From 285c765d0f29deaca34564f916cf1407f3ba1da0 Mon Sep 17 00:00:00 2001
From: Guy Allard <w.g.allard@lumc.nl>
Date: Wed, 20 Sep 2017 19:30:13 +0200
Subject: [PATCH] updated lesson
---
visualization/DataVisualization2.ipynb | 691 ++++++++++++++++++++-----
1 file changed, 559 insertions(+), 132 deletions(-)
diff --git a/visualization/DataVisualization2.ipynb b/visualization/DataVisualization2.ipynb
index d26cb79..5606d04 100644
--- a/visualization/DataVisualization2.ipynb
+++ b/visualization/DataVisualization2.ipynb
@@ -1,60 +1,5 @@
{
"cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "slideshow": {
- "slide_type": "skip"
- }
- },
- "outputs": [
- {
- "data": {
- "text/html": [
- "<style>/* Remove the vertical scrollbar added by nbconvert. */\n",
- ".reveal {\n",
- " overflow: hidden;\n",
- "}\n",
- "\n",
- "/* Workaround some highlight.js bugs in language autodetection. */\n",
- "code.objectivec *,\n",
- "code.perl *,\n",
- "code.cs *,\n",
- "code.javascript *,\n",
- "code.http * {\n",
- " color: black ! important;\n",
- " font-weight: normal ! important;\n",
- "}\n",
- "span.title {\n",
- " color: black ! important;\n",
- "}\n",
- "span.tag {\n",
- " color: black ! important;\n",
- "}\n",
- "span.attribute {\n",
- " color: black ! important;\n",
- "}\n",
- "</style>"
- ],
- "text/plain": [
- "<IPython.core.display.HTML object>"
- ]
- },
- "execution_count": 1,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# ignore me\n",
- "from IPython.display import HTML\n",
- "def css_styling():\n",
- " styles = open('styles/custom.css', 'r').read()\n",
- " return HTML('<style>' + styles + '</style>')\n",
- "css_styling()"
- ]
- },
{
"cell_type": "markdown",
"metadata": {
@@ -150,7 +95,7 @@
"\n",
" <div class=\"bk-root\">\n",
" <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
- " <span id=\"c4a829f7-09e5-484a-8689-90ca80ece63d\">Loading BokehJS ...</span>\n",
+ " <span id=\"ebd0eb01-19a9-4cf1-a500-ebcb9e72b797\">Loading BokehJS ...</span>\n",
" </div>"
]
},
@@ -198,7 +143,7 @@
"\n",
" function display_loaded() {\n",
" if (root.Bokeh !== undefined) {\n",
- " var el = document.getElementById(\"c4a829f7-09e5-484a-8689-90ca80ece63d\");\n",
+ " var el = document.getElementById(\"ebd0eb01-19a9-4cf1-a500-ebcb9e72b797\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
" }\n",
@@ -248,9 +193,9 @@
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
- " };var element = document.getElementById(\"c4a829f7-09e5-484a-8689-90ca80ece63d\");\n",
+ " };var element = document.getElementById(\"ebd0eb01-19a9-4cf1-a500-ebcb9e72b797\");\n",
" if (element == null) {\n",
- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'c4a829f7-09e5-484a-8689-90ca80ece63d' but no matching script tag was found. \")\n",
+ " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ebd0eb01-19a9-4cf1-a500-ebcb9e72b797' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
"\n",
@@ -267,7 +212,7 @@
" \n",
" function(Bokeh) {\n",
" \n",
- " document.getElementById(\"c4a829f7-09e5-484a-8689-90ca80ece63d\").textContent = \"BokehJS is loading...\";\n",
+ " document.getElementById(\"ebd0eb01-19a9-4cf1-a500-ebcb9e72b797\").textContent = \"BokehJS is loading...\";\n",
" },\n",
" function(Bokeh) {\n",
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.7.min.css\");\n",
@@ -292,7 +237,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"c4a829f7-09e5-484a-8689-90ca80ece63d\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"ebd0eb01-19a9-4cf1-a500-ebcb9e72b797\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -449,6 +394,7 @@
"cell_type": "code",
"execution_count": 3,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "subslide"
}
@@ -487,7 +433,7 @@
"\n",
"\n",
" <div class=\"bk-root\">\n",
- " <div class=\"bk-plotdiv\" id=\"3cab4f32-a46a-4bda-888d-6e9935dc34f9\"></div>\n",
+ " <div class=\"bk-plotdiv\" id=\"91c4e913-6067-4faa-bc3b-c43643bccb40\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
@@ -528,7 +474,7 @@
" \n",
" function display_loaded() {\n",
" if (root.Bokeh !== undefined) {\n",
- " var el = document.getElementById(\"3cab4f32-a46a-4bda-888d-6e9935dc34f9\");\n",
+ " var el = document.getElementById(\"91c4e913-6067-4faa-bc3b-c43643bccb40\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
" }\n",
@@ -578,9 +524,9 @@
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
- " };var element = document.getElementById(\"3cab4f32-a46a-4bda-888d-6e9935dc34f9\");\n",
+ " };var element = document.getElementById(\"91c4e913-6067-4faa-bc3b-c43643bccb40\");\n",
