diff --git a/index.html b/index.html
index 04fdd48..a0eeb8e 100644
--- a/index.html
+++ b/index.html
@@ -278,11 +278,11 @@ <h3 class="anchored" data-anchor-id="extras">Extras</h3>
 <section id="usage" class="level2">
 <h2 class="anchored" data-anchor-id="usage">Usage</h2>
 <p>To use spaceprime in a project:</p>
-<div id="5bed21ee" class="cell" data-execution_count="1">
+<div id="e2fd0cbf" class="cell" data-execution_count="1">
 <div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> spaceprime</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <p>To use the <code>analysis</code> module, which is imported separately from the main package to reduce the number of dependencies:</p>
-<div id="cbab9201" class="cell" data-execution_count="2">
+<div id="f10a2abc" class="cell" data-execution_count="2">
 <div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> spaceprime <span class="im">import</span> analysis</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </div>
 <div class="callout callout-style-default callout-important callout-titled">
@@ -429,7 +429,7 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
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             <style>
-                #map_1f0f824c5d2c9c179a3ff9573b795959 {
+                #map_6b220a435ec11588b40f7ee7cab772e9 {
                     position: relative;
                     width: 100.0%;
                     height: 100.0%;
@@ -460,14 +460,14 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_1f0f824c5d2c9c179a3ff9573b795959&quot; ></div>
+            <div class=&quot;folium-map&quot; id=&quot;map_6b220a435ec11588b40f7ee7cab772e9&quot; ></div>
         
 </body>
 <script>
     
     
-            var map_1f0f824c5d2c9c179a3ff9573b795959 = L.map(
-                &quot;map_1f0f824c5d2c9c179a3ff9573b795959&quot;,
+            var map_6b220a435ec11588b40f7ee7cab772e9 = L.map(
+                &quot;map_6b220a435ec11588b40f7ee7cab772e9&quot;,
                 {
                     center: [-26.50013914284999, -49.41680607785],
                     crs: L.CRS.EPSG3857,
@@ -476,28 +476,28 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
                     preferCanvas: false,
                 }
             );
-            L.control.scale().addTo(map_1f0f824c5d2c9c179a3ff9573b795959);
+            L.control.scale().addTo(map_6b220a435ec11588b40f7ee7cab772e9);
 
             
 
         
     
-            var tile_layer_5c9187304d560963e6f3a6bd84fd07c2 = L.tileLayer(
+            var tile_layer_b8558ef8e472a9318f572149ec24565d = L.tileLayer(
                 &quot;https://a.basemaps.cartocdn.com/light_all/{z}/{x}/{y}{r}.png&quot;,
                 {&quot;attribution&quot;: &quot;\u0026copy; \u003ca href=\&quot;https://www.openstreetmap.org/copyright\&quot;\u003eOpenStreetMap\u003c/a\u003e contributors \u0026copy; \u003ca href=\&quot;https://carto.com/attributions\&quot;\u003eCARTO\u003c/a\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxZoom&quot;: 20, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}
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-            tile_layer_5c9187304d560963e6f3a6bd84fd07c2.addTo(map_1f0f824c5d2c9c179a3ff9573b795959);
+            tile_layer_b8558ef8e472a9318f572149ec24565d.addTo(map_6b220a435ec11588b40f7ee7cab772e9);
         
     
-            map_1f0f824c5d2c9c179a3ff9573b795959.fitBounds(
+            map_6b220a435ec11588b40f7ee7cab772e9.fitBounds(
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                 {}
             );
         
     
-        function geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_styler(feature) {
+        function geo_json_7a9be91fa079ac7e603a784265e69a64_styler(feature) {
             switch(feature.id) {
                 case &quot;0&quot;: case &quot;1509&quot;: case &quot;1586&quot;: case &quot;1590&quot;: case &quot;1698&quot;: case &quot;1700&quot;: case &quot;1727&quot;: 
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@@ -983,52 +983,52 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
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             }
         }
-        function geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_highlighter(feature) {
+        function geo_json_7a9be91fa079ac7e603a784265e69a64_highlighter(feature) {
             switch(feature.id) {
                 default:
                     return {&quot;fillOpacity&quot;: 0.75};
             }
         }
-        function geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_pointToLayer(feature, latlng) {
+        function geo_json_7a9be91fa079ac7e603a784265e69a64_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_a0fdb53e50b4f9567369b5a8868aa4e0_styler(feature)
+            let style = geo_json_7a9be91fa079ac7e603a784265e69a64_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_onEachFeature(feature, layer) {
+        function geo_json_7a9be91fa079ac7e603a784265e69a64_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                            geo_json_a0fdb53e50b4f9567369b5a8868aa4e0.resetStyle(e.target);
+                            geo_json_7a9be91fa079ac7e603a784265e69a64.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_7a9be91fa079ac7e603a784265e69a64_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_a0fdb53e50b4f9567369b5a8868aa4e0 = L.geoJson(null, {
-                onEachFeature: geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_onEachFeature,
+        var geo_json_7a9be91fa079ac7e603a784265e69a64 = L.geoJson(null, {
+                onEachFeature: geo_json_7a9be91fa079ac7e603a784265e69a64_onEachFeature,
             
-                style: geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_styler,
-                pointToLayer: geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_pointToLayer,
+                style: geo_json_7a9be91fa079ac7e603a784265e69a64_styler,
+                pointToLayer: geo_json_7a9be91fa079ac7e603a784265e69a64_pointToLayer,
         });
 
-        function geo_json_a0fdb53e50b4f9567369b5a8868aa4e0_add (data) {
-            geo_json_a0fdb53e50b4f9567369b5a8868aa4e0
+        function geo_json_7a9be91fa079ac7e603a784265e69a64_add (data) {
+            geo_json_7a9be91fa079ac7e603a784265e69a64
                 .addData(data);
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&quot;deme_index&quot;: 1749, &quot;deme_size&quot;: 194.0, &quot;dummy&quot;: 3325.0, &quot;mig_east&quot;: 0.0, &quot;mig_north&quot;: 0.0007731958627700806, &quot;mig_south&quot;: 0.0, &quot;mig_west&quot;: 0.001051546335220337}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
 
         
     
-    geo_json_a0fdb53e50b4f9567369b5a8868aa4e0.bindTooltip(
+    geo_json_7a9be91fa079ac7e603a784265e69a64.bindTooltip(
     function(layer){
     let div = L.DomUtil.create('div');
     
@@ -1052,45 +1052,45 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
     ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});
                      
     
-            geo_json_a0fdb53e50b4f9567369b5a8868aa4e0.addTo(map_1f0f824c5d2c9c179a3ff9573b795959);
+            geo_json_7a9be91fa079ac7e603a784265e69a64.addTo(map_6b220a435ec11588b40f7ee7cab772e9);
         
     
-    var color_map_9019bc3c6e573d9cc35d038464ef0e8f = {};
+    var color_map_0996fc0a86610e7d488118d5e27b37f0 = {};
 
