diff --git a/01-spatial-data.html b/01-spatial-data.html
index a9a219e6..f84ace40 100644
--- a/01-spatial-data.html
+++ b/01-spatial-data.html
@@ -489,7 +489,7 @@ <h3 data-number="1.2.2" class="anchored" data-anchor-id="sec-vector-layers"><spa
             <meta name=&quot;viewport&quot; content=&quot;width=device-width,
                 initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; />
             <style>
-                #map_6091965a8331a0b7cca0fb0167cdc68c {
+                #map_16bfd5c592e69e7c27f277ba622892a2 {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -519,14 +519,14 @@ <h3 data-number="1.2.2" class="anchored" data-anchor-id="sec-vector-layers"><spa
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_6091965a8331a0b7cca0fb0167cdc68c&quot; ></div>
+            <div class=&quot;folium-map&quot; id=&quot;map_16bfd5c592e69e7c27f277ba622892a2&quot; ></div>
         
 </body>
 <script>
     
     
-            var map_6091965a8331a0b7cca0fb0167cdc68c = L.map(
-                &quot;map_6091965a8331a0b7cca0fb0167cdc68c&quot;,
+            var map_16bfd5c592e69e7c27f277ba622892a2 = L.map(
+                &quot;map_16bfd5c592e69e7c27f277ba622892a2&quot;,
                 {
                     center: [-3.1274349999999984, -5.000000001587068e-06],
                     crs: L.CRS.EPSG3857,
@@ -535,77 +535,77 @@ <h3 data-number="1.2.2" class="anchored" data-anchor-id="sec-vector-layers"><spa
                     preferCanvas: false,
                 }
             );
-            L.control.scale().addTo(map_6091965a8331a0b7cca0fb0167cdc68c);
+            L.control.scale().addTo(map_16bfd5c592e69e7c27f277ba622892a2);
 
             
 
         
     
-            var tile_layer_b8a40faf60e8dd6694f1138a034b3c22 = L.tileLayer(
+            var tile_layer_8b93eb9b08e747b3029c7154d28930b9 = L.tileLayer(
                 &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,
                 {&quot;attribution&quot;: &quot;Data by \u0026copy; \u003ca target=\&quot;_blank\&quot; href=\&quot;http://openstreetmap.org\&quot;\u003eOpenStreetMap\u003c/a\u003e, under \u003ca target=\&quot;_blank\&quot; href=\&quot;http://www.openstreetmap.org/copyright\&quot;\u003eODbL\u003c/a\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
-            ).addTo(map_6091965a8331a0b7cca0fb0167cdc68c);
+            ).addTo(map_16bfd5c592e69e7c27f277ba622892a2);
         
     
-            map_6091965a8331a0b7cca0fb0167cdc68c.fitBounds(
+            map_16bfd5c592e69e7c27f277ba622892a2.fitBounds(
                 [[-89.9, -180.0], [83.64513000000001, 179.99999]],
                 {}
             );
         
     
-        function geo_json_aa9879555fff00b7f3723264f83fd052_styler(feature) {
+        function geo_json_7c5200e075a3cb0690808d93175aec5f_styler(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};
             }
         }
-        function geo_json_aa9879555fff00b7f3723264f83fd052_highlighter(feature) {
+        function geo_json_7c5200e075a3cb0690808d93175aec5f_highlighter(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.75};
             }
         }
-        function geo_json_aa9879555fff00b7f3723264f83fd052_pointToLayer(feature, latlng) {
+        function geo_json_7c5200e075a3cb0690808d93175aec5f_pointToLayer(feature, latlng) {
             var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};
             
-            let style = geo_json_aa9879555fff00b7f3723264f83fd052_styler(feature)
+            let style = geo_json_7c5200e075a3cb0690808d93175aec5f_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_aa9879555fff00b7f3723264f83fd052_onEachFeature(feature, layer) {
+        function geo_json_7c5200e075a3cb0690808d93175aec5f_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        geo_json_aa9879555fff00b7f3723264f83fd052.resetStyle(e.target);
+                        geo_json_7c5200e075a3cb0690808d93175aec5f.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_aa9879555fff00b7f3723264f83fd052_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_7c5200e075a3cb0690808d93175aec5f_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_aa9879555fff00b7f3723264f83fd052 = L.geoJson(null, {
-                onEachFeature: geo_json_aa9879555fff00b7f3723264f83fd052_onEachFeature,
+        var geo_json_7c5200e075a3cb0690808d93175aec5f = L.geoJson(null, {
+                onEachFeature: geo_json_7c5200e075a3cb0690808d93175aec5f_onEachFeature,
             
-                style: geo_json_aa9879555fff00b7f3723264f83fd052_styler,
-                pointToLayer: geo_json_aa9879555fff00b7f3723264f83fd052_pointToLayer
+                style: geo_json_7c5200e075a3cb0690808d93175aec5f_styler,
+                pointToLayer: geo_json_7c5200e075a3cb0690808d93175aec5f_pointToLayer
         });
 