" if (element == null) {\n",
- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '3cab4f32-a46a-4bda-888d-6e9935dc34f9' but no matching script tag was found. \")\n",
+ " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '91c4e913-6067-4faa-bc3b-c43643bccb40' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
@@ -590,8 +536,8 @@
" function(Bokeh) {\n",
" (function() {\n",
" var fn = function() {\n",
- " var docs_json = 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+ " var render_items = [{\"docid\":\"c7710ca5-4e1c-4d45-91f6-d426ea7d0b96\",\"elementid\":\"91c4e913-6067-4faa-bc3b-c43643bccb40\",\"modelid\":\"cd358523-61d2-480a-af34-2b8e00352668\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" };\n",
@@ -616,7 +562,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"3cab4f32-a46a-4bda-888d-6e9935dc34f9\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"91c4e913-6067-4faa-bc3b-c43643bccb40\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
@@ -660,6 +606,7 @@
"cell_type": "code",
"execution_count": 5,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "subslide"
}
@@ -699,7 +646,7 @@
"\n",
"\n",
" <div class=\"bk-root\">\n",
- " <div class=\"bk-plotdiv\" id=\"2b5596f4-8256-432b-9d57-2c18012d5298\"></div>\n",
+ " <div class=\"bk-plotdiv\" id=\"cbb33e53-83fc-42ef-bc82-5a96362352f1\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
@@ -740,7 +687,7 @@
" \n",
" function display_loaded() {\n",
" if (root.Bokeh !== undefined) {\n",
- " var el = document.getElementById(\"2b5596f4-8256-432b-9d57-2c18012d5298\");\n",
+ " var el = document.getElementById(\"cbb33e53-83fc-42ef-bc82-5a96362352f1\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
" }\n",
@@ -790,9 +737,9 @@
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
- " };var element = document.getElementById(\"2b5596f4-8256-432b-9d57-2c18012d5298\");\n",
+ " };var element = document.getElementById(\"cbb33e53-83fc-42ef-bc82-5a96362352f1\");\n",
" if (element == null) {\n",
- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '2b5596f4-8256-432b-9d57-2c18012d5298' but no matching script tag was found. \")\n",
+ " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'cbb33e53-83fc-42ef-bc82-5a96362352f1' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
@@ -802,8 +749,8 @@
" function(Bokeh) {\n",
" (function() {\n",
" var fn = function() {\n",
- " var docs_json = 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+ " var render_items = [{\"docid\":\"5ef543d3-3c67-434d-8183-7b684b220750\",\"elementid\":\"cbb33e53-83fc-42ef-bc82-5a96362352f1\",\"modelid\":\"cd358523-61d2-480a-af34-2b8e00352668\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" };\n",
@@ -828,7 +775,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"2b5596f4-8256-432b-9d57-2c18012d5298\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"cbb33e53-83fc-42ef-bc82-5a96362352f1\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
@@ -857,14 +804,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [],
"source": [
+ "%%script false # ignore me\n",
+ "\n",
"# Here is all of the code for the final figure in one cell\n",
"\n",
"# Import pandas for handling the data\n",
@@ -936,7 +886,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "subslide"
@@ -1074,7 +1024,7 @@
"4 1.599661e+07 7.760119e+06 184000.0 "
]
},
- "execution_count": 7,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -1111,8 +1061,9 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 9,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "subslide"
}
@@ -1142,7 +1093,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"metadata": {
"slideshow": {
"slide_type": "subslide"
@@ -1155,7 +1106,7 @@
"\n",
"\n",
" <div class=\"bk-root\">\n",
- " <div class=\"bk-plotdiv\" id=\"1eb4ea3a-ff0a-400c-b8dd-3cb8b80324fd\"></div>\n",
+ " <div class=\"bk-plotdiv\" id=\"ec91a32c-e3a2-4caa-b01f-620a51f201a9\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
@@ -1196,7 +1147,7 @@
" \n",
" function display_loaded() {\n",
" if (root.Bokeh !== undefined) {\n",
- " var el = document.getElementById(\"1eb4ea3a-ff0a-400c-b8dd-3cb8b80324fd\");\n",
+ " var el = document.getElementById(\"ec91a32c-e3a2-4caa-b01f-620a51f201a9\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
" }\n",
@@ -1246,9 +1197,9 @@
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
- " };var element = document.getElementById(\"1eb4ea3a-ff0a-400c-b8dd-3cb8b80324fd\");\n",
