diff --git a/Assets/folium_map.html b/Assets/folium_map.html
index 7b9e80b..4b425e7 100644
--- a/Assets/folium_map.html
+++ b/Assets/folium_map.html
@@ -1,31 +1,31 @@
-<div style="width:100%;"><div style="position:relative;width:100%;height:0;padding-bottom:60%;"><span style="color:#565656">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc="&lt;!DOCTYPE html&gt;
-&lt;html&gt;
-&lt;head&gt;
+<!DOCTYPE html>
+<html>
+<head>
     
-    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;
+    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
     
-        &lt;script&gt;
+        <script>
             L_NO_TOUCH = false;
             L_DISABLE_3D = false;
-        &lt;/script&gt;
-    
-    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;
-    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;
-    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;
-    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;
-    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;
-    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;
-    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;
-    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;
-    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;
-    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;
-    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;
-    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;
-    
-            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,
-                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;
-            &lt;style&gt;
-                #map_72f67360fb43b5fb49156ad16fb06091 {
+        </script>
+    
+    <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>
+    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js"></script>
+    <script src="https://code.jquery.com/jquery-3.7.1.min.js"></script>
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.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@1.9.3/dist/leaflet.css"/>
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css"/>
+    <link rel="stylesheet" href="https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css"/>
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.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://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css"/>
+    
+            <meta name="viewport" content="width=device-width,
+                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+            <style>
+                #map_fbaa3bbf20b1055eeafbc16e0478de7b {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -33,21 +33,21 @@
                     top: 0.0%;
                 }
                 .leaflet-container { font-size: 1rem; }
-            &lt;/style&gt;
+            </style>
         
-    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;
-&lt;/head&gt;
-&lt;body&gt;
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js"></script>
+</head>
+<body>
     
     
-            &lt;div class=&quot;folium-map&quot; id=&quot;map_72f67360fb43b5fb49156ad16fb06091&quot; &gt;&lt;/div&gt;
+            <div class="folium-map" id="map_fbaa3bbf20b1055eeafbc16e0478de7b" ></div>
         
-&lt;/body&gt;
-&lt;script&gt;
+</body>
+<script>
     
     
-            var map_72f67360fb43b5fb49156ad16fb06091 = L.map(
-                &quot;map_72f67360fb43b5fb49156ad16fb06091&quot;,
+            var map_fbaa3bbf20b1055eeafbc16e0478de7b = L.map(
+                "map_fbaa3bbf20b1055eeafbc16e0478de7b",
                 {
                     center: [48.0, -102.0],
                     crs: L.CRS.EPSG3857,
@@ -61,134 +61,134 @@
 
         
     
-            var tile_layer_c0cbe1d295acea2faa50c75945733549 = L.tileLayer(
-                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,
-                {&quot;attribution&quot;: &quot;\u0026copy; \u003ca href=\&quot;https://www.openstreetmap.org/copyright\&quot;\u003eOpenStreetMap\u003c/a\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
+            var tile_layer_52b0b44c01d3e1c5b22fc19b7bbfe094 = L.tileLayer(
+                "https://tile.openstreetmap.org/{z}/{x}/{y}.png",
+                {"attribution": "\u0026copy; \u003ca href=\"https://www.openstreetmap.org/copyright\"\u003eOpenStreetMap\u003c/a\u003e contributors", "detectRetina": false, "maxNativeZoom": 19, "maxZoom": 19, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
             );
         
     
-            tile_layer_c0cbe1d295acea2faa50c75945733549.addTo(map_72f67360fb43b5fb49156ad16fb06091);
+            tile_layer_52b0b44c01d3e1c5b22fc19b7bbfe094.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);
         
     
-            var choropleth_ae100d0996731e212cf43e37011484a5 = L.featureGroup(
+            var choropleth_3ab2398c438b8e2173af68b4429c68a3 = L.featureGroup(
                 {}
             );
         
     
-        function geo_json_7888a43fbe4e4e137df356a3f6e2a5b5_styler(feature) {
+        function geo_json_010feb00a420748d87e75be83da76344_styler(feature) {
             switch(feature.id) {
-                case &quot;AL&quot;: case &quot;AK&quot;: case &quot;AZ&quot;: case &quot;AR&quot;: case &quot;CO&quot;: case &quot;CT&quot;: case &quot;GA&quot;: case &quot;HI&quot;: case &quot;ID&quot;: case &quot;IA&quot;: case &quot;KS&quot;: case &quot;KY&quot;: case &quot;ME&quot;: case &quot;MA&quot;: case &quot;MN&quot;: case &quot;MS&quot;: case &quot;MO&quot;: case &quot;MT&quot;: case &quot;NE&quot;: case &quot;NV&quot;: case &quot;NH&quot;: case &quot;NJ&quot;: case &quot;NM&quot;: case &quot;ND&quot;: case &quot;OK&quot;: case &quot;OR&quot;: case &quot;SC&quot;: case &quot;SD&quot;: case &quot;TN&quot;: case &quot;VT&quot;: case &quot;WV&quot;: case &quot;WI&quot;: case &quot;WY&quot;: 
-                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffffcc&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};
-                case &quot;CA&quot;: 
-                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#006837&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};
-                case &quot;DE&quot;: case &quot;FL&quot;: case &quot;IL&quot;: case &quot;IN&quot;: case &quot;LA&quot;: case &quot;MD&quot;: case &quot;NC&quot;: case &quot;OH&quot;: case &quot;PA&quot;: case &quot;UT&quot;: case &quot;VA&quot;: 
-                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#d9f0a3&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};
-                case &quot;MI&quot;: case &quot;NY&quot;: case &quot;WA&quot;: 
-                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#addd8e&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};
-                case &quot;RI&quot;: 
-                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;black&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};
+                case "AL": case "AK": case "AZ": case "AR": case "CO": case "CT": case "GA": case "HI": case "ID": case "IA": case "KS": case "KY": case "ME": case "MA": case "MN": case "MS": case "MO": case "MT": case "NE": case "NV": case "NH": case "NJ": case "NM": case "ND": case "OK": case "OR": case "SC": case "SD": case "TN": case "VT": case "WV": case "WI": case "WY": 
+                    return {"color": "black", "fillColor": "#ffffcc", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};
+                case "CA": 
+                    return {"color": "black", "fillColor": "#006837", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};
+                case "DE": case "FL": case "IL": case "IN": case "LA": case "MD": case "NC": case "OH": case "PA": case "UT": case "VA": 
+                    return {"color": "black", "fillColor": "#d9f0a3", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};
+                case "MI": case "NY": case "WA": 
+                    return {"color": "black", "fillColor": "#addd8e", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};
+                case "RI": 
+                    return {"color": "black", "fillColor": "black", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};
                 default:
-                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#78c679&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};
+                    return {"color": "black", "fillColor": "#78c679", "fillOpacity": 0.7, "opacity": 0.2, "weight": 1};
             }
         }
 
-        function geo_json_7888a43fbe4e4e137df356a3f6e2a5b5_onEachFeature(feature, layer) {
+        function geo_json_010feb00a420748d87e75be83da76344_onEachFeature(feature, layer) {
             layer.on({
             });
         };
-        var geo_json_7888a43fbe4e4e137df356a3f6e2a5b5 = L.geoJson(null, {
-                onEachFeature: geo_json_7888a43fbe4e4e137df356a3f6e2a5b5_onEachFeature,
+        var geo_json_010feb00a420748d87e75be83da76344 = L.geoJson(null, {
+                onEachFeature: geo_json_010feb00a420748d87e75be83da76344_onEachFeature,
             
-                style: geo_json_7888a43fbe4e4e137df356a3f6e2a5b5_styler,
+                style: geo_json_010feb00a420748d87e75be83da76344_styler,
         });
 
-        function geo_json_7888a43fbe4e4e137df356a3f6e2a5b5_add (data) {
-            geo_json_7888a43fbe4e4e137df356a3f6e2a5b5
+        function geo_json_010feb00a420748d87e75be83da76344_add (data) {
+            geo_json_010feb00a420748d87e75be83da76344
                 .addData(data);
         }
-            geo_json_7888a43fbe4e4e137df356a3f6e2a5b5_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-87.359296, 35.00118], [-85.606675, 34.984749], [-85.431413, 34.124869], [-85.184951, 32.859696], [-85.069935, 32.580372], [-84.960397, 32.421541], [-85.004212, 32.322956], [-84.889196, 32.262709], [-85.058981, 32.13674], [-85.053504, 32.01077], [-85.141136, 31.840985], [-85.042551, 31.539753], [-85.113751, 31.27686], [-85.004212, 31.003013], [-85.497137, 30.997536], [-87.600282, 30.997536], [-87.633143, 30.86609], [-87.408589, 30.674397], [-87.446927, 30.510088], [-87.37025, 30.427934], [-87.518128, 30.280057], [-87.655051, 30.247195], [-87.90699, 30.411504], [-87.934375, 30.657966], [-88.011052, 30.685351], [-88.10416, 30.499135], [-88.137022, 30.318396], [-88.394438, 30.367688], [-88.471115, 31.895754], [-88.241084, 33.796253], [-88.098683, 34.891641], [-88.202745, 34.995703], [-87.359296, 35.00118]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;AL&quot;, &quot;properties&quot;: {&quot;name&quot;: &quot;Alabama&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-131.602021, 55.117982], [-131.569159, 55.28229], [-131.355558, 55.183705], [-131.38842, 55.01392], [-131.645836, 55.035827], [-131.602021, 55.117982]]], [[[-131.832052, 55.42469], [-131.645836, 55.304197], [-131.749898, 55.128935], [-131.832052, 55.189182], [-131.832052, 55.42469]]], [[[-132.976733, 56.437924], [-132.735747, 56.459832], [-132.631685, 56.421493], [-132.664547, 56.273616], [-132.878148, 56.240754], [-133.069841, 56.333862], [-132.976733, 56.437924]]], [[[-133.595627, 56.350293], [-133.162949, 56.317431], [-133.05341, 56.125739], [-132.620732, 55.912138], [-132.472854, 55.780691], [-132.4619, 55.671152], [-132.357838, 55.649245], [-132.341408, 55.506844], [-132.166146, 55.364444], [-132.144238, 55.238474], [-132.029222, 55.276813], [-131.97993, 55.178228], [-131.958022, 54.789365], 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-            geo_json_7888a43fbe4e4e137df356a3f6e2a5b5.addTo(choropleth_ae100d0996731e212cf43e37011484a5);
+            geo_json_010feb00a420748d87e75be83da76344.addTo(choropleth_3ab2398c438b8e2173af68b4429c68a3);
         
     
-    var color_map_327438e177971f40da6f54dffbf31448 = {};
+    var color_map_b0fa1879d56a1b51d32db23a8da62863 = {};
 
     
-    color_map_327438e177971f40da6f54dffbf31448.color = d3.scale.threshold()
+    color_map_b0fa1879d56a1b51d32db23a8da62863.color = d3.scale.threshold()
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-    color_map_327438e177971f40da6f54dffbf31448.x = d3.scale.linear()
+    color_map_b0fa1879d56a1b51d32db23a8da62863.x = d3.scale.linear()
               .domain([1.0, 210.0])
               .range([0, 450 - 50]);
 
-    color_map_327438e177971f40da6f54dffbf31448.legend = L.control({position: &#x27;topright&#x27;});
-    color_map_327438e177971f40da6f54dffbf31448.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};
-    color_map_327438e177971f40da6f54dffbf31448.legend.addTo(map_72f67360fb43b5fb49156ad16fb06091);
+    color_map_b0fa1879d56a1b51d32db23a8da62863.legend = L.control({position: 'topright'});
+    color_map_b0fa1879d56a1b51d32db23a8da62863.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
+    color_map_b0fa1879d56a1b51d32db23a8da62863.legend.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);
 
-    color_map_327438e177971f40da6f54dffbf31448.xAxis = d3.svg.axis()
-        .scale(color_map_327438e177971f40da6f54dffbf31448.x)
-        .orient(&quot;top&quot;)
+    color_map_b0fa1879d56a1b51d32db23a8da62863.xAxis = d3.svg.axis()
+        .scale(color_map_b0fa1879d56a1b51d32db23a8da62863.x)
+        .orient("top")
         .tickSize(1)
         .tickValues([1.0, 35.833333333333336, 70.66666666666667, 105.5, 140.33333333333334, 175.16666666666669, 210.0]);
 
-    color_map_327438e177971f40da6f54dffbf31448.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)
-        .attr(&quot;id&quot;, &#x27;legend&#x27;)
-        .attr(&quot;width&quot;, 450)
-        .attr(&quot;height&quot;, 40);
+    color_map_b0fa1879d56a1b51d32db23a8da62863.svg = d3.select(".legend.leaflet-control").append("svg")
+        .attr("id", 'legend')
+        .attr("width", 450)
+        .attr("height", 40);
 
-    color_map_327438e177971f40da6f54dffbf31448.g = color_map_327438e177971f40da6f54dffbf31448.svg.append(&quot;g&quot;)
-        .attr(&quot;class&quot;, &quot;key&quot;)
-        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);
+    color_map_b0fa1879d56a1b51d32db23a8da62863.g = color_map_b0fa1879d56a1b51d32db23a8da62863.svg.append("g")
+        .attr("class", "key")
+        .attr("transform", "translate(25,16)");
 
