-83.2915],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_179de36c95594f818c223269268a3b05 = L.marker(
                [42.3534,-83.0545],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_347630934f874cedb7c741d783e97506 = L.marker(
                [38.8996,-90.1591],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_536ad0f44f494a339f267901425fa3b2 = L.marker(
                [35.6593,-105.946],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_41a94252b71e4bfeb7feeece5103ea2e = L.marker(
                [31.2374,-85.45700000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_f93504104c5e4954b36381304912f4ae = L.marker(
                [33.5026,-112.171],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_d92ef12fe0a948a495998e17dcebefb6 = L.marker(
                [30.3959,-88.8897],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_9e9013750d2e4eb4b4b64442935fc252 = L.marker(
                [35.0727,-83.9667],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_5298226f82664347990e056f13b9533a = L.marker(
                [34.6936,-86.5722],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_fe4564a7abab4dee8126c909c9ecec50 = L.marker(
                [33.6398,-111.99700000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_a820c403ed824cc89ace7592bc440229 = L.marker(
                [40.9855,-74.015],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_fe6cd01a8264440cb49f7e3809d9ea8c = L.marker(
                [38.904,-94.669],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_358abf044a7442b5a5e51d5210275127 = L.marker(
                [38.1958,-91.1706],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_c170a73f6ef74b8ca7507a1f21ed6f31 = L.marker(
                [38.9243,-94.4812],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_3d8ceca8c4f24105b4d4a57cd186a10f = L.marker(
                [42.5179,-83.1201],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_591d2bf23d904905a97da60c70244d10 = L.marker(
                [41.7995,-80.9622],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
    

            var marker_ab27ba2f7f114275913801e0fd70a915 = L.marker(
                [41.2876,-86.62200000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_3dc8b428c6d849839f4b8fc504bea81f);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11b6e3cc0>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create map \n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_zocdoc]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ADAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using ADAM, a health encyclopedia\n",
    "#Include beds, state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"adam.com\"\n",
    "RETURN site.beds, site.name, site.url, state.name, site.latitude, site.longitude\n",
    "ORDER BY site.beds DESC\n",
    "\"\"\"\n",
    "sites_using_adam = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "722.0 - MS - University Hospital And Clinics - The University of Mississippi Medical Center - www.umc.edu\n",
      "555.0 - MI - Oakwood Hospital And Medical Center - www.oakwood.org\n",
      "522.0 - TX - Hendrick Medical Center             - www.ehendrick.org\n",
      "504.0 - OH - Good Samaritan Hospital             - www.trihealth.com\n",
      "501.0 - NY - Buffalo General Medical Center      - www.kaleidahealth.org\n",
      "484.0 - PA - Penn State Milton S Hershey Medical Center - www.pennstatehershey.org\n",
      "447.0 - KY - Owensboro Health Regional Hospital  - www.owensborohealth.org\n",
      "431.0 - NY - St Joseph's Hospital Health Center  - www.sjhsyr.org\n",
      "422.0 - MT - Benefis Health Care (East Campus)   - www.benefis.org\n",
      "386.0 - IL - Northwest Community Hospital        - www.nch.org\n",
      "371.0 - IL - Macneal  Hospital                   - www.macneal.com\n",
      "357.0 - OK - Comanche County Memorial Hospital   - www.ccmhonline.com\n",
      "308.0 - KY - Hazard Arh Regional Medical Center  - www.arh.org\n",
      "240.0 - PA - Chambersburg Hospital               - www.summithealth.org\n",
      "178.0 - NJ - Hunterdon Medical Center            - www.hunterdonhealthcare.org\n",
      "156.0 - MS - Grenada Lake Medical Center         - www.glmc.net\n",
      "141.0 - IL - Alexian Brothers Behavioral Health Hospital - www.abbhh.org\n",
      "125.0 - MN - Lifecare Medical Center             - www.lifecaremedicalcenter.org\n",
      "124.0 - TX - Peterson Regional Medical Center    - www.petersonrmc.com\n",
      "103.0 - KS - Newton Medical Center               - www.newtonmedicalcenter.com\n",
      "91.0 - IA - Broadlawns Medical Center           - www.broadlawns.org\n",
      "90.0 - KY - Muhlenberg Community Hospital       - www.mchky.org\n",
      "76.0 - MO - Citizens Memorial hospital          - www.citizensmemorial.com\n",
      "70.0 - CO - Grand River Medical Center          - grandriverhospitaldistrict.org\n",
      "59.0 - KS - Newman Regional Health              - www.newmanrh.org\n",
      "45.0 - OH - Mccullough-Hyde Memorial Hospital   - www.mhmh.org\n",
      "25.0 - MT - North Valley Hospital               - www.nvhosp.org\n",
      "25.0 - ND - West River Regional Medical Center-Cah - www.wrhs.com\n",
      "25.0 - KY - Saint Joseph - Martin               - www.saintjosephmartin.org\n",
      "25.0 - NE - Beatrice Community Hospital & Health Center, Inc - www.beatricecommunityhospital.com\n",
      "25.0 - NE - Community Hospital                  - www.chmccook.org\n",
      "21.0 - PA - Montrose General Hospital           - endlesscare.org\n",
      "20.0 - MI - Eaton Rapids Medical Center         - www.eatonrapidsmedicalcenter.org\n",
      "16.0 - IA - Ringgold County Hospital            - www.rchmtayr.org\n",
      "0.0 - OH - Evendale Medical Center             - www.evendalemedical.com\n"
     ]
    }
   ],
   "source": [
    "# Print sites using service (35 sites)\n",
    "for site in sites_using_adam:\n",
    "    print(\"{} - {} - {} - {}\".format(site['site.beds'], site['state.name'],site['site.name'].ljust(35),site['site.url']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_e6451e11a54c4c04a3882647a6b5fc7f {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_e6451e11a54c4c04a3882647a6b5fc7f" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_e6451e11a54c4c04a3882647a6b5fc7f = L.map(