+ " };var element = document.getElementById(\"ec91a32c-e3a2-4caa-b01f-620a51f201a9\");\n",
" if (element == null) {\n",
- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1eb4ea3a-ff0a-400c-b8dd-3cb8b80324fd' but no matching script tag was found. \")\n",
+ " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ec91a32c-e3a2-4caa-b01f-620a51f201a9' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
@@ -1258,8 +1209,8 @@
" function(Bokeh) {\n",
" (function() {\n",
" var fn = function() {\n",
- " var docs_json = {\"d81d2566-57a3-41e6-be20-7e9b76304eca\":{\"roots\":{\"references\":[{\"attributes\":{},\"id\":\"7741e230-fead-4f0e-8d7a-cc807dfedc2c\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"faef4b11-d9af-474e-a8e4-06e2dd90e45c\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"e4632f0b-ca8b-4058-b650-ef1c649b6f57\",\"type\":\"HelpTool\"},{\"attributes\":{\"plot\":{\"id\":\"fa9ca289-64b7-4306-98ea-f1215fac56ba\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"8c03b924-adf6-4599-8d50-3b813d764aee\",\"type\":\"BasicTicker\"}},\"id\":\"6fecea43-59ac-471f-a51a-cecdebc6505e\",\"type\":\"Grid\"},{\"attributes\":{\"attribution\":\"Map tiles by <a href=\\\"http://stamen.com\\\">Stamen Design</a>, under <a href=\\\"http://creativecommons.org/licenses/by/3.0\\\">CC BY 3.0</a>. 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SA</a>.\",\"url\":\"http://tile.stamen.com/terrain/{Z}/{X}/{Y}.png\"},\"id\":\"506e1bab-a751-420e-81e1-3d0fc376487c\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"callback\":null,\"end\":20000000,\"start\":-20000000},\"id\":\"d5f627b9-adbd-4900-97fb-080cab5692f1\",\"type\":\"Range1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"c7fc34a9-e33f-4aae-834a-c06ac9b5bd6c\",\"type\":\"PanTool\"},{\"id\":\"024d3ff4-ea45-4a9a-a42b-0b54e8aa80c3\",\"type\":\"WheelZoomTool\"},{\"id\":\"be8d6cbd-b682-4ade-b375-043504e79ba3\",\"type\":\"BoxZoomTool\"},{\"id\":\"faef4b11-d9af-474e-a8e4-06e2dd90e45c\",\"type\":\"SaveTool\"},{\"id\":\"3553e9bb-0f1a-4744-8d23-6f15fe8ef911\",\"type\":\"ResetTool\"},{\"id\":\"e4632f0b-ca8b-4058-b650-ef1c649b6f57\",\"type\":\"HelpTool\"}]},\"id\":\"692d9410-4c36-46d5-a604-dd68492830f5\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"024d3ff4-ea45-4a9a-a42b-0b54e8aa80c3\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"c7fc34a9-e33f-4aae-834a-c06ac9b5bd6c\",\"type\":\"PanTool\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"fa9ca289-64b7-4306-98ea-f1215fac56ba\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"fa4e3bd0-d921-4d16-aa31-a61afd1aecfc\",\"type\":\"BasicTicker\"}},\"id\":\"de1591b2-73bb-49ed-84bf-f45102fb067f\",\"type\":\"Grid\"},{\"attributes\":{\"below\":[{\"id\":\"91784571-8d76-4d7b-8fb1-4ff409b5fafa\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"0956bf0f-0c40-4488-9a2e-8974608ee33d\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"91784571-8d76-4d7b-8fb1-4ff409b5fafa\",\"type\":\"LinearAxis\"},{\"id\":\"6fecea43-59ac-471f-a51a-cecdebc6505e\",\"type\":\"Grid\"},{\"id\":\"0956bf0f-0c40-4488-9a2e-8974608ee33d\",\"type\":\"LinearAxis\"},{\"id\":\"de1591b2-73bb-49ed-84bf-f45102fb067f\",\"type\":\"Grid\"},{\"id\":\"ba665c24-f5d7-41cb-8fcd-7471d7f5a85f\",\"type\":\"BoxAnnotation\"},{\"id\":\"993139ab-d7ef-4ac2-abd5-a76aacf23137\",\"type\":\"TileRenderer\"}],\"title\":{\"id\":\"a60d4a16-8977-4797-9344-919b892baaf5\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"692d9410-4c36-46d5-a604-dd68492830f5\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"124185a1-dc46-4e2b-8752-296e0d1509b8\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"a73abcb9-b494-4772-b62d-9ab05c11020c\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"d5f627b9-adbd-4900-97fb-080cab5692f1\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"a692edcf-66c3-4639-b9b5-515bbb1b0f60\",\"type\":\"LinearScale\"}},\"id\":\"fa9ca289-64b7-4306-98ea-f1215fac56ba\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"end\":20000000,\"start\":-20000000},\"id\":\"124185a1-dc46-4e2b-8752-296e0d1509b8\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"8c03b924-adf6-4599-8d50-3b813d764aee\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"fa4e3bd0-d921-4d16-aa31-a61afd1aecfc\",\"type\":\"BasicTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"ba665c24-f5d7-41cb-8fcd-7471d7f5a85f\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"b3565b1e-882d-4d45-a022-2f8687a4e101\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"7741