-    color_map_327438e177971f40da6f54dffbf31448.g.selectAll(&quot;rect&quot;)
-        .data(color_map_327438e177971f40da6f54dffbf31448.color.range().map(function(d, i) {
+    color_map_b0fa1879d56a1b51d32db23a8da62863.g.selectAll("rect")
+        .data(color_map_b0fa1879d56a1b51d32db23a8da62863.color.range().map(function(d, i) {
           return {
-            x0: i ? color_map_327438e177971f40da6f54dffbf31448.x(color_map_327438e177971f40da6f54dffbf31448.color.domain()[i - 1]) : color_map_327438e177971f40da6f54dffbf31448.x.range()[0],
-            x1: i &lt; color_map_327438e177971f40da6f54dffbf31448.color.domain().length ? color_map_327438e177971f40da6f54dffbf31448.x(color_map_327438e177971f40da6f54dffbf31448.color.domain()[i]) : color_map_327438e177971f40da6f54dffbf31448.x.range()[1],
+            x0: i ? color_map_b0fa1879d56a1b51d32db23a8da62863.x(color_map_b0fa1879d56a1b51d32db23a8da62863.color.domain()[i - 1]) : color_map_b0fa1879d56a1b51d32db23a8da62863.x.range()[0],
+            x1: i < color_map_b0fa1879d56a1b51d32db23a8da62863.color.domain().length ? color_map_b0fa1879d56a1b51d32db23a8da62863.x(color_map_b0fa1879d56a1b51d32db23a8da62863.color.domain()[i]) : color_map_b0fa1879d56a1b51d32db23a8da62863.x.range()[1],
             z: d
           };
         }))
-      .enter().append(&quot;rect&quot;)
-        .attr(&quot;height&quot;, 40 - 30)
-        .attr(&quot;x&quot;, function(d) { return d.x0; })
-        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })
-        .style(&quot;fill&quot;, function(d) { return d.z; });
+      .enter().append("rect")
+        .attr("height", 40 - 30)
+        .attr("x", function(d) { return d.x0; })
+        .attr("width", function(d) { return d.x1 - d.x0; })
+        .style("fill", function(d) { return d.z; });
 
-    color_map_327438e177971f40da6f54dffbf31448.g.call(color_map_327438e177971f40da6f54dffbf31448.xAxis).append(&quot;text&quot;)
-        .attr(&quot;class&quot;, &quot;caption&quot;)
-        .attr(&quot;y&quot;, 21)
-        .text(&quot;OUTAGE DURATION&quot;);
+    color_map_b0fa1879d56a1b51d32db23a8da62863.g.call(color_map_b0fa1879d56a1b51d32db23a8da62863.xAxis).append("text")
+        .attr("class", "caption")
+        .attr("y", 21)
+        .text("OUTAGE DURATION");
     
-            choropleth_ae100d0996731e212cf43e37011484a5.addTo(map_72f67360fb43b5fb49156ad16fb06091);
+            choropleth_3ab2398c438b8e2173af68b4429c68a3.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);
         
     
-            var layer_control_178cd667407fdf5ba2b4dd7f0dc55fea_layers = {
+            var layer_control_eebda917d88eeaf647e7d011a8901012_layers = {
                 base_layers : {
-                    &quot;openstreetmap&quot; : tile_layer_c0cbe1d295acea2faa50c75945733549,
+                    "openstreetmap" : tile_layer_52b0b44c01d3e1c5b22fc19b7bbfe094,
                 },
                 overlays :  {
-                    &quot;choropleth&quot; : choropleth_ae100d0996731e212cf43e37011484a5,
+                    "choropleth" : choropleth_3ab2398c438b8e2173af68b4429c68a3,
                 },
             };
-            let layer_control_178cd667407fdf5ba2b4dd7f0dc55fea = L.control.layers(
-                layer_control_178cd667407fdf5ba2b4dd7f0dc55fea_layers.base_layers,
-                layer_control_178cd667407fdf5ba2b4dd7f0dc55fea_layers.overlays,
-                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}
-            ).addTo(map_72f67360fb43b5fb49156ad16fb06091);
+            let layer_control_eebda917d88eeaf647e7d011a8901012 = L.control.layers(
+                layer_control_eebda917d88eeaf647e7d011a8901012_layers.base_layers,
+                layer_control_eebda917d88eeaf647e7d011a8901012_layers.overlays,
+                {"autoZIndex": true, "collapsed": true, "position": "topright"}
+            ).addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);
 
         
     
-            tile_layer_c0cbe1d295acea2faa50c75945733549.addTo(map_72f67360fb43b5fb49156ad16fb06091);
+            tile_layer_52b0b44c01d3e1c5b22fc19b7bbfe094.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);
         
     
-            geo_json_7888a43fbe4e4e137df356a3f6e2a5b5.addTo(choropleth_ae100d0996731e212cf43e37011484a5);
+            geo_json_010feb00a420748d87e75be83da76344.addTo(choropleth_3ab2398c438b8e2173af68b4429c68a3);
         
     
-            choropleth_ae100d0996731e212cf43e37011484a5.addTo(map_72f67360fb43b5fb49156ad16fb06091);
+            choropleth_3ab2398c438b8e2173af68b4429c68a3.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);
         