     
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.color = d3.scale.threshold()
+    color_map_0996fc0a86610e7d488118d5e27b37f0.color = d3.scale.threshold()
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723.3667334669339, 725.3426853707415, 727.3186372745491, 729.2945891783567, 731.2705410821643, 733.2464929859719, 735.2224448897796, 737.1983967935872, 739.1743486973947, 741.1503006012024, 743.12625250501, 745.1022044088177, 747.0781563126252, 749.0541082164328, 751.0300601202405, 753.0060120240481, 754.9819639278558, 756.9579158316633, 758.9338677354709, 760.9098196392786, 762.8857715430862, 764.8617234468937, 766.8376753507014, 768.813627254509, 770.7895791583167, 772.7655310621243, 774.7414829659318, 776.7174348697395, 778.6933867735471, 780.6693386773547, 782.6452905811623, 784.6212424849699, 786.5971943887776, 788.5731462925852, 790.5490981963928, 792.5250501002004, 794.501002004008, 796.4769539078156, 798.4529058116233, 800.4288577154308, 802.4048096192384, 804.3807615230461, 806.3567134268537, 808.3326653306614, 810.3086172344689, 812.2845691382765, 814.2605210420842, 816.2364729458918, 818.2124248496993, 820.188376753507, 822.1643286573146, 824.1402805611223, 826.1162324649299, 828.0921843687374, 830.0681362725451, 832.0440881763527, 834.0200400801604, 835.9959919839679, 837.9719438877755, 839.9478957915832, 841.9238476953908, 843.8997995991984, 845.875751503006, 847.8517034068136, 849.8276553106213, 851.8036072144289, 853.7795591182364, 855.7555110220441, 857.7314629258517, 859.7074148296593, 861.683366733467, 863.6593186372745, 865.6352705410821, 867.6112224448898, 869.5871743486974, 871.563126252505, 873.5390781563126, 875.5150300601202, 877.4909819639279, 879.4669338677355, 881.442885771543, 883.4188376753507, 885.3947895791583, 887.370741482966, 889.3466933867735, 891.3226452905811, 893.2985971943888, 895.2745490981964, 897.2505010020041, 899.2264529058116, 901.2024048096192, 903.1783567134269, 905.1543086172345, 907.130260521042, 909.1062124248497, 911.0821643286573, 913.058116232465, 915.0340681362726, 917.0100200400801, 918.9859719438878, 920.9619238476954, 922.937875751503, 924.9138276553106, 926.8897795591182, 928.8657314629259, 930.8416833667335, 932.8176352705411, 934.7935871743487, 936.7695390781563, 938.7454909819639, 940.7214428857716, 942.6973947895791, 944.6733466933867, 946.6492985971944, 948.625250501002, 950.6012024048097, 952.5771543086172, 954.5531062124248, 956.5290581162325, 958.5050100200401, 960.4809619238476, 962.4569138276553, 964.4328657314629, 966.4088176352706, 968.3847695390782, 970.3607214428857, 972.3366733466934, 974.312625250501, 976.2885771543087, 978.2645290581162, 980.2404809619238, 982.2164328657315, 984.1923847695391, 986.1683366733467, 988.1442885771543, 990.1202404809619, 992.0961923847696, 994.0721442885772, 996.0480961923847, 998.0240480961924, 1000.0])
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'#24868eff', '#24878eff', '#24878eff', '#23888eff', '#23888eff', '#23898eff', '#23898eff', '#238a8dff', '#238a8dff', '#228b8dff', '#228b8dff', '#228c8dff', '#228c8dff', '#228d8dff', '#218d8dff', '#218e8dff', '#218e8dff', '#218f8dff', '#218f8dff', '#21908dff', '#21908dff', '#21918cff', '#20918cff', '#20928cff', '#20928cff', '#20928cff', '#20928cff', '#20938cff', '#1f938cff', '#1f948cff', '#1f948cff', '#1f958bff', '#1f958bff', '#1f968bff', '#1f968bff', '#1f978bff', '#1f988bff', '#1f988bff', '#1f998bff', '#1f998aff', '#1f9a8aff', '#1f9a8aff', '#1e9b8aff', '#1e9b8aff', '#1e9c8aff', '#1e9c89ff', '#1e9d89ff', '#1e9d89ff', '#1e9e89ff', '#1f9e89ff', '#1f9f88ff', '#1f9f88ff', '#1fa088ff', '#1fa088ff', '#1fa188ff', '#1fa188ff', '#1fa187ff', '#1fa187ff', '#1fa287ff', '#1fa287ff', '#1fa386ff', '#20a386ff', '#20a486ff', '#20a486ff', '#20a585ff', '#21a585ff', '#21a685ff', '#21a685ff', '#21a785ff', '#22a785ff', '#22a884ff', '#22a884ff', '#22a983ff', '#23a983ff', '#23aa83ff', '#24ab83ff', '#25ab82ff', '#25ac82ff', '#25ac82ff', '#25ad82ff', '#26ad81ff', '#26ad81ff', '#27ad81ff', '#27ae81ff', '#28ae80ff', '#28af80ff', '#29af7fff', '#29b07fff', '#2ab07fff', '#2bb17eff', '#2cb17eff', '#2cb27dff', '#2db27dff', '#2db37cff', '#2eb37cff', '#2eb47cff', '#2fb47cff', '#30b57bff', '#31b57bff', '#31b67aff', '#32b67aff', '#33b679ff', '#34b679ff', '#34b779ff', '#35b779ff', '#36b878ff', '#37b878ff', '#37b977ff', '#38b977ff', '#39ba76ff', '#3aba76ff', '#3abb75ff', '#3bbb75ff', '#3cbc74ff', '#3dbc74ff', '#3ebc73ff', '#3fbd73ff', '#40bd72ff', '#40be72ff', '#41be71ff', '#42bf71ff', '#43bf70ff', '#45c070ff', '#46c06fff', '#47c16fff', '#48c16eff', '#49c16eff', '#4ac16dff', '#4bc26cff', '#4cc26cff', '#4dc36bff', '#4ec36bff', '#4fc46aff', '#50c46aff', '#51c569ff', '#52c569ff', '#53c568ff', '#54c568ff', '#55c667ff', '#56c667ff', '#57c766ff', '#58c765ff', '#59c864ff', '#5ac864ff', '#5bc863ff', '#5cc863ff', '#5dc962ff', '#5ec962ff', '#5fca61ff', '#60ca60ff', '#62cb5fff', '#63cb5fff', '#64cb5eff', '#65cc5dff', '#66cc5cff', '#67cd5cff', '#68cd5bff', '#6acd5bff', '#6bcd5aff', '#6cce59ff', '#6ece58ff', '#6fcf58ff', '#70cf57ff', '#71d057ff', '#72d056ff', '#74d055ff', '#75d054ff', '#76d153ff', '#77d153ff', '#78d152ff', '#7ad151ff', '#7bd250ff', '#7cd250ff', '#7dd34fff', '#7fd34eff', '#80d34dff', '#81d34dff', '#82d44cff', '#84d44bff', '#85d54aff', '#86d549ff', '#88d548ff', '#89d548ff', '#8ad647ff', '#8bd646ff', '#8dd645ff', '#8ed645ff', '#8fd744ff', '#90d743ff', '#92d742ff', '#93d741ff', '#94d840ff', '#96d83fff', '#97d83eff', '#99d93dff', '#9ad93cff', '#9bd93cff', '#9dd93bff', '#9eda3aff', '#9fda39ff', '#a1da38ff', '#a2da37ff', '#a3db36ff', '#a4db36ff', '#a6db35ff', '#a8db34ff', '#a9dc33ff', '#aadc32ff', '#abdc31ff', '#addc30ff', '#aedd2fff', '#b0dd2fff', '#b1dd2eff', '#b2dd2dff', '#b3de2cff', '#b5de2bff', '#b6de2aff', '#b8de29ff', '#b9de28ff', '#bade28ff', '#bcdf27ff', '#bddf26ff', '#bfdf25ff', '#c0df25ff', '#c1df24ff', '#c2df23ff', '#c4e022ff', '#c5e021ff', '#c7e020ff', '#c8e020ff', '#c9e11fff', '#cbe11eff', '#cce11dff', '#cee11dff', '#cfe11cff', '#d1e11bff', '#d2e21bff', '#d3e21aff', '#d4e21aff', '#d6e219ff', '#d7e219ff', '#d9e319ff', '#dae319ff', '#dbe318ff', '#dde318ff', '#dee318ff', '#dfe318ff', '#e0e418ff', '#e2e418ff', '#e3e418ff', '#e5e418ff', '#e6e419ff', '#e7e419ff', '#e8e519ff', '#eae519ff', '#ebe51aff', '#ece51aff', '#ede51bff', '#efe51bff', '#f0e51cff', '#f1e51dff', '#f3e61dff', '#f4e61eff', '#f5e61eff', '#f6e61fff', '#f7e620ff', '#f8e621ff', '#fae722ff', '#fbe723ff', '#fce724ff', '#fde725ff']);
     
 
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.x = d3.scale.linear()
+    color_map_0996fc0a86610e7d488118d5e27b37f0.x = d3.scale.linear()
               .domain([14.0, 1000.0])
               .range([0, 450 - 50]);
 
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.legend = L.control({position: 'topright'});
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.legend.addTo(map_1f0f824c5d2c9c179a3ff9573b795959);
+    color_map_0996fc0a86610e7d488118d5e27b37f0.legend = L.control({position: 'topright'});
+    color_map_0996fc0a86610e7d488118d5e27b37f0.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
+    color_map_0996fc0a86610e7d488118d5e27b37f0.legend.addTo(map_6b220a435ec11588b40f7ee7cab772e9);
 
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.xAxis = d3.svg.axis()
-        .scale(color_map_9019bc3c6e573d9cc35d038464ef0e8f.x)
+    color_map_0996fc0a86610e7d488118d5e27b37f0.xAxis = d3.svg.axis()
+        .scale(color_map_0996fc0a86610e7d488118d5e27b37f0.x)
         .orient(&quot;top&quot;)
         .tickSize(1)
         .tickValues([14.0, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 114.53333333333333, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 215.06666666666666, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 315.6, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 416.1333333333333, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 516.6666666666667, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 617.2, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 717.7333333333333, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 818.2666666666667, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 918.8, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '']);
 