                                  'map_e6451e11a54c4c04a3882647a6b5fc7f',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_296b07fb628c48cea187ce450589077a = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_e6451e11a54c4c04a3882647a6b5fc7f);
        
    
            var marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43 = L.markerClusterGroup({
                
            });
            map_e6451e11a54c4c04a3882647a6b5fc7f.addLayer(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_4028eb0f6aa54757946f130a985fe6d5 = L.marker(
                [32.3295,-90.1731],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_9ba332a99626457a992d4e79238a19d4 = L.marker(
                [42.2903,-83.2146],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_bbbc3a8113ac4fdaa608efa856b442fe = L.marker(
                [32.472,-99.7333],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_841f5d7f1bcf4f0ea078b83a9912a962 = L.marker(
                [39.1399,-84.5223],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_9c9a214bb27b43b68a239c2485c6ef28 = L.marker(
                [42.9009,-78.8662],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_2bd1a482ee3040718f64ab3ded948c2a = L.marker(
                [40.2638,-76.6748],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_e25ab31b1124472bae5e8bf68cfa7a6e = L.marker(
                [37.7658,-87.1023],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_c493cc5a625b4983b1b0b8a14456098b = L.marker(
                [43.0559,-76.1501],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_6322a9cca40c4bb09a0d2952b0623e77 = L.marker(
                [47.4916,-111.26100000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_8b0e975b3e7e4563be133d6621a1089c = L.marker(
                [42.0683,-87.9922],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_d75b0fc0ed0d46148d26ee18be5e374c = L.marker(
                [41.832,-87.7922],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_e02113b80bb649eca28dccc75bb0fd26 = L.marker(
                [34.6098,-98.4343],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_67fdd825a12d4001b1d36432434ab727 = L.marker(
                [37.2783,-83.2279],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_6de1db1ac2ba4eb9abdd08c29fd9710d = L.marker(
                [39.934,-77.6461],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_9ee9da451b7745fcb645b9975d8a9f7d = L.marker(
                [40.5314,-74.8609],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_c2bac4bf470344a6a9589752a528c72a = L.marker(
                [33.7622,-89.8175],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_9c4b6cd451ab4779a9ce815a2e3215af = L.marker(
                [42.0541,-88.1372],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_f95b77e368e44523be32e1040ad67d14 = L.marker(
                [48.8392,-95.7604],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_0fae5526ad32465b9a0495ce74e414aa = L.marker(
                [30.0436,-99.1528],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_fe1884ab28b8495d9bf11b39a2b2bf3d = L.marker(
                [38.023,-97.3329],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_cbf4fc1f486f475f8eed99992c398a24 = L.marker(
                [41.6166,-93.6418],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_864c5457394d4db7a9624ecd950d25df = L.marker(
                [37.1965,-87.1893],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_c1c53c90ec344cba95ba21dad4f65070 = L.marker(
                [37.6265,-93.4201],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_4da694d628234a1c800f9a559643fd2f = L.marker(
                [39.5212,-107.77],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_23f3b80f3f234f71b67e7877c8b537bd = L.marker(
                [38.4117,-96.1962],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_510148c04f904ea19548b4b16a1d1bfc = L.marker(
                [39.5126,-84.7415],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_ff56da9645c0457f863dceea96cad912 = L.marker(
                [48.3803,-114.331],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_1eaf31bf2a6f4a4bbd926e98f4439030 = L.marker(
                [46.0018,-102.62899999999901],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_1a317f997dbf4efeb2b686a30c33feb1 = L.marker(
                [37.5788,-82.7503],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_1a72aa1c3c324ec187635d044b929ec9 = L.marker(
                [40.2773,-96.7402],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_2e8ebc96cb104e37a79f19ddf9bf496c = L.marker(
                [40.2054,-100.60799999999901],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_60de828951c5489f89be0a20287d4dd9 = L.marker(
                [41.8325,-75.8728],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_6e6cf09b7e5a44f4b59d45c2e68078a7 = L.marker(
                [42.4953,-84.6587],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_af2dbd5ed0614557be2aaf3b568a6abf = L.marker(
                [40.7121,-94.2463],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
    

            var marker_8aa9a337cd86408eb96ec9e0491f522c = L.marker(
                [39.2515,-84.4204],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_33fd3ac15a454d4fbba7cbc9fda40e43);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11b9512e8>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create map \n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_adam]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Staywell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using Staywell, a health encyclopedia\n",
    "#Include beds, state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"staywellsolutionsonline.com\"\n",
    "RETURN site.beds, site.name, site.url, state.name, site.latitude, site.longitude\n",
    "ORDER BY site.beds DESC\n",
    "\"\"\"\n",
    "sites_using_staywell = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "950.0 - GA - Grady Memorial Hospital             - www.gradyhealthsystem.org\n",
      "748.0 - WA - Swedish Medical Center - First Hill Campus - www.swedish.org\n",
      "684.0 - IL - Advocate Christ Hospital & Medical Center - www.advocatehealth.com\n",
      "672.0 - FL - Baptist Hospital of Miami           - www.baptisthealth.net\n",
      "604.0 - SC - Musc Medical Center                 - www.muschealth.com\n",
      "564.0 - TX - Texas Children's Hospital           - www.texaschildrenshospital.org\n",