-&lt;/script&gt;
-&lt;/html&gt;" style="position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>
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+</script>
+</html>
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diff --git a/template.ipynb b/template.ipynb
index d0c39bf..44ca332 100644
--- a/template.ipynb
+++ b/template.ipynb
@@ -6,14 +6,14 @@
    "source": [
     "# Predicting Outage Severity in terms of Duration\n",
     "\n",
-    "**Name(s)**: (Natasha Lie, TQ Zhang)\n",
+    "TQ Zhang and Natasha Lie\n",
     "\n",
     "**Website Link**: (https://tqzhang04.github.io/outage-severity-analysis/)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 1217,
+   "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2019-10-31T23:36:28.652554Z",
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1218,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -107,41 +107,7 @@
        "      <th>CLIMATE.CATEGORY</th>\n",
        "      <th>OUTAGE.START.DATE</th>\n",
        "      <th>OUTAGE.START.TIME</th>\n",
-       "      <th>OUTAGE.RESTORATION.DATE</th>\n",
-       "      <th>OUTAGE.RESTORATION.TIME</th>\n",
-       "      <th>CAUSE.CATEGORY</th>\n",
-       "      <th>CAUSE.CATEGORY.DETAIL</th>\n",
-       "      <th>HURRICANE.NAMES</th>\n",
-       "      <th>OUTAGE.DURATION</th>\n",
-       "      <th>DEMAND.LOSS.MW</th>\n",
-       "      <th>CUSTOMERS.AFFECTED</th>\n",
-       "      <th>RES.PRICE</th>\n",
-       "      <th>COM.PRICE</th>\n",
-       "      <th>IND.PRICE</th>\n",
-       "      <th>TOTAL.PRICE</th>\n",
-       "      <th>RES.SALES</th>\n",
-       "      <th>COM.SALES</th>\n",
-       "      <th>IND.SALES</th>\n",
-       "      <th>TOTAL.SALES</th>\n",
-       "      <th>RES.PERCEN</th>\n",
-       "      <th>COM.PERCEN</th>\n",
-       "      <th>IND.PERCEN</th>\n",
-       "      <th>RES.CUSTOMERS</th>\n",
-       "      <th>COM.CUSTOMERS</th>\n",
-       "      <th>IND.CUSTOMERS</th>\n",
-       "      <th>TOTAL.CUSTOMERS</th>\n",
-       "      <th>RES.CUST.PCT</th>\n",
-       "      <th>COM.CUST.PCT</th>\n",
-       "      <th>IND.CUST.PCT</th>\n",
-       "      <th>PC.REALGSP.STATE</th>\n",
-       "      <th>PC.REALGSP.USA</th>\n",
-       "      <th>PC.REALGSP.REL</th>\n",
-       "      <th>PC.REALGSP.CHANGE</th>\n",
-       "      <th>UTIL.REALGSP</th>\n",
-       "      <th>TOTAL.REALGSP</th>\n",
-       "      <th>UTIL.CONTRI</th>\n",
-       "      <th>PI.UTIL.OFUSA</th>\n",
-       "      <th>POPULATION</th>\n",
+       "      <th>...</th>\n",
        "      <th>POPPCT_URBAN</th>\n",
        "      <th>POPPCT_UC</th>\n",
        "      <th>POPDEN_URBAN</th>\n",
@@ -167,41 +133,7 @@
        "      <td>normal</td>\n",
        "      <td>Friday, July 1, 2011</td>\n",
        "      <td>5:00:00 PM</td>\n",
-       "      <td>Sunday, July 3, 2011</td>\n",
-       "      <td>8:00:00 PM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3060</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>70000.0</td>\n",
-       "      <td>11.6</td>\n",
-       "      <td>9.18</td>\n",
-       "      <td>6.81</td>\n",
-       "      <td>9.28</td>\n",
-       "      <td>2332915</td>\n",
-       "      <td>2114774</td>\n",
-       "      <td>2113291</td>\n",
-       "      <td>6562520</td>\n",
-       "      <td>35.54907261</td>\n",
-       "      <td>32.22502941</td>\n",
-       "      <td>32.20243138</td>\n",
-       "      <td>2308736.0</td>\n",
-       "      <td>276286.0</td>\n",
-       "      <td>10673.0</td>\n",
-       "      <td>2595696.0</td>\n",
-       "      <td>88.9448</td>\n",
-       "      <td>10.6440</td>\n",
-       "      <td>0.4112</td>\n",
-       "      <td>51268</td>\n",
-       "      <td>47586</td>\n",
-       "      <td>1.077375699</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>4802</td>\n",
-       "      <td>274182</td>\n",
-       "      <td>1.751391412</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5348119.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279</td>\n",
@@ -225,41 +157,7 @@
        "      <td>normal</td>\n",
        "      <td>Sunday, May 11, 2014</td>\n",
        "      <td>6:38:00 PM</td>\n",
-       "      <td>Sunday, May 11, 2014</td>\n",
-       "      <td>6:39:00 PM</td>\n",
-       "      <td>intentional attack</td>\n",
-       "      <td>vandalism</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>12.12</td>\n",
-       "      <td>9.71</td>\n",
-       "      <td>6.49</td>\n",
-       "      <td>9.28</td>\n",
-       "      <td>1586986</td>\n",
-       "      <td>1807756</td>\n",
-       "      <td>1887927</td>\n",
-       "      <td>5284231</td>\n",
-       "      <td>30.03248722</td>\n",
-       "      <td>34.21038936</td>\n",
-       "      <td>35.72756376</td>\n",
-       "      <td>2345860.0</td>\n",
-       "      <td>284978.0</td>\n",
-       "      <td>9898.0</td>\n",
-       "      <td>2640737.0</td>\n",
-       "      <td>88.8335</td>\n",
-       "      <td>10.7916</td>\n",
-       "      <td>0.3748</td>\n",
-       "      <td>53499</td>\n",
-       "      <td>49091</td>\n",
-       "      <td>1.089792426</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>5226</td>\n",
-       "      <td>291955</td>\n",
-       "      <td>1.790001884</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5457125.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279</td>\n",
@@ -283,41 +181,7 @@
        "      <td>cold</td>\n",
        "      <td>Tuesday, October 26, 2010</td>\n",
        "      <td>8:00:00 PM</td>\n",
-       "      <td>Thursday, October 28, 2010</td>\n",
-       "      <td>10:00:00 PM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>heavy wind</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>70000.0</td>\n",
-       "      <td>10.87</td>\n",
-       "      <td>8.19</td>\n",
-       "      <td>6.07</td>\n",
-       "      <td>8.15</td>\n",
-       "      <td>1467293</td>\n",
-       "      <td>1801683</td>\n",
-       "      <td>1951295</td>\n",
-       "      <td>5222116</td>\n",
-       "      <td>28.09767152</td>\n",
-       "      <td>34.50101453</td>\n",
-       "      <td>37.36598344</td>\n",
-       "      <td>2300291.0</td>\n",
-       "      <td>276463.0</td>\n",
-       "      <td>10150.0</td>\n",
-       "      <td>2586905.0</td>\n",
-       "      <td>88.9206</td>\n",
-       "      <td>10.6870</td>\n",
-       "      <td>0.3924</td>\n",
-       "      <td>50447</td>\n",
-       "      <td>47287</td>\n",
-       "      <td>1.066825978</td>\n",
-       "      <td>2.7</td>\n",
-       "      <td>4571</td>\n",
-       "      <td>267895</td>\n",
-       "      <td>1.706265514</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>5310903.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279</td>\n",
@@ -341,41 +205,7 @@
        "      <td>normal</td>\n",
        "      <td>Tuesday, June 19, 2012</td>\n",
        "      <td>4:30:00 AM</td>\n",
-       "      <td>Wednesday, June 20, 2012</td>\n",
-       "      <td>11:00:00 PM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>thunderstorm</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2550</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>68200.0</td>\n",
-       "      <td>11.79</td>\n",
-       "      <td>9.25</td>\n",
-       "      <td>6.71</td>\n",
-       "      <td>9.19</td>\n",
-       "      <td>1851519</td>\n",
-       "      <td>1941174</td>\n",
-       "      <td>1993026</td>\n",
-       "      <td>5787064</td>\n",
-       "      <td>31.99409925</td>\n",
-       "      <td>33.54333043</td>\n",
-       "      <td>34.43932882</td>\n",
-       "      <td>2317336.0</td>\n",
-       "      <td>278466.0</td>\n",
-       "      <td>11010.0</td>\n",
-       "      <td>2606813.0</td>\n",
-       "      <td>88.8954</td>\n",
-       "      <td>10.6822</td>\n",
-       "      <td>0.4224</td>\n",
-       "      <td>51598</td>\n",
-       "      <td>48156</td>\n",
-       "      <td>1.071476036</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>5364</td>\n",
-       "      <td>277627</td>\n",
-       "      <td>1.932088738</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5380443.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279</td>\n",
@@ -399,41 +229,7 @@
        "      <td>warm</td>\n",
        "      <td>Saturday, July 18, 2015</td>\n",
        "      <td>2:00:00 AM</td>\n",
-       "      <td>Sunday, July 19, 2015</td>\n",
-       "      <td>7:00:00 AM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1740</td>\n",
-       "      <td>250</td>\n",
-       "      <td>250000.0</td>\n",
-       "      <td>13.07</td>\n",
-       "      <td>10.16</td>\n",
-       "      <td>7.74</td>\n",
-       "      <td>10.43</td>\n",
-       "      <td>2028875</td>\n",
-       "      <td>2161612</td>\n",
-       "      <td>1777937</td>\n",
-       "      <td>5970339</td>\n",
-       "      <td>33.9825762</td>\n",
-       "      <td>36.20585029</td>\n",
-       "      <td>29.77949828</td>\n",
-       "      <td>2374674.0</td>\n",
-       "      <td>289044.0</td>\n",
-       "      <td>9812.0</td>\n",
-       "      <td>2673531.0</td>\n",
-       "      <td>88.8216</td>\n",
-       "      <td>10.8113</td>\n",
-       "      <td>0.3670</td>\n",
-       "      <td>54431</td>\n",
-       "      <td>49844</td>\n",
-       "      <td>1.092027125</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>4873</td>\n",
-       "      <td>292023</td>\n",
-       "      <td>1.668704177</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5489594.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279</td>\n",
@@ -468,40 +264,6 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1530</th>\n",
@@ -515,41 +277,7 @@
        "      <td>cold</td>\n",
        "      <td>Tuesday, December 6, 2011</td>\n",
        "      <td>8:00:00 AM</td>\n",
-       "      <td>Tuesday, December 6, 2011</td>\n",
-       "      <td>8:00:00 PM</td>\n",
-       "      <td>public appeal</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>720</td>\n",
-       "      <td>155</td>\n",
-       "      <td>34500.0</td>\n",
-       "      <td>8.41</td>\n",
-       "      <td>7.8</td>\n",
-       "      <td>6.2</td>\n",
-       "      <td>7.56</td>\n",
-       "      <td>488853</td>\n",
-       "      <td>438133</td>\n",
-       "      <td>386693</td>\n",
-       "      <td>1313678</td>\n",
-       "      <td>37.21254371</td>\n",
-       "      <td>33.35162802</td>\n",
-       "      <td>29.43590438</td>\n",
-       "      <td>330738.0</td>\n",
-       "      <td>60017.0</td>\n",
-       "      <td>3639.0</td>\n",
-       "      <td>394394.0</td>\n",
-       "      <td>83.8598</td>\n",
-       "      <td>15.2175</td>\n",
-       "      <td>0.9227</td>\n",
-       "      <td>57012</td>\n",
-       "      <td>47586</td>\n",
-       "      <td>1.19808347</td>\n",
-       "      <td>9.8</td>\n",
-       "      <td>934</td>\n",
-       "      <td>39067</td>\n",
-       "      <td>2.390764584</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>685326.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>59.9</td>\n",
        "      <td>19.9</td>\n",
        "      <td>2192.2</td>\n",
@@ -573,41 +301,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>fuel supply emergency</td>\n",
-       "      <td>Coal</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1650</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>309997.0</td>\n",
-       "      <td>53709.0</td>\n",
-       "      <td>2331.0</td>\n",
-       "      <td>366037.0</td>\n",
-       "      <td>84.6901</td>\n",
-       "      <td>14.6731</td>\n",
-       "      <td>0.6368</td>\n",
-       "      <td>42913</td>\n",
-       "      <td>48909</td>\n",
-       "      <td>0.877404977</td>\n",
-       "      <td>3.5</td>\n",
-       "      <td>1019</td>\n",
-       "      <td>27868</td>\n",
-       "      <td>3.656523611</td>\n",
-       "      <td>0.7</td>\n",
-       "      <td>649422.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>59.9</td>\n",
        "      <td>19.9</td>\n",
        "      <td>2192.2</td>\n",
@@ -631,41 +325,7 @@
        "      <td>warm</td>\n",
        "      <td>Saturday, August 29, 2009</td>\n",
        "      <td>10:54:00 PM</td>\n",
-       "      <td>Saturday, August 29, 2009</td>\n",
-       "      <td>11:53:00 PM</td>\n",
-       "      <td>islanding</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>59</td>\n",
-       "      <td>84</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>9.25</td>\n",
-       "      <td>7.47</td>\n",
-       "      <td>5.53</td>\n",
-       "      <td>7.67</td>\n",
-       "      <td>337874</td>\n",
-       "      <td>370771</td>\n",
-       "      <td>215406</td>\n",
-       "      <td>924051</td>\n",
-       "      <td>36.56443205</td>\n",
-       "      <td>40.12451694</td>\n",
-       "      <td>23.31105101</td>\n",
-       "      <td>367206.0</td>\n",
-       "      <td>65971.0</td>\n",
-       "      <td>3052.0</td>\n",
-       "      <td>436229.0</td>\n",
-       "      <td>84.1773</td>\n",
-       "      <td>15.1230</td>\n",
-       "      <td>0.6996</td>\n",
-       "      <td>45230</td>\n",
-       "      <td>46680</td>\n",
-       "      <td>0.968937446</td>\n",
-       "      <td>0</td>\n",
-       "      <td>606</td>\n",
-       "      <td>36504</td>\n",
-       "      <td>1.660092045</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>807067.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>56.65</td>\n",
        "      <td>26.73</td>\n",
        "      <td>2038.3</td>\n",
@@ -689,41 +349,7 @@
        "      <td>warm</td>\n",
        "      <td>Saturday, August 29, 2009</td>\n",
        "      <td>11:00:00 AM</td>\n",
-       "      <td>Saturday, August 29, 2009</td>\n",
-       "      <td>2:01:00 PM</td>\n",
-       "      <td>islanding</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>181</td>\n",
-       "      <td>373</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>9.25</td>\n",
-       "      <td>7.47</td>\n",
-       "      <td>5.53</td>\n",
-       "      <td>7.67</td>\n",
-       "      <td>337874</td>\n",
-       "      <td>370771</td>\n",
-       "      <td>215406</td>\n",
-       "      <td>924051</td>\n",
-       "      <td>36.56443205</td>\n",
-       "      <td>40.12451694</td>\n",
-       "      <td>23.31105101</td>\n",
-       "      <td>367206.0</td>\n",
-       "      <td>65971.0</td>\n",
-       "      <td>3052.0</td>\n",
-       "      <td>436229.0</td>\n",
-       "      <td>84.1773</td>\n",
-       "      <td>15.1230</td>\n",
-       "      <td>0.6996</td>\n",
-       "      <td>45230</td>\n",
-       "      <td>46680</td>\n",
-       "      <td>0.968937446</td>\n",
-       "      <td>0</td>\n",
-       "      <td>606</td>\n",
-       "      <td>36504</td>\n",
-       "      <td>1.660092045</td>\n",
-       "      <td>0.3</td>\n",
-       "      <td>807067.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>56.65</td>\n",
        "      <td>26.73</td>\n",
        "      <td>2038.3</td>\n",
@@ -747,41 +373,7 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>equipment failure</td>\n",
-       "      <td>failure</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>35</td>\n",
-       "      <td>14273.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>230534.0</td>\n",
-       "      <td>38074.0</td>\n",
-       "      <td>854.0</td>\n",
-       "      <td>273530.0</td>\n",
-       "      <td>84.2811</td>\n",
-       "      <td>13.9195</td>\n",
-       "      <td>0.3122</td>\n",
-       "      <td>57401</td>\n",
-       "      <td>44745</td>\n",
-       "      <td>1.282847246</td>\n",
-       "      <td>-2.2</td>\n",
-       "      <td>724</td>\n",
-       "      <td>36046</td>\n",
-       "      <td>2.008544637</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>627963.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>66.02</td>\n",