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)
+    color_map_0996fc0a86610e7d488118d5e27b37f0.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)
         .attr(&quot;id&quot;, 'legend')
         .attr(&quot;width&quot;, 450)
         .attr(&quot;height&quot;, 40);
 
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.g = color_map_9019bc3c6e573d9cc35d038464ef0e8f.svg.append(&quot;g&quot;)
+    color_map_0996fc0a86610e7d488118d5e27b37f0.g = color_map_0996fc0a86610e7d488118d5e27b37f0.svg.append(&quot;g&quot;)
         .attr(&quot;class&quot;, &quot;key&quot;)
         .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);
 
-    color_map_9019bc3c6e573d9cc35d038464ef0e8f.g.selectAll(&quot;rect&quot;)
-        .data(color_map_9019bc3c6e573d9cc35d038464ef0e8f.color.range().map(function(d, i) {
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@@ -1100,7 +1100,7 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
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@@ -1205,7 +1205,7 @@ <h3 class="anchored" data-anchor-id="simulate-genetic-data">5. Simulate genetic
 ╟───────────┼────┼─────────┼────────────╢
 ║Populations│3481│155.4 KiB│         Yes║
 ╟───────────┼────┼─────────┼────────────╢
-║Provenances│   1│717 Bytes│          No║
+║Provenances│   1│716 Bytes│          No║
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diff --git a/search.json b/search.json
index 8b23357..09cf86e 100644
--- a/search.json
+++ b/search.json
@@ -39,7 +39,7 @@
     "href": "index.html#quickstart",
     "title": "spaceprime",
     "section": "Quickstart",
-    "text": "Quickstart\n\n\n\n\n\n\nTip\n\n\n\nThis quickstart guide assumes you have a basic understanding of Python. If you are an R user, please refer to the spaceprime for R users vignette for an overview of spaceprime with the necessary Python concepts explained.\n\n\n\n1. Download data\nThe data we’re using in this example are a GeoTiff raster file of habitat suitability values and a GeoJSON file containing geographic localities and metadata for this cute frog, Phyllomedusa distincta:\n\n\n\n\n\nFollow the link to download the projections.tif file. You do not need to download the localities.geojson file, as it is read in from the web in the code below.\nThe raster file contains 23 layers, where each layer is a projection of the habitat suitability model (aka species distribution model or ecological niche model) to a time slice in the past, ranging from the present day to 22,000 years ago in 1,000 year intervals. The habitat suitability values range from zero to one, where zero represents no suitability for the species and one represents perfect suitability. In the following plots, yellow represents higher suitability and purple represents lower suitability. Here are a few time slices of the model:\n\n\n\n\n\n\n\n\n\nThe GeoJSON file contains geographic sampling localities of P. distincta in the Brazilian Atlantic Forest, along with metadata about each locality. Each row is a single individual/observation. spaceprime counts the number of observations with coordinates that overlap with a raster cell/deme and samples the calculated number for simulations and summary statistics. Here are the localities plotted on top of the present-day habitat suitability model:\n\n\n\n\n\n\n\n\n\n\n\n2. Read in packages and data\nNow that we have our data, let’s read in the packages and data we’ll be using. The GeoPandas and Rasterio packages are dependencies of spaceprime, so you shouldn’t need to install them separately. They are needed for reading in locality data and habitat suitability rasters, respectively.\n\nimport spaceprime as sp\nimport geopandas as gpd\nimport rasterio\n\nMake sure to replace the projections.tif file path with the path to the file on your system. The GeoJSON file is read in from the web, so you don’t need to download it.\n\nr = rasterio.open(\"projections.tif\")\nlocs = gpd.read_file(\"https://raw.githubusercontent.com/connor-french/spaceprime/main/spaceprime/data/localities.geojson\")\n\n\n\n3. Set up the demographic model\nNext, we’ll convert the habitat suitability values into deme sizes, so each cell in the raster will represent a deme in our model. We’ll use a linear transformation to convert the suitability values to deme sizes, where the suitability value is multiplied by a constant to get the deme size. The constant is the maximum local deme size, which we set to 1000. For more on transformations, see the suitability to deme size transformation functions vignette.\n\nd = sp.raster_to_demes(r, transformation=\"linear\", max_local_size=1000)\n\nNow that we have our deme sizes, we can set up the demographic model. The model that spaceprime uses is a two-dimensional stepping-stone model with a global migration rate of 0.001 between neighboring demes. The global rate by default is scaled, where demes exchange the same number of migrants with their neighbors, regardless of deme size. To change this behavior, set scale=false. We’re assuming that P. distincta has a generation time of one year. Using a single value for the timesteps argument tells spaceprime that 1000 generations passes in between each raster time step in the model.\nThis step may take a few seconds (10-15 seconds on my machine) to run.\n\n# initialize the model\ndemo = sp.spDemography()\n\n# populate the spDemography object with the deme sizes and migration rates\ndemo.stepping_stone_2d(d, rate=0.001, timesteps=1000)\n\nAfter initializing the spatial component of the simulation, it’s desirable to add one or more ancestral populations to the model. This is done by providing a list of ancestral population sizes and the time (in generations) at which the spatially distributed demes migrate into the ancestral population(s). The following code adds a single ancestral population of 100,000 individuals that demes merge into 23,000 generations in the past:\n\n# add ancestral population\ndemo.add_ancestral_populations([100000], 23000)\n\n\n\n4. Inspect your model\nNow that we have our demographic model set up, we can inspect it to make sure it looks as expected. spaceprime has a series of plot_() functions that make this easier.\n\nplot_landscape()\nplot_landscape() plots the deme sizes in space, which allows you to quickly inspect whether the transformation you applied to your habitat suitability map make sense. Here, we provide the demographic model object, the raster object, the index of the time slice to plot (0 for the present day in this case), and basemap=True to add an OpenStreetMap basemap, providing geographic context to the plot. If you don’t have an internet connection, set basemap=False (the default) to plot without the basemap.\n\nsp.plot_landscape(demo, r, 0, basemap=True)\n\n\n\n\n\n\n\n\n\n\nplot_model()\nplot_model() plots the deme sizes on a folium interactive map, with precise deme sizes and outgoing migration rates for each deme present in a popup.\n\nsp.plot_model(demo, r, 0)\n\nMake this Notebook Trusted to load map: File -&gt; Trust Notebook\n\n\n\n\n\n5. Simulate genetic data\nBefore simulating this demography, we need to create a sample dictionary that translates the empirical sampling localities to the model’s deme indices and maps those to the number of samples to take from each deme. By default, this function sets the number of individuals to sample from each deme to the number of empirical localities in that deme. The coords_to_sample_dict() function also returns two other dictionaries that are not used in this example, so we’ll ignore them.\n\nsample_dict, _, _ = sp.coords_to_sample_dict(r, locs)\n\nNow we get to simulate! The first task is to simulate the ancestry of the samples using the coalescent. All of the hard work is done through msprime’s sim_ancestry() function, for which spaceprime provides a convenience wrapper. This function returns a tskit TreeSequence, which “represents a sequence of correlated evolutionary trees along a genome” and is an incredibly powerful and compact data representation for population genomic analyses. The minimum number of arguments required for this function are the sample dictionary and the demographic model. If you need to overlay mutations, you need to supply the sequence length. Notice the lack of mutations in the table. We’ll set record_provenance to False to decrease the memory overhead of storing a bunch of metadata about the simulation.\nThis step may take a minute or so to run.\n\nsim = sp.sim_ancestry(samples=sample_dict, demography=demo, sequence_length=1e5, record_provenance=False, random_seed=42)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  205.8 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │   0│ 16 Bytes│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nWe’ll take a peak at a single tree from the TreeSequence object to see what it looks like. The draw_svg() method plots trees from the TreeSequence object. Here, I selected a single tree and removed the node labels because there are tons of nodes that crowd the plot and we’re only interested in the tree structure.\n\nfirst_tree = sim.first()\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nOverlaying mutations after simulating ancestry isn’t necessary for calculating genetic summary statistics on a TreeSequence, but it is necessary if you would like to compare your simulations with empirical data that are represented as a table of genotypes rather than a TreeSequence. The sim_mutations() function overlays mutations on the TreeSequence object returned by sim_ancestry() and requires the mutation rate. The mutation rate is the number of mutations per base pair per generation. For this example, we’ll use a mutation rate of 1e-10 so we don’t overcrowd the tree sequence visualization. You can see from the table that the tree sequence has some mutations!\n\nsim = sp.sim_mutations(sim, rate=1e-10, random_seed=490)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  209.4 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │  48│  1.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   1│717 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │  48│  1.2 KiB│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nAnd now for the tree. The red X’s represent mutations on the tree, with their ID numbers next to them.\n\nfirst_tree_mut = sim.first()\n\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree_mut.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nFrom here, you have a few options. You can:\n\nUse the analysis module to calculate genetic summary statistics on the TreeSequence object. For more on the analysis module, see the analysis module documentation.\n\nSave the TreeSequence to use later or analyze on a platform like tskit with sim.dump(file/path/to/write/to.trees).\n\nConvert the TreeSequence with mutations to a genotype matrix for use in a program like scikit-allel with sim.genotype_matrix(). For more information on this function, see the tskit documentation.\n\nExport the TreeSequence with mutations to a VCF file using sim.write_vcf. For more information on how to use this function, see the tskit documentation.\n\n\n\n\n\n\n\nTODO\n\n\n\nadd a link to the analysis module documentation when it’s ready."