      "547.0 - OH - Aultman Hospital                    - www.aultman.com\n",
      "543.0 - CO - Memorial Hospital Central           - www.memorialhealthsystem.com\n",
      "528.0 - OR - Providence St Vincent Medical Center - www.providence.org\n",
      "514.0 - TN - Johnson City Medical Center         - www.msha.com\n",
      "498.0 - OH - University Hospital, Inc            - universityhospital.uchealth.com\n",
      "496.0 - PA - Hahnemann University Hospital       - www.hahnemannhospital.com\n",
      "495.0 - MI - St John Macomb-Oakland Hospital-Macomb Center - www.stjohnprovidence.org\n",
      "484.0 - SC - Spartanburg Regional Medical Center - www.spartanburgregional.com\n",
      "449.0 - ND - Sanford Medical Center Fargo        - www.sanfordhealth.org\n",
      "411.0 - LA - Touro Infirmary                     - www.touro.com\n",
      "410.0 - MI - Genesys Regional Medical Center - Health Park - www.genesys.org\n",
      "407.0 - OR - Legacy Emanuel Medical Center       - www.legacyhealth.org\n",
      "400.0 - OR - Providence Portland Medical Center  - oregon.providence.org\n",
      "387.0 - MI - Borgess Medical Center              - www.borgess.com\n",
      "348.0 - TN - Wellmont Bristol Regional Medical Center - www.wellmont.org\n",
      "346.0 - MO - Freeman Hospital West               - www.freemanhealth.com\n",
      "341.0 - NE - Alegent Health Bergan Mercy Medical Center - www.alegent.com\n",
      "337.0 - KY - The Medical Center At Bowling Green - www.themedicalcenter.org\n",
      "317.0 - WI - WAUKESHA MEMORIAL HOSPITAL          - www.prohealthcare.org\n",
      "303.0 - WA - Valley Medical Center               - www.valleymed.org\n",
      "300.0 - KY - Hardin Memorial Hospital            - www.hmh.net\n",
      "270.0 - WA - Kadlec Medical Center               - www.kadlec.org\n",
      "268.0 - MI - St Mary'S Of Michigan Medical Center - www.stmarysofmichigan.org\n",
      "254.0 - MI - Crittenton Hospital Medical Center  - www.crittenton.com\n",
      "247.0 - NC - Iredell Memorial Hospital, Incorporated - www.iredellmemorial.org\n",
      "224.0 - TN - Laughlin Memorial Hospital          - www.laughlinmemorial.org\n",
      "223.0 - NE - Creighton University Medical Center - Saint Joseph - www.alegentcreighton.com\n",
      "193.0 - MT - St Patrick Hospital                 - www.saintpatrick.org\n",
      "189.0 - PA - St Christophers Hospital for Children - www.stchristophershospital.com\n",
      "182.0 - IN - St Joseph Hospital                  - www.stjoehospital.com\n",
      "166.0 - MN - St Elizabeths Medical Center        - www.stelizabethswabasha.org\n",
      "160.0 - WI - APPLETON MED CTR                    - www.thedacare.org\n",
      "154.0 - VA - Smyth County Community Hospital     - www.scchosp.org\n",
      "149.0 - KY - St. Claire Regional Medical Center  - www.st-claire.org\n",
      "137.0 - NE - Alegent Health Lakeside Hospital    - www.alegent.org\n",
      "135.0 - VA - Johnston Memorial Hospital          - www.jmh.org\n",
      "133.0 - FL - West Kendall Baptist Hospital       - baptisthealth.net\n",
      "131.0 - IN - Dupont Hospital Llc                 - www.thedupontdifference.com\n",
      "130.0 - MI - Holland Community Hospital          - www.hollandhospital.org\n",
      "129.0 - VA - Norton Community Hospital           - www.nchosp.org\n",
      "121.0 - MN - Perham Health                       - www.perhamhealth.org\n",
      "118.0 - IL - Sarah Bush Lincoln Health Center    - www.sarahbush.org\n",
      "115.0 - IN - Marion General Hospital             - www.mgh.net\n",
      "114.0 - SD - Sanford Hospital - Vermillion       - www.sanfordvermillion.org\n",
      "110.0 - KY - The Medical Center at Scottsville   - www.themedicalcenterscottsville.org\n",
      "100.0 - SD - Avera Saint Benedict Health Center  - www.averastbenedict.org\n",
      "100.0 - TN - Takoma Adventist Hospital           - www.takoma.org\n",
      "99.0 - OK - Oklahoma Heart Hospital             - www.okheart.com\n",
      "98.0 - CO - Yampa Valley Medical Center         - www.yvmc.org\n",
      "95.0 - IA - Sanford Sheldon Medical Center      - www.sanfordsheldon.org\n",
      "93.0 - MN - Sanford Canby Medical Center        - www.sanfordcanby.org\n",
      "90.0 - IN - Henry County Memorial Hospital      - www.hcmhcares.org\n",
      "88.0 - MA - Milton Hospital                     - www.miltonhospital.org\n",
      "74.0 - PA - Pennsylvania Psychiatric Institute  - www.ppimhs.org\n",
      "72.0 - IN - Kosciusko Community Hospital        - www.kch.com\n",
      "69.0 - WI - ST CLARES HOSPITAL OF WESTON INC    - www.ministryhealth.org\n",
      "69.0 - SD - Sanford Chamberlain Medical Center  - www.sanfordmiddakota.org\n",
      "68.0 - MN - Mahnomen Health Center              - www.mahnomenhealthcenter.com\n",
      "67.0 - SD - Avera Gregory Healthcare Center     - www.gregoryhealthcare.org\n",
      "65.0 - WI - TRI COUNTY MEM HSPTL                - www.tricountymemorial.org\n",
      "65.0 - SD - Platte Health Center                - www.phcavera.org\n",
      "52.0 - IN - Witham Health Services              - www.witham.org\n",
      "51.0 - WI - MINISTRY ST MICHAELS HOSPITAL OF STEVENS POINT - ministryhealth.org\n",
      "50.0 - NY - Massena Memorial Hospital           - www.massenahospital.org\n",
      "48.0 - OR - Silverton Hospital                  - silvertonhealth.org\n",
      "48.0 - MN - Sanford Worthington Medical Ce      - www.sanfordregionalworthington.org\n",
      "44.0 - IN - The Orthopaedic Hospital Of Lutheran Health Networ - www.theorthohospital.com\n",
      "36.0 - IN - Rehabilitation Hospital Of Fort Wayne General Par - www.rehabhospital.com\n",
      "34.0 - TX - USMD Hospital at Arlington          - www.usmdarlington.com\n",
      "25.0 - IN - Dukes Memorial Hospital             - www.dukesmemorialhosp.com\n",
      "25.0 - IA - Palmer Lutheran Health Center       - www.palmerlutheran.org\n",
      "25.0 - KY - The Medical Center at Franklin      - www.themedicalcenterfranklin.org\n",
      "25.0 - WI - SHAWANO MED CTR                     - www.shawanomed.org\n",
      "25.0 - IA - Holy Family Hospital                - www.avera-holyfamily.org\n",
      "25.0 - TX - Driscoll Children's Hospital        - www.driscollchildrens.org\n",
      "25.0 - WI - BOSCOBEL AREA HEALTH CARE           - www.boscobelhealth.com\n",