        "      <td>21.56</td>\n",
        "      <td>1802.6</td>\n",
@@ -825,140 +417,49 @@
        "1533           0.5             warm  Saturday, August 29, 2009   \n",
        "1534           NaN              NaN                        NaN   \n",
        "\n",
-       "     OUTAGE.START.TIME     OUTAGE.RESTORATION.DATE OUTAGE.RESTORATION.TIME  \\\n",
-       "1           5:00:00 PM        Sunday, July 3, 2011              8:00:00 PM   \n",
-       "2           6:38:00 PM        Sunday, May 11, 2014              6:39:00 PM   \n",
-       "3           8:00:00 PM  Thursday, October 28, 2010             10:00:00 PM   \n",
-       "4           4:30:00 AM    Wednesday, June 20, 2012             11:00:00 PM   \n",
-       "5           2:00:00 AM       Sunday, July 19, 2015              7:00:00 AM   \n",
-       "...                ...                         ...                     ...   \n",
-       "1530        8:00:00 AM   Tuesday, December 6, 2011              8:00:00 PM   \n",
-       "1531               NaN                         NaN                     NaN   \n",
-       "1532       10:54:00 PM   Saturday, August 29, 2009             11:53:00 PM   \n",
-       "1533       11:00:00 AM   Saturday, August 29, 2009              2:01:00 PM   \n",
-       "1534               NaN                         NaN                     NaN   \n",
-       "\n",
-       "             CAUSE.CATEGORY CAUSE.CATEGORY.DETAIL HURRICANE.NAMES  \\\n",
-       "1            severe weather                   NaN             NaN   \n",
-       "2        intentional attack             vandalism             NaN   \n",
-       "3            severe weather            heavy wind             NaN   \n",
-       "4            severe weather          thunderstorm             NaN   \n",
-       "5            severe weather                   NaN             NaN   \n",
-       "...                     ...                   ...             ...   \n",
-       "1530          public appeal                   NaN             NaN   \n",
-       "1531  fuel supply emergency                  Coal             NaN   \n",
-       "1532              islanding                   NaN             NaN   \n",
-       "1533              islanding                   NaN             NaN   \n",
-       "1534      equipment failure               failure             NaN   \n",
-       "\n",
-       "     OUTAGE.DURATION DEMAND.LOSS.MW  CUSTOMERS.AFFECTED RES.PRICE COM.PRICE  \\\n",
-       "1               3060            NaN             70000.0      11.6      9.18   \n",
-       "2                  1            NaN                 NaN     12.12      9.71   \n",
-       "3               3000            NaN             70000.0     10.87      8.19   \n",
-       "4               2550            NaN             68200.0     11.79      9.25   \n",
-       "5               1740            250            250000.0     13.07     10.16   \n",
-       "...              ...            ...                 ...       ...       ...   \n",
-       "1530             720            155             34500.0      8.41       7.8   \n",
-       "1531             NaN           1650                 NaN       NaN       NaN   \n",
-       "1532              59             84                 NaN      9.25      7.47   \n",
-       "1533             181            373                 NaN      9.25      7.47   \n",
-       "1534             NaN             35             14273.0       NaN       NaN   \n",
-       "\n",
-       "     IND.PRICE TOTAL.PRICE RES.SALES COM.SALES IND.SALES TOTAL.SALES  \\\n",
-       "1         6.81        9.28   2332915   2114774   2113291     6562520   \n",
-       "2         6.49        9.28   1586986   1807756   1887927     5284231   \n",
-       "3         6.07        8.15   1467293   1801683   1951295     5222116   \n",
-       "4         6.71        9.19   1851519   1941174   1993026     5787064   \n",
-       "5         7.74       10.43   2028875   2161612   1777937     5970339   \n",
-       "...        ...         ...       ...       ...       ...         ...   \n",
-       "1530       6.2        7.56    488853    438133    386693     1313678   \n",
-       "1531       NaN         NaN       NaN       NaN       NaN         NaN   \n",
-       "1532      5.53        7.67    337874    370771    215406      924051   \n",
-       "1533      5.53        7.67    337874    370771    215406      924051   \n",
-       "1534       NaN         NaN       NaN       NaN       NaN         NaN   \n",
+       "     OUTAGE.START.TIME  ... POPPCT_URBAN POPPCT_UC POPDEN_URBAN POPDEN_UC  \\\n",
+       "1           5:00:00 PM  ...        73.27     15.28         2279    1700.5   \n",
+       "2           6:38:00 PM  ...        73.27     15.28         2279    1700.5   \n",
+       "3           8:00:00 PM  ...        73.27     15.28         2279    1700.5   \n",
+       "4           4:30:00 AM  ...        73.27     15.28         2279    1700.5   \n",
+       "5           2:00:00 AM  ...        73.27     15.28         2279    1700.5   \n",
+       "...                ...  ...          ...       ...          ...       ...   \n",
+       "1530        8:00:00 AM  ...         59.9      19.9       2192.2    1868.2   \n",
+       "1531               NaN  ...         59.9      19.9       2192.2    1868.2   \n",
+       "1532       10:54:00 PM  ...        56.65     26.73       2038.3    1905.4   \n",
+       "1533       11:00:00 AM  ...        56.65     26.73       2038.3    1905.4   \n",
+       "1534               NaN  ...        66.02     21.56       1802.6      1276   \n",
        "\n",
-       "       RES.PERCEN   COM.PERCEN   IND.PERCEN  RES.CUSTOMERS  COM.CUSTOMERS  \\\n",
-       "1     35.54907261  32.22502941  32.20243138      2308736.0       276286.0   \n",
-       "2     30.03248722  34.21038936  35.72756376      2345860.0       284978.0   \n",
-       "3     28.09767152  34.50101453  37.36598344      2300291.0       276463.0   \n",
-       "4     31.99409925  33.54333043  34.43932882      2317336.0       278466.0   \n",
-       "5      33.9825762  36.20585029  29.77949828      2374674.0       289044.0   \n",
-       "...           ...          ...          ...            ...            ...   \n",
-       "1530  37.21254371  33.35162802  29.43590438       330738.0        60017.0   \n",
-       "1531          NaN          NaN          NaN       309997.0        53709.0   \n",
-       "1532  36.56443205  40.12451694  23.31105101       367206.0        65971.0   \n",
-       "1533  36.56443205  40.12451694  23.31105101       367206.0        65971.0   \n",
-       "1534          NaN          NaN          NaN       230534.0        38074.0   \n",
+       "     POPDEN_RURAL AREAPCT_URBAN AREAPCT_UC     PCT_LAND PCT_WATER_TOT  \\\n",
+       "1            18.2          2.14        0.6  91.59266587   8.407334131   \n",
+       "2            18.2          2.14        0.6  91.59266587   8.407334131   \n",
+       "3            18.2          2.14        0.6  91.59266587   8.407334131   \n",
+       "4            18.2          2.14        0.6  91.59266587   8.407334131   \n",
+       "5            18.2          2.14        0.6  91.59266587   8.407334131   \n",
+       "...           ...           ...        ...          ...           ...   \n",
+       "1530          3.9          0.27        0.1  97.59964921   2.401765255   \n",
+       "1531          3.9          0.27        0.1  97.59964921   2.401765255   \n",
+       "1532          4.7           0.3       0.15  98.30774418   1.692255822   \n",
+       "1533          4.7           0.3       0.15  98.30774418   1.692255822   \n",
+       "1534          0.4          0.05       0.02  85.76115446   14.23884554   \n",
        "\n",
-       "      IND.CUSTOMERS  TOTAL.CUSTOMERS RES.CUST.PCT COM.CUST.PCT IND.CUST.PCT  \\\n",
-       "1           10673.0        2595696.0      88.9448      10.6440       0.4112   \n",
-       "2            9898.0        2640737.0      88.8335      10.7916       0.3748   \n",
-       "3           10150.0        2586905.0      88.9206      10.6870       0.3924   \n",
-       "4           11010.0        2606813.0      88.8954      10.6822       0.4224   \n",
-       "5            9812.0        2673531.0      88.8216      10.8113       0.3670   \n",
-       "...             ...              ...          ...          ...          ...   \n",
-       "1530         3639.0         394394.0      83.8598      15.2175       0.9227   \n",
-       "1531         2331.0         366037.0      84.6901      14.6731       0.6368   \n",
-       "1532         3052.0         436229.0      84.1773      15.1230       0.6996   \n",
-       "1533         3052.0         436229.0      84.1773      15.1230       0.6996   \n",
-       "1534          854.0         273530.0      84.2811      13.9195       0.3122   \n",
-       "\n",
-       "     PC.REALGSP.STATE PC.REALGSP.USA PC.REALGSP.REL PC.REALGSP.CHANGE  \\\n",
-       "1               51268          47586    1.077375699               1.6   \n",
-       "2               53499          49091    1.089792426               1.9   \n",
-       "3               50447          47287    1.066825978               2.7   \n",
-       "4               51598          48156    1.071476036               0.6   \n",
-       "5               54431          49844    1.092027125               1.7   \n",
-       "...               ...            ...            ...               ...   \n",
-       "1530            57012          47586     1.19808347               9.8   \n",
-       "1531            42913          48909    0.877404977               3.5   \n",
-       "1532            45230          46680    0.968937446                 0   \n",
-       "1533            45230          46680    0.968937446                 0   \n",
-       "1534            57401          44745    1.282847246              -2.2   \n",
-       "\n",
-       "     UTIL.REALGSP TOTAL.REALGSP  UTIL.CONTRI PI.UTIL.OFUSA  POPULATION  \\\n",
-       "1            4802        274182  1.751391412           2.2   5348119.0   \n",
-       "2            5226        291955  1.790001884           2.2   5457125.0   \n",
-       "3            4571        267895  1.706265514           2.1   5310903.0   \n",
-       "4            5364        277627  1.932088738           2.2   5380443.0   \n",
-       "5            4873        292023  1.668704177           2.2   5489594.0   \n",
-       "...           ...           ...          ...           ...         ...   \n",
-       "1530          934         39067  2.390764584           0.5    685326.0   \n",
-       "1531         1019         27868  3.656523611           0.7    649422.0   \n",
-       "1532          606         36504  1.660092045           0.3    807067.0   \n",
-       "1533          606         36504  1.660092045           0.3    807067.0   \n",
-       "1534          724         36046  2.008544637           0.2    627963.0   \n",
-       "\n",
-       "     POPPCT_URBAN POPPCT_UC POPDEN_URBAN POPDEN_UC POPDEN_RURAL AREAPCT_URBAN  \\\n",
-       "1           73.27     15.28         2279    1700.5         18.2          2.14   \n",
-       "2           73.27     15.28         2279    1700.5         18.2          2.14   \n",
-       "3           73.27     15.28         2279    1700.5         18.2          2.14   \n",
-       "4           73.27     15.28         2279    1700.5         18.2          2.14   \n",
-       "5           73.27     15.28         2279    1700.5         18.2          2.14   \n",
-       "...           ...       ...          ...       ...          ...           ...   \n",
-       "1530         59.9      19.9       2192.2    1868.2          3.9          0.27   \n",
-       "1531         59.9      19.9       2192.2    1868.2          3.9          0.27   \n",
-       "1532        56.65     26.73       2038.3    1905.4          4.7           0.3   \n",
-       "1533        56.65     26.73       2038.3    1905.4          4.7           0.3   \n",
-       "1534        66.02     21.56       1802.6      1276          0.4          0.05   \n",
-       "\n",
-       "     AREAPCT_UC     PCT_LAND PCT_WATER_TOT PCT_WATER_INLAND  \n",
-       "1           0.6  91.59266587   8.407334131      5.478742983  \n",
-       "2           0.6  91.59266587   8.407334131      5.478742983  \n",
-       "3           0.6  91.59266587   8.407334131      5.478742983  \n",
-       "4           0.6  91.59266587   8.407334131      5.478742983  \n",
-       "5           0.6  91.59266587   8.407334131      5.478742983  \n",
-       "...         ...          ...           ...              ...  \n",
-       "1530        0.1  97.59964921   2.401765255      2.401765255  \n",
-       "1531        0.1  97.59964921   2.401765255      2.401765255  \n",
-       "1532       0.15  98.30774418   1.692255822      1.692255822  \n",
-       "1533       0.15  98.30774418   1.692255822      1.692255822  \n",
-       "1534       0.02  85.76115446   14.23884554      2.901181874  \n",
+       "     PCT_WATER_INLAND  \n",
+       "1         5.478742983  \n",
+       "2         5.478742983  \n",
+       "3         5.478742983  \n",
+       "4         5.478742983  \n",
+       "5         5.478742983  \n",
+       "...               ...  \n",
+       "1530      2.401765255  \n",
+       "1531      2.401765255  \n",
+       "1532      1.692255822  \n",
+       "1533      1.692255822  \n",
+       "1534      2.901181874  \n",
        "\n",
        "[1534 rows x 55 columns]"
       ]
      },
-     "execution_count": 1218,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -980,7 +481,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1219,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -997,7 +498,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1220,
+   "execution_count": 5,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2019-10-31T23:36:28.657068Z",
@@ -1036,41 +537,7 @@
        "      <th>CLIMATE CATEGORY</th>\n",
        "      <th>OUTAGE START DATE</th>\n",
        "      <th>OUTAGE START TIME</th>\n",
-       "      <th>OUTAGE RESTORATION DATE</th>\n",
-       "      <th>OUTAGE RESTORATION TIME</th>\n",
-       "      <th>CAUSE CATEGORY</th>\n",
-       "      <th>CAUSE CATEGORY DETAIL</th>\n",
-       "      <th>HURRICANE NAMES</th>\n",
-       "      <th>OUTAGE DURATION</th>\n",
-       "      <th>DEMAND LOSS MW</th>\n",
-       "      <th>CUSTOMERS AFFECTED</th>\n",
-       "      <th>RES PRICE</th>\n",
-       "      <th>COM PRICE</th>\n",
-       "      <th>IND PRICE</th>\n",
-       "      <th>TOTAL PRICE</th>\n",
-       "      <th>RES SALES</th>\n",
-       "      <th>COM SALES</th>\n",
-       "      <th>IND SALES</th>\n",
-       "      <th>TOTAL SALES</th>\n",
-       "      <th>RES PERCEN</th>\n",
-       "      <th>COM PERCEN</th>\n",
-       "      <th>IND PERCEN</th>\n",
-       "      <th>RES CUSTOMERS</th>\n",
-       "      <th>COM CUSTOMERS</th>\n",
-       "      <th>IND CUSTOMERS</th>\n",
-       "      <th>TOTAL CUSTOMERS</th>\n",
-       "      <th>RES CUST PCT</th>\n",
-       "      <th>COM CUST PCT</th>\n",
-       "      <th>IND CUST PCT</th>\n",
-       "      <th>PC REALGSP STATE</th>\n",
-       "      <th>PC REALGSP USA</th>\n",
-       "      <th>PC REALGSP REL</th>\n",
-       "      <th>PC REALGSP CHANGE</th>\n",
-       "      <th>UTIL REALGSP</th>\n",
-       "      <th>TOTAL REALGSP</th>\n",
-       "      <th>UTIL CONTRI</th>\n",
-       "      <th>PI UTIL OFUSA</th>\n",
-       "      <th>POPULATION</th>\n",
+       "      <th>...</th>\n",
        "      <th>POPPCT URBAN</th>\n",
        "      <th>POPPCT UC</th>\n",
        "      <th>POPDEN URBAN</th>\n",
@@ -1096,41 +563,7 @@
        "      <td>normal</td>\n",
        "      <td>Friday, July 1, 2011</td>\n",
        "      <td>5:00:00 PM</td>\n",
-       "      <td>Sunday, July 3, 2011</td>\n",