+    "text": "Quickstart\n\n\n\n\n\n\nTip\n\n\n\nThis quickstart guide assumes you have a basic understanding of Python. If you are an R user, please refer to the spaceprime for R users vignette for an overview of spaceprime with the necessary Python concepts explained.\n\n\n\n1. Download data\nThe data we’re using in this example are a GeoTiff raster file of habitat suitability values and a GeoJSON file containing geographic localities and metadata for this cute frog, Phyllomedusa distincta:\n\n\n\n\n\nFollow the link to download the projections.tif file. You do not need to download the localities.geojson file, as it is read in from the web in the code below.\nThe raster file contains 23 layers, where each layer is a projection of the habitat suitability model (aka species distribution model or ecological niche model) to a time slice in the past, ranging from the present day to 22,000 years ago in 1,000 year intervals. The habitat suitability values range from zero to one, where zero represents no suitability for the species and one represents perfect suitability. In the following plots, yellow represents higher suitability and purple represents lower suitability. Here are a few time slices of the model:\n\n\n\n\n\n\n\n\n\nThe GeoJSON file contains geographic sampling localities of P. distincta in the Brazilian Atlantic Forest, along with metadata about each locality. Each row is a single individual/observation. spaceprime counts the number of observations with coordinates that overlap with a raster cell/deme and samples the calculated number for simulations and summary statistics. Here are the localities plotted on top of the present-day habitat suitability model:\n\n\n\n\n\n\n\n\n\n\n\n2. Read in packages and data\nNow that we have our data, let’s read in the packages and data we’ll be using. The GeoPandas and Rasterio packages are dependencies of spaceprime, so you shouldn’t need to install them separately. They are needed for reading in locality data and habitat suitability rasters, respectively.\n\nimport spaceprime as sp\nimport geopandas as gpd\nimport rasterio\n\nMake sure to replace the projections.tif file path with the path to the file on your system. The GeoJSON file is read in from the web, so you don’t need to download it.\n\nr = rasterio.open(\"projections.tif\")\nlocs = gpd.read_file(\"https://raw.githubusercontent.com/connor-french/spaceprime/main/spaceprime/data/localities.geojson\")\n\n\n\n3. Set up the demographic model\nNext, we’ll convert the habitat suitability values into deme sizes, so each cell in the raster will represent a deme in our model. We’ll use a linear transformation to convert the suitability values to deme sizes, where the suitability value is multiplied by a constant to get the deme size. The constant is the maximum local deme size, which we set to 1000. For more on transformations, see the suitability to deme size transformation functions vignette.\n\nd = sp.raster_to_demes(r, transformation=\"linear\", max_local_size=1000)\n\nNow that we have our deme sizes, we can set up the demographic model. The model that spaceprime uses is a two-dimensional stepping-stone model with a global migration rate of 0.001 between neighboring demes. The global rate by default is scaled, where demes exchange the same number of migrants with their neighbors, regardless of deme size. To change this behavior, set scale=false. We’re assuming that P. distincta has a generation time of one year. Using a single value for the timesteps argument tells spaceprime that 1000 generations passes in between each raster time step in the model.\nThis step may take a few seconds (10-15 seconds on my machine) to run.\n\n# initialize the model\ndemo = sp.spDemography()\n\n# populate the spDemography object with the deme sizes and migration rates\ndemo.stepping_stone_2d(d, rate=0.001, timesteps=1000)\n\nAfter initializing the spatial component of the simulation, it’s desirable to add one or more ancestral populations to the model. This is done by providing a list of ancestral population sizes and the time (in generations) at which the spatially distributed demes migrate into the ancestral population(s). The following code adds a single ancestral population of 100,000 individuals that demes merge into 23,000 generations in the past:\n\n# add ancestral population\ndemo.add_ancestral_populations([100000], 23000)\n\n\n\n4. Inspect your model\nNow that we have our demographic model set up, we can inspect it to make sure it looks as expected. spaceprime has a series of plot_() functions that make this easier.\n\nplot_landscape()\nplot_landscape() plots the deme sizes in space, which allows you to quickly inspect whether the transformation you applied to your habitat suitability map make sense. Here, we provide the demographic model object, the raster object, the index of the time slice to plot (0 for the present day in this case), and basemap=True to add an OpenStreetMap basemap, providing geographic context to the plot. If you don’t have an internet connection, set basemap=False (the default) to plot without the basemap.\n\nsp.plot_landscape(demo, r, 0, basemap=True)\n\n\n\n\n\n\n\n\n\n\nplot_model()\nplot_model() plots the deme sizes on a folium interactive map, with precise deme sizes and outgoing migration rates for each deme present in a popup.\n\nsp.plot_model(demo, r, 0)\n\nMake this Notebook Trusted to load map: File -&gt; Trust Notebook\n\n\n\n\n\n5. Simulate genetic data\nBefore simulating this demography, we need to create a sample dictionary that translates the empirical sampling localities to the model’s deme indices and maps those to the number of samples to take from each deme. By default, this function sets the number of individuals to sample from each deme to the number of empirical localities in that deme. The coords_to_sample_dict() function also returns two other dictionaries that are not used in this example, so we’ll ignore them.\n\nsample_dict, _, _ = sp.coords_to_sample_dict(r, locs)\n\nNow we get to simulate! The first task is to simulate the ancestry of the samples using the coalescent. All of the hard work is done through msprime’s sim_ancestry() function, for which spaceprime provides a convenience wrapper. This function returns a tskit TreeSequence, which “represents a sequence of correlated evolutionary trees along a genome” and is an incredibly powerful and compact data representation for population genomic analyses. The minimum number of arguments required for this function are the sample dictionary and the demographic model. If you need to overlay mutations, you need to supply the sequence length. Notice the lack of mutations in the table. We’ll set record_provenance to False to decrease the memory overhead of storing a bunch of metadata about the simulation.\nThis step may take a minute or so to run.\n\nsim = sp.sim_ancestry(samples=sample_dict, demography=demo, sequence_length=1e5, record_provenance=False, random_seed=42)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  205.8 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │   0│ 16 Bytes│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nWe’ll take a peak at a single tree from the TreeSequence object to see what it looks like. The draw_svg() method plots trees from the TreeSequence object. Here, I selected a single tree and removed the node labels because there are tons of nodes that crowd the plot and we’re only interested in the tree structure.\n\nfirst_tree = sim.first()\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nOverlaying mutations after simulating ancestry isn’t necessary for calculating genetic summary statistics on a TreeSequence, but it is necessary if you would like to compare your simulations with empirical data that are represented as a table of genotypes rather than a TreeSequence. The sim_mutations() function overlays mutations on the TreeSequence object returned by sim_ancestry() and requires the mutation rate. The mutation rate is the number of mutations per base pair per generation. For this example, we’ll use a mutation rate of 1e-10 so we don’t overcrowd the tree sequence visualization. You can see from the table that the tree sequence has some mutations!\n\nsim = sp.sim_mutations(sim, rate=1e-10, random_seed=490)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  209.4 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │  48│  1.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   1│716 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │  48│  1.2 KiB│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nAnd now for the tree. The red X’s represent mutations on the tree, with their ID numbers next to them.\n\nfirst_tree_mut = sim.first()\n\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree_mut.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nFrom here, you have a few options. You can:\n\nUse the analysis module to calculate genetic summary statistics on the TreeSequence object. For more on the analysis module, see the analysis module documentation.\n\nSave the TreeSequence to use later or analyze on a platform like tskit with sim.dump(file/path/to/write/to.trees).\n\nConvert the TreeSequence with mutations to a genotype matrix for use in a program like scikit-allel with sim.genotype_matrix(). For more information on this function, see the tskit documentation.\n\nExport the TreeSequence with mutations to a VCF file using sim.write_vcf. For more information on how to use this function, see the tskit documentation.\n\n\n\n\n\n\n\nTODO\n\n\n\nadd a link to the analysis module documentation when it’s ready."