e230-fead-4f0e-8d7a-cc807dfedc2c\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"fa9ca289-64b7-4306-98ea-f1215fac56ba\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"fa4e3bd0-d921-4d16-aa31-a61afd1aecfc\",\"type\":\"BasicTicker\"},\"visible\":false},\"id\":\"0956bf0f-0c40-4488-9a2e-8974608ee33d\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"ba665c24-f5d7-41cb-8fcd-7471d7f5a85f\",\"type\":\"BoxAnnotation\"}},\"id\":\"be8d6cbd-b682-4ade-b375-043504e79ba3\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"a60d4a16-8977-4797-9344-919b892baaf5\",\"type\":\"Title\"},{\"attributes\":{\"tile_source\":{\"id\":\"506e1bab-a751-420e-81e1-3d0fc376487c\",\"type\":\"WMTSTileSource\"}},\"id\":\"993139ab-d7ef-4ac2-abd5-a76aacf23137\",\"type\":\"TileRenderer\"},{\"attributes\":{},\"id\":\"3553e9bb-0f1a-4744-8d23-6f15fe8ef911\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"a692edcf-66c3-4639-b9b5-515bbb1b0f60\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"a73abcb9-b494-4772-b62d-9ab05c11020c\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"b3565b1e-882d-4d45-a022-2f8687a4e101\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"fa9ca289-64b7-4306-98ea-f1215fac56ba\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"8c03b924-adf6-4599-8d50-3b813d764aee\",\"type\":\"BasicTicker\"},\"visible\":false},\"id\":\"917845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Application\",\"version\":\"0.12.7\"}};\n",
- " var render_items = [{\"docid\":\"d81d2566-57a3-41e6-be20-7e9b76304eca\",\"elementid\":\"1eb4ea3a-ff0a-400c-b8dd-3cb8b80324fd\",\"modelid\":\"fa9ca289-64b7-4306-98ea-f1215fac56ba\"}];\n",
+ " var docs_json = {\"2142e8d9-153d-47d4-adb4-6f4d4c8653d1\":{\"roots\":{\"references\":[{\"attributes\":{},\"id\":\"fdc63091-7915-43e6-8acf-8bc9c54497e7\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"600863f7-51d1-4216-8324-1c96c61d42d6\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"fc793f2e-f0b8-4595-aacf-986037fb2e1a\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"end\":20000000,\"start\":-20000000},\"id\":\"27a149ef-afea-4147-ab64-c3f0d978c227\",\"type\":\"Range1d\"},{\"attributes\":{\"formatter\":{\"id\":\"167ff37e-a8e6-4ee4-a468-c36694bcb8f8\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"11f6b1ab-3503-4ef6-b547-0d592ec8990b\",\"type\":\"BasicTicker\"},\"visible\":false},\"id\":\"7865c1f8-21ce-4de7-90e7-f6d7b6bc355b\",\"type\":\"LinearAxis\"},{\"attributes\":{\"plot\":{\"id\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"11f6b1ab-3503-4ef6-b547-0d592ec8990b\",\"type\":\"BasicTicker\"}},\"id\":\"67a24dc3-9692-4564-a2a3-eba1834185ae\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"167ff37e-a8e6-4ee4-a468-c36694bcb8f8\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"674d647e-1980-4ffd-9fdc-fbc05248a824\",\"type\":\"BoxAnnotation\"}},\"id\":\"d91607a5-f75c-4641-8b97-67435c40451f\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"c7b34fd2-9af8-4764-a0e7-631b31eecd99\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"d950a847-f1f1-4a2f-8568-05b1235d7136\",\"type\":\"HelpTool\"},{\"attributes\":{\"tile_source\":{\"id\":\"f0f5a4af-0a46-43cf-a43b-afc74fab17ed\",\"type\":\"WMTSTileSource\"}},\"id\":\"ba9a8a98-32f1-4ef4-a2eb-2ead440c1bac\",\"type\":\"TileRenderer\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"600863f7-51d1-4216-8324-1c96c61d42d6\",\"type\":\"PanTool\"},{\"id\":\"fc793f2e-f0b8-4595-aacf-986037fb2e1a\",\"type\":\"WheelZoomTool\"},{\"id\":\"d91607a5-f75c-4641-8b97-67435c40451f\",\"type\":\"BoxZoomTool\"},{\"id\":\"a6216724-886c-4002-9fe3-e4b3a4551af5\",\"type\":\"SaveTool\"},{\"id\":\"e1da3750-7aa8-4519-b4fd-88776bb7ecc1\",\"type\":\"ResetTool\"},{\"id\":\"d950a847-f1f1-4a2f-8568-05b1235d7136\",\"type\":\"HelpTool\"}]},\"id\":\"7b91b5f0-790a-49d3-9072-dcc14bbb42b7\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"37a7ead5-f81b-4d8f-9516-82797d969c12\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"a6216724-886c-4002-9fe3-e4b3a4551af5\",\"type\":\"SaveTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"674d647e-1980-4ffd-9fdc-fbc05248a824\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11f6b1ab-3503-4ef6-b547-0d592ec8990b\",\"type\":\"BasicTicker\"},{\"attributes\":{\"plot\":null,\"text\":\"\"},\"id\":\"81ee06d8-915d-443b-9d5a-d1effd03a0ef\",\"type\":\"Title\"},{\"attributes\":{\"attribution\":\"Map tiles by <a href=\\\"http://stamen.com\\\">Stamen Design</a>, under <a href=\\\"http://creativecommons.org/licenses/by/3.0\\\">CC BY 3.0</a>. Data by <a href=\\\"http://openstreetmap.org\\\">OpenStreetMap</a>, under <a href=\\\"http://creativecommons.org/licenses/by-sa/3.0\\\">CC BY SA</a>.