-       "      <td>8:00:00 PM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3060.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>70000.0</td>\n",
-       "      <td>11.60</td>\n",
-       "      <td>9.18</td>\n",
-       "      <td>6.81</td>\n",
-       "      <td>9.28</td>\n",
-       "      <td>2332915.0</td>\n",
-       "      <td>2114774.0</td>\n",
-       "      <td>2113291.0</td>\n",
-       "      <td>6562520.0</td>\n",
-       "      <td>35.549073</td>\n",
-       "      <td>32.225029</td>\n",
-       "      <td>32.202431</td>\n",
-       "      <td>2308736.0</td>\n",
-       "      <td>276286.0</td>\n",
-       "      <td>10673.0</td>\n",
-       "      <td>2595696.0</td>\n",
-       "      <td>88.9448</td>\n",
-       "      <td>10.6440</td>\n",
-       "      <td>0.4112</td>\n",
-       "      <td>51268.0</td>\n",
-       "      <td>47586.0</td>\n",
-       "      <td>1.077376</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>4802.0</td>\n",
-       "      <td>274182.0</td>\n",
-       "      <td>1.751391</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5348119.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279.0</td>\n",
@@ -1154,41 +587,7 @@
        "      <td>normal</td>\n",
        "      <td>Sunday, May 11, 2014</td>\n",
        "      <td>6:38:00 PM</td>\n",
-       "      <td>Sunday, May 11, 2014</td>\n",
-       "      <td>6:39:00 PM</td>\n",
-       "      <td>intentional attack</td>\n",
-       "      <td>vandalism</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>12.12</td>\n",
-       "      <td>9.71</td>\n",
-       "      <td>6.49</td>\n",
-       "      <td>9.28</td>\n",
-       "      <td>1586986.0</td>\n",
-       "      <td>1807756.0</td>\n",
-       "      <td>1887927.0</td>\n",
-       "      <td>5284231.0</td>\n",
-       "      <td>30.032487</td>\n",
-       "      <td>34.210389</td>\n",
-       "      <td>35.727564</td>\n",
-       "      <td>2345860.0</td>\n",
-       "      <td>284978.0</td>\n",
-       "      <td>9898.0</td>\n",
-       "      <td>2640737.0</td>\n",
-       "      <td>88.8335</td>\n",
-       "      <td>10.7916</td>\n",
-       "      <td>0.3748</td>\n",
-       "      <td>53499.0</td>\n",
-       "      <td>49091.0</td>\n",
-       "      <td>1.089792</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>5226.0</td>\n",
-       "      <td>291955.0</td>\n",
-       "      <td>1.790002</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5457125.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279.0</td>\n",
@@ -1212,41 +611,7 @@
        "      <td>cold</td>\n",
        "      <td>Tuesday, October 26, 2010</td>\n",
        "      <td>8:00:00 PM</td>\n",
-       "      <td>Thursday, October 28, 2010</td>\n",
-       "      <td>10:00:00 PM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>heavy wind</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>3000.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>70000.0</td>\n",
-       "      <td>10.87</td>\n",
-       "      <td>8.19</td>\n",
-       "      <td>6.07</td>\n",
-       "      <td>8.15</td>\n",
-       "      <td>1467293.0</td>\n",
-       "      <td>1801683.0</td>\n",
-       "      <td>1951295.0</td>\n",
-       "      <td>5222116.0</td>\n",
-       "      <td>28.097672</td>\n",
-       "      <td>34.501015</td>\n",
-       "      <td>37.365983</td>\n",
-       "      <td>2300291.0</td>\n",
-       "      <td>276463.0</td>\n",
-       "      <td>10150.0</td>\n",
-       "      <td>2586905.0</td>\n",
-       "      <td>88.9206</td>\n",
-       "      <td>10.6870</td>\n",
-       "      <td>0.3924</td>\n",
-       "      <td>50447.0</td>\n",
-       "      <td>47287.0</td>\n",
-       "      <td>1.066826</td>\n",
-       "      <td>2.7</td>\n",
-       "      <td>4571.0</td>\n",
-       "      <td>267895.0</td>\n",
-       "      <td>1.706266</td>\n",
-       "      <td>2.1</td>\n",
-       "      <td>5310903.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279.0</td>\n",
@@ -1270,41 +635,7 @@
        "      <td>normal</td>\n",
        "      <td>Tuesday, June 19, 2012</td>\n",
        "      <td>4:30:00 AM</td>\n",
-       "      <td>Wednesday, June 20, 2012</td>\n",
-       "      <td>11:00:00 PM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>thunderstorm</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2550.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>68200.0</td>\n",
-       "      <td>11.79</td>\n",
-       "      <td>9.25</td>\n",
-       "      <td>6.71</td>\n",
-       "      <td>9.19</td>\n",
-       "      <td>1851519.0</td>\n",
-       "      <td>1941174.0</td>\n",
-       "      <td>1993026.0</td>\n",
-       "      <td>5787064.0</td>\n",
-       "      <td>31.994099</td>\n",
-       "      <td>33.543330</td>\n",
-       "      <td>34.439329</td>\n",
-       "      <td>2317336.0</td>\n",
-       "      <td>278466.0</td>\n",
-       "      <td>11010.0</td>\n",
-       "      <td>2606813.0</td>\n",
-       "      <td>88.8954</td>\n",
-       "      <td>10.6822</td>\n",
-       "      <td>0.4224</td>\n",
-       "      <td>51598.0</td>\n",
-       "      <td>48156.0</td>\n",
-       "      <td>1.071476</td>\n",
-       "      <td>0.6</td>\n",
-       "      <td>5364.0</td>\n",
-       "      <td>277627.0</td>\n",
-       "      <td>1.932089</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5380443.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279.0</td>\n",
@@ -1328,41 +659,7 @@
        "      <td>warm</td>\n",
        "      <td>Saturday, July 18, 2015</td>\n",
        "      <td>2:00:00 AM</td>\n",
-       "      <td>Sunday, July 19, 2015</td>\n",
-       "      <td>7:00:00 AM</td>\n",
-       "      <td>severe weather</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1740.0</td>\n",
-       "      <td>250.0</td>\n",
-       "      <td>250000.0</td>\n",
-       "      <td>13.07</td>\n",
-       "      <td>10.16</td>\n",
-       "      <td>7.74</td>\n",
-       "      <td>10.43</td>\n",
-       "      <td>2028875.0</td>\n",
-       "      <td>2161612.0</td>\n",
-       "      <td>1777937.0</td>\n",
-       "      <td>5970339.0</td>\n",
-       "      <td>33.982576</td>\n",
-       "      <td>36.205850</td>\n",
-       "      <td>29.779498</td>\n",
-       "      <td>2374674.0</td>\n",
-       "      <td>289044.0</td>\n",
-       "      <td>9812.0</td>\n",
-       "      <td>2673531.0</td>\n",
-       "      <td>88.8216</td>\n",
-       "      <td>10.8113</td>\n",
-       "      <td>0.3670</td>\n",
-       "      <td>54431.0</td>\n",
-       "      <td>49844.0</td>\n",
-       "      <td>1.092027</td>\n",
-       "      <td>1.7</td>\n",
-       "      <td>4873.0</td>\n",
-       "      <td>292023.0</td>\n",
-       "      <td>1.668704</td>\n",
-       "      <td>2.2</td>\n",
-       "      <td>5489594.0</td>\n",
+       "      <td>...</td>\n",
        "      <td>73.27</td>\n",
        "      <td>15.28</td>\n",
        "      <td>2279.0</td>\n",
@@ -1376,6 +673,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>5 rows × 55 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -1393,78 +691,31 @@
        "4           -0.1           normal     Tuesday, June 19, 2012   \n",
        "5            1.2             warm    Saturday, July 18, 2015   \n",
        "\n",
-       "  OUTAGE START TIME     OUTAGE RESTORATION DATE OUTAGE RESTORATION TIME  \\\n",
-       "1        5:00:00 PM        Sunday, July 3, 2011              8:00:00 PM   \n",
-       "2        6:38:00 PM        Sunday, May 11, 2014              6:39:00 PM   \n",
-       "3        8:00:00 PM  Thursday, October 28, 2010             10:00:00 PM   \n",
-       "4        4:30:00 AM    Wednesday, June 20, 2012             11:00:00 PM   \n",
-       "5        2:00:00 AM       Sunday, July 19, 2015              7:00:00 AM   \n",
-       "\n",
-       "       CAUSE CATEGORY CAUSE CATEGORY DETAIL HURRICANE NAMES  OUTAGE DURATION  \\\n",
-       "1      severe weather                   NaN             NaN           3060.0   \n",
-       "2  intentional attack             vandalism             NaN              1.0   \n",
-       "3      severe weather            heavy wind             NaN           3000.0   \n",
-       "4      severe weather          thunderstorm             NaN           2550.0   \n",
-       "5      severe weather                   NaN             NaN           1740.0   \n",
-       "\n",
-       "   DEMAND LOSS MW  CUSTOMERS AFFECTED  RES PRICE  COM PRICE  IND PRICE  \\\n",
-       "1             NaN             70000.0      11.60       9.18       6.81   \n",
-       "2             NaN                 NaN      12.12       9.71       6.49   \n",
-       "3             NaN             70000.0      10.87       8.19       6.07   \n",
-       "4             NaN             68200.0      11.79       9.25       6.71   \n",
-       "5           250.0            250000.0      13.07      10.16       7.74   \n",
+       "  OUTAGE START TIME  ... POPPCT URBAN POPPCT UC POPDEN URBAN POPDEN UC  \\\n",
+       "1        5:00:00 PM  ...        73.27     15.28       2279.0    1700.5   \n",
+       "2        6:38:00 PM  ...        73.27     15.28       2279.0    1700.5   \n",
+       "3        8:00:00 PM  ...        73.27     15.28       2279.0    1700.5   \n",
+       "4        4:30:00 AM  ...        73.27     15.28       2279.0    1700.5   \n",
+       "5        2:00:00 AM  ...        73.27     15.28       2279.0    1700.5   \n",
        "\n",
-       "   TOTAL PRICE  RES SALES  COM SALES  IND SALES  TOTAL SALES  RES PERCEN  \\\n",
-       "1         9.28  2332915.0  2114774.0  2113291.0    6562520.0   35.549073   \n",
-       "2         9.28  1586986.0  1807756.0  1887927.0    5284231.0   30.032487   \n",
-       "3         8.15  1467293.0  1801683.0  1951295.0    5222116.0   28.097672   \n",
-       "4         9.19  1851519.0  1941174.0  1993026.0    5787064.0   31.994099   \n",
-       "5        10.43  2028875.0  2161612.0  1777937.0    5970339.0   33.982576   \n",
+       "  POPDEN RURAL  AREAPCT URBAN  AREAPCT UC   PCT LAND  PCT WATER TOT  \\\n",
+       "1         18.2           2.14         0.6  91.592666       8.407334   \n",
+       "2         18.2           2.14         0.6  91.592666       8.407334   \n",
+       "3         18.2           2.14         0.6  91.592666       8.407334   \n",
+       "4         18.2           2.14         0.6  91.592666       8.407334   \n",
+       "5         18.2           2.14         0.6  91.592666       8.407334   \n",
        "\n",
-       "   COM PERCEN  IND PERCEN  RES CUSTOMERS  COM CUSTOMERS  IND CUSTOMERS  \\\n",
-       "1   32.225029   32.202431      2308736.0       276286.0        10673.0   \n",
-       "2   34.210389   35.727564      2345860.0       284978.0         9898.0   \n",
-       "3   34.501015   37.365983      2300291.0       276463.0        10150.0   \n",
-       "4   33.543330   34.439329      2317336.0       278466.0        11010.0   \n",
-       "5   36.205850   29.779498      2374674.0       289044.0         9812.0   \n",
+       "   PCT WATER INLAND  \n",
+       "1          5.478743  \n",
+       "2          5.478743  \n",
+       "3          5.478743  \n",
+       "4          5.478743  \n",
+       "5          5.478743  \n",
        "\n",
-       "   TOTAL CUSTOMERS  RES CUST PCT  COM CUST PCT  IND CUST PCT  \\\n",
-       "1        2595696.0       88.9448       10.6440        0.4112   \n",
-       "2        2640737.0       88.8335       10.7916        0.3748   \n",
-       "3        2586905.0       88.9206       10.6870        0.3924   \n",
-       "4        2606813.0       88.8954       10.6822        0.4224   \n",
-       "5        2673531.0       88.8216       10.8113        0.3670   \n",
-       "\n",
-       "   PC REALGSP STATE  PC REALGSP USA  PC REALGSP REL  PC REALGSP CHANGE  \\\n",
-       "1           51268.0         47586.0        1.077376                1.6   \n",
-       "2           53499.0         49091.0        1.089792                1.9   \n",
-       "3           50447.0         47287.0        1.066826                2.7   \n",
-       "4           51598.0         48156.0        1.071476                0.6   \n",
-       "5           54431.0         49844.0        1.092027                1.7   \n",
-       "\n",
-       "   UTIL REALGSP  TOTAL REALGSP  UTIL CONTRI  PI UTIL OFUSA  POPULATION  \\\n",
-       "1        4802.0       274182.0     1.751391            2.2   5348119.0   \n",
-       "2        5226.0       291955.0     1.790002            2.2   5457125.0   \n",
-       "3        4571.0       267895.0     1.706266            2.1   5310903.0   \n",
-       "4        5364.0       277627.0     1.932089            2.2   5380443.0   \n",
-       "5        4873.0       292023.0     1.668704            2.2   5489594.0   \n",
-       "\n",
-       "   POPPCT URBAN  POPPCT UC  POPDEN URBAN  POPDEN UC  POPDEN RURAL  \\\n",
-       "1         73.27      15.28        2279.0     1700.5          18.2   \n",
-       "2         73.27      15.28        2279.0     1700.5          18.2   \n",
-       "3         73.27      15.28        2279.0     1700.5          18.2   \n",
-       "4         73.27      15.28        2279.0     1700.5          18.2   \n",
-       "5         73.27      15.28        2279.0     1700.5          18.2   \n",
-       "\n",
-       "   AREAPCT URBAN  AREAPCT UC   PCT LAND  PCT WATER TOT  PCT WATER INLAND  \n",
-       "1           2.14         0.6  91.592666       8.407334          5.478743  \n",
-       "2           2.14         0.6  91.592666       8.407334          5.478743  \n",
-       "3           2.14         0.6  91.592666       8.407334          5.478743  \n",
-       "4           2.14         0.6  91.592666       8.407334          5.478743  \n",
-       "5           2.14         0.6  91.592666       8.407334          5.478743  "
+       "[5 rows x 55 columns]"
       ]
      },
-     "execution_count": 1220,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1475,7 +726,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1221,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -1499,7 +750,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 1221,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1510,7 +761,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1222,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -1522,7 +773,7 @@
        "      dtype=object)"
       ]
      },
-     "execution_count": 1222,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1540,7 +791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1223,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -1549,7 +800,7 @@
        "3"
       ]
      },
-     "execution_count": 1223,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1568,7 +819,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1224,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -1577,7 +828,7 @@
        "0"
       ]
      },
-     "execution_count": 1224,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1599,7 +850,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1225,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1633,29 +884,7 @@
        "      <th>COM PRICE</th>\n",
        "      <th>IND PRICE</th>\n",
        "      <th>TOTAL PRICE</th>\n",
-       "      <th>RES SALES</th>\n",
-       "      <th>COM SALES</th>\n",
-       "      <th>IND SALES</th>\n",
-       "      <th>TOTAL SALES</th>\n",
-       "      <th>RES PERCEN</th>\n",
-       "      <th>COM PERCEN</th>\n",
-       "      <th>IND PERCEN</th>\n",
-       "      <th>RES CUSTOMERS</th>\n",
-       "      <th>COM CUSTOMERS</th>\n",
-       "      <th>IND CUSTOMERS</th>\n",
-       "      <th>TOTAL CUSTOMERS</th>\n",
-       "      <th>RES CUST PCT</th>\n",
-       "      <th>COM CUST PCT</th>\n",
-       "      <th>IND CUST PCT</th>\n",