      "25.0 - WI - FLAMBEAU HSPTL                      - www.flambeauhospital.org\n",
      "25.0 - SD - Milbank Area Hospital / Avera Health - www.averamilbank.org\n",
      "25.0 - MN - Sanford Tracy Medical Center        - www.sanfordtracy.org\n",
      "25.0 - IA - Osceola Community Hospital          - www.osceolacommunityhospital.org\n",
      "25.0 - MN - Sanford Luverne Medical Center      - www.sanfordluverne.org\n",
      "25.0 - WI - RIVERSIDE MEDICAL CENTER            - www.riversidemedical.org\n",
      "25.0 - MN - Pipestone Co Med C & Ashton Cc      - www.pcmchealth.org\n",
      "23.0 - SD - Avera Weskota Memorial Medical Center - www.averaweskota.org\n",
      "19.0 - SD - Landmann-Jungman Memorial Hospital  - www.ljmh.org\n",
      "18.0 - SD - Avera Flandreau Hospital            - www.flandreaumedical.org\n",
      "16.0 - IA - Merrill Pioneer Community Hospital  - www.sanfordmerrill.org\n",
      "16.0 - MN - Sanford Jackson Medical Center      - www.sanfordjackson.org\n",
      "16.0 - SD - Canton-Inwood Memorial Hospital     - www.sanfordcantoninwood.org\n",
      "16.0 - WI - MIDWEST ORTHOPEDIC SPECIALTY HOSPITAL LLC - www.mymosh.com\n",
      "10.0 - SD - Sanford Deuel County Medical Center - www.sanforddeuelcounty.org\n",
      "8.0 - TX - USMD Hospital at Fort Worth         - www.usmdfortworth.com\n",
      "8.0 - MN - Sanford Westbrook Medical Ctr       - www.sanfordwestbrook.org\n",
      "0.0 - OH - West Chester Medical Center         - uchealth.com\n"
     ]
    }
   ],
   "source": [
    "# Print sites using service (100 sites)\n",
    "for site in sites_using_staywell:\n",
    "    print(\"{} - {} - {} - {}\".format(site['site.beds'], site['state.name'],site['site.name'].ljust(35),site['site.url']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_9cd18fa131f849589df79527c35d8576 {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_9cd18fa131f849589df79527c35d8576" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_9cd18fa131f849589df79527c35d8576 = L.map(
                                  'map_9cd18fa131f849589df79527c35d8576',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_1c0fb2ab37fc4304a394213da3b237c8 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_9cd18fa131f849589df79527c35d8576);
        
    
            var marker_cluster_14ff822354a9420f956cad81016a77b4 = L.markerClusterGroup({
                
            });
            map_9cd18fa131f849589df79527c35d8576.addLayer(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_15e1f85334b34a2ca107e45e19c63b23 = L.marker(
                [33.7519999999999,-84.3818],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_75d275dc615f4103866da15892b873aa = L.marker(
                [47.6087,-122.322],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_ec08129b5455489b8991bf96d547a930 = L.marker(
                [41.7217,-87.7324],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_509920ca974b4f38bd82937fc226146e = L.marker(
                [25.6844,-80.3388],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_3446f165aaa8486a89433ebcfb879998 = L.marker(
                [32.7859,-79.9479],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_98ed9fef5cda470bbd5ccae9edc905c6 = L.marker(
                [29.7069,-95.4023],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_21ded8ee85914192957ca2194c7d1ea7 = L.marker(
                [40.7973,-81.4031],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_869859cda0b54d3aa0a19314f5fe7230 = L.marker(
                [38.8396,-104.8],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_e172b4d43f954f668f673b5c635708b3 = L.marker(
                [45.5107,-122.772],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_7430b99faac84a7e935e60caf5460c84 = L.marker(
                [36.3078,-82.3846],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_e3f1d9de163b4e22b783762b53479340 = L.marker(
                [39.1372,-84.5036],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_91764bf1b9f14861826f5cfa595d570c = L.marker(
                [39.9575,-75.163],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_791b7dbf2cca44649180dcc52e5a4930 = L.marker(
                [42.5058,-83.0049],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_a5df07be10bc4849b5191008c689a8f4 = L.marker(
                [34.9666,-81.9395],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_3d698c699e4b4a0d9bf2091cf0a28d17 = L.marker(
                [46.8849,-96.7861],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_aa078a0bd5814873a8cf8e6ce39757e8 = L.marker(
                [29.9258,-90.0922],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_98136430a3244ed89d03d769b98f5933 = L.marker(
                [42.8925,-83.6423],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_39e8d17d83de4057bb239f8a963c8f5b = L.marker(
                [45.5433,-122.67],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_d14272df84f4470e880fe065a5fa6218 = L.marker(
                [45.5275,-122.61399999999901],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_7b4bb38f566b45ae817ab321cb60aeeb = L.marker(
                [42.3069,-85.5614],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_c61cd67dc83a4e47b6ac145aecabe778 = L.marker(
                [36.5855,-82.2569],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_21bbd91067a642f196aa9504d5b3e602 = L.marker(
                [37.0527,-94.5268],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_d1d11978099546469e7c5ed98df3f10c = L.marker(
                [41.2394,-96.0306],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_b339fa8c66b54c6595d6645761806829 = L.marker(
                [36.996,-86.4298],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_eb4072f83a9a4ac493918160a55184fc = L.marker(
                [43.0112,-88.2426],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_8bfb95349fbc4a44b672ef396fb05066 = L.marker(
                [47.4428,-122.214],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_ed06e05ae6e44215a206ac338e87d9eb = L.marker(
                [37.7099,-85.8763],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_c43f9fc8a4ce405fb9c3fa0f1971ca59 = L.marker(
                [46.2813,-119.28200000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_0be49a11c1844aad8ef77bc0011e07d3 = L.marker(