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-    "text": "Simulate genetic data\nBefore simulating this demography, we need to create a sample dictionary that translates the empirical sampling localities to the model’s deme indices and maps those to the number of samples to take from each deme. By default, coords_to_sample_dict() sets the number of individuals to sample from each deme to the number of empirical localities in that deme. The function also returns two other dictionaries that are not used in this example, so we’ll ignore them. In Python, it’s common practice for a function to return multiple objects as a list. If you want the objects separated, you use the formatting below. Using an underscore _ leads to the object being ignored.\n\n\n\n\n\n\nDictionaries\n\n\n\nDictionaries are a data structure in Python that map keys to values. They are similar to lists, but instead of using an index to access elements, you use a key. Dictionaries are useful for storing data that has a key-value relationship, like a phone book, where the key is the name of the person and the value is their phone number. In this case, the key is the deme index and the value is the number of samples to take from that deme.\n\n\n\nsample_dict, _, _ = sp.coords_to_sample_dict(r, locs)\n\nNow we get to simulate! The first task is to simulate the ancestry of the samples using the coalescent. All of the hard work is done through msprime’s sim_ancestry() function, for which spaceprime provides a convenience wrapper. This function returns a tskit TreeSequence, which “represents a sequence of correlated evolutionary trees along a genome” and is an incredibly powerful and compact data representation for population genomic analyses. The minimum number of arguments required for this function are the sample dictionary and the demographic model. If you need to overlay mutations, you need to supply the sequence length. Notice the lack of mutations in the table. We’ll set record_provenance to False to decrease the memory overhead of storing a bunch of metadata about the simulation.\nThis step may take a minute or so to run.\n\nsim = sp.sim_ancestry(samples=sample_dict, demography=demo, sequence_length=1e5, record_provenance=False, random_seed=42)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  205.8 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │   0│ 16 Bytes│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nWe’ll take a peak at a single tree from the TreeSequence object to see what it looks like. The draw_svg() method plots trees from the TreeSequence object. Here, I selected a single tree and removed the node labels because there are tons of nodes that crowd the plot and we’re only interested in the tree structure.\n\nfirst_tree = sim.first()\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nOverlaying mutations after simulating ancestry isn’t necessary for calculating genetic summary statistics on a TreeSequence, but it is necessary if you would like to compare your simulations with empirical data that are represented as a table of genotypes rather than a TreeSequence. The sim_mutations() function overlays mutations on the TreeSequence object returned by sim_ancestry() and requires the mutation rate. The mutation rate is the number of mutations per base pair per generation. For this example, we’ll use a mutation rate of 1e-10 so we don’t overcrowd the tree sequence visualization. You can see from the table that the tree sequence has some mutations!\n\nsim = sp.sim_mutations(sim, rate=1e-10, random_seed=490)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  209.4 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │  48│  1.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   1│717 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │  48│  1.2 KiB│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nYou might have noticed that we return new objects for sim_ancestry and sim_mutations. This is because we have returned to a functional programming paradigm, where functions return new objects rather than modifying objects in place. We do this because the TreeSequence objects are a different type of object than the demographic model object, and we want to keep them separate.\nAnd now for the tree. The red X’s represent mutations on the tree, with their ID numbers next to them.\n\nfirst_tree_mut = sim.first()\n\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree_mut.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nFrom here, you have a few options. You can:\n\nUse the analysis module to calculate genetic summary statistics on the TreeSequence object. For more on the analysis module, see the analysis module documentation.\n\nSave the TreeSequence to use later or analyze on a platform like tskit with sim.dump(file/path/to/write/to.trees).\n\nConvert the TreeSequence with mutations to a genotype matrix for use in a program like scikit-allel with sim.genotype_matrix(). For more information on this function, see the tskit documentation.\n\nExport the TreeSequence with mutations to a VCF file using sim.write_vcf. For more information on how to use this function, see the tskit documentation.\n\n\n\n\n\n\n\nTODO\n\n\n\nadd a link to the analysis module documentation when it’s ready."
+    "text": "Simulate genetic data\nBefore simulating this demography, we need to create a sample dictionary that translates the empirical sampling localities to the model’s deme indices and maps those to the number of samples to take from each deme. By default, coords_to_sample_dict() sets the number of individuals to sample from each deme to the number of empirical localities in that deme. The function also returns two other dictionaries that are not used in this example, so we’ll ignore them. In Python, it’s common practice for a function to return multiple objects as a list. If you want the objects separated, you use the formatting below. Using an underscore _ leads to the object being ignored.\n\n\n\n\n\n\nDictionaries\n\n\n\nDictionaries are a data structure in Python that map keys to values. They are similar to lists, but instead of using an index to access elements, you use a key. Dictionaries are useful for storing data that has a key-value relationship, like a phone book, where the key is the name of the person and the value is their phone number. In this case, the key is the deme index and the value is the number of samples to take from that deme.\n\n\n\nsample_dict, _, _ = sp.coords_to_sample_dict(r, locs)\n\nNow we get to simulate! The first task is to simulate the ancestry of the samples using the coalescent. All of the hard work is done through msprime’s sim_ancestry() function, for which spaceprime provides a convenience wrapper. This function returns a tskit TreeSequence, which “represents a sequence of correlated evolutionary trees along a genome” and is an incredibly powerful and compact data representation for population genomic analyses. The minimum number of arguments required for this function are the sample dictionary and the demographic model. If you need to overlay mutations, you need to supply the sequence length. Notice the lack of mutations in the table. We’ll set record_provenance to False to decrease the memory overhead of storing a bunch of metadata about the simulation.\nThis step may take a minute or so to run.\n\nsim = sp.sim_ancestry(samples=sample_dict, demography=demo, sequence_length=1e5, record_provenance=False, random_seed=42)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  205.8 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   0│ 16 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │   0│ 16 Bytes│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nWe’ll take a peak at a single tree from the TreeSequence object to see what it looks like. The draw_svg() method plots trees from the TreeSequence object. Here, I selected a single tree and removed the node labels because there are tons of nodes that crowd the plot and we’re only interested in the tree structure.\n\nfirst_tree = sim.first()\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nOverlaying mutations after simulating ancestry isn’t necessary for calculating genetic summary statistics on a TreeSequence, but it is necessary if you would like to compare your simulations with empirical data that are represented as a table of genotypes rather than a TreeSequence. The sim_mutations() function overlays mutations on the TreeSequence object returned by sim_ancestry() and requires the mutation rate. The mutation rate is the number of mutations per base pair per generation. For this example, we’ll use a mutation rate of 1e-10 so we don’t overcrowd the tree sequence visualization. You can see from the table that the tree sequence has some mutations!\n\nsim = sp.sim_mutations(sim, rate=1e-10, random_seed=490)\n\nprint(sim)\n\n╔═══════════════════════════╗\n║TreeSequence               ║\n╠═══════════════╤═══════════╣\n║Trees          │          1║\n╟───────────────┼───────────╢\n║Sequence Length│     100000║\n╟───────────────┼───────────╢\n║Time Units     │generations║\n╟───────────────┼───────────╢\n║Sample Nodes   │        344║\n╟───────────────┼───────────╢\n║Total Size     │  209.4 KiB║\n╚═══════════════╧═══════════╝\n╔═══════════╤════╤═════════╤════════════╗\n║Table      │Rows│Size     │Has Metadata║\n╠═══════════╪════╪═════════╪════════════╣\n║Edges      │ 686│ 21.4 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Individuals│ 172│  4.7 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Migrations │   0│  8 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Mutations  │  48│  1.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Nodes      │ 687│ 18.8 KiB│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Populations│3481│155.4 KiB│         Yes║\n╟───────────┼────┼─────────┼────────────╢\n║Provenances│   1│716 Bytes│          No║\n╟───────────┼────┼─────────┼────────────╢\n║Sites      │  48│  1.2 KiB│          No║\n╚═══════════╧════╧═════════╧════════════╝\n\n\n\nYou might have noticed that we return new objects for sim_ancestry and sim_mutations. This is because we have returned to a functional programming paradigm, where functions return new objects rather than modifying objects in place. We do this because the TreeSequence objects are a different type of object than the demographic model object, and we want to keep them separate.\nAnd now for the tree. The red X’s represent mutations on the tree, with their ID numbers next to them.\n\nfirst_tree_mut = sim.first()\n\nnode_labels = {node.id: \"\" for node in sim.nodes()}\nfirst_tree_mut.draw_svg(y_axis=True, size=(600, 400), node_labels=node_labels)\n\n\n\n\n\n\n\n\nFrom here, you have a few options. You can:\n\nUse the analysis module to calculate genetic summary statistics on the TreeSequence object. For more on the analysis module, see the analysis module documentation.\n\nSave the TreeSequence to use later or analyze on a platform like tskit with sim.dump(file/path/to/write/to.trees).\n\nConvert the TreeSequence with mutations to a genotype matrix for use in a program like scikit-allel with sim.genotype_matrix(). For more information on this function, see the tskit documentation.\n\nExport the TreeSequence with mutations to a VCF file using sim.write_vcf. For more information on how to use this function, see the tskit documentation.\n\n\n\n\n\n\n\nTODO\n\n\n\nadd a link to the analysis module documentation when it’s ready."
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diff --git a/spaceprime-for-r-users.html b/spaceprime-for-r-users.html
index a02d791..11a33dc 100644
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+++ b/spaceprime-for-r-users.html
@@ -460,7 +460,7 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
             <meta name=&quot;viewport&quot; content=&quot;width=device-width,
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-                #map_b3163c5987fa6eab6cf3b6d28c1e9db7 {
+                #map_dc6b1790165585ca683b919818aa971a {
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                     height: 100.0%;
@@ -491,14 +491,14 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
 <body>
     