\",\"url\":\"http://tile.stamen.com/terrain/{Z}/{X}/{Y}.png\"},\"id\":\"f0f5a4af-0a46-43cf-a43b-afc74fab17ed\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"c7b34fd2-9af8-4764-a0e7-631b31eecd99\",\"type\":\"BasicTicker\"}},\"id\":\"d002d4de-c40e-4c88-aca3-0c13acae5f54\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"fdc63091-7915-43e6-8acf-8bc9c54497e7\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"c7b34fd2-9af8-4764-a0e7-631b31eecd99\",\"type\":\"BasicTicker\"},\"visible\":false},\"id\":\"387b2016-d3f8-4170-8773-4a8840407c73\",\"type\":\"LinearAxis\"},{\"attributes\":{\"below\":[{\"id\":\"7865c1f8-21ce-4de7-90e7-f6d7b6bc355b\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"387b2016-d3f8-4170-8773-4a8840407c73\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"7865c1f8-21ce-4de7-90e7-f6d7b6bc355b\",\"type\":\"LinearAxis\"},{\"id\":\"67a24dc3-9692-4564-a2a3-eba1834185ae\",\"type\":\"Grid\"},{\"id\":\"387b2016-d3f8-4170-8773-4a8840407c73\",\"type\":\"LinearAxis\"},{\"id\":\"d002d4de-c40e-4c88-aca3-0c13acae5f54\",\"type\":\"Grid\"},{\"id\":\"674d647e-1980-4ffd-9fdc-fbc05248a824\",\"type\":\"BoxAnnotation\"},{\"id\":\"ba9a8a98-32f1-4ef4-a2eb-2ead440c1bac\",\"type\":\"TileRenderer\"}],\"title\":{\"id\":\"81ee06d8-915d-443b-9d5a-d1effd03a0ef\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"7b91b5f0-790a-49d3-9072-dcc14bbb42b7\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"27a149ef-afea-4147-ab64-c3f0d978c227\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"c6cacb9d-8dd9-4463-9d1d-e53aa0d82b3b\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"5a848078-5283-4a7f-af7e-303ede68ddff\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"37a7ead5-f81b-4d8f-9516-82797d969c12\",\"type\":\"LinearScale\"}},\"id\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"c6cacb9d-8dd9-4463-9d1d-e53aa0d82b3b\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"e1da3750-7aa8-4519-b4fd-88776bb7ecc1\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"end\":20000000,\"start\":-20000000},\"id\":\"5a848078-5283-4a7f-af7e-303ede68ddff\",\"type\":\"Range1d\"}],\"root_ids\":[\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.7\"}};\n",
+ " var render_items = [{\"docid\":\"2142e8d9-153d-47d4-adb4-6f4d4c8653d1\",\"elementid\":\"ec91a32c-e3a2-4caa-b01f-620a51f201a9\",\"modelid\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" };\n",
@@ -1284,7 +1235,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"1eb4ea3a-ff0a-400c-b8dd-3cb8b80324fd\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"ec91a32c-e3a2-4caa-b01f-620a51f201a9\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
@@ -1328,7 +1279,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "subslide"
@@ -1341,7 +1292,7 @@
"\n",
"\n",
" <div class=\"bk-root\">\n",
- " <div class=\"bk-plotdiv\" id=\"0f2f75ae-6bf0-46e6-b515-496fc0af1d12\"></div>\n",
+ " <div class=\"bk-plotdiv\" id=\"3691c1fb-934d-443f-a407-edcf36c6d410\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
@@ -1382,7 +1333,7 @@
" \n",
" function display_loaded() {\n",
" if (root.Bokeh !== undefined) {\n",
- " var el = document.getElementById(\"0f2f75ae-6bf0-46e6-b515-496fc0af1d12\");\n",
+ " var el = document.getElementById(\"3691c1fb-934d-443f-a407-edcf36c6d410\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
" }\n",
@@ -1432,9 +1383,9 @@
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
- " };var element = document.getElementById(\"0f2f75ae-6bf0-46e6-b515-496fc0af1d12\");\n",
+ " };var element = document.getElementById(\"3691c1fb-934d-443f-a407-edcf36c6d410\");\n",
" if (element == null) {\n",
- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '0f2f75ae-6bf0-46e6-b515-496fc0af1d12' but no matching script tag was found. \")\n",
+ " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '3691c1fb-934d-443f-a407-edcf36c6d410' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
@@ -1444,8 +1395,8 @@
" function(Bokeh) {\n",
" (function() {\n",
" var fn = function() {\n",
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Application\",\"version\":\"0.12.7\"}};\n",
+ " var render_items = [{\"docid\":\"de6236e3-9809-47b9-a43e-13c48b16a7fa\",\"elementid\":\"3691c1fb-934d-443f-a407-edcf36c6d410\",\"modelid\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" };\n",