-        function geo_json_aa9879555fff00b7f3723264f83fd052_add (data) {
-            geo_json_aa9879555fff00b7f3723264f83fd052
+        function geo_json_7c5200e075a3cb0690808d93175aec5f_add (data) {
+            geo_json_7c5200e075a3cb0690808d93175aec5f
                 .addData(data)
-                .addTo(map_6091965a8331a0b7cca0fb0167cdc68c);
+                .addTo(map_16bfd5c592e69e7c27f277ba622892a2);
         }
-            geo_json_aa9879555fff00b7f3723264f83fd052_add({&quot;bbox&quot;: [-180.0, -89.9, 179.99999, 83.64513000000001], &quot;features&quot;: [{&quot;bbox&quot;: [-180.0, -18.287990000000004, 179.99999, -16.02088225674122], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-180.0, -16.555216566639196], [-179.9173693847653, -16.501783135649397], [-179.79332010904864, -16.02088225674122], [-180.0, -16.06713266364245], [-180.0, -16.555216566639196]]], [[[178.12557, -17.50481], [177.67087, -17.381140000000002], [177.28504, -17.72465], [177.38146, -18.164320000000004], [177.93266000000003, -18.287990000000004], [178.55271, -18.15059], [178.71806, -17.628460000000004], [178.3736, -17.33992], [178.12557, -17.50481]]], [[[179.99999, -16.555220437594134], [179.99999, -16.067137982083942], [179.4135093629971, -16.379054277547407], [179.0966093629971, -16.433984277547403], [178.59683859511716, -16.639150000000004], [178.72505936299711, -17.01204167436804], [179.36414266196414, -16.801354076946883], [179.99999, -16.555220437594134]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Fiji&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [29.33999759290035, -11.720938002166735, 40.31659000000002, -0.95], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[33.90371119710452, -0.95], [31.866170000000068, -1.0273599999999306], [30.769860000000108, -1.0145499999999856], [30.41910485201924, -1.1346591121504164], [30.81613488131772, -1.6989140763453887], [30.758308953583114, -2.2872502579883687], [30.469670000000004, -2.413829999999962], [30.469673645761223, -2.41385475710134], [30.527660000000026, -2.8076199999999853], [30.743010000000034, -3.034309999999948], [30.752240000000086, -3.3593099999999936], [30.505540000000003, -3.5685799999999412], [30.116320000000037, -4.090120000000013], [29.753512404099865, -4.452389418153303], [29.33999759290035, -4.4999834122940925], [29.51998660657293, -5.419978936386314], [29.419992710088167, -5.939998874539434], [29.620032179490014, -6.520015150583426], [30.1999967791017, -7.079980970898163], [30.740015496551788, -8.340007419470915], [30.7400097314221, -8.34000593035372], [31.157751336950053, -8.594578747317364], [31.556348097466497, -8.76204884199864], [32.19186486179194, -8.930358981973258], [32.759375441221316, -9.230599053589058], [33.73972000000009, -9.417149999999992], [33.94083772409652, -9.693673841980285], [34.27999999999997, -10.160000000000025], [34.55998904799935, -11.520020033415928], [35.31239790216904, -11.439146416879145], [36.51408165868426, -11.720938002166735], [36.775150994622805, -11.594537448780807], [37.471289999999954, -11.568760000000001], [37.827639999999974, -11.26878999999991], [38.42755659358775, -11.285202325081656], [39.52099999999996, -10.89688000000001], [40.31659000000002, -10.31709999999987], [40.316586229110854, -10.317097752817492], [39.94960000000004, -10.098400000000025], 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-    geo_json_aa9879555fff00b7f3723264f83fd052.bindTooltip(
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     function(layer){
     let div = L.DomUtil.create('div');
     
@@ -667,7 +667,7 @@ <h3 data-number="1.2.2" class="anchored" data-anchor-id="sec-vector-layers"><spa
             <meta name=&quot;viewport&quot; content=&quot;width=device-width,
                 initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; />
             <style>
-                #map_9ce963bef54d4d648f7147016a5f0eb8 {
+                #map_050fbaadbfbfaf54408a89474ca5cdfd {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -697,14 +697,14 @@ <h3 data-number="1.2.2" class="anchored" data-anchor-id="sec-vector-layers"><spa
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_9ce963bef54d4d648f7147016a5f0eb8&quot; ></div>
+            <div class=&quot;folium-map&quot; id=&quot;map_050fbaadbfbfaf54408a89474ca5cdfd&quot; ></div>
         
 </body>
 <script>
     
     
-            var map_9ce963bef54d4d648f7147016a5f0eb8 = L.map(
-                &quot;map_9ce963bef54d4d648f7147016a5f0eb8&quot;,
+            var map_050fbaadbfbfaf54408a89474ca5cdfd = L.map(
+                &quot;map_050fbaadbfbfaf54408a89474ca5cdfd&quot;,
                 {
                     center: [26.79284, 30.783149999999985],
                     crs: L.CRS.EPSG3857,
@@ -713,77 +713,77 @@ <h3 data-number="1.2.2" class="anchored" data-anchor-id="sec-vector-layers"><spa
                     preferCanvas: false,
                 }
             );
-            L.control.scale().addTo(map_9ce963bef54d4d648f7147016a5f0eb8);
+            L.control.scale().addTo(map_050fbaadbfbfaf54408a89474ca5cdfd);
 
             
 
         
     
-            var tile_layer_c11668100a4b6314bcf8295856b4669e = L.tileLayer(
+            var tile_layer_6b0c75b1565dc581b517c1673a9671c3 = L.tileLayer(
                 &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,
                 {&quot;attribution&quot;: &quot;Data by \u0026copy; \u003ca target=\&quot;_blank\&quot; href=\&quot;http://openstreetmap.org\&quot;\u003eOpenStreetMap\u003c/a\u003e, under \u003ca target=\&quot;_blank\&quot; href=\&quot;http://www.openstreetmap.org/copyright\&quot;\u003eODbL\u003c/a\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
-            ).addTo(map_9ce963bef54d4d648f7147016a5f0eb8);
+            ).addTo(map_050fbaadbfbfaf54408a89474ca5cdfd);
         
     
-            map_9ce963bef54d4d648f7147016a5f0eb8.fitBounds(
+            map_050fbaadbfbfaf54408a89474ca5cdfd.fitBounds(
                 [[22.0, 24.70007], [31.585680000000004, 36.86622999999997]],
                 {}
             );
         
     
-        function geo_json_f3ca44e92644250673a80d81c51cbbe8_styler(feature) {
+        function geo_json_af7003968ed587de42167ecc8711ade2_styler(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};
             }
         }
-        function geo_json_f3ca44e92644250673a80d81c51cbbe8_highlighter(feature) {
+        function geo_json_af7003968ed587de42167ecc8711ade2_highlighter(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.75};
             }
         }
-        function geo_json_f3ca44e92644250673a80d81c51cbbe8_pointToLayer(feature, latlng) {
+        function geo_json_af7003968ed587de42167ecc8711ade2_pointToLayer(feature, latlng) {
             var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};
             
-            let style = geo_json_f3ca44e92644250673a80d81c51cbbe8_styler(feature)
+            let style = geo_json_af7003968ed587de42167ecc8711ade2_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_f3ca44e92644250673a80d81c51cbbe8_onEachFeature(feature, layer) {
+        function geo_json_af7003968ed587de42167ecc8711ade2_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        geo_json_f3ca44e92644250673a80d81c51cbbe8.resetStyle(e.target);
+                        geo_json_af7003968ed587de42167ecc8711ade2.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_f3ca44e92644250673a80d81c51cbbe8_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_af7003968ed587de42167ecc8711ade2_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_f3ca44e92644250673a80d81c51cbbe8 = L.geoJson(null, {
-                onEachFeature: geo_json_f3ca44e92644250673a80d81c51cbbe8_onEachFeature,
+        var geo_json_af7003968ed587de42167ecc8711ade2 = L.geoJson(null, {
+                onEachFeature: geo_json_af7003968ed587de42167ecc8711ade2_onEachFeature,
             
-                style: geo_json_f3ca44e92644250673a80d81c51cbbe8_styler,
-                pointToLayer: geo_json_f3ca44e92644250673a80d81c51cbbe8_pointToLayer
+                style: geo_json_af7003968ed587de42167ecc8711ade2_styler,
+                pointToLayer: geo_json_af7003968ed587de42167ecc8711ade2_pointToLayer
         });
 