     
-            <div class=&quot;folium-map&quot; id=&quot;map_b3163c5987fa6eab6cf3b6d28c1e9db7&quot; ></div>
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 </body>
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-        function geo_json_4168af176760ca2c87672909c4f6a1c3_pointToLayer(feature, latlng) {
+        function geo_json_eb1846518d6fa45371aff94b93edb208_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_4168af176760ca2c87672909c4f6a1c3_styler(feature)
+            let style = geo_json_eb1846518d6fa45371aff94b93edb208_styler(feature)
             Object.assign(opts, style)
             
             return new L.CircleMarker(latlng, opts)
         }
 
-        function geo_json_4168af176760ca2c87672909c4f6a1c3_onEachFeature(feature, layer) {
+        function geo_json_eb1846518d6fa45371aff94b93edb208_onEachFeature(feature, layer) {
             layer.on({
                 mouseout: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                            geo_json_4168af176760ca2c87672909c4f6a1c3.resetStyle(e.target);
+                            geo_json_eb1846518d6fa45371aff94b93edb208.resetStyle(e.target);
                     }
                 },
                 mouseover: function(e) {
                     if(typeof e.target.setStyle === &quot;function&quot;){
-                        const highlightStyle = geo_json_4168af176760ca2c87672909c4f6a1c3_highlighter(e.target.feature)
+                        const highlightStyle = geo_json_eb1846518d6fa45371aff94b93edb208_highlighter(e.target.feature)
                         e.target.setStyle(highlightStyle);
                     }
                 },
             });
         };
-        var geo_json_4168af176760ca2c87672909c4f6a1c3 = L.geoJson(null, {
-                onEachFeature: geo_json_4168af176760ca2c87672909c4f6a1c3_onEachFeature,
+        var geo_json_eb1846518d6fa45371aff94b93edb208 = L.geoJson(null, {
+                onEachFeature: geo_json_eb1846518d6fa45371aff94b93edb208_onEachFeature,
             
-                style: geo_json_4168af176760ca2c87672909c4f6a1c3_styler,
-                pointToLayer: geo_json_4168af176760ca2c87672909c4f6a1c3_pointToLayer,
+                style: geo_json_eb1846518d6fa45371aff94b93edb208_styler,
+                pointToLayer: geo_json_eb1846518d6fa45371aff94b93edb208_pointToLayer,
         });
 
-        function geo_json_4168af176760ca2c87672909c4f6a1c3_add (data) {
-            geo_json_4168af176760ca2c87672909c4f6a1c3
+        function geo_json_eb1846518d6fa45371aff94b93edb208_add (data) {
+            geo_json_eb1846518d6fa45371aff94b93edb208
                 .addData(data);
         }
-            geo_json_4168af176760ca2c87672909c4f6a1c3_add({&quot;bbox&quot;: [-54.16680605885, -31.33347245684999, -44.666806096849996, -21.666805828849988], &quot;features&quot;: [{&quot;bbox&quot;: [-51.33347273685, -21.83347249484999, -51.16680607085, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-51.33347273685, -21.666805828849988], [-51.33347273685, -21.83347249484999], [-51.16680607085, -21.83347249484999], [-51.16680607085, -21.666805828849988], [-51.33347273685, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481668&quot;, &quot;deme_index&quot;: 0, &quot;deme_size&quot;: 68.0, &quot;dummy&quot;: 17.0, &quot;mig_east&quot;: 0.0010735293626785278, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.0011617647409439087, &quot;mig_west&quot;: 0.0}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-51.16680607085, -21.83347249484999, -51.00013940485, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-51.16680607085, -21.666805828849988], [-51.16680607085, -21.83347249484999], [-51.00013940485, -21.83347249484999], [-51.00013940485, -21.666805828849988], [-51.16680607085, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481769&quot;, &quot;deme_index&quot;: 1, &quot;deme_size&quot;: 73.0, &quot;dummy&quot;: 18.0, &quot;mig_east&quot;: 0.001082191824913025, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.0010136985778808594, &quot;mig_west&quot;: 0.0009315068721771241}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-51.00013940485, -21.83347249484999, -50.83347273885, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-51.00013940485, -21.666805828849988], [-51.00013940485, -21.83347249484999], [-50.83347273885, -21.83347249484999], [-50.83347273885, -21.666805828849988], [-51.00013940485, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#48186a&quot;, &quot;deme_index&quot;: 2, &quot;deme_size&quot;: 79.0, &quot;dummy&quot;: 19.0, &quot;mig_east&quot;: 0.0009873417615890504, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.0009113923907279969, &quot;mig_west&quot;: 0.0009240506291389466}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-50.83347273885, -21.83347249484999, -50.66680607285, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-50.83347273885, -21.666805828849988], [-50.83347273885, -21.83347249484999], [-50.66680607285, -21.83347249484999], [-50.66680607285, -21.666805828849988], [-50.83347273885, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#48186a&quot;, &quot;deme_index&quot;: 3, &quot;deme_size&quot;: 78.0, &quot;dummy&quot;: 20.0, &quot;mig_east&quot;: 0.0008333333134651185, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.001, &quot;mig_west&quot;: 0.0010128204822540284}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-50.66680607285, -21.83347249484999, -50.500139406849996, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-50.66680607285, -21.666805828849988], [-50.66680607285, -21.83347249484999], [-50.500139406849996, -21.83347249484999], [-50.500139406849996, -21.666805828849988], [-50.66680607285, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481467&quot;, &quot;deme_index&quot;: 4, &quot;deme_size&quot;: 65.0, &quot;dummy&quot;: 21.0, &quot;mig_east&quot;: 0.0009692307710647583, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.0012307692766189576, &quot;mig_west&quot;: 0.0012000000476837158}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-50.500139406849996, -21.83347249484999, -50.33347274085, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-50.500139406849996, -21.666805828849988], [-50.500139406849996, -21.83347249484999], [-50.33347274085, -21.83347249484999], [-50.33347274085, -21.666805828849988], [-50.500139406849996, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#471365&quot;, &quot;deme_index&quot;: 5, &quot;deme_size&quot;: 63.0, &quot;dummy&quot;: 22.0, &quot;mig_east&quot;: 0.0009523809552192688, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.00120634925365448, &quot;mig_west&quot;: 0.0010317460298538209}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-50.33347274085, -21.83347249484999, -50.16680607485, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: 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&quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#471365&quot;, &quot;deme_index&quot;: 7, &quot;deme_size&quot;: 64.0, &quot;dummy&quot;: 24.0, &quot;mig_east&quot;: 0.001140625, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.001140625, &quot;mig_west&quot;: 0.0009375}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-50.000139408849996, -21.83347249484999, -49.83347274285, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-50.000139408849996, -21.666805828849988], [-50.000139408849996, -21.83347249484999], [-49.83347274285, -21.83347249484999], [-49.83347274285, -21.666805828849988], [-50.000139408849996, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481769&quot;, &quot;deme_index&quot;: 8, &quot;deme_size&quot;: 73.0, &quot;dummy&quot;: 25.0, &quot;mig_east&quot;: 0.001178082227706909, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.001082191824913025, &quot;mig_west&quot;: 0.0008767123222351074}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-49.83347274285, -21.83347249484999, -49.66680607685, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-49.83347274285, -21.666805828849988], [-49.83347274285, -21.83347249484999], [-49.66680607685, -21.83347249484999], [-49.66680607685, -21.666805828849988], [-49.83347274285, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;9&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481b6d&quot;, &quot;deme_index&quot;: 9, &quot;deme_size&quot;: 86.0, &quot;dummy&quot;: 26.0, &quot;mig_east&quot;: 0.001116279125213623, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.001116279125213623, &quot;mig_west&quot;: 0.0008488371968269348}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-49.66680607685, -21.83347249484999, -49.50013941085, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-49.66680607685, -21.666805828849988], [-49.66680607685, -21.83347249484999], [-49.50013941085, -21.83347249484999], [-49.50013941085, -21.666805828849988], [-49.66680607685, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;10&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481f70&quot;, &quot;deme_index&quot;: 10, &quot;deme_size&quot;: 96.0, &quot;dummy&quot;: 27.0, &quot;mig_east&quot;: 0.001166666626930237, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.0010625, &quot;mig_west&quot;: 0.0008958333134651184}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-49.50013941085, -21.83347249484999, -49.33347274485, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-49.50013941085, -21.666805828849988], [-49.50013941085, -21.83347249484999], [-49.33347274485, 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{&quot;__folium_color&quot;: &quot;#482071&quot;, &quot;deme_index&quot;: 12, &quot;deme_size&quot;: 99.0, &quot;dummy&quot;: 29.0, &quot;mig_east&quot;: 0.0009191918969154358, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 0.0009090909361839294, &quot;mig_west&quot;: 0.0011313130855560303}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-49.16680607885, -21.83347249484999, -49.00013941285, -21.666805828849988], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-49.16680607885, -21.666805828849988], [-49.16680607885, -21.83347249484999], [-49.00013941285, -21.83347249484999], [-49.00013941285, -21.666805828849988], [-49.16680607885, -21.666805828849988]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;13&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#481c6e&quot;, &quot;deme_index&quot;: 13, &quot;deme_size&quot;: 91.0, &quot;dummy&quot;: 30.0, &quot;mig_east&quot;: 0.0, &quot;mig_north&quot;: 0.0, &quot;mig_south&quot;: 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&quot;deme_index&quot;: 1749, &quot;deme_size&quot;: 194.0, &quot;dummy&quot;: 3325.0, &quot;mig_east&quot;: 0.0, &quot;mig_north&quot;: 0.0007731958627700806, &quot;mig_south&quot;: 0.0, &quot;mig_west&quot;: 0.001051546335220337}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});
 