-       "      <th>PC REALGSP STATE</th>\n",
-       "      <th>PC REALGSP USA</th>\n",
-       "      <th>PC REALGSP REL</th>\n",
-       "      <th>PC REALGSP CHANGE</th>\n",
-       "      <th>UTIL REALGSP</th>\n",
-       "      <th>TOTAL REALGSP</th>\n",
-       "      <th>UTIL CONTRI</th>\n",
-       "      <th>PI UTIL OFUSA</th>\n",
-       "      <th>POPULATION</th>\n",
+       "      <th>...</th>\n",
        "      <th>POPPCT URBAN</th>\n",
        "      <th>POPPCT UC</th>\n",
        "      <th>POPDEN URBAN</th>\n",
@@ -1681,29 +910,7 @@
        "      <td>1512.000000</td>\n",
        "      <td>1512.000000</td>\n",
        "      <td>1512.000000</td>\n",
-       "      <td>1.512000e+03</td>\n",
-       "      <td>1.512000e+03</td>\n",
-       "      <td>1.512000e+03</td>\n",
-       "      <td>1.512000e+03</td>\n",
-       "      <td>1512.000000</td>\n",
-       "      <td>1512.000000</td>\n",
-       "      <td>1512.000000</td>\n",
-       "      <td>1.534000e+03</td>\n",
-       "      <td>1.534000e+03</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1.534000e+03</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1.534000e+03</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1534.000000</td>\n",
-       "      <td>1.534000e+03</td>\n",
+       "      <td>...</td>\n",
        "      <td>1534.000000</td>\n",
        "      <td>1534.000000</td>\n",
        "      <td>1534.000000</td>\n",
@@ -1727,29 +934,7 @@
        "      <td>10.135053</td>\n",
        "      <td>7.341468</td>\n",
        "      <td>10.117851</td>\n",
-       "      <td>4.340337e+06</td>\n",
-       "      <td>4.425831e+06</td>\n",
-       "      <td>2.796253e+06</td>\n",
-       "      <td>1.160976e+07</td>\n",
-       "      <td>37.078191</td>\n",
-       "      <td>37.293075</td>\n",
-       "      <td>25.246354</td>\n",
-       "      <td>5.026991e+06</td>\n",
-       "      <td>6.842650e+05</td>\n",
-       "      <td>33551.978488</td>\n",
-       "      <td>5.746498e+06</td>\n",
-       "      <td>87.524621</td>\n",
-       "      <td>11.870914</td>\n",
-       "      <td>0.576325</td>\n",
-       "      <td>49390.122555</td>\n",
-       "      <td>48078.041069</td>\n",
-       "      <td>1.027398</td>\n",
-       "      <td>0.729140</td>\n",
-       "      <td>11318.455671</td>\n",
-       "      <td>6.679632e+05</td>\n",
-       "      <td>1.782614</td>\n",
-       "      <td>4.299348</td>\n",
-       "      <td>1.319400e+07</td>\n",
+       "      <td>...</td>\n",
        "      <td>80.967112</td>\n",
        "      <td>9.545267</td>\n",
        "      <td>2594.174967</td>\n",
@@ -1773,29 +958,7 @@
        "      <td>2.824150</td>\n",
        "      <td>2.473902</td>\n",
        "      <td>2.905234</td>\n",
-       "      <td>3.377434e+06</td>\n",
-       "      <td>3.497115e+06</td>\n",
-       "      <td>2.213986e+06</td>\n",
-       "      <td>8.582156e+06</td>\n",
-       "      <td>6.288818</td>\n",
-       "      <td>8.403332</td>\n",
-       "      <td>9.913877</td>\n",
-       "      <td>3.990434e+06</td>\n",
-       "      <td>5.557609e+05</td>\n",
-       "      <td>40697.858852</td>\n",
-       "      <td>4.577067e+06</td>\n",
-       "      <td>1.518179</td>\n",
-       "      <td>1.311726</td>\n",
-       "      <td>0.505142</td>\n",
-       "      <td>11687.434002</td>\n",
-       "      <td>1201.206823</td>\n",
-       "      <td>0.243466</td>\n",
-       "      <td>2.131561</td>\n",
-       "      <td>9873.635442</td>\n",
-       "      <td>6.282238e+05</td>\n",
-       "      <td>0.482784</td>\n",
-       "      <td>4.009714</td>\n",
-       "      <td>1.155396e+07</td>\n",
+       "      <td>...</td>\n",
        "      <td>11.900026</td>\n",
        "      <td>5.240315</td>\n",
        "      <td>1083.200091</td>\n",
@@ -1819,29 +982,7 @@
        "      <td>4.700000</td>\n",
        "      <td>3.200000</td>\n",
        "      <td>4.700000</td>\n",
-       "      <td>1.444170e+05</td>\n",
-       "      <td>1.525170e+05</td>\n",
-       "      <td>1.552100e+04</td>\n",
-       "      <td>4.092040e+05</td>\n",
-       "      <td>12.428159</td>\n",
-       "      <td>18.911817</td>\n",
-       "      <td>1.556852</td>\n",
-       "      <td>1.992150e+05</td>\n",
-       "      <td>2.628300e+04</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2.255000e+05</td>\n",
-       "      <td>78.903500</td>\n",
-       "      <td>9.139000</td>\n",
-       "      <td>0.000400</td>\n",
-       "      <td>31111.000000</td>\n",
-       "      <td>44719.000000</td>\n",
-       "      <td>0.639876</td>\n",
-       "      <td>-9.100000</td>\n",
-       "      <td>606.000000</td>\n",
-       "      <td>2.681100e+04</td>\n",
-       "      <td>0.598404</td>\n",
-       "      <td>0.200000</td>\n",
-       "      <td>5.598510e+05</td>\n",
+       "      <td>...</td>\n",
        "      <td>38.660000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>1232.600000</td>\n",
@@ -1865,29 +1006,7 @@
        "      <td>8.017500</td>\n",
        "      <td>5.697500</td>\n",
        "      <td>7.957500</td>\n",
-       "      <td>2.052570e+06</td>\n",
-       "      <td>1.918971e+06</td>\n",
-       "      <td>1.188938e+06</td>\n",
-       "      <td>5.492474e+06</td>\n",
-       "      <td>32.838206</td>\n",
-       "      <td>31.597049</td>\n",
-       "      <td>18.653641</td>\n",
-       "      <td>2.149637e+06</td>\n",
-       "      <td>2.741770e+05</td>\n",
-       "      <td>8363.250000</td>\n",
-       "      <td>2.431469e+06</td>\n",
-       "      <td>86.887000</td>\n",
-       "      <td>11.000700</td>\n",
-       "      <td>0.271000</td>\n",
-       "      <td>43056.000000</td>\n",
-       "      <td>47586.000000</td>\n",
-       "      <td>0.893561</td>\n",
-       "      <td>-0.400000</td>\n",
-       "      <td>3725.000000</td>\n",
-       "      <td>2.476978e+05</td>\n",
-       "      <td>1.455773</td>\n",
-       "      <td>1.100000</td>\n",
-       "      <td>5.310903e+06</td>\n",
+       "      <td>...</td>\n",
        "      <td>74.570000</td>\n",
        "      <td>5.220000</td>\n",
        "      <td>2016.300000</td>\n",
@@ -1911,29 +1030,7 @@
        "      <td>9.465000</td>\n",
        "      <td>6.710000</td>\n",
        "      <td>9.410000</td>\n",
-       "      <td>3.441587e+06</td>\n",
-       "      <td>3.182069e+06</td>\n",
-       "      <td>2.294875e+06</td>\n",
-       "      <td>8.987191e+06</td>\n",
-       "      <td>36.290890</td>\n",
-       "      <td>35.986843</td>\n",
-       "      <td>26.346210</td>\n",
-       "      <td>3.457325e+06</td>\n",
-       "      <td>4.816630e+05</td>\n",
-       "      <td>17837.500000</td>\n",
-       "      <td>3.951709e+06</td>\n",
-       "      <td>87.747000</td>\n",
-       "      <td>11.694250</td>\n",
-       "      <td>0.458700</td>\n",
-       "      <td>48370.000000</td>\n",
-       "      <td>48156.000000</td>\n",
-       "      <td>1.021204</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>6971.000000</td>\n",
-       "      <td>4.069850e+05</td>\n",
-       "      <td>1.809975</td>\n",
-       "      <td>2.300000</td>\n",
-       "      <td>8.769252e+06</td>\n",
+       "      <td>...</td>\n",
        "      <td>84.050000</td>\n",
        "      <td>9.080000</td>\n",
        "      <td>2380.000000</td>\n",
@@ -1957,29 +1054,7 @@
        "      <td>11.340000</td>\n",
        "      <td>8.590000</td>\n",
        "      <td>11.740000</td>\n",
-       "      <td>6.023744e+06</td>\n",
-       "      <td>7.132397e+06</td>\n",
-       "      <td>4.010162e+06</td>\n",
-       "      <td>1.563618e+07</td>\n",
-       "      <td>40.861251</td>\n",
-       "      <td>43.170042</td>\n",
-       "      <td>31.891656</td>\n",
-       "      <td>7.118901e+06</td>\n",
-       "      <td>1.047563e+06</td>\n",
-       "      <td>29163.000000</td>\n",
-       "      <td>8.199451e+06</td>\n",
-       "      <td>88.502700</td>\n",
-       "      <td>12.512500</td>\n",
-       "      <td>0.855600</td>\n",
-       "      <td>53622.000000</td>\n",
-       "      <td>48909.000000</td>\n",
-       "      <td>1.110032</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>19081.000000</td>\n",
-       "      <td>1.058069e+06</td>\n",
-       "      <td>2.089043</td>\n",
-       "      <td>7.400000</td>\n",
-       "      <td>1.940292e+07</td>\n",
+       "      <td>...</td>\n",
        "      <td>89.810000</td>\n",
        "      <td>12.020000</td>\n",
        "      <td>2847.425000</td>\n",
@@ -2003,29 +1078,7 @@
        "      <td>32.140000</td>\n",
        "      <td>27.850000</td>\n",
        "      <td>31.290000</td>\n",
-       "      <td>1.862066e+07</td>\n",
-       "      <td>1.404697e+07</td>\n",
-       "      <td>9.588951e+06</td>\n",
-       "      <td>4.166717e+07</td>\n",
-       "      <td>57.396237</td>\n",
-       "      <td>78.317251</td>\n",
-       "      <td>65.131673</td>\n",
-       "      <td>1.344513e+07</td>\n",
-       "      <td>1.834779e+06</td>\n",
-       "      <td>168586.000000</td>\n",
-       "      <td>1.528602e+07</td>\n",
-       "      <td>90.435700</td>\n",
-       "      <td>18.335900</td>\n",
-       "      <td>4.502500</td>\n",
-       "      <td>168377.000000</td>\n",
-       "      <td>50660.000000</td>\n",
-       "      <td>3.560746</td>\n",
-       "      <td>9.800000</td>\n",
-       "      <td>31256.000000</td>\n",
-       "      <td>2.317466e+06</td>\n",
-       "      <td>3.800386</td>\n",
-       "      <td>12.300000</td>\n",
-       "      <td>3.929648e+07</td>\n",
+       "      <td>...</td>\n",
        "      <td>100.000000</td>\n",
        "      <td>40.250000</td>\n",
        "      <td>9856.500000</td>\n",
@@ -2039,6 +1092,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>8 rows × 43 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -2062,88 +1116,40 @@
        "75%        400.000000        1.500000e+05    13.900000    11.340000   \n",
        "max      41788.000000        3.241437e+06    34.580000    32.140000   \n",
        "\n",
-       "         IND PRICE  TOTAL PRICE     RES SALES     COM SALES     IND SALES  \\\n",
-       "count  1512.000000  1512.000000  1.512000e+03  1.512000e+03  1.512000e+03   \n",
-       "mean      7.341468    10.117851  4.340337e+06  4.425831e+06  2.796253e+06   \n",
-       "std       2.473902     2.905234  3.377434e+06  3.497115e+06  2.213986e+06   \n",
-       "min       3.200000     4.700000  1.444170e+05  1.525170e+05  1.552100e+04   \n",
-       "25%       5.697500     7.957500  2.052570e+06  1.918971e+06  1.188938e+06   \n",
-       "50%       6.710000     9.410000  3.441587e+06  3.182069e+06  2.294875e+06   \n",
-       "75%       8.590000    11.740000  6.023744e+06  7.132397e+06  4.010162e+06   \n",
-       "max      27.850000    31.290000  1.862066e+07  1.404697e+07  9.588951e+06   \n",
-       "\n",
-       "        TOTAL SALES   RES PERCEN   COM PERCEN   IND PERCEN  RES CUSTOMERS  \\\n",
-       "count  1.512000e+03  1512.000000  1512.000000  1512.000000   1.534000e+03   \n",
-       "mean   1.160976e+07    37.078191    37.293075    25.246354   5.026991e+06   \n",
-       "std    8.582156e+06     6.288818     8.403332     9.913877   3.990434e+06   \n",
-       "min    4.092040e+05    12.428159    18.911817     1.556852   1.992150e+05   \n",
-       "25%    5.492474e+06    32.838206    31.597049    18.653641   2.149637e+06   \n",
-       "50%    8.987191e+06    36.290890    35.986843    26.346210   3.457325e+06   \n",
-       "75%    1.563618e+07    40.861251    43.170042    31.891656   7.118901e+06   \n",
-       "max    4.166717e+07    57.396237    78.317251    65.131673   1.344513e+07   \n",
-       "\n",
-       "       COM CUSTOMERS  IND CUSTOMERS  TOTAL CUSTOMERS  RES CUST PCT  \\\n",
-       "count   1.534000e+03    1534.000000     1.534000e+03   1534.000000   \n",
-       "mean    6.842650e+05   33551.978488     5.746498e+06     87.524621   \n",
-       "std     5.557609e+05   40697.858852     4.577067e+06      1.518179   \n",
-       "min     2.628300e+04       1.000000     2.255000e+05     78.903500   \n",
-       "25%     2.741770e+05    8363.250000     2.431469e+06     86.887000   \n",
-       "50%     4.816630e+05   17837.500000     3.951709e+06     87.747000   \n",
-       "75%     1.047563e+06   29163.000000     8.199451e+06     88.502700   \n",
-       "max     1.834779e+06  168586.000000     1.528602e+07     90.435700   \n",
-       "\n",
-       "       COM CUST PCT  IND CUST PCT  PC REALGSP STATE  PC REALGSP USA  \\\n",
-       "count   1534.000000   1534.000000       1534.000000     1534.000000   \n",
-       "mean      11.870914      0.576325      49390.122555    48078.041069   \n",
-       "std        1.311726      0.505142      11687.434002     1201.206823   \n",
-       "min        9.139000      0.000400      31111.000000    44719.000000   \n",
-       "25%       11.000700      0.271000      43056.000000    47586.000000   \n",
-       "50%       11.694250      0.458700      48370.000000    48156.000000   \n",
-       "75%       12.512500      0.855600      53622.000000    48909.000000   \n",
-       "max       18.335900      4.502500     168377.000000    50660.000000   \n",
+       "         IND PRICE  TOTAL PRICE  ...  POPPCT URBAN    POPPCT UC  POPDEN URBAN  \\\n",
+       "count  1512.000000  1512.000000  ...   1534.000000  1534.000000   1534.000000   \n",
+       "mean      7.341468    10.117851  ...     80.967112     9.545267   2594.174967   \n",
+       "std       2.473902     2.905234  ...     11.900026     5.240315   1083.200091   \n",
+       "min       3.200000     4.700000  ...     38.660000     0.000000   1232.600000   \n",
+       "25%       5.697500     7.957500  ...     74.570000     5.220000   2016.300000   \n",
+       "50%       6.710000     9.410000  ...     84.050000     9.080000   2380.000000   \n",
+       "75%       8.590000    11.740000  ...     89.810000    12.020000   2847.425000   \n",
+       "max      27.850000    31.290000  ...    100.000000    40.250000   9856.500000   \n",
        "\n",
-       "       PC REALGSP REL  PC REALGSP CHANGE  UTIL REALGSP  TOTAL REALGSP  \\\n",
-       "count     1534.000000        1534.000000   1534.000000   1.534000e+03   \n",
-       "mean         1.027398           0.729140  11318.455671   6.679632e+05   \n",
-       "std          0.243466           2.131561   9873.635442   6.282238e+05   \n",
-       "min          0.639876          -9.100000    606.000000   2.681100e+04   \n",
-       "25%          0.893561          -0.400000   3725.000000   2.476978e+05   \n",
-       "50%          1.021204           1.000000   6971.000000   4.069850e+05   \n",
-       "75%          1.110032           2.000000  19081.000000   1.058069e+06   \n",
-       "max          3.560746           9.800000  31256.000000   2.317466e+06   \n",
+       "         POPDEN UC  POPDEN RURAL  AREAPCT URBAN   AREAPCT UC     PCT LAND  \\\n",
+       "count  1524.000000   1524.000000    1534.000000  1534.000000  1534.000000   \n",
+       "mean   1558.041142     39.473491       8.604348     1.117608    90.158521   \n",
+       "std     313.149226     30.890074      11.134773     0.995424    10.519099   \n",
+       "min     988.700000      0.400000       0.050000     0.000000    58.459995   \n",
+       "25%    1307.800000     15.200000       3.350000     0.590000    86.382550   \n",
+       "50%    1528.600000     29.500000       5.280000     0.970000    95.164177   \n",
+       "75%    1732.200000     54.600000       8.680000     1.460000    97.258336   \n",
+       "max    2220.700000    142.300000     100.000000     6.210000    99.759849   \n",
        "\n",
-       "       UTIL CONTRI  PI UTIL OFUSA    POPULATION  POPPCT URBAN    POPPCT UC  \\\n",
-       "count  1534.000000    1534.000000  1.534000e+03   1534.000000  1534.000000   \n",