-        function geo_json_f3ca44e92644250673a80d81c51cbbe8_add (data) {
-            geo_json_f3ca44e92644250673a80d81c51cbbe8
+        function geo_json_af7003968ed587de42167ecc8711ade2_add (data) {
+            geo_json_af7003968ed587de42167ecc8711ade2
                 .addData(data)
-                .addTo(map_9ce963bef54d4d648f7147016a5f0eb8);
+                .addTo(map_050fbaadbfbfaf54408a89474ca5cdfd);
         }
-            geo_json_f3ca44e92644250673a80d81c51cbbe8_add({&quot;bbox&quot;: [24.70007, 22.0, 36.86622999999997, 31.585680000000004], &quot;features&quot;: [{&quot;bbox&quot;: [24.70007, 22.0, 36.86622999999997, 31.585680000000004], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[36.86622999999997, 22.0], [36.69069000000001, 22.204849999999997], [35.52598, 23.102440000000005], [35.49372, 23.752370000000003], [35.69241, 23.926709999999996], [34.79507, 25.033749999999998], [34.47387000000001, 25.598560000000006], [34.10455000000001, 26.142269999999996], [33.34876, 27.69989], [32.73482, 28.70523], [32.32046, 29.760430000000003], [32.42323000000001, 29.851080000000003], [33.13676, 28.417650000000005], [33.58811, 27.97136], [33.92136000000001, 27.648700000000005], [34.15451000000001, 27.823300000000003], [34.42655, 28.343989999999998], [34.64174, 29.09942], [34.9226, 29.501330000000003], [34.823243288783814, 29.76108076171822], [34.265440000000005, 31.219359999999998], [34.26543474464621, 31.219357309520323], [33.7734, 30.967460000000003], [32.99392, 31.02407], [32.19247, 31.26034], [31.960410000000003, 30.933600000000002], [31.687960000000007, 31.429600000000008], [30.976930000000007, 31.555859999999992], [30.09503, 31.473400000000005], [29.683419999999998, 31.186860000000003], [28.913529999999998, 30.870050000000003], [28.450480000000006, 31.02577000000001], [27.457620000000002, 31.32126], [26.49533, 31.585680000000004], [25.16482, 31.569150000000008], [24.802869999999988, 31.089290000000005], [24.957620000000002, 30.6616], [24.70007, 30.04419000000001], [25.000000000000004, 29.23865452953346], [25.000000000000004, 25.682499996361], [25.0, 22.0], [29.019999999999982, 22.0], [32.899999999999984, 22.0], [36.86622999999997, 22.0]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;163&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Egypt&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
+            geo_json_af7003968ed587de42167ecc8711ade2_add({&quot;bbox&quot;: [24.70007, 22.0, 36.86622999999997, 31.585680000000004], &quot;features&quot;: [{&quot;bbox&quot;: [24.70007, 22.0, 36.86622999999997, 31.585680000000004], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[36.86622999999997, 22.0], [36.69069000000001, 22.204849999999997], [35.52598, 23.102440000000005], [35.49372, 23.752370000000003], [35.69241, 23.926709999999996], [34.79507, 25.033749999999998], [34.47387000000001, 25.598560000000006], [34.10455000000001, 26.142269999999996], [33.34876, 27.69989], [32.73482, 28.70523], [32.32046, 29.760430000000003], [32.42323000000001, 29.851080000000003], [33.13676, 28.417650000000005], [33.58811, 27.97136], [33.92136000000001, 27.648700000000005], [34.15451000000001, 27.823300000000003], [34.42655, 28.343989999999998], [34.64174, 29.09942], [34.9226, 29.501330000000003], [34.823243288783814, 29.76108076171822], [34.265440000000005, 31.219359999999998], [34.26543474464621, 31.219357309520323], [33.7734, 30.967460000000003], [32.99392, 31.02407], [32.19247, 31.26034], [31.960410000000003, 30.933600000000002], [31.687960000000007, 31.429600000000008], [30.976930000000007, 31.555859999999992], [30.09503, 31.473400000000005], [29.683419999999998, 31.186860000000003], [28.913529999999998, 30.870050000000003], [28.450480000000006, 31.02577000000001], [27.457620000000002, 31.32126], [26.49533, 31.585680000000004], [25.16482, 31.569150000000008], [24.802869999999988, 31.089290000000005], [24.957620000000002, 30.6616], [24.70007, 30.04419000000001], [25.000000000000004, 29.23865452953346], [25.000000000000004, 25.682499996361], [25.0, 22.0], [29.019999999999982, 22.0], [32.899999999999984, 22.0], [36.86622999999997, 22.0]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;163&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Egypt&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
 
         
     
-    geo_json_f3ca44e92644250673a80d81c51cbbe8.bindTooltip(
+    geo_json_af7003968ed587de42167ecc8711ade2.bindTooltip(
     function(layer){
     let div = L.DomUtil.create('div');
     
@@ -1053,7 +1053,7 @@ <h3 data-number="1.2.3" class="anchored" data-anchor-id="sec-geometry-columns"><
             <meta name=&quot;viewport&quot; content=&quot;width=device-width,
                 initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; />
             <style>
-                #map_d9a34bd1b64a95bc398f8cfa66ce839e {
+                #map_41c92958edbb2ee2c9b5383caf5c4ec1 {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -1083,14 +1083,14 @@ <h3 data-number="1.2.3" class="anchored" data-anchor-id="sec-geometry-columns"><
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_d9a34bd1b64a95bc398f8cfa66ce839e&quot; ></div>
+            <div class=&quot;folium-map&quot; id=&quot;map_41c92958edbb2ee2c9b5383caf5c4ec1&quot; ></div>
         
 </body>
 <script>
     
     
-            var map_d9a34bd1b64a95bc398f8cfa66ce839e = L.map(
-                &quot;map_d9a34bd1b64a95bc398f8cfa66ce839e&quot;,
+            var map_41c92958edbb2ee2c9b5383caf5c4ec1 = L.map(
+                &quot;map_41c92958edbb2ee2c9b5383caf5c4ec1&quot;,
                 {
                     center: [-2.8323395951440133, 30.05124501627573],
                     crs: L.CRS.EPSG3857,
@@ -1099,77 +1099,77 @@ <h3 data-number="1.2.3" class="anchored" data-anchor-id="sec-geometry-columns"><
                     preferCanvas: false,
                 }
             );
-            L.control.scale().addTo(map_d9a34bd1b64a95bc398f8cfa66ce839e);
+            L.control.scale().addTo(map_41c92958edbb2ee2c9b5383caf5c4ec1);
 