         
     
-    geo_json_4168af176760ca2c87672909c4f6a1c3.bindTooltip(
+    geo_json_eb1846518d6fa45371aff94b93edb208.bindTooltip(
     function(layer){
     let div = L.DomUtil.create('div');
     
@@ -1083,45 +1083,45 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
     ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});
                      
     
-            geo_json_4168af176760ca2c87672909c4f6a1c3.addTo(map_b3163c5987fa6eab6cf3b6d28c1e9db7);
+            geo_json_eb1846518d6fa45371aff94b93edb208.addTo(map_dc6b1790165585ca683b919818aa971a);
         
     
-    var color_map_e596d657f05532b938986421303eb977 = {};
+    var color_map_59825b7e5480ffd8345ca93bf3336a3a = {};
 
     
-    color_map_e596d657f05532b938986421303eb977.color = d3.scale.threshold()
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.color = d3.scale.threshold()
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723.3667334669339, 725.3426853707415, 727.3186372745491, 729.2945891783567, 731.2705410821643, 733.2464929859719, 735.2224448897796, 737.1983967935872, 739.1743486973947, 741.1503006012024, 743.12625250501, 745.1022044088177, 747.0781563126252, 749.0541082164328, 751.0300601202405, 753.0060120240481, 754.9819639278558, 756.9579158316633, 758.9338677354709, 760.9098196392786, 762.8857715430862, 764.8617234468937, 766.8376753507014, 768.813627254509, 770.7895791583167, 772.7655310621243, 774.7414829659318, 776.7174348697395, 778.6933867735471, 780.6693386773547, 782.6452905811623, 784.6212424849699, 786.5971943887776, 788.5731462925852, 790.5490981963928, 792.5250501002004, 794.501002004008, 796.4769539078156, 798.4529058116233, 800.4288577154308, 802.4048096192384, 804.3807615230461, 806.3567134268537, 808.3326653306614, 810.3086172344689, 812.2845691382765, 814.2605210420842, 816.2364729458918, 818.2124248496993, 820.188376753507, 822.1643286573146, 824.1402805611223, 826.1162324649299, 828.0921843687374, 830.0681362725451, 832.0440881763527, 834.0200400801604, 835.9959919839679, 837.9719438877755, 839.9478957915832, 841.9238476953908, 843.8997995991984, 845.875751503006, 847.8517034068136, 849.8276553106213, 851.8036072144289, 853.7795591182364, 855.7555110220441, 857.7314629258517, 859.7074148296593, 861.683366733467, 863.6593186372745, 865.6352705410821, 867.6112224448898, 869.5871743486974, 871.563126252505, 873.5390781563126, 875.5150300601202, 877.4909819639279, 879.4669338677355, 881.442885771543, 883.4188376753507, 885.3947895791583, 887.370741482966, 889.3466933867735, 891.3226452905811, 893.2985971943888, 895.2745490981964, 897.2505010020041, 899.2264529058116, 901.2024048096192, 903.1783567134269, 905.1543086172345, 907.130260521042, 909.1062124248497, 911.0821643286573, 913.058116232465, 915.0340681362726, 917.0100200400801, 918.9859719438878, 920.9619238476954, 922.937875751503, 924.9138276553106, 926.8897795591182, 928.8657314629259, 930.8416833667335, 932.8176352705411, 934.7935871743487, 936.7695390781563, 938.7454909819639, 940.7214428857716, 942.6973947895791, 944.6733466933867, 946.6492985971944, 948.625250501002, 950.6012024048097, 952.5771543086172, 954.5531062124248, 956.5290581162325, 958.5050100200401, 960.4809619238476, 962.4569138276553, 964.4328657314629, 966.4088176352706, 968.3847695390782, 970.3607214428857, 972.3366733466934, 974.312625250501, 976.2885771543087, 978.2645290581162, 980.2404809619238, 982.2164328657315, 984.1923847695391, 986.1683366733467, 988.1442885771543, 990.1202404809619, 992.0961923847696, 994.0721442885772, 996.0480961923847, 998.0240480961924, 1000.0])
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'#24868eff', '#24878eff', '#24878eff', '#23888eff', '#23888eff', '#23898eff', '#23898eff', '#238a8dff', '#238a8dff', '#228b8dff', '#228b8dff', '#228c8dff', '#228c8dff', '#228d8dff', '#218d8dff', '#218e8dff', '#218e8dff', '#218f8dff', '#218f8dff', '#21908dff', '#21908dff', '#21918cff', '#20918cff', '#20928cff', '#20928cff', '#20928cff', '#20928cff', '#20938cff', '#1f938cff', '#1f948cff', '#1f948cff', '#1f958bff', '#1f958bff', '#1f968bff', '#1f968bff', '#1f978bff', '#1f988bff', '#1f988bff', '#1f998bff', '#1f998aff', '#1f9a8aff', '#1f9a8aff', '#1e9b8aff', '#1e9b8aff', '#1e9c8aff', '#1e9c89ff', '#1e9d89ff', '#1e9d89ff', '#1e9e89ff', '#1f9e89ff', '#1f9f88ff', '#1f9f88ff', '#1fa088ff', '#1fa088ff', '#1fa188ff', '#1fa188ff', '#1fa187ff', '#1fa187ff', '#1fa287ff', '#1fa287ff', '#1fa386ff', '#20a386ff', '#20a486ff', '#20a486ff', '#20a585ff', '#21a585ff', '#21a685ff', '#21a685ff', '#21a785ff', '#22a785ff', '#22a884ff', '#22a884ff', '#22a983ff', '#23a983ff', '#23aa83ff', '#24ab83ff', '#25ab82ff', '#25ac82ff', '#25ac82ff', '#25ad82ff', '#26ad81ff', '#26ad81ff', '#27ad81ff', '#27ae81ff', '#28ae80ff', '#28af80ff', '#29af7fff', '#29b07fff', '#2ab07fff', '#2bb17eff', '#2cb17eff', '#2cb27dff', '#2db27dff', '#2db37cff', '#2eb37cff', '#2eb47cff', '#2fb47cff', '#30b57bff', '#31b57bff', '#31b67aff', '#32b67aff', '#33b679ff', '#34b679ff', '#34b779ff', '#35b779ff', '#36b878ff', '#37b878ff', '#37b977ff', '#38b977ff', '#39ba76ff', '#3aba76ff', '#3abb75ff', '#3bbb75ff', '#3cbc74ff', '#3dbc74ff', '#3ebc73ff', '#3fbd73ff', '#40bd72ff', '#40be72ff', '#41be71ff', '#42bf71ff', '#43bf70ff', '#45c070ff', '#46c06fff', '#47c16fff', '#48c16eff', '#49c16eff', '#4ac16dff', '#4bc26cff', '#4cc26cff', '#4dc36bff', '#4ec36bff', '#4fc46aff', '#50c46aff', '#51c569ff', '#52c569ff', '#53c568ff', '#54c568ff', '#55c667ff', '#56c667ff', '#57c766ff', '#58c765ff', '#59c864ff', '#5ac864ff', '#5bc863ff', '#5cc863ff', '#5dc962ff', '#5ec962ff', '#5fca61ff', '#60ca60ff', '#62cb5fff', '#63cb5fff', '#64cb5eff', '#65cc5dff', '#66cc5cff', '#67cd5cff', '#68cd5bff', '#6acd5bff', '#6bcd5aff', '#6cce59ff', '#6ece58ff', '#6fcf58ff', '#70cf57ff', '#71d057ff', '#72d056ff', '#74d055ff', '#75d054ff', '#76d153ff', '#77d153ff', '#78d152ff', '#7ad151ff', '#7bd250ff', '#7cd250ff', '#7dd34fff', '#7fd34eff', '#80d34dff', '#81d34dff', '#82d44cff', '#84d44bff', '#85d54aff', '#86d549ff', '#88d548ff', '#89d548ff', '#8ad647ff', '#8bd646ff', '#8dd645ff', '#8ed645ff', '#8fd744ff', '#90d743ff', '#92d742ff', '#93d741ff', '#94d840ff', '#96d83fff', '#97d83eff', '#99d93dff', '#9ad93cff', '#9bd93cff', '#9dd93bff', '#9eda3aff', '#9fda39ff', '#a1da38ff', '#a2da37ff', '#a3db36ff', '#a4db36ff', '#a6db35ff', '#a8db34ff', '#a9dc33ff', '#aadc32ff', '#abdc31ff', '#addc30ff', '#aedd2fff', '#b0dd2fff', '#b1dd2eff', '#b2dd2dff', '#b3de2cff', '#b5de2bff', '#b6de2aff', '#b8de29ff', '#b9de28ff', '#bade28ff', '#bcdf27ff', '#bddf26ff', '#bfdf25ff', '#c0df25ff', '#c1df24ff', '#c2df23ff', '#c4e022ff', '#c5e021ff', '#c7e020ff', '#c8e020ff', '#c9e11fff', '#cbe11eff', '#cce11dff', '#cee11dff', '#cfe11cff', '#d1e11bff', '#d2e21bff', '#d3e21aff', '#d4e21aff', '#d6e219ff', '#d7e219ff', '#d9e319ff', '#dae319ff', '#dbe318ff', '#dde318ff', '#dee318ff', '#dfe318ff', '#e0e418ff', '#e2e418ff', '#e3e418ff', '#e5e418ff', '#e6e419ff', '#e7e419ff', '#e8e519ff', '#eae519ff', '#ebe51aff', '#ece51aff', '#ede51bff', '#efe51bff', '#f0e51cff', '#f1e51dff', '#f3e61dff', '#f4e61eff', '#f5e61eff', '#f6e61fff', '#f7e620ff', '#f8e621ff', '#fae722ff', '#fbe723ff', '#fce724ff', '#fde725ff']);
     