                [43.424,-83.9387],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_ff8bba3886554196b893ae0ab0d5b7c6 = L.marker(
                [42.6798,-83.1495],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_36625fddd0cd4b4486629c08e5111d24 = L.marker(
                [35.7993,-80.8781],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_dc341a508070486d872a67830cec8ab4 = L.marker(
                [36.1735,-82.7902],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_8100102aab764c93a1650dcd289a6830 = L.marker(
                [41.2649,-95.9546],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_2c8c168c702f4efdb443372158b0dece = L.marker(
                [46.8759,-114.0],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_0d60a95e0ac74c7b932d206c694ee12b = L.marker(
                [40.0066,-75.1244],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_1ece1b25ff8941fe937dd5025c6bf4d0 = L.marker(
                [41.078,-85.1493],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_b0767dc9910446b7ab73662e6b2329f1 = L.marker(
                [44.3878,-92.0474],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_965961cb3bd34e848bc91b24064f1465 = L.marker(
                [44.2785,-88.3938],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_ff048d247dc440c697a43275f99621cb = L.marker(
                [36.8512,-81.5083],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_2e4c578e248544d2bc90d496ad12075a = L.marker(
                [38.1795,-83.4393],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_b95ad938345d41328d1dcaca60194349 = L.marker(
                [41.2379,-96.1808],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_66ef8d74ef9e4573aada4061d13b5fea = L.marker(
                [36.7142,-81.9713],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_f1c6641a940a465a8b8a85b1e8e1ca4b = L.marker(
                [25.6782,-80.456],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_7cdad718c05f435e9eda040bcb5e3692 = L.marker(
                [41.1753,-85.1089],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_51c8e4692efb4d4d9c161e2a600ee437 = L.marker(
                [42.7749,-86.1139999999999],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_d7c1484ca3944108b1d00657319be993 = L.marker(
                [36.933,-82.64200000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_a71d8bb42c0a4458a1677619ffc1e760 = L.marker(
                [46.5868,-95.5838],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_9e9fdb142fe94e4ab81f4a2706ad0a7b = L.marker(
                [39.4885,-88.2731],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_bed3b5951e7e4b7f91ac4636750f3823 = L.marker(
                [40.5637,-85.6642],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_03646982a5c340d4aea136a14620b918 = L.marker(
                [42.7787,-96.9193],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_434eb7d1d69643008ae6e7ff6c211489 = L.marker(
                [36.7615,-86.215],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_5a3c4fadf49c4518bc99104adc088c23 = L.marker(
                [43.3997,-97.9912],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_cd657d368eea4418bcea4f1f5b5f7ebd = L.marker(
                [36.1513,-82.8457],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_ba7306b7db7040488072b97a6c3c32ce = L.marker(
                [35.608000000000004,-97.5971],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_9d28cebb8ebb4fe7bb9f8cf767a0dca1 = L.marker(
                [40.4632,-106.815],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_03b45eb4a0264124b08e2a6ea8fdbfd8 = L.marker(
                [43.1871,-95.8464],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_d17d5fc25e6a436795915ffae865303d = L.marker(
                [44.7078,-96.2785],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_1824b6b97a2b4a45ba33c8b83689f416 = L.marker(
                [39.9434,-85.363],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_d4f22e2695754a40bc879c054403d302 = L.marker(
                [42.2513,-71.0772],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_84217358ac5342db9b7055439b1e0512 = L.marker(
                [40.2863,-76.8981],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_aaed1a4454244e669f0fe5bf05090832 = L.marker(
                [41.2483,-85.8288],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_0adf6d46784044c9a691c92147a25bb5 = L.marker(
                [44.8902,-89.5801],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_3f181c65176b4e46ad251becc123a01b = L.marker(
                [43.7861,-99.3247],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_326b1d1e64294e07b59816d28b8135a3 = L.marker(
                [47.3117,-95.9729],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_16095c33c1294dab8e0f98d730de7729 = L.marker(
                [43.2296,-99.4359],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_9fc0ba1ca3b74bb1bf095bd32105b4fd = L.marker(
                [44.3643,-91.3187],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_e690294fef284e7a9ba0a9c0ec6ea0ac = L.marker(
                [43.3846,-98.8362],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_ea6e7879e41a48fc8602811a88f2289f = L.marker(
                [40.0775,-86.473],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_10cb6db040984b48a5bd17730e78d103 = L.marker(
                [44.5264,-89.5671],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_f3df46a98f2444b29ef5d55cac382697 = L.marker(
                [44.9362,-74.9087],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_2b7aa5e32ac34bbabfb425f99b98eb9c = L.marker(
                [45.0047,-122.79],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_57665b14ed6a4e41ae8e0470a1d0a2a5 = L.marker(
                [43.6224,-95.5985],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_2e3fd349a2904711ba249dde3116068a = L.marker(
                [41.0403,-85.2391],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_fdd935c253404f5598262409d808f3bc = L.marker(
                [41.0428,-85.2482],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_19ebdf92b3784bd3aff347c9b62abd8c = L.marker(
                [32.6798,-97.1178],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_a2d590d896644bc09e569627c59146e9 = L.marker(
                [40.7566,-86.0824],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_863af9cde40342d88f6e84c89f06981a = L.marker(