             
 
         
     
-            var tile_layer_239a2b58e662bd4f609ae142641335ce = L.tileLayer(
+            var tile_layer_3f71a5aad7d2ebe27ca025ac17dff6a2 = L.tileLayer(
                 &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,
                 {&quot;attribution&quot;: &quot;Data by \u0026copy; \u003ca target=\&quot;_blank\&quot; href=\&quot;http://openstreetmap.org\&quot;\u003eOpenStreetMap\u003c/a\u003e, under \u003ca target=\&quot;_blank\&quot; href=\&quot;http://www.openstreetmap.org/copyright\&quot;\u003eODbL\u003c/a\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
-            ).addTo(map_d9a34bd1b64a95bc398f8cfa66ce839e);
+            ).addTo(map_41c92958edbb2ee2c9b5383caf5c4ec1);
         
     
-            map_d9a34bd1b64a95bc398f8cfa66ce839e.fitBounds(
+            map_41c92958edbb2ee2c9b5383caf5c4ec1.fitBounds(
                 [[-80.43516688427785, -112.59943591150437], [74.77048769398982, 172.70192594405583]],
                 {}
             );
         
     
-        function geo_json_73873c6ea4e642d5f7bec7ea93a90026_styler(feature) {
+        function geo_json_1ed38817f0d62e06b08f5c62017424e7_styler(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};
             }
         }
-        function geo_json_73873c6ea4e642d5f7bec7ea93a90026_highlighter(feature) {
+        function geo_json_1ed38817f0d62e06b08f5c62017424e7_highlighter(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.75};
             }
         }
-        function geo_json_73873c6ea4e642d5f7bec7ea93a90026_pointToLayer(feature, latlng) {
+        function geo_json_1ed38817f0d62e06b08f5c62017424e7_pointToLayer(feature, latlng) {
             var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};
             
-            let style = geo_json_73873c6ea4e642d5f7bec7ea93a90026_styler(feature)
+            let style = geo_json_1ed38817f0d62e06b08f5c62017424e7_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_73873c6ea4e642d5f7bec7ea93a90026_onEachFeature(feature, layer) {
+        function geo_json_1ed38817f0d62e06b08f5c62017424e7_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        geo_json_73873c6ea4e642d5f7bec7ea93a90026.resetStyle(e.target);
+                        geo_json_1ed38817f0d62e06b08f5c62017424e7.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_73873c6ea4e642d5f7bec7ea93a90026_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_1ed38817f0d62e06b08f5c62017424e7_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_73873c6ea4e642d5f7bec7ea93a90026 = L.geoJson(null, {
-                onEachFeature: geo_json_73873c6ea4e642d5f7bec7ea93a90026_onEachFeature,
+        var geo_json_1ed38817f0d62e06b08f5c62017424e7 = L.geoJson(null, {
+                onEachFeature: geo_json_1ed38817f0d62e06b08f5c62017424e7_onEachFeature,
             
-                style: geo_json_73873c6ea4e642d5f7bec7ea93a90026_styler,
-                pointToLayer: geo_json_73873c6ea4e642d5f7bec7ea93a90026_pointToLayer
+                style: geo_json_1ed38817f0d62e06b08f5c62017424e7_styler,
+                pointToLayer: geo_json_1ed38817f0d62e06b08f5c62017424e7_pointToLayer
         });
 
-        function geo_json_73873c6ea4e642d5f7bec7ea93a90026_add (data) {
-            geo_json_73873c6ea4e642d5f7bec7ea93a90026
+        function geo_json_1ed38817f0d62e06b08f5c62017424e7_add (data) {
+            geo_json_1ed38817f0d62e06b08f5c62017424e7
                 .addData(data)
-                .addTo(map_d9a34bd1b64a95bc398f8cfa66ce839e);
+                .addTo(map_41c92958edbb2ee2c9b5383caf5c4ec1);
         }
-            geo_json_73873c6ea4e642d5f7bec7ea93a90026_add({&quot;bbox&quot;: [-112.59943591150437, -80.43516688427785, 172.70192594405583, 74.77048769398982], &quot;features&quot;: [{&quot;bbox&quot;: [163.85311657525077, -17.31631241867569, 163.85311657525077, -17.31631241867569], &quot;geometry&quot;: {&quot;coordinates&quot;: [163.85311657525077, -17.31631241867569], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Fiji&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [34.75298985475596, -6.257732428506093, 34.75298985475596, -6.257732428506093], &quot;geometry&quot;: {&quot;coordinates&quot;: [34.75298985475596, -6.257732428506093], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Tanzania&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-12.137831111607795, 24.291172960208637, -12.137831111607795, 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&quot;Point&quot;}, &quot;id&quot;: &quot;173&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Montenegro&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [20.89535572134223, 42.579367131816994, 20.89535572134223, 42.579367131816994], &quot;geometry&quot;: {&quot;coordinates&quot;: [20.89535572134223, 42.579367131816994], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;174&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Kosovo&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-61.330366914449655, 10.428237089201875, -61.330366914449655, 10.428237089201875], &quot;geometry&quot;: {&quot;coordinates&quot;: [-61.330366914449655, 10.428237089201875], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;175&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Trinidad and Tobago&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [30.198617582461907, 7.292890133516846, 30.198617582461907, 7.292890133516846], &quot;geometry&quot;: {&quot;coordinates&quot;: [30.198617582461907, 7.292890133516846], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;176&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;South Sudan&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
 
         
     
-    geo_json_73873c6ea4e642d5f7bec7ea93a90026.bindTooltip(
+    geo_json_1ed38817f0d62e06b08f5c62017424e7.bindTooltip(
     function(layer){
     let div = L.DomUtil.create('div');
     
@@ -1231,7 +1231,7 @@ <h3 data-number="1.2.3" class="anchored" data-anchor-id="sec-geometry-columns"><
             <meta name=&quot;viewport&quot; content=&quot;width=device-width,
                 initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; />
             <style>
-                #map_8fa2fd0ea59d5d387e01c63f74cb0cd7 {
+                #map_78b2b00d50bad54a2a517676781f424b {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -1261,14 +1261,14 @@ <h3 data-number="1.2.3" class="anchored" data-anchor-id="sec-geometry-columns"><
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_8fa2fd0ea59d5d387e01c63f74cb0cd7&quot; ></div>
+            <div class=&quot;folium-map&quot; id=&quot;map_78b2b00d50bad54a2a517676781f424b&quot; ></div>
         