@@ -1470,7 +1421,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"0f2f75ae-6bf0-46e6-b515-496fc0af1d12\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"3691c1fb-934d-443f-a407-edcf36c6d410\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
@@ -1502,8 +1453,9 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 12,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "skip"
}
@@ -1531,8 +1483,9 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 13,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "subslide"
}
@@ -1551,7 +1504,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "subslide"
@@ -1564,7 +1517,7 @@
"\n",
"\n",
" <div class=\"bk-root\">\n",
- " <div class=\"bk-plotdiv\" id=\"50e5c6d7-0add-49b5-9862-def28d537227\"></div>\n",
+ " <div class=\"bk-plotdiv\" id=\"4d0b375a-8603-4e8e-bb61-794449d94bdd\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
@@ -1605,7 +1558,7 @@
" \n",
" function display_loaded() {\n",
" if (root.Bokeh !== undefined) {\n",
- " var el = document.getElementById(\"50e5c6d7-0add-49b5-9862-def28d537227\");\n",
+ " var el = document.getElementById(\"4d0b375a-8603-4e8e-bb61-794449d94bdd\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
" }\n",
@@ -1655,9 +1608,9 @@
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
- " };var element = document.getElementById(\"50e5c6d7-0add-49b5-9862-def28d537227\");\n",
+ " };var element = document.getElementById(\"4d0b375a-8603-4e8e-bb61-794449d94bdd\");\n",
" if (element == null) {\n",
- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '50e5c6d7-0add-49b5-9862-def28d537227' but no matching script tag was found. \")\n",
+ " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '4d0b375a-8603-4e8e-bb61-794449d94bdd' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
@@ -1667,8 +1620,8 @@
" function(Bokeh) {\n",
" (function() {\n",
" var fn = function() {\n",
- " var docs_json = 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" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
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@@ -1693,7 +1646,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"50e5c6d7-0add-49b5-9862-def28d537227\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"4d0b375a-8603-4e8e-bb61-794449d94bdd\")).parents('.cell').data().cell;\n",
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},
{
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- "execution_count": 14,
+ "execution_count": 15,
"metadata": {
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@@ -1736,7 +1689,7 @@
},
{
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+ "execution_count": 16,
"metadata": {
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},
{
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+ "execution_count": 17,
"metadata": {
+ "collapsed": true,
"slideshow": {
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}
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},
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+ "execution_count": 18,
"metadata": {
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" <div class=\"bk-root\">\n",
- " <div class=\"bk-plotdiv\" id=\"1a39525a-82e0-450e-92fc-cee6a58d6545\"></div>\n",
+ " <div class=\"bk-plotdiv\" id=\"0e07a3df-8f9d-45b8-994d-00e8c1626780\"></div>\n",
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"<script type=\"text/javascript\">\n",
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+ " };var element = document.getElementById(\"0e07a3df-8f9d-45b8-994d-00e8c1626780\");\n",
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- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1a39525a-82e0-450e-92fc-cee6a58d6545' but no matching script tag was found. \")\n",
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+ " var render_items = [{\"docid\":\"cb3b2b2b-6659-44ea-956b-d3e98cf90d36\",\"elementid\":\"0e07a3df-8f9d-45b8-994d-00e8c1626780\",\"modelid\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" };\n",
@@ -2058,7 +2012,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"1a39525a-82e0-450e-92fc-cee6a58d6545\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"0e07a3df-8f9d-45b8-994d-00e8c1626780\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
@@ -2104,8 +2058,9 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 19,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "subslide"
}
@@ -2128,7 +2083,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "subslide"