-       "mean      1.782614       4.299348  1.319400e+07     80.967112     9.545267   \n",
-       "std       0.482784       4.009714  1.155396e+07     11.900026     5.240315   \n",
-       "min       0.598404       0.200000  5.598510e+05     38.660000     0.000000   \n",
-       "25%       1.455773       1.100000  5.310903e+06     74.570000     5.220000   \n",
-       "50%       1.809975       2.300000  8.769252e+06     84.050000     9.080000   \n",
-       "75%       2.089043       7.400000  1.940292e+07     89.810000    12.020000   \n",
-       "max       3.800386      12.300000  3.929648e+07    100.000000    40.250000   \n",
+       "       PCT WATER TOT  PCT WATER INLAND  \n",
+       "count    1534.000000       1534.000000  \n",
+       "mean        9.841405          2.911191  \n",
+       "std        10.518892          2.115077  \n",
+       "min         0.240151          0.240151  \n",
+       "25%         2.742036          1.730658  \n",
+       "50%         4.835823          2.090873  \n",
+       "75%        13.617450          3.645862  \n",
+       "max        41.540005         10.294118  \n",
        "\n",
-       "       POPDEN URBAN    POPDEN UC  POPDEN RURAL  AREAPCT URBAN   AREAPCT UC  \\\n",
-       "count   1534.000000  1524.000000   1524.000000    1534.000000  1534.000000   \n",
-       "mean    2594.174967  1558.041142     39.473491       8.604348     1.117608   \n",
-       "std     1083.200091   313.149226     30.890074      11.134773     0.995424   \n",
-       "min     1232.600000   988.700000      0.400000       0.050000     0.000000   \n",
-       "25%     2016.300000  1307.800000     15.200000       3.350000     0.590000   \n",
-       "50%     2380.000000  1528.600000     29.500000       5.280000     0.970000   \n",
-       "75%     2847.425000  1732.200000     54.600000       8.680000     1.460000   \n",
-       "max     9856.500000  2220.700000    142.300000     100.000000     6.210000   \n",
-       "\n",
-       "          PCT LAND  PCT WATER TOT  PCT WATER INLAND  \n",
-       "count  1534.000000    1534.000000       1534.000000  \n",
-       "mean     90.158521       9.841405          2.911191  \n",
-       "std      10.519099      10.518892          2.115077  \n",
-       "min      58.459995       0.240151          0.240151  \n",
-       "25%      86.382550       2.742036          1.730658  \n",
-       "50%      95.164177       4.835823          2.090873  \n",
-       "75%      97.258336      13.617450          3.645862  \n",
-       "max      99.759849      41.540005         10.294118  "
+       "[8 rows x 43 columns]"
       ]
      },
-     "execution_count": 1225,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2155,7 +1161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1226,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -2166,7 +1172,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 1226,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2206,7 +1212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1227,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -4646,7 +3652,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1228,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -7079,7 +6085,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1229,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -7112,7 +6118,7 @@
        "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
        "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
        "            &lt;style&gt;\n",
-       "                #map_47b18cb0492682d037aa23b9d316b5ac {\n",
+       "                #map_fbaa3bbf20b1055eeafbc16e0478de7b {\n",
        "                    position: relative;\n",
        "                    width: 100.0%;\n",
        "                    height: 100.0%;\n",
@@ -7127,14 +6133,14 @@
        "&lt;body&gt;\n",
        "    \n",
        "    \n",
-       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_47b18cb0492682d037aa23b9d316b5ac&quot; &gt;&lt;/div&gt;\n",
+       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_fbaa3bbf20b1055eeafbc16e0478de7b&quot; &gt;&lt;/div&gt;\n",
        "        \n",
        "&lt;/body&gt;\n",
        "&lt;script&gt;\n",
        "    \n",
        "    \n",
-       "            var map_47b18cb0492682d037aa23b9d316b5ac = L.map(\n",
-       "                &quot;map_47b18cb0492682d037aa23b9d316b5ac&quot;,\n",
+       "            var map_fbaa3bbf20b1055eeafbc16e0478de7b = L.map(\n",
+       "                &quot;map_fbaa3bbf20b1055eeafbc16e0478de7b&quot;,\n",
        "                {\n",
        "                    center: [48.0, -102.0],\n",
        "                    crs: L.CRS.EPSG3857,\n",
@@ -7148,21 +6154,21 @@
        "\n",
        "        \n",
        "    \n",
-       "            var tile_layer_0321aba8ae502abbb30dd38b1ad62a38 = L.tileLayer(\n",
+       "            var tile_layer_52b0b44c01d3e1c5b22fc19b7bbfe094 = L.tileLayer(\n",
        "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
        "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
        "            );\n",
        "        \n",
        "    \n",
-       "            tile_layer_0321aba8ae502abbb30dd38b1ad62a38.addTo(map_47b18cb0492682d037aa23b9d316b5ac);\n",
+       "            tile_layer_52b0b44c01d3e1c5b22fc19b7bbfe094.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);\n",
        "        \n",
        "    \n",
-       "            var choropleth_23d86ccc7ab6261c1bd604fc6ee74c5b = L.featureGroup(\n",
+       "            var choropleth_3ab2398c438b8e2173af68b4429c68a3 = L.featureGroup(\n",
        "                {}\n",
        "            );\n",
        "        \n",
        "    \n",
-       "        function geo_json_f15056eae4acddc9605d300c21446af7_styler(feature) {\n",
+       "        function geo_json_010feb00a420748d87e75be83da76344_styler(feature) {\n",
        "            switch(feature.id) {\n",
        "                case &quot;AL&quot;: case &quot;AK&quot;: case &quot;AZ&quot;: case &quot;AR&quot;: case &quot;CO&quot;: case &quot;CT&quot;: case &quot;GA&quot;: case &quot;HI&quot;: case &quot;ID&quot;: case &quot;IA&quot;: case &quot;KS&quot;: case &quot;KY&quot;: case &quot;ME&quot;: case &quot;MA&quot;: case &quot;MN&quot;: case &quot;MS&quot;: case &quot;MO&quot;: case &quot;MT&quot;: case &quot;NE&quot;: case &quot;NV&quot;: case &quot;NH&quot;: case &quot;NJ&quot;: case &quot;NM&quot;: case &quot;ND&quot;: case &quot;OK&quot;: case &quot;OR&quot;: case &quot;SC&quot;: case &quot;SD&quot;: case &quot;TN&quot;: case &quot;VT&quot;: case &quot;WV&quot;: case &quot;WI&quot;: case &quot;WY&quot;: \n",
        "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffffcc&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
@@ -7179,63 +6185,63 @@
        "            }\n",
        "        }\n",
        "\n",
-       "        function geo_json_f15056eae4acddc9605d300c21446af7_onEachFeature(feature, layer) {\n",
+       "        function geo_json_010feb00a420748d87e75be83da76344_onEachFeature(feature, layer) {\n",
        "            layer.on({\n",
        "            });\n",
        "        };\n",
-       "        var geo_json_f15056eae4acddc9605d300c21446af7 = L.geoJson(null, {\n",
-       "                onEachFeature: geo_json_f15056eae4acddc9605d300c21446af7_onEachFeature,\n",
+       "        var geo_json_010feb00a420748d87e75be83da76344 = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_010feb00a420748d87e75be83da76344_onEachFeature,\n",
        "            \n",
-       "                style: geo_json_f15056eae4acddc9605d300c21446af7_styler,\n",
+       "                style: geo_json_010feb00a420748d87e75be83da76344_styler,\n",
        "        });\n",
        "\n",
-       "        function geo_json_f15056eae4acddc9605d300c21446af7_add (data) {\n",
-       "            geo_json_f15056eae4acddc9605d300c21446af7\n",
+       "        function geo_json_010feb00a420748d87e75be83da76344_add (data) {\n",
+       "            geo_json_010feb00a420748d87e75be83da76344\n",
        "                .addData(data);\n",
        "        }\n",
-       "            geo_json_f15056eae4acddc9605d300c21446af7_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-87.359296, 35.00118], [-85.606675, 34.984749], [-85.431413, 34.124869], [-85.184951, 32.859696], [-85.069935, 32.580372], [-84.960397, 32.421541], [-85.004212, 32.322956], [-84.889196, 32.262709], [-85.058981, 32.13674], [-85.053504, 32.01077], [-85.141136, 31.840985], [-85.042551, 31.539753], [-85.113751, 31.27686], [-85.004212, 31.003013], [-85.497137, 30.997536], [-87.600282, 30.997536], [-87.633143, 30.86609], [-87.408589, 30.674397], [-87.446927, 30.510088], [-87.37025, 30.427934], [-87.518128, 30.280057], [-87.655051, 30.247195], [-87.90699, 30.411504], [-87.934375, 30.657966], [-88.011052, 30.685351], [-88.10416, 30.499135], [-88.137022, 30.318396], [-88.394438, 30.367688], [-88.471115, 31.895754], [-88.241084, 33.796253], [-88.098683, 34.891641], [-88.202745, 34.995703], [-87.359296, 35.00118]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;AL&quot;, &quot;properties&quot;: {&quot;name&quot;: &quot;Alabama&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-131.602021, 55.117982], [-131.569159, 55.28229], [-131.355558, 55.183705], [-131.38842, 55.01392], [-131.645836, 55.035827], [-131.602021, 55.117982]]], [[[-131.832052, 55.42469], [-131.645836, 55.304197], [-131.749898, 55.128935], [-131.832052, 55.189182], [-131.832052, 55.42469]]], [[[-132.976733, 56.437924], [-132.735747, 56.459832], [-132.631685, 56.421493], [-132.664547, 56.273616], [-132.878148, 56.240754], [-133.069841, 56.333862], [-132.976733, 56.437924]]], [[[-133.595627, 56.350293], [-133.162949, 56.317431], [-133.05341, 56.125739], [-132.620732, 55.912138], [-132.472854, 55.780691], [-132.4619, 55.671152], [-132.357838, 55.649245], [-132.341408, 55.506844], [-132.166146, 55.364444], [-132.144238, 55.238474], [-132.029222, 55.276813], [-131.97993, 55.178228], [-131.958022, 54.789365], [-132.029222, 54.701734], [-132.308546, 54.718165], [-132.385223, 54.915335], [-132.483808, 54.898904], [-132.686455, 55.046781], [-132.746701, 54.997489], [-132.916486, 55.046781], [-132.889102, 54.898904], [-132.73027, 54.937242], [-132.626209, 54.882473], [-132.675501, 54.679826], [-132.867194, 54.701734], [-133.157472, 54.95915], [-133.239626, 55.090597], [-133.223195, 55.22752], [-133.453227, 55.216566], [-133.453227, 55.320628], [-133.277964, 55.331582], [-133.102702, 55.42469], [-133.17938, 55.588998], [-133.387503, 55.62186], [-133.420365, 55.884753], [-133.497042, 56.0162], [-133.639442, 55.923092], [-133.694212, 56.070969], [-133.546335, 56.142169], [-133.666827, 56.311955], [-133.595627, 56.350293]]], [[[-133.738027, 55.556137], [-133.546335, 55.490413], [-133.414888, 55.572568], [-133.283441, 55.534229], [-133.420365, 55.386352], [-133.633966, 55.430167], [-133.738027, 55.556137]]], [[[-133.907813, 56.930849], [-134.050213, 57.029434], [-133.885905, 57.095157], [-133.343688, 57.002049], [-133.102702, 57.007526], [-132.932917, 56.82131], [-132.620732, 56.667956], [-132.653593, 56.55294], [-132.817901, 56.492694], [-133.042456, 56.520078], [-133.201287, 56.448878], [-133.420365, 56.492694], [-133.66135, 56.448878], [-133.710643, 56.684386], [-133.688735, 56.837741], [-133.869474, 56.843218], [-133.907813, 56.930849]]], [[[-134.115936, 56.48174], [-134.25286, 56.558417], [-134.400737, 56.722725], [-134.417168, 56.848695], [-134.296675, 56.908941], [-134.170706, 56.848695], [-134.143321, 56.952757], [-133.748981, 56.772017], [-133.710643, 56.596755], [-133.847566, 56.574848], [-133.935197, 56.377678], [-133.836612, 56.322908], [-133.957105, 56.092877], [-134.110459, 56.142169], [-134.132367, 55.999769], [-134.230952, 56.070969], [-134.291198, 56.350293], [-134.115936, 56.48174]]], [[[-134.636246, 56.28457], [-134.669107, 56.169554], [-134.806031, 56.235277], [-135.178463, 56.67891], [-135.413971, 56.810356], [-135.331817, 56.914418], [-135.424925, 57.166357], [-135.687818, 57.369004], [-135.419448, 57.566174], [-135.298955, 57.48402], [-135.063447, 57.418296], [-134.849846, 57.407343], [-134.844369, 57.248511], [-134.636246, 56.728202], [-134.636246, 56.28457]]], [[[-134.712923, 58.223407], [-134.373353, 58.14673], [-134.176183, 58.157683], [-134.187137, 58.081006], [-133.902336, 57.807159], [-134.099505, 57.850975], [-134.148798, 57.757867], [-133.935197, 57.615466], [-133.869474, 57.363527], [-134.083075, 57.297804], [-134.154275, 57.210173], [-134.499322, 57.029434], [-134.603384, 57.034911], [-134.6472, 57.226604], [-134.575999, 57.341619], [-134.608861, 57.511404], [-134.729354, 57.719528], [-134.707446, 57.829067], [-134.784123, 58.097437], [-134.91557, 58.212453], [-134.953908, 58.409623], [-134.712923, 58.223407]]], [[[-135.857603, 57.330665], [-135.715203, 57.330665], [-135.567326, 57.149926], [-135.633049, 57.023957], [-135.857603, 56.996572], [-135.824742, 57.193742], [-135.857603, 57.330665]]], [[[-136.279328, 58.206976], [-135.978096, 58.201499], [-135.780926, 58.28913], [-135.496125, 58.168637], [-135.64948, 58.037191], [-135.59471, 57.987898], [-135.45231, 58.135776], [-135.107263, 58.086483], [-134.91557, 57.976944], [-135.025108, 57.779775], [-134.937477, 57.763344], [-134.822462, 57.500451], [-135.085355, 57.462112], [-135.572802, 57.675713], [-135.556372, 57.456635], [-135.709726, 57.369004], [-135.890465, 57.407343], [-136.000004, 57.544266], [-136.208128, 57.637374], [-136.366959, 57.829067], [-136.569606, 57.916698], [-136.558652, 58.075529], [-136.421728, 58.130299], [-136.377913, 58.267222], [-136.279328, 58.206976]]], [[[-147.079854, 60.200582], [-147.501579, 59.948643], [-147.53444, 59.850058], [-147.874011, 59.784335], [-147.80281, 59.937689], [-147.435855, 60.09652], [-147.205824, 60.271782], [-147.079854, 60.200582]]], [[[-147.561825, 60.578491], [-147.616594, 60.370367], [-147.758995, 60.156767], [-147.956165, 60.227967], [-147.791856, 60.474429], [-147.561825, 60.578491]]], [[[-147.786379, 70.245291], [-147.682318, 70.201475], [-147.162008, 70.15766], [-146.888161, 70.185044], [-146.510252, 70.185044], [-146.099482, 70.146706], [-145.858496, 70.168614], [-145.622988, 70.08646], [-145.195787, 69.993352], [-144.620708, 69.971444], [-144.461877, 70.026213], [-144.078491, 70.059075], [-143.914183, 70.130275], [-143.497935, 70.141229], [-143.503412, 70.091936], [-143.25695, 70.119321], [-142.747594, 70.042644], [-142.402547, 69.916674], [-142.079408, 69.856428], [-142.008207, 69.801659], [-141.712453, 69.790705], [-141.433129, 69.697597], [-141.378359, 69.63735], [-141.208574, 69.686643], [-141.00045, 69.648304], [-141.00045, 60.304644], [-140.53491, 60.22249], [-140.474664, 60.310121], [-139.987216, 60.184151], [-139.696939, 60.342983], [-139.088998, 60.359413], [-139.198537, 60.091043], [-139.045183, 59.997935], [-138.700135, 59.910304], [-138.623458, 59.767904], [-137.604747, 59.242118], [-137.445916, 58.908024], [-137.265177, 59.001132], [-136.827022, 59.159963], [-136.580559, 59.16544], [-136.465544, 59.285933], [-136.476498, 59.466672], [-136.301236, 59.466672], [-136.25742, 59.625503], [-135.945234, 59.663842], [-135.479694, 59.800766], [-135.025108, 59.565257], [-135.068924, 59.422857], [-134.959385, 59.280456], [-134.701969, 59.247595], [-134.378829, 59.033994], [-134.400737, 58.973748], [-134.25286, 58.858732], [-133.842089, 58.727285], [-133.173903, 58.152206], [-133.075318, 57.998852], [-132.867194, 57.845498], [-132.560485, 57.505928], [-132.253777, 57.21565], [-132.368792, 57.095157], [-132.05113, 57.051341], [-132.127807, 56.876079], [-131.870391, 56.804879], [-131.837529, 56.602232], [-131.580113, 56.613186], [-131.087188, 56.405062], [-130.78048, 56.366724], [-130.621648, 56.268139], [-130.468294, 56.240754], [-130.424478, 56.142169], [-130.101339, 56.114785], [-130.002754, 55.994292], [-130.150631, 55.769737], [-130.128724, 55.583521], [-129.986323, 55.276813], [-130.095862, 55.200136], [-130.336847, 54.920812], [-130.687372, 54.718165], [-130.785957, 54.822227], [-130.917403, 54.789365], [-131.010511, 54.997489], [-130.983126, 55.08512], [-131.092665, 55.189182], [-130.862634, 55.298721], [-130.928357, 55.337059], [-131.158389, 55.200136], [-131.284358, 55.287767], [-131.426759, 55.238474], [-131.843006, 55.457552], [-131.700606, 55.698537], [-131.963499, 55.616383], [-131.974453, 55.49589], [-132.182576, 55.588998], [-132.226392, 55.704014], [-132.083991, 55.829984], [-132.127807, 55.955953], [-132.324977, 55.851892], [-132.522147, 56.076446], [-132.642639, 56.032631], [-132.719317, 56.218847], [-132.527624, 56.339339], [-132.341408, 56.339339], [-132.396177, 56.487217], [-132.297592, 56.67891], [-132.450946, 56.673433], [-132.768609, 56.837741], [-132.993164, 57.034911], [-133.51895, 57.177311], [-133.507996, 57.577128], [-133.677781, 57.62642], [-133.639442, 57.790728], [-133.814705, 57.834544], [-134.072121, 58.053622], [-134.143321, 58.168637], [-134.586953, 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        "\n",