 
-    color_map_e596d657f05532b938986421303eb977.x = d3.scale.linear()
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.x = d3.scale.linear()
               .domain([14.0, 1000.0])
               .range([0, 450 - 50]);
 
-    color_map_e596d657f05532b938986421303eb977.legend = L.control({position: 'topright'});
-    color_map_e596d657f05532b938986421303eb977.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
-    color_map_e596d657f05532b938986421303eb977.legend.addTo(map_b3163c5987fa6eab6cf3b6d28c1e9db7);
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.legend = L.control({position: 'topright'});
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.legend.addTo(map_dc6b1790165585ca683b919818aa971a);
 
-    color_map_e596d657f05532b938986421303eb977.xAxis = d3.svg.axis()
-        .scale(color_map_e596d657f05532b938986421303eb977.x)
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.xAxis = d3.svg.axis()
+        .scale(color_map_59825b7e5480ffd8345ca93bf3336a3a.x)
         .orient(&quot;top&quot;)
         .tickSize(1)
         .tickValues([14.0, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 114.53333333333333, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 215.06666666666666, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 315.6, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 416.1333333333333, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 516.6666666666667, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 617.2, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 717.7333333333333, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 818.2666666666667, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 918.8, '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '']);
 
-    color_map_e596d657f05532b938986421303eb977.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)
         .attr(&quot;id&quot;, 'legend')
         .attr(&quot;width&quot;, 450)
         .attr(&quot;height&quot;, 40);
 
-    color_map_e596d657f05532b938986421303eb977.g = color_map_e596d657f05532b938986421303eb977.svg.append(&quot;g&quot;)
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.g = color_map_59825b7e5480ffd8345ca93bf3336a3a.svg.append(&quot;g&quot;)
         .attr(&quot;class&quot;, &quot;key&quot;)
         .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);
 
-    color_map_e596d657f05532b938986421303eb977.g.selectAll(&quot;rect&quot;)
-        .data(color_map_e596d657f05532b938986421303eb977.color.range().map(function(d, i) {
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.g.selectAll(&quot;rect&quot;)
+        .data(color_map_59825b7e5480ffd8345ca93bf3336a3a.color.range().map(function(d, i) {
           return {
-            x0: i ? color_map_e596d657f05532b938986421303eb977.x(color_map_e596d657f05532b938986421303eb977.color.domain()[i - 1]) : color_map_e596d657f05532b938986421303eb977.x.range()[0],
-            x1: i < color_map_e596d657f05532b938986421303eb977.color.domain().length ? color_map_e596d657f05532b938986421303eb977.x(color_map_e596d657f05532b938986421303eb977.color.domain()[i]) : color_map_e596d657f05532b938986421303eb977.x.range()[1],
+            x0: i ? color_map_59825b7e5480ffd8345ca93bf3336a3a.x(color_map_59825b7e5480ffd8345ca93bf3336a3a.color.domain()[i - 1]) : color_map_59825b7e5480ffd8345ca93bf3336a3a.x.range()[0],
+            x1: i < color_map_59825b7e5480ffd8345ca93bf3336a3a.color.domain().length ? color_map_59825b7e5480ffd8345ca93bf3336a3a.x(color_map_59825b7e5480ffd8345ca93bf3336a3a.color.domain()[i]) : color_map_59825b7e5480ffd8345ca93bf3336a3a.x.range()[1],
             z: d
           };
         }))
@@ -1131,7 +1131,7 @@ <h4 class="anchored" data-anchor-id="plot_model"><code>plot_model()</code></h4>
         .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })
         .style(&quot;fill&quot;, function(d) { return d.z; });
 
-    color_map_e596d657f05532b938986421303eb977.g.call(color_map_e596d657f05532b938986421303eb977.xAxis).append(&quot;text&quot;)
+    color_map_59825b7e5480ffd8345ca93bf3336a3a.g.call(color_map_59825b7e5480ffd8345ca93bf3336a3a.xAxis).append(&quot;text&quot;)
         .attr(&quot;class&quot;, &quot;caption&quot;)
         .attr(&quot;y&quot;, 21)
         .text(&quot;deme_size&quot;);
@@ -1250,7 +1250,7 @@ <h2 class="anchored" data-anchor-id="simulate-genetic-data">Simulate genetic dat
 ╟───────────┼────┼─────────┼────────────╢
 ║Populations│3481│155.4 KiB│         Yes║
 ╟───────────┼────┼─────────┼────────────╢
-║Provenances│   1│717 Bytes│          No║
+║Provenances│   1│716 Bytes│          No║
 ╟───────────┼────┼─────────┼────────────╢
 ║Sites      │  48│  1.2 KiB│          No║
 ╚═══════════╧════╧═════════╧════════════╝