 </body>
 <script>
     
     
-            var map_8fa2fd0ea59d5d387e01c63f74cb0cd7 = L.map(
-                &quot;map_8fa2fd0ea59d5d387e01c63f74cb0cd7&quot;,
+            var map_78b2b00d50bad54a2a517676781f424b = L.map(
+                &quot;map_78b2b00d50bad54a2a517676781f424b&quot;,
                 {
                     center: [-3.1274349999999984, -5.000000001587068e-06],
                     crs: L.CRS.EPSG3857,
@@ -1277,77 +1277,77 @@ <h3 data-number="1.2.3" class="anchored" data-anchor-id="sec-geometry-columns"><
                     preferCanvas: false,
                 }
             );
-            L.control.scale().addTo(map_8fa2fd0ea59d5d387e01c63f74cb0cd7);
+            L.control.scale().addTo(map_78b2b00d50bad54a2a517676781f424b);
 
             
 
         
     
-            var tile_layer_0c3405c6b14e05abc1e8fe9bd471dfce = L.tileLayer(
+            var tile_layer_73a45ccbe7cb8026d5c0ba9aff93a67a = L.tileLayer(
                 &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,
                 {&quot;attribution&quot;: &quot;Data by \u0026copy; \u003ca target=\&quot;_blank\&quot; href=\&quot;http://openstreetmap.org\&quot;\u003eOpenStreetMap\u003c/a\u003e, under \u003ca target=\&quot;_blank\&quot; href=\&quot;http://www.openstreetmap.org/copyright\&quot;\u003eODbL\u003c/a\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
-            ).addTo(map_8fa2fd0ea59d5d387e01c63f74cb0cd7);
+            ).addTo(map_78b2b00d50bad54a2a517676781f424b);
         
     
-            map_8fa2fd0ea59d5d387e01c63f74cb0cd7.fitBounds(
+            map_78b2b00d50bad54a2a517676781f424b.fitBounds(
                 [[-89.9, -180.0], [83.64513000000001, 179.99999]],
                 {}
             );
         
     
-        function geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_styler(feature) {
+        function geo_json_f3525a042a8156167b3e6ed809e4b0d2_styler(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};
             }
         }
-        function geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_highlighter(feature) {
+        function geo_json_f3525a042a8156167b3e6ed809e4b0d2_highlighter(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.75};
             }
         }
-        function geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_pointToLayer(feature, latlng) {
+        function geo_json_f3525a042a8156167b3e6ed809e4b0d2_pointToLayer(feature, latlng) {
             var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};
             
-            let style = geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_styler(feature)
+            let style = geo_json_f3525a042a8156167b3e6ed809e4b0d2_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_onEachFeature(feature, layer) {
+        function geo_json_f3525a042a8156167b3e6ed809e4b0d2_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3.resetStyle(e.target);
+                        geo_json_f3525a042a8156167b3e6ed809e4b0d2.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_f3525a042a8156167b3e6ed809e4b0d2_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3 = L.geoJson(null, {
-                onEachFeature: geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_onEachFeature,
+        var geo_json_f3525a042a8156167b3e6ed809e4b0d2 = L.geoJson(null, {
+                onEachFeature: geo_json_f3525a042a8156167b3e6ed809e4b0d2_onEachFeature,
             
-                style: geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_styler,
-                pointToLayer: geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_pointToLayer
+                style: geo_json_f3525a042a8156167b3e6ed809e4b0d2_styler,
+                pointToLayer: geo_json_f3525a042a8156167b3e6ed809e4b0d2_pointToLayer
         });
 