@@ -2141,7 +2096,7 @@
"\n",
"\n",
" <div class=\"bk-root\">\n",
- " <div class=\"bk-plotdiv\" id=\"21d29b62-81d1-4299-9601-feea2f8c4e30\"></div>\n",
+ " <div class=\"bk-plotdiv\" id=\"eeb0281e-6447-43c8-872f-6f65ff0b2a7c\"></div>\n",
" </div>\n",
"<script type=\"text/javascript\">\n",
" \n",
@@ -2182,7 +2137,7 @@
" \n",
" function display_loaded() {\n",
" if (root.Bokeh !== undefined) {\n",
- " var el = document.getElementById(\"21d29b62-81d1-4299-9601-feea2f8c4e30\");\n",
+ " var el = document.getElementById(\"eeb0281e-6447-43c8-872f-6f65ff0b2a7c\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
" }\n",
@@ -2232,9 +2187,9 @@
" console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" }\n",
- " };var element = document.getElementById(\"21d29b62-81d1-4299-9601-feea2f8c4e30\");\n",
+ " };var element = document.getElementById(\"eeb0281e-6447-43c8-872f-6f65ff0b2a7c\");\n",
" if (element == null) {\n",
- " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '21d29b62-81d1-4299-9601-feea2f8c4e30' but no matching script tag was found. \")\n",
+ " console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'eeb0281e-6447-43c8-872f-6f65ff0b2a7c' but no matching script tag was found. \")\n",
" return false;\n",
" }\n",
" \n",
@@ -2244,8 +2199,8 @@
" function(Bokeh) {\n",
" (function() {\n",
" var fn = function() {\n",
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Application\",\"version\":\"0.12.7\"}};\n",
+ " var render_items = [{\"docid\":\"b9c2d221-d148-493e-8460-70b87477828b\",\"elementid\":\"eeb0281e-6447-43c8-872f-6f65ff0b2a7c\",\"modelid\":\"97a6ef75-6df7-409a-ab2a-d9826f875ffc\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" };\n",
@@ -2270,7 +2225,7 @@
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" root._bokeh_failed_load = true;\n",
" } else if (force !== true) {\n",
- " var cell = $(document.getElementById(\"21d29b62-81d1-4299-9601-feea2f8c4e30\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"eeb0281e-6447-43c8-872f-6f65ff0b2a7c\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
@@ -2299,14 +2254,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
"metadata": {
+ "collapsed": true,
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
+ "%%script false # ignore me\n",
+ "\n",
"# The entire code so far\n",
"# Import pandas for handling the data\n",
"import pandas as pd\n",
@@ -2386,9 +2344,24 @@
" - **Add a widget which allows us to filter the data for a single year**"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "source": [
+ "## From here on, we will be doing magic. \n",
+ "\n",
+ "## Don't panic if you don't get it.\n",
+ "\n",
+ "## I just want to show you how powerful this stuff is."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 22,
"metadata": {
"slideshow": {
"slide_type": "subslide"
@@ -2411,7 +2384,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 23,
"metadata": {
"slideshow": {
"slide_type": "subslide"
@@ -2421,7 +2394,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "e774ede01f9a4957a2f503a96fee9e33",
+ "model_id": "98d89506652d489588423f825aa54c7e",
"version_major": 2,
"version_minor": 0
},
@@ -2466,10 +2439,464 @@
},
{
"cell_type": "markdown",
- "metadata": {},
+ "metadata": {
+ "slideshow": {
+ "slide_type": "subslide"
+ }
+ },
+ "source": [
+ "Now we have a slider that feeds 'years' to the update_year function.\n",
+ "\n",
+ "We can now change the update_year function so that it modifies the data behind the figure to only display data for the chosen year.\n",
+ "\n",
+ "There are a few other things that need to be changed, I will show the final code and explain."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "slideshow": {
+ "slide_type": "slide"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ " <div class=\"bk-root\">\n",
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+ " <span id=\"5b1f762e-b083-49d7-be5b-5a70e8424664\">Loading BokehJS ...</span>\n",
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+ "\n",
+ " var NB_LOAD_WARNING = {'data': {'text/html':\n",
+ " \"<div style='background-color: #fdd'>\\n\"+\n",
+ " \"<p>\\n\"+\n",
+ " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+ " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+ " \"</p>\\n\"+\n",
+ " \"<ul>\\n\"+\n",
+ " \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+ " \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+ " \"</ul>\\n\"+\n",