                [42.9683,-91.8101],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_be6883316f8646418b3051f7d23d6978 = L.marker(
                [36.7,-86.5768],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_0d95bd2bcaa44884b3782f3ede768bbe = L.marker(
                [44.7844,-88.6164],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_2b98fd17393d47ea906429ca274941c9 = L.marker(
                [43.4098,-94.8336],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_605013d5f1594dc6b46ed5799ad87077 = L.marker(
                [27.7487,-97.3862],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_dbfe572a6e4d4abaa24f589e0f9405a5 = L.marker(
                [43.1332,-90.708],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_c6396831037b4280a3e7bbf01121d767 = L.marker(
                [45.9303,-90.4415],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_b6e42d89187d40ecaa157ea7076803e4 = L.marker(
                [45.2225,-96.6272],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_2d68d5a7dc7240a99d82b988fe2cb31c = L.marker(
                [44.2323,-95.6073],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_781f55500b2b4ffdbdd6ced5afbfd3c9 = L.marker(
                [43.4103,-95.743],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_8afe8232d5d34c9e9a0e8353a5eb807c = L.marker(
                [43.672,-96.2106],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_739a9af3e8464104bb5955a17b4eedcf = L.marker(
                [44.3453,-89.0766],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_df28fffc59114a9c99c994ea640b1ada = L.marker(
                [43.99100000000001,-96.3232],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_80fc5261fa164826a0364c8ed1f10143 = L.marker(
                [44.0811,-98.5637],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_434a40b66b5447f881844c6cffb38cf3 = L.marker(
                [43.148999999999894,-97.729],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_1edcfc12d6ed4b6eb000da3fad9b3f12 = L.marker(
                [44.0514,-96.5915],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_fcc2232c041e4fabb9b5336f5820afea = L.marker(
                [43.4238,-96.1719],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_21871cbad6b0486eb4ab48ff855e1ee8 = L.marker(
                [43.6244,-95.0045],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_443111d0fa084606b728c5d6b13b48e5 = L.marker(
                [43.3045,-96.5576],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_68f14f337a1c4e0ebf238fcf67cc8595 = L.marker(
                [42.8599,-87.9545],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_5cf690c0667f4a0f8ba59837dbb101b8 = L.marker(
                [44.7541,-96.6848],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_034fc63ea44b44778ef5a8066865de1c = L.marker(
                [32.6466,-97.4187],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_49b11723e2844062bba9c5ddac84e064 = L.marker(
                [44.0456,-95.4393],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
    

            var marker_a530df166aaa4bed9d9135aa77f7c723 = L.marker(
                [39.358000000000004,-84.3676],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_14ff822354a9420f956cad81016a77b4);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11b82d2b0>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create map \n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_staywell]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#List sites using Staywell, a health encyclopedia\n",
    "#Include beds, state, hospital and hospital url\n",
    "cypher_query = \"\"\"MATCH (site:Site)-[:LINKS_TO]->(service:Service)\n",
    "MATCH (state:State)<-[:IS_IN_STATE]-(site:Site)\n",
    "WHERE service.name = \"staywellsolutionsonline.com\"\n",
    "RETURN site.beds, site.name, site.url, state.name, site.latitude, site.longitude\n",
    "ORDER BY site.beds DESC\n",
    "\"\"\"\n",
    "sites_using_staywell = graph.run(cypher_query).data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_fe33ea5786f24dfa968916f8ef381ede {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/leaflet.markercluster.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/leaflet.markercluster/1.1.0/MarkerCluster.Default.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_fe33ea5786f24dfa968916f8ef381ede" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_fe33ea5786f24dfa968916f8ef381ede = L.map(
                                  'map_fe33ea5786f24dfa968916f8ef381ede',
                                  {center: [43,-100],
                                  zoom: 4,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_ee52eaf6bd564004bed56d720c522c10 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_fe33ea5786f24dfa968916f8ef381ede);
        
    
            var marker_cluster_f36006956a1e4e039f3207c6bcbc5067 = L.markerClusterGroup({
                
            });
            map_fe33ea5786f24dfa968916f8ef381ede.addLayer(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_be548e7cf928487da876a6ae9ec2689c = L.marker(
                [33.7519999999999,-84.3818],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_071df98a9609414dadef14f9153de087 = L.marker(
                [47.6087,-122.322],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_8c574d23d24942caba75689579af03f7 = L.marker(
                [41.7217,-87.7324],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_9d641b988d0344518946a6f1d5a57a39 = L.marker(
                [25.6844,-80.3388],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_c908351be4ac43518bd925e29fdd7edd = L.marker(
                [32.7859,-79.9479],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_74608331130f4b7da2c9fbe46a7566b5 = L.marker(
                [29.7069,-95.4023],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_08e371ada7774320ba0d280864c56aac = L.marker(
                [40.7973,-81.4031],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_781bea97edfa4a35a84d905fe3119368 = L.marker(
                [38.8396,-104.8],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_d4eb439f069647059986a383732e95f3 = L.marker(
                [45.5107,-122.772],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_2c269df164af4919a43e076427dd8140 = L.marker(
                [36.3078,-82.3846],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_543a65a5cbbc4af8ac781ae4b7508ded = L.marker(