-        function geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_add (data) {
-            geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3
+        function geo_json_f3525a042a8156167b3e6ed809e4b0d2_add (data) {
+            geo_json_f3525a042a8156167b3e6ed809e4b0d2
                 .addData(data)
-                .addTo(map_8fa2fd0ea59d5d387e01c63f74cb0cd7);
+                .addTo(map_78b2b00d50bad54a2a517676781f424b);
         }
-            geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3_add({&quot;bbox&quot;: [-180.0, -89.9, 179.99999, 83.64513000000001], &quot;features&quot;: [{&quot;bbox&quot;: [-180.0, -18.287990000000004, 179.99999, -16.02088225674122], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-180.0, -16.555216566639196], [-179.9173693847653, -16.501783135649397], [-179.79332010904864, -16.02088225674122], [-180.0, -16.06713266364245], [-180.0, -16.555216566639196]]], [[[178.12557, -17.50481], [177.67087, -17.381140000000002], [177.28504, -17.72465], [177.38146, -18.164320000000004], [177.93266000000003, -18.287990000000004], [178.55271, -18.15059], [178.71806, -17.628460000000004], [178.3736, -17.33992], [178.12557, -17.50481]]], [[[179.99999, -16.555220437594134], [179.99999, -16.067137982083942], [179.4135093629971, -16.379054277547407], [179.0966093629971, -16.433984277547403], [178.59683859511716, -16.639150000000004], [178.72505936299711, -17.01204167436804], [179.36414266196414, -16.801354076946883], [179.99999, -16.555220437594134]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Fiji&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [29.33999759290035, -11.720938002166735, 40.31659000000002, -0.95], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[33.90371119710452, -0.95], [31.866170000000068, -1.0273599999999306], [30.769860000000108, -1.0145499999999856], [30.41910485201924, -1.1346591121504164], [30.81613488131772, -1.6989140763453887], [30.758308953583114, -2.2872502579883687], [30.469670000000004, -2.413829999999962], [30.469673645761223, -2.41385475710134], [30.527660000000026, -2.8076199999999853], [30.743010000000034, -3.034309999999948], [30.752240000000086, -3.3593099999999936], [30.505540000000003, -3.5685799999999412], [30.116320000000037, -4.090120000000013], [29.753512404099865, -4.452389418153303], [29.33999759290035, -4.4999834122940925], [29.51998660657293, -5.419978936386314], [29.419992710088167, -5.939998874539434], [29.620032179490014, -6.520015150583426], [30.1999967791017, -7.079980970898163], [30.740015496551788, -8.340007419470915], [30.7400097314221, -8.34000593035372], [31.157751336950053, -8.594578747317364], [31.556348097466497, -8.76204884199864], [32.19186486179194, -8.930358981973258], [32.759375441221316, -9.230599053589058], [33.73972000000009, -9.417149999999992], [33.94083772409652, -9.693673841980285], [34.27999999999997, -10.160000000000025], [34.55998904799935, -11.520020033415928], [35.31239790216904, -11.439146416879145], [36.51408165868426, -11.720938002166735], [36.775150994622805, -11.594537448780807], [37.471289999999954, -11.568760000000001], [37.827639999999974, -11.26878999999991], [38.42755659358775, -11.285202325081656], [39.52099999999996, -10.89688000000001], [40.31659000000002, -10.31709999999987], [40.316586229110854, -10.317097752817492], [39.94960000000004, -10.098400000000025], [39.53574000000009, -9.112369999999885], [39.18652000000009, -8.485509999999918], [39.25203000000005, -8.00780999999995], [39.19468999999998, -7.703899999999976], [39.47000000000014, -7.099999999999966], [39.43999999999999, -6.839999999999862], [38.79977000000009, -6.475660000000005], [38.74053999999995, -5.9089499999999475], [39.20222, -4.67677], [37.7669, -3.6771200000000004], [37.69868999999994, -3.096989999999948], [34.07261999999998, -1.0598199999999451], [33.90371119710452, -0.95]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Tanzania&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-17.06342322434257, 20.999752102130827, -8.665124477564191, 27.65642588959236], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-8.665589565454809, 27.65642588959236], [-8.817828334986674, 27.656425889592356], [-8.794883999049079, 27.120696316022507], [-9.41303748212448, 27.08847606048857], [-9.73534339032888, 26.860944729107402], [-10.189424200877584, 26.860944729107402], [-10.551262579785273, 26.990807603456886], [-11.392554897497007, 26.88342397715439], [-11.718219773800355, 26.10409170176062], [-12.030758836301631, 26.030866197203068], [-12.500962693725372, 24.770116278578204], [-13.891110398809047, 23.691009019459305], [-14.221167771857255, 22.31016307218816], [-14.630832688851072, 21.860939846274906], [-14.750954555713536, 21.500600083903663], [-17.00296179856109, 21.420734157796577], [-17.02042843267577, 21.422310288981574], [-17.06342322434257, 20.999752102130827], [-16.845193650773993, 21.333323472574882], [-12.92910193526353, 21.32707062426756], [-13.118754441774712, 22.771220201096252], [-12.874221564169575, 23.284832261645178], [-11.937224493853321, 23.374594224536168], [-11.969418911171163, 25.933352769468268], [-8.6872936670174, 25.881056219988906], [-8.68439978680905, 27.395744126896002], [-8.665124477564191, 27.58947907155823], [-8.665589565454809, 27.65642588959236]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Western Sahara&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-140.99778, 41.675105088867326, -52.64809872090421, 83.23324000000001], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-132.71000788443126, 54.04000931542356], [-133.1800040417117, 54.169975490935315], [-133.2396644827927, 53.85108022726235], [-133.05461117875552, 53.411468817755406], [-132.54999243231384, 53.100014960332146], [-132.18042842677852, 52.639707139692405], [-131.57782954982298, 52.18237071390928], [-131.1790425218266, 52.180432847698285], [-132.049480347351, 52.98462148702448], [-131.74998958400334, 54.12000438090922], [-132.71000788443126, 54.04000931542356]]], [[[-123.5100015875512, 48.51001089130341], [-123.92250870832108, 49.06248362893581], [-124.92076818911934, 49.475274970083376], [-125.41500158755882, 49.95000051533259], [-125.75500667382319, 50.29501821552935], [-126.69500097721236, 50.400903225295394], [-127.30858109602994, 50.552573554071955], [-128.35841365625546, 50.77064809834371], [-128.44458410710214, 50.5391376816761], [-128.0593363043662, 49.9949590114266], [-127.02999344954445, 49.81499583597008], [-126.85000443587185, 49.53000031188043], [-125.95499446679277, 49.17999583596759], [-125.6550127773384, 48.825004584338494], [-124.01289078839956, 48.370846259141395], [-123.5100015875512, 48.51001089130341]]], [[[-122.85492448615902, 76.11654287383568], [-121.4999950771265, 75.90001862253276], [-119.89931758688572, 76.053213406062], [-118.04041215703819, 76.48117178008714], [-117.10605058476882, 76.53003184681911], [-116.33581336145846, 76.87696157501063], [-116.19858659550736, 77.6452867703262], [-117.57013078496601, 77.4983189968881], [-119.1039389718211, 77.51221995717462], [-121.15753536032824, 76.86450755482828], [-122.85492529360326, 76.11654287383568], [-122.85492448615902, 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[20.717310000000115, 41.84711000000004], [20.590246546680227, 41.855408919283626], [20.59024743010491, 41.855404161133606], [20.463175083099205, 41.51508901627535], [20.605181919037364, 41.086226304685226], [21.020040317476404, 40.84272695572588], [21.674160597426976, 40.93127452245796], [22.055377638444273, 41.14986583105269], [22.597308383889015, 41.1304871689432], [22.761770000000016, 41.30480000000006], [22.952377150166452, 41.337993882811155], [22.881373732197346, 41.99929718685035], [22.380525750424596, 42.32025950781509]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;171&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Macedonia&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [18.829824792873946, 42.24522439706187, 22.986018507588483, 46.17172984474454], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[18.829824792873946, 45.90887235802529], [19.072768995854172, 45.52151113543209], [19.390475701584588, 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[21.91708000000011, 42.30363999999997], [22.380525750424596, 42.32025950781509], [22.54501183440962, 42.46136200618804], [22.43659467946128, 42.580321153323936], [22.60480146657133, 42.898518785161144], [22.986018507588483, 43.2111612005271], [22.500156691180223, 43.642814439461006], [22.410446404721597, 44.008063462899955], [22.65714969248299, 44.23492300066128], [22.4740084164406, 44.40922760678177], [22.705725538837356, 44.578002834647016], [22.45902225107594, 44.7025171982543], [22.14508792490281, 44.47842234962059], [21.562022739353605, 44.76894725196551], [21.483526238702215, 45.181170152357886], [20.87431277841335, 45.416375433934235], [20.762174920339984, 45.73457306577148], [20.22019249846284, 46.127468980486555], [19.596044549241583, 46.17172984474454], [18.829838087649964, 45.90887767189192], [18.829824792873946, 45.90887235802529]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;172&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Serbia&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [18.45001688302086, 41.877550679783496, 20.339800000000082, 43.523840000000014], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[20.070700000000045, 42.58863000000008], [20.25758000000008, 42.81275000000011], [20.339800000000082, 42.89852000000002], [19.958570000000066, 43.10604000000006], [19.629999999999995, 43.213779970270544], [19.483889999999974, 43.35229000000004], [19.218519999999955, 43.523840000000014], [19.03165000000007, 43.43252999999999], [18.706480000000056, 43.200109999999995], [18.55999999999995, 42.649999999999984], [18.45001688302086, 42.47999224531218], [18.88214000000005, 42.281510000000026], [19.162459999999953, 41.95502000000005], [19.371768163347248, 41.877550679783496], [19.304486118250793, 42.19574514420782], [19.738051385179627, 42.688247382165564], [19.801613396898688, 42.50009349219084], [20.070700000000045, 42.58863000000008]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;173&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Montenegro&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [20.070700000000045, 41.84711000000004, 21.77505000000002, 43.27205000000009], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[20.590246546680227, 41.855408919283626], [20.717310000000115, 41.84711000000004], [20.76215999999999, 42.05186000000003], [21.352700000000144, 42.20679999999999], [21.57663598940212, 42.24522439706187], [21.543320000000055, 42.3202500000001], [21.662920000000042, 42.439220000000034], [21.77505000000002, 42.68270000000001], [21.633020000000045, 42.67717000000005], [21.438659999999974, 42.86254999999994], [21.27421000000004, 42.909590000000094], [21.143395000000055, 43.06868500000012], [20.95650999999998, 43.13094000000006], [20.81448, 43.27205000000009], [20.63507999999996, 43.216709999999985], [20.496790000000036, 42.884690000000035], [20.25758000000008, 42.81275000000011], [20.070700000000045, 42.58863000000008], [20.283754510181893, 42.32025950781508], [20.522950000000037, 42.21787000000006], [20.590246546680227, 41.855408919283626]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;174&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Kosovo&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-61.95, 9.999999999999998, -60.895, 10.89], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-61.68000000000001, 10.760000000000002], [-61.660000000000004, 10.365000000000002], [-61.95, 10.090000000000002], [-61.77000000000001, 9.999999999999998], [-60.935, 10.11], [-60.895, 10.854999999999999], [-61.105000000000004, 10.89], [-61.68000000000001, 10.760000000000002]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;175&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;Trinidad and Tobago&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [23.88697958086067, 3.509171604222462, 35.29800711823298, 12.248007757149992], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[30.83385242171542, 3.509171604222462], [31.24556000000007, 3.7819000000000074], [31.88144999999998, 3.5582699999999936], [32.686420000000055, 3.7923200000000743], [33.3900000000001, 3.7899999999999636], [34.005, 4.249884947362048], [34.62019626785388, 4.8471227420819885], [35.29800711823298, 5.506], [34.70702, 6.594220000000122], [34.250320000000045, 6.8260700000000725], [34.07510000000001, 7.225950000000068], [33.568290000000104, 7.713340000000016], [32.95418000000006, 7.7849700000001], [33.29480000000012, 8.354580000000054], [33.82550000000015, 8.37916000000007], [33.97498000000007, 8.68455999999992], [33.963392794971185, 9.464285229420625], [33.82496348090751, 9.484060845715362], [33.842130853028145, 9.981914637215995], [33.72195924818311, 10.325262079630194], [33.206938084561784, 10.720111638406593], [33.086766479716744, 11.441141267476496], [33.206938084561784, 12.179338268667095], [32.74341903730255, 12.248007757149992], [32.67474954881965, 12.02483191958072], [32.073891524594785, 11.973329803218519], [32.31423473428475, 11.68148447716652], [32.40007159488834, 11.080626452941488], [31.85071568702551, 10.531270545078826], [31.35286189552488, 9.810240916008695], [30.837840731903377, 9.70723668328452], [29.996639497988554, 10.290927335388687], [29.61895731133285, 10.084918869940225], [29.515953078608614, 9.793073543888058], [29.000931914987174, 9.604232450560287], [28.966597170745786, 9.398223985111656], [27.970889587744352, 9.398223985111656], [27.83355061077879, 9.60423245056029], [27.112520981708883, 9.638567194801624], [26.752006167173818, 9.466893473594498], [26.477328213242515, 9.55273033419809], [25.96230704962102, 10.136420986302426], [25.790633328413946, 10.411098940233728], [25.069603699343986, 10.27375996326799], [24.794925745412684, 9.810240916008695], [24.537415163602024, 8.91753756573172], [24.19406772118765, 8.728696472403897], [23.88697958086067, 8.619729712933065], [24.567369012152085, 8.229187933785468], [25.114932488716793, 7.825104071479176], [25.12413089366473, 7.500085150579436], [25.79664798351118, 6.97931590415807], [26.213418409945117, 6.546603298362072], [26.46590945812324, 5.946717434101871], [27.21340905122517, 5.550953477394557], [27.37422610851749, 5.233944403500061], [27.97997724784281, 4.408413397637375], [28.42899376802691, 4.287154649264495], [28.696677687298802, 4.455077215996937], [29.159078403446504, 4.389267279473231], [29.71599531425602, 4.600804755060153], [29.953500197069474, 4.173699042167684], [30.83385242171542, 3.509171604222462]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;176&quot;, &quot;properties&quot;: {&quot;name_long&quot;: &quot;South Sudan&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
 