        "        \n",
        "    \n",
-       "            geo_json_f15056eae4acddc9605d300c21446af7.addTo(choropleth_23d86ccc7ab6261c1bd604fc6ee74c5b);\n",
+       "            geo_json_010feb00a420748d87e75be83da76344.addTo(choropleth_3ab2398c438b8e2173af68b4429c68a3);\n",
        "        \n",
        "    \n",
-       "    var color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8 = {};\n",
+       "    var color_map_b0fa1879d56a1b51d32db23a8da62863 = {};\n",
        "\n",
        "    \n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.color = d3.scale.threshold()\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.color = d3.scale.threshold()\n",
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&#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;, &#x27;#006837ff&#x27;]);\n",
        "    \n",
        "\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.x = d3.scale.linear()\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.x = d3.scale.linear()\n",
        "              .domain([1.0, 210.0])\n",
        "              .range([0, 450 - 50]);\n",
        "\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.legend = L.control({position: &#x27;topright&#x27;});\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.legend.addTo(map_47b18cb0492682d037aa23b9d316b5ac);\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.legend = L.control({position: &#x27;topright&#x27;});\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.legend.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);\n",
        "\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.xAxis = d3.svg.axis()\n",
-       "        .scale(color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.x)\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.xAxis = d3.svg.axis()\n",
+       "        .scale(color_map_b0fa1879d56a1b51d32db23a8da62863.x)\n",
        "        .orient(&quot;top&quot;)\n",
        "        .tickSize(1)\n",
        "        .tickValues([1.0, 35.833333333333336, 70.66666666666667, 105.5, 140.33333333333334, 175.16666666666669, 210.0]);\n",
        "\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
        "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
        "        .attr(&quot;width&quot;, 450)\n",
        "        .attr(&quot;height&quot;, 40);\n",
        "\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.g = color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.svg.append(&quot;g&quot;)\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.g = color_map_b0fa1879d56a1b51d32db23a8da62863.svg.append(&quot;g&quot;)\n",
        "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
        "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
        "\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.g.selectAll(&quot;rect&quot;)\n",
-       "        .data(color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.color.range().map(function(d, i) {\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.g.selectAll(&quot;rect&quot;)\n",
+       "        .data(color_map_b0fa1879d56a1b51d32db23a8da62863.color.range().map(function(d, i) {\n",
        "          return {\n",
-       "            x0: i ? color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.x(color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.color.domain()[i - 1]) : color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.x.range()[0],\n",
-       "            x1: i &lt; color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.color.domain().length ? color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.x(color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.color.domain()[i]) : color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.x.range()[1],\n",
+       "            x0: i ? color_map_b0fa1879d56a1b51d32db23a8da62863.x(color_map_b0fa1879d56a1b51d32db23a8da62863.color.domain()[i - 1]) : color_map_b0fa1879d56a1b51d32db23a8da62863.x.range()[0],\n",
+       "            x1: i &lt; color_map_b0fa1879d56a1b51d32db23a8da62863.color.domain().length ? color_map_b0fa1879d56a1b51d32db23a8da62863.x(color_map_b0fa1879d56a1b51d32db23a8da62863.color.domain()[i]) : color_map_b0fa1879d56a1b51d32db23a8da62863.x.range()[1],\n",
        "            z: d\n",
        "          };\n",
        "        }))\n",
@@ -7245,37 +6251,37 @@
        "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
        "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
        "\n",
-       "    color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.g.call(color_map_e8d5dbca18fa06f4c6ce8994e87bfcc8.xAxis).append(&quot;text&quot;)\n",
+       "    color_map_b0fa1879d56a1b51d32db23a8da62863.g.call(color_map_b0fa1879d56a1b51d32db23a8da62863.xAxis).append(&quot;text&quot;)\n",
        "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
        "        .attr(&quot;y&quot;, 21)\n",
        "        .text(&quot;OUTAGE DURATION&quot;);\n",
        "    \n",
-       "            choropleth_23d86ccc7ab6261c1bd604fc6ee74c5b.addTo(map_47b18cb0492682d037aa23b9d316b5ac);\n",
+       "            choropleth_3ab2398c438b8e2173af68b4429c68a3.addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);\n",
        "        \n",
        "    \n",
-       "            var layer_control_f8b4cc6ec5c5be30de3df83bf667935c_layers = {\n",
+       "            var layer_control_eebda917d88eeaf647e7d011a8901012_layers = {\n",
        "                base_layers : {\n",
-       "                    &quot;openstreetmap&quot; : tile_layer_0321aba8ae502abbb30dd38b1ad62a38,\n",
+       "                    &quot;openstreetmap&quot; : tile_layer_52b0b44c01d3e1c5b22fc19b7bbfe094,\n",
        "                },\n",
        "                overlays :  {\n",
-       "                    &quot;choropleth&quot; : choropleth_23d86ccc7ab6261c1bd604fc6ee74c5b,\n",
+       "                    &quot;choropleth&quot; : choropleth_3ab2398c438b8e2173af68b4429c68a3,\n",
        "                },\n",
        "            };\n",
-       "            let layer_control_f8b4cc6ec5c5be30de3df83bf667935c = L.control.layers(\n",
-       "                layer_control_f8b4cc6ec5c5be30de3df83bf667935c_layers.base_layers,\n",
-       "                layer_control_f8b4cc6ec5c5be30de3df83bf667935c_layers.overlays,\n",
+       "            let layer_control_eebda917d88eeaf647e7d011a8901012 = L.control.layers(\n",
+       "                layer_control_eebda917d88eeaf647e7d011a8901012_layers.base_layers,\n",
+       "                layer_control_eebda917d88eeaf647e7d011a8901012_layers.overlays,\n",
        "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
-       "            ).addTo(map_47b18cb0492682d037aa23b9d316b5ac);\n",
+       "            ).addTo(map_fbaa3bbf20b1055eeafbc16e0478de7b);\n",
        "\n",
        "        \n",
        "&lt;/script&gt;\n",
        "&lt;/html&gt;\" 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 0x17f178280>"
+       "<folium.folium.Map at 0x13ff35f70>"
       ]
      },
-     "execution_count": 1229,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7316,7 +6322,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1230,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -7332,7 +6338,7 @@
        "Name: CAUSE CATEGORY, dtype: int64"
       ]
      },
-     "execution_count": 1230,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -7343,7 +6349,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1231,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -9788,7 +8794,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1232,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -12227,7 +11233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1233,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -14667,7 +13673,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1234,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -17098,7 +16104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1235,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -17280,7 +16286,7 @@
        "54           3.47         0.9  82.689019      17.312508          3.049041  "
       ]
      },
-     "execution_count": 1235,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -17307,7 +16313,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1236,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -19290,7 +18296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1237,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -21731,7 +20737,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1238,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -24179,7 +23185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1239,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -28144,7 +27150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1240,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -28181,7 +27187,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1522,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -28204,7 +27210,7 @@
          "type": "scattergl",
          "x": [
           70000,
-          0,
+          null,
           70000,
           68200,
           250000,
@@ -28218,68 +27224,68 @@
           0,
           0,
           55951,
-          156338,
-          0,
-          70000,
+          null,
+          null,
+          null,
           64000,
           57000,
-          285300,
+          null,
           50001,
           0,
-          0,
-          200000,
-          900000,
+          null,
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@@ -35225,7 +33279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1242,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -41317,7 +39371,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1243,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -41366,7 +39420,7 @@
        "OUTAGE DURATION               0.258779         1.000000"
       ]
      },
-     "execution_count": 1243,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -41392,7 +39446,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1245,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -45350,7 +43404,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1246,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -45377,7 +43431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1247,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -46371,7 +44425,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1248,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -46438,7 +44492,7 @@
        "5    Saturday, July 18, 2015        2:00:00 AM"
       ]
      },
-     "execution_count": 1248,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -46449,7 +44503,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1249,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -46463,7 +44517,7 @@
        "dtype: datetime64[ns]"
       ]
      },
-     "execution_count": 1249,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -46477,7 +44531,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1250,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -46808,7 +44862,7 @@
        "3 2010-10-26 08:00:00  "
       ]
      },
-     "execution_count": 1250,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -46827,7 +44881,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1251,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -47162,7 +45216,7 @@
        "3 2010-10-26 08:00:00 2010-10-28 10:00:00  "
       ]
      },
-     "execution_count": 1251,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -47177,7 +45231,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1252,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -47344,7 +45398,7 @@
        "[564 rows x 6 columns]"
       ]
      },
-     "execution_count": 1252,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -47365,7 +45419,7 @@
   },
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-   "execution_count": 1253,
+   "execution_count": 37,
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     {
@@ -51225,34 +49279,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1525,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "startyr\n",
-       "2000.0    1200.0\n",
-       "2001.0     241.0\n",
-       "2002.0    3030.0\n",
+       "2000.0    1230.0\n",
+       "2001.0     278.5\n",
+       "2002.0    3210.0\n",
        "2003.0    2019.5\n",
        "2004.0    1950.0\n",
-       "2005.0    3120.0\n",
+       "2005.0    3060.0\n",
        "2006.0    1793.0\n",
        "2007.0    1003.0\n",
-       "2008.0    1130.0\n",
-       "2009.0    1270.5\n",
+       "2008.0    1092.0\n",
+       "2009.0    1204.0\n",
        "2010.0    1683.5\n",
        "2011.0     457.0\n",
-       "2012.0     250.0\n",
-       "2013.0     189.0\n",
-       "2014.0     292.5\n",
-       "2015.0     232.0\n",
-       "2016.0     223.0\n",
+       "2012.0     255.0\n",
+       "2013.0     184.5\n",
+       "2014.0     235.5\n",
+       "2015.0     176.5\n",
+       "2016.0     224.0\n",
        "Name: OUTAGE DURATION, dtype: float64"
       ]
      },
-     "execution_count": 1525,
+     "execution_count": 38,
      "metadata": {},
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@@ -51265,7 +49319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1524,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
@@ -51311,23 +49365,23 @@
          ],
          "xaxis": "x",
          "y": [
-          1200,
-          241,
-          3030,
+          1230,
+          278.5,
+          3210,
           2019.5,
           1950,
-          3120,
+          3060,
           1793,
           1003,
-          1130,
-          1270.5,
+          1092,
+          1204,
           1683.5,
           457,
-          250,
-          189,
-          292.5,
-          232,
-          223
+          255,
+          184.5,
+          235.5,
+          176.5,
+          224
          ],
          "yaxis": "y"
         }
@@ -52209,7 +50263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1255,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -52282,7 +50336,7 @@
        "5            250000.0        2673531.0            0.093509"
       ]
      },
-     "execution_count": 1255,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -52294,7 +50348,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1256,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -54732,7 +52786,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1258,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [
     {
@@ -54805,7 +52859,7 @@
        "4          PA           2880.0            0.020991"
       ]
      },
-     "execution_count": 1258,
+     "execution_count": 42,
      "metadata": {},
      "output_type": "execute_result"
     }