                [39.1372,-84.5036],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_0245b3d35ad54ab4b7e9b20cf7a0ebb4 = L.marker(
                [39.9575,-75.163],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_17f22560adba415dae41bb4892f07539 = L.marker(
                [42.5058,-83.0049],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_032baaaeeef34c459ae0d9f421ca83e9 = L.marker(
                [34.9666,-81.9395],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_8ed89a9787e745589ca3d5cfa808838f = L.marker(
                [46.8849,-96.7861],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a2a5796585934ea4bdb018ccb7eb3105 = L.marker(
                [29.9258,-90.0922],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_617bca686f6c48efa74c7f48544023bc = L.marker(
                [42.8925,-83.6423],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_9ba9169c1baa45e7b50d4f7da72762bf = L.marker(
                [45.5433,-122.67],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_1659f19deeb549c5908248f87b54eaf0 = L.marker(
                [45.5275,-122.61399999999901],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_16efd0617f324d9080bead0cedc89a22 = L.marker(
                [42.3069,-85.5614],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_5c694281359e47c6932dcacd81cf47bc = L.marker(
                [36.5855,-82.2569],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_8cae21b831104cbda5c50696da6bd313 = L.marker(
                [37.0527,-94.5268],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_3a5fb65dc7ee4f6e88fe78644df077a7 = L.marker(
                [41.2394,-96.0306],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_25105452810f4ed6b222be889f305cd2 = L.marker(
                [36.996,-86.4298],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_2680dae744e94ca5ba7cc42c29b28e7e = L.marker(
                [43.0112,-88.2426],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_2be1bf224d704d048817519b0f3e65e1 = L.marker(
                [47.4428,-122.214],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_6b552ea9e3364b4f8f8c5a25382c6656 = L.marker(
                [37.7099,-85.8763],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_6454900703664964b203435581589623 = L.marker(
                [46.2813,-119.28200000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_020ffdb7c14d4469804af4154e91465f = L.marker(
                [43.424,-83.9387],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_31ced3fa7c784afabeb3d1a5f4a25deb = L.marker(
                [42.6798,-83.1495],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_378d9f5643dc4636b83fd36f53eab09f = L.marker(
                [35.7993,-80.8781],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a9ec9ce3786244758f15b829a9baa721 = L.marker(
                [36.1735,-82.7902],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_bb61b3e87f0a470a9bedb84d02cd6abb = L.marker(
                [41.2649,-95.9546],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a4703130c49d4888ba7b05da315c7040 = L.marker(
                [46.8759,-114.0],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_9cc0d3a29b5941169ebf4d6fa18a9f47 = L.marker(
                [40.0066,-75.1244],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_41be4382139447539e8ab6073ff44ab8 = L.marker(
                [41.078,-85.1493],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_edc5bc674caf4b10927b769b024b316d = L.marker(
                [44.3878,-92.0474],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_744703f36181430ca2308333cd444839 = L.marker(
                [44.2785,-88.3938],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_5ee62d1a50a145b6888cf2aafe8930ae = L.marker(
                [36.8512,-81.5083],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_b46c76c7375448b798642502397e6a49 = L.marker(
                [38.1795,-83.4393],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_f73d936a23f54c8e82ee4b4501325afd = L.marker(
                [41.2379,-96.1808],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_f014c391270e4fddbd9bcb6e3d8338cc = L.marker(
                [36.7142,-81.9713],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_924d17185f4b4ce28846e918bb64da10 = L.marker(
                [25.6782,-80.456],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_2035ceb4bf424cad81f06f3855d3f461 = L.marker(
                [41.1753,-85.1089],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_378fc9f9ebd34d28b108e63f37c68561 = L.marker(
                [42.7749,-86.1139999999999],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_ea8ed0ef175c409eafe76c37a80f218c = L.marker(
                [36.933,-82.64200000000001],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_3c1f43ca6d07496db939b5d3fadbf8ff = L.marker(
                [46.5868,-95.5838],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_4ee5805905a749ccbe4c17efbdc7fa6a = L.marker(
                [39.4885,-88.2731],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_73885f83f2804a68807c92c0249db982 = L.marker(
                [40.5637,-85.6642],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_47ad7590c405478290f896afbe7522ee = L.marker(
                [42.7787,-96.9193],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_913855663d5e42228565fb41d6dd6979 = L.marker(
                [36.7615,-86.215],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a395d38e0d5748719549cbc88efbad95 = L.marker(
                [43.3997,-97.9912],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_c2579fc7854f49b0ab749b09d90afb5b = L.marker(
                [36.1513,-82.8457],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_de1193fedb1643e29c667855cd5a4ff9 = L.marker(
                [35.608000000000004,-97.5971],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_f987e02f42f04ac79d04d5da83f5add0 = L.marker(
                [40.4632,-106.815],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_e0147b60b4a644e5a5e1ec2f83330e3a = L.marker(
                [43.1871,-95.8464],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a5b2f72f6d5844d1aa5a29b0287f727b = L.marker(
                [44.7078,-96.2785],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_aff89c4d722d4223a8d9dbe929179e0b = L.marker(