         
     
-    geo_json_99fbded55cee2dbd08ba6cb5b2ea2dd3.bindTooltip(
+    geo_json_f3525a042a8156167b3e6ed809e4b0d2.bindTooltip(
     function(layer){
     let div = L.DomUtil.create('div');
     
@@ -1723,7 +1723,7 @@ <h3 data-number="1.2.6" class="anchored" data-anchor-id="sec-vector-layer-from-s
             <meta name=&quot;viewport&quot; content=&quot;width=device-width,
                 initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; />
             <style>
-                #map_380421cebdd021d84f0c6d1786531acf {
+                #map_13f8c69d415dc5a1bda2eef473f9b306 {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -1753,14 +1753,14 @@ <h3 data-number="1.2.6" class="anchored" data-anchor-id="sec-vector-layer-from-s
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_380421cebdd021d84f0c6d1786531acf&quot; ></div>
+            <div class=&quot;folium-map&quot; id=&quot;map_13f8c69d415dc5a1bda2eef473f9b306&quot; ></div>
         
 </body>
 <script>
     
     
-            var map_380421cebdd021d84f0c6d1786531acf = L.map(
-                &quot;map_380421cebdd021d84f0c6d1786531acf&quot;,
+            var map_13f8c69d415dc5a1bda2eef473f9b306 = L.map(
+                &quot;map_13f8c69d415dc5a1bda2eef473f9b306&quot;,
                 {
                     center: [50.2, 1.2],
                     crs: L.CRS.EPSG3857,
@@ -1769,77 +1769,77 @@ <h3 data-number="1.2.6" class="anchored" data-anchor-id="sec-vector-layer-from-s
                     preferCanvas: false,
                 }
             );
-            L.control.scale().addTo(map_380421cebdd021d84f0c6d1786531acf);
+            L.control.scale().addTo(map_13f8c69d415dc5a1bda2eef473f9b306);
 