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+ " root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
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+ " console.info(\"Bokeh: all callbacks have finished\");\n",
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+ " for (var i = 0; i < js_urls.length; i++) {\n",
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+ " };\n",
+ " s.onerror = function() {\n",
+ " console.warn(\"failed to load library \" + url);\n",
+ " };\n",
+ " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
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+ " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.7.min.css\");\n",
+ " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.7.min.css\");\n",
+ " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.7.min.css\");\n",
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+ " ];\n",
+ "\n",
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+ " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
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+ " If you're reading this message in Jupyter Notebook or JupyterLab, it may mean\n",
+ " that the widgets JavaScript is still loading. If this message persists, it\n",
+ " likely means that the widgets JavaScript library is either not installed or\n",
+ " not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
+ " Widgets Documentation</a> for setup instructions.\n",
+ "</p>\n",
+ "<p>\n",
+ " If you're reading this message in another notebook frontend (for example, a static\n",
+ " rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
+ " it may mean that your frontend doesn't currently support widgets.\n",
+ "</p>\n"
+ ],
+ "text/plain": [
+ "interactive(children=(SelectionSlider(description=u'year', options=(1988, 1990, 1991, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017), value=1988), Output()), _dom_classes=('widget-interact',))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "Now we have a slider that feeds 'years' to the update_year function. "
+ "# The final application\n",
+ "import pandas as pd\n",
+ "\n",
+ "# import some functions from the bokeh library\n",
+ "from bokeh.plotting import figure, output_notebook, show\n",
+ "from bokeh.models import HoverTool, ColumnDataSource\n",
+ "import bokeh.tile_providers\n",
+ "from bokeh.io import push_notebook\n",
+ "\n",
+ "# numpy sqrt function\n",
+ "from numpy import sqrt\n",
+ "\n",
+ "# configure bokeh for notebook mode\n",
+ "output_notebook()\n",
+ "\n",
+ "# load the data\n",
+ "fireball_data = pd.DataFrame.from_csv(\n",
+ " 'https://git.lumc.nl/courses/programming-course/raw/master/visualization/data/fireballs.csv'\n",
+ ")\n",
+ "\n",
+ "# make a list of the years for use later\n",
+ "years = list(set(fireball_data.year))\n",
+ "\n",
+ "# map boundary in km\n",
+ "map_limit = 20000000\n",
+ "\n",
+ "# create a figure\n",
+ "fireball_fig = figure(x_range=(-map_limit, map_limit), y_range=(-map_limit, map_limit))\n",
+ "\n",
+ "# hide the axes\n",
+ "fireball_fig.axis.visible = False\n",
+ "\n",
+ "# Add a map tile\n",
+ "fireball_fig.add_tile(bokeh.tile_providers.STAMEN_TERRAIN)\n",
+ "\n",
+ "# add a size column which is proportional to the force\n",
+ "fireball_data[\"size\"] = 5 + sqrt(fireball_data.force) * 5\n",
+ "\n",
+ "# add the circles\n",
+ "fireballs = fireball_fig.circle(\n",
+ " x=\"X\", y=\"Y\", size=\"size\", source=fireball_data,\n",
+ " fill_color=\"orange\", fill_alpha=0.6,\n",
+ " line_color=\"red\", line_alpha=0.6\n",
+ ");\n",
+ "\n",
+ "# add the tooltips\n",
+ "tooltips = HoverTool(tooltips=[\n",
+ " (\"Date\", \"@day/@month/@year\"),\n",
+ " (\"Lattitude\", \"@lattitude\"),\n",
+ " (\"Longitude\", \"@longitude\"),\n",
+ " (\"Energy (MJ)\", \"@energy\"),\n",
+ " (\"Force (kT)\", \"@force\")\n",
+ "])\n",
+ "\n",
+ "fireball_fig.add_tools(tooltips)\n",
+ "\n",
+ "# display it, and keep a handle to the figure\n",
+ "fireball_handle = show(fireball_fig, notebook_handle=True)\n",
+ "\n",
+ "def update_fireballs(year=1988):\n",
+ " fireballs.data_source.data = ColumnDataSource(fireball_data[fireball_data[\"year\"] == year]).data\n",
+ " fireball_fig.title.text = \"Global Bolide Strikes {}\".format(year)\n",
+ " push_notebook(handle=fireball_handle)\n",
+ "\n",
+ "# make the slider\n",
+ "fireball_slider = interact(\n",
+ " update_fireballs,\n",
+ " year=SelectionSlider(description='year', options=years)\n",
+ ")"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
}
],
"metadata": {
--
GitLab