                [39.9434,-85.363],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_04ab9da0a70a43c7a8bd1b1441c84263 = L.marker(
                [42.2513,-71.0772],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a67f563574e0495c9d07eae1466f0e1a = L.marker(
                [40.2863,-76.8981],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_554be565c8764a3793eaa1d5c6755bee = L.marker(
                [41.2483,-85.8288],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_42a4a926a0fd471181aedfdd0a391f6a = L.marker(
                [44.8902,-89.5801],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_8d682dcefa6546c59df7e8a57f1ccab9 = L.marker(
                [43.7861,-99.3247],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_6b35ef9188054d41952b488c7b0d079c = L.marker(
                [47.3117,-95.9729],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_b3573035272743a39ac911ddc8b2288d = L.marker(
                [43.2296,-99.4359],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_30807a30c47c438a83ef413650652fe5 = L.marker(
                [44.3643,-91.3187],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a88a15f459d4412080a97e2b6922a068 = L.marker(
                [43.3846,-98.8362],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_32d69be19b7a4088afd3fa0a50ba23e9 = L.marker(
                [40.0775,-86.473],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_3b68292cfbb14da7b622baed9704bad5 = L.marker(
                [44.5264,-89.5671],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_d86a6239bfb24c1783d08bf5706b537f = L.marker(
                [44.9362,-74.9087],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_ca275c6e1a104f1685ff45991406dc12 = L.marker(
                [45.0047,-122.79],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_14e03620049b453bb6f1b47522da2a11 = L.marker(
                [43.6224,-95.5985],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_f49c7af336b44b1da48dfeea703f8be2 = L.marker(
                [41.0403,-85.2391],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_b7f344e40bd64521a9207150d3f7b455 = L.marker(
                [41.0428,-85.2482],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_c4d0456bd4d045699cec659feee25c2d = L.marker(
                [32.6798,-97.1178],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_4de21c82548344c48a39d6caf8bde791 = L.marker(
                [40.7566,-86.0824],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_f37cc5d776e841c4a012fb57324fccc3 = L.marker(
                [42.9683,-91.8101],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_008f8d25f9cf4d6482ebf22bb3680830 = L.marker(
                [36.7,-86.5768],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_b46d375954d44ffca1187f2d81902fcf = L.marker(
                [44.7844,-88.6164],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_f48df9ad2f634c589fd2c69598821b76 = L.marker(
                [43.4098,-94.8336],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_7e90194b38904ca3b26d0558569e60a9 = L.marker(
                [27.7487,-97.3862],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_cc9f066b9376477da7e420ce5f1ef5c9 = L.marker(
                [43.1332,-90.708],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_5a3dd385e28946e2b7c9f437329b5152 = L.marker(
                [45.9303,-90.4415],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_cd89e91700c84a5b8b509898b9590b37 = L.marker(
                [45.2225,-96.6272],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_57fb31330bd64b1bb59d31411148cf46 = L.marker(
                [44.2323,-95.6073],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_0aae5bced41c44688c804a89266e7ef2 = L.marker(
                [43.4103,-95.743],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_cd806022dd14499c8b8edc2d8d65ab0f = L.marker(
                [43.672,-96.2106],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_05bd686e80b34e118581aa2d795b36f0 = L.marker(
                [44.3453,-89.0766],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_89669082b184457da3af065c98e82fe7 = L.marker(
                [43.99100000000001,-96.3232],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_0d31525d9f694eb18ce9eb44265bf570 = L.marker(
                [44.0811,-98.5637],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_b16899329d2d4c7e8c5d94563bf38227 = L.marker(
                [43.148999999999894,-97.729],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_b6c85a8bcb4c404a9e6a32ed3858749e = L.marker(
                [44.0514,-96.5915],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_504fb8643f2e4082b25aa9393a155879 = L.marker(
                [43.4238,-96.1719],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_32a473c25bc54e1d967c1ba917567e64 = L.marker(
                [43.6244,-95.0045],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_a552d76337a1491494899511b4f2b381 = L.marker(
                [43.3045,-96.5576],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_63549272fdb84b5a93b47ab79d136986 = L.marker(
                [42.8599,-87.9545],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_bcbb68e389754d56a8158624b4536e23 = L.marker(
                [44.7541,-96.6848],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_d871b7bfb90d44a48422962442dbaa4b = L.marker(
                [32.6466,-97.4187],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_b97c60d0a7c740c3aab59d73299cb981 = L.marker(
                [44.0456,-95.4393],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
    

            var marker_e97426bdf6164ec282e76b5228fbedb7 = L.marker(
                [39.358000000000004,-84.3676],
                {
                    icon: new L.Icon.Default()
                    }
                )
                .addTo(marker_cluster_f36006956a1e4e039f3207c6bcbc5067);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x11ab906a0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Map locations of hospitals in US Map\n",
    "data = [[site['site.latitude'],site['site.longitude']] for site in sites_using_staywell]\n",
    "m = folium.Map([43, -100], zoom_start=4)\n",
    "plugins.MarkerCluster(data).add_to(m)\n",
    "#Display map\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:py3]",
   "language": "python",
   "name": "conda-env-py3-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}