             
 
         
     
-            var tile_layer_92e846ae0d2b4e93cdbdfefc9f16827c = L.tileLayer(
+            var tile_layer_5ec5caaed38eba2ee574097587d32316 = L.tileLayer(
                 &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,
                 {&quot;attribution&quot;: &quot;Data by \u0026copy; \u003ca target=\&quot;_blank\&quot; href=\&quot;http://openstreetmap.org\&quot;\u003eOpenStreetMap\u003c/a\u003e, under \u003ca target=\&quot;_blank\&quot; href=\&quot;http://www.openstreetmap.org/copyright\&quot;\u003eODbL\u003c/a\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
-            ).addTo(map_380421cebdd021d84f0c6d1786531acf);
+            ).addTo(map_13f8c69d415dc5a1bda2eef473f9b306);
         
     
-            map_380421cebdd021d84f0c6d1786531acf.fitBounds(
+            map_13f8c69d415dc5a1bda2eef473f9b306.fitBounds(
                 [[48.9, 0.1], [51.5, 2.3]],
                 {}
             );
         
     
-        function geo_json_799fd58bb2afd050ac9b312eb25f851c_styler(feature) {
+        function geo_json_52f4443ac1778fcfc390046683b329c3_styler(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};
             }
         }
-        function geo_json_799fd58bb2afd050ac9b312eb25f851c_highlighter(feature) {
+        function geo_json_52f4443ac1778fcfc390046683b329c3_highlighter(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.75};
             }
         }
-        function geo_json_799fd58bb2afd050ac9b312eb25f851c_pointToLayer(feature, latlng) {
+        function geo_json_52f4443ac1778fcfc390046683b329c3_pointToLayer(feature, latlng) {
             var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 10, &quot;stroke&quot;: true, &quot;weight&quot;: 3};
             
-            let style = geo_json_799fd58bb2afd050ac9b312eb25f851c_styler(feature)
+            let style = geo_json_52f4443ac1778fcfc390046683b329c3_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_799fd58bb2afd050ac9b312eb25f851c_onEachFeature(feature, layer) {
+        function geo_json_52f4443ac1778fcfc390046683b329c3_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        geo_json_799fd58bb2afd050ac9b312eb25f851c.resetStyle(e.target);
+                        geo_json_52f4443ac1778fcfc390046683b329c3.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_799fd58bb2afd050ac9b312eb25f851c_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_52f4443ac1778fcfc390046683b329c3_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_799fd58bb2afd050ac9b312eb25f851c = L.geoJson(null, {
-                onEachFeature: geo_json_799fd58bb2afd050ac9b312eb25f851c_onEachFeature,
+        var geo_json_52f4443ac1778fcfc390046683b329c3 = L.geoJson(null, {
+                onEachFeature: geo_json_52f4443ac1778fcfc390046683b329c3_onEachFeature,
             
-                style: geo_json_799fd58bb2afd050ac9b312eb25f851c_styler,
-                pointToLayer: geo_json_799fd58bb2afd050ac9b312eb25f851c_pointToLayer
+                style: geo_json_52f4443ac1778fcfc390046683b329c3_styler,
+                pointToLayer: geo_json_52f4443ac1778fcfc390046683b329c3_pointToLayer
         });
 
-        function geo_json_799fd58bb2afd050ac9b312eb25f851c_add (data) {
-            geo_json_799fd58bb2afd050ac9b312eb25f851c
+        function geo_json_52f4443ac1778fcfc390046683b329c3_add (data) {
+            geo_json_52f4443ac1778fcfc390046683b329c3
                 .addData(data)
-                .addTo(map_380421cebdd021d84f0c6d1786531acf);
+                .addTo(map_13f8c69d415dc5a1bda2eef473f9b306);
         }
-            geo_json_799fd58bb2afd050ac9b312eb25f851c_add({&quot;bbox&quot;: [0.1, 48.9, 2.3, 51.5], &quot;features&quot;: [{&quot;bbox&quot;: [0.1, 51.5, 0.1, 51.5], &quot;geometry&quot;: {&quot;coordinates&quot;: [0.1, 51.5], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;date&quot;: &quot;2017-06-21&quot;, &quot;name&quot;: &quot;London&quot;, &quot;temperature&quot;: 25}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [2.3, 48.9, 2.3, 48.9], &quot;geometry&quot;: {&quot;coordinates&quot;: [2.3, 48.9], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;date&quot;: &quot;2017-06-21&quot;, &quot;name&quot;: &quot;Paris&quot;, &quot;temperature&quot;: 27}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
+            geo_json_52f4443ac1778fcfc390046683b329c3_add({&quot;bbox&quot;: [0.1, 48.9, 2.3, 51.5], &quot;features&quot;: [{&quot;bbox&quot;: [0.1, 51.5, 0.1, 51.5], &quot;geometry&quot;: {&quot;coordinates&quot;: [0.1, 51.5], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;date&quot;: &quot;2017-06-21&quot;, &quot;name&quot;: &quot;London&quot;, &quot;temperature&quot;: 25}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [2.3, 48.9, 2.3, 48.9], &quot;geometry&quot;: {&quot;coordinates&quot;: [2.3, 48.9], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;date&quot;: &quot;2017-06-21&quot;, &quot;name&quot;: &quot;Paris&quot;, &quot;temperature&quot;: 27}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
 
         
     
-    geo_json_799fd58bb2afd050ac9b312eb25f851c.bindTooltip(
+    geo_json_52f4443ac1778fcfc390046683b329c3.bindTooltip(
     function(layer){
     let div = L.DomUtil.create('div');
     
diff --git a/03-spatial-operations.html b/03-spatial-operations.html
index ee3acb9c..50bb60ff 100644
--- a/03-spatial-operations.html
+++ b/03-spatial-operations.html
@@ -2315,7 +2315,7 @@ <h3 data-number="3.4.1" class="anchored" data-anchor-id="sec-spatial-subsetting-
 <div class="cell" data-execution_count="60">
 <div class="sourceCode cell-code" id="cb70"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb70-1"><a href="#cb70-1" aria-hidden="true" tabindex="-1"></a>src_elev.sample([(<span class="fl">0.1</span>, <span class="fl">0.1</span>)])</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="59">
-<pre><code>&lt;generator object sample_gen at 0x7eff5e0bd4e0&gt;</code></pre>
+<pre><code>&lt;generator object sample_gen at 0x7f067e7154e0&gt;</code></pre>
 </div>
 </div>
 <p>In case we want all values at once, we can apply <code>list</code>. Since there was just one point, the result is just one extracted value, in this case <code>16</code>:</p>
