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February 19, 2016 01:52
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bokeh, Google Map, geojson
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Geojson in python\n", | |
"- https://pypi.python.org/pypi/geojson/\n", | |
"\n", | |
"# Bokeh with geojson\n", | |
"- http://bokeh.pydata.org/en/0.11.1/docs/user_guide/geo.html" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Bokeh with geojson (sample)\n", | |
"- requires bokeh > 0.11.1\n", | |
"- iPython > 4.0.0\n", | |
"- jupyter\n", | |
" - [ref](https://oyama999.wordpress.com/2015/09/12/snow-leopard-ipython-jupyter/)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"from bokeh.io import output_notebook" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"\n", | |
" <script type=\"text/javascript\">\n", | |
" \n", | |
" (function(global) {\n", | |
" function now() {\n", | |
" return new Date();\n", | |
" }\n", | |
" \n", | |
" if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n", | |
" window._bokeh_onload_callbacks = [];\n", | |
" }\n", | |
" \n", | |
" function run_callbacks() {\n", | |
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
" delete window._bokeh_onload_callbacks\n", | |
" console.info(\"Bokeh: all callbacks have finished\");\n", | |
" }\n", | |
" \n", | |
" function load_libs(js_urls, callback) {\n", | |
" window._bokeh_onload_callbacks.push(callback);\n", | |
" if (window._bokeh_is_loading > 0) {\n", | |
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
" return null;\n", | |
" }\n", | |
" if (js_urls == null || js_urls.length === 0) {\n", | |
" run_callbacks();\n", | |
" return null;\n", | |
" }\n", | |
" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
" window._bokeh_is_loading = js_urls.length;\n", | |
" for (var i = 0; i < js_urls.length; i++) {\n", | |
" var url = js_urls[i];\n", | |
" var s = document.createElement('script');\n", | |
" s.src = url;\n", | |
" s.async = false;\n", | |
" s.onreadystatechange = s.onload = function() {\n", | |
" window._bokeh_is_loading--;\n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
" run_callbacks()\n", | |
" }\n", | |
" };\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", | |
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
" }\n", | |
" };var js_urls = ['https://cdn.pydata.org/bokeh/release/bokeh-0.11.0.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.0.min.js', 'https://cdn.pydata.org/bokeh/release/bokeh-compiler-0.11.0.min.js'];\n", | |
" \n", | |
" var inline_js = [\n", | |
" function(Bokeh) {\n", | |
" Bokeh.set_log_level(\"info\");\n", | |
" },\n", | |
" function(Bokeh) {\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.11.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.11.0.min.css\");\n", | |
" console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.0.min.css\");\n", | |
" Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.11.0.min.css\");\n", | |
" }\n", | |
" ];\n", | |
" \n", | |
" function run_inline_js() {\n", | |
" for (var i = 0; i < inline_js.length; i++) {\n", | |
" inline_js[i](window.Bokeh);\n", | |
" }\n", | |
" }\n", | |
" \n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
" run_inline_js();\n", | |
" } else {\n", | |
" load_libs(js_urls, function() {\n", | |
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
" run_inline_js();\n", | |
" });\n", | |
" }\n", | |
" }(this));\n", | |
" </script>\n", | |
" <div>\n", | |
" <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n", | |
" <span>BokehJS successfully loaded.</span>\n", | |
" </div>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"output_notebook()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"\n", | |
" <div class=\"plotdiv\" id=\"ee6c2f35-895f-4c64-9f35-abdb61a3f907\"></div>\n", | |
"<script type=\"text/javascript\">\n", | |
" \n", | |
" (function(global) {\n", | |
" function now() {\n", | |
" return new Date();\n", | |
" }\n", | |
" \n", | |
" if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n", | |
" window._bokeh_onload_callbacks = [];\n", | |
" }\n", | |
" \n", | |
" function run_callbacks() {\n", | |
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
" delete window._bokeh_onload_callbacks\n", | |
" console.info(\"Bokeh: all callbacks have finished\");\n", | |
" }\n", | |
" \n", | |
" function load_libs(js_urls, callback) {\n", | |
" window._bokeh_onload_callbacks.push(callback);\n", | |
" if (window._bokeh_is_loading > 0) {\n", | |
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
" return null;\n", | |
" }\n", | |
" if (js_urls == null || js_urls.length === 0) {\n", | |
" run_callbacks();\n", | |
" return null;\n", | |
" }\n", | |
" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
" window._bokeh_is_loading = js_urls.length;\n", | |
" for (var i = 0; i < js_urls.length; i++) {\n", | |
" var url = js_urls[i];\n", | |
" var s = document.createElement('script');\n", | |
" s.src = url;\n", | |
" s.async = false;\n", | |
" s.onreadystatechange = s.onload = function() {\n", | |
" window._bokeh_is_loading--;\n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
" run_callbacks()\n", | |
" }\n", | |
" };\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", | |
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
" }\n", | |
" };var element = document.getElementById(\"ee6c2f35-895f-4c64-9f35-abdb61a3f907\");\n", | |
" if (element == null) {\n", | |
" console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'ee6c2f35-895f-4c64-9f35-abdb61a3f907' but no matching script tag was found. \")\n", | |
" return false;\n", | |
" }var js_urls = [];\n", | |
" \n", | |
" var inline_js = [\n", | |
" function(Bokeh) {\n", | |
" Bokeh.$(function() {\n", | |
" var docs_json = {\"f5fd9c00-86ab-4771-9063-c40c36df8145\": {\"version\": \"0.11.0\", \"roots\": {\"root_ids\": [\"fb77abf4-4941-43a7-8a0f-48af29af9f4d\"], \"references\": [{\"attributes\": {}, \"type\": \"ToolEvents\", \"id\": \"79f623b3-e6d1-4a63-91dc-4b2fbb3206bb\"}, {\"attributes\": {\"plot\": {\"type\": \"GMapPlot\", \"id\": \"fb77abf4-4941-43a7-8a0f-48af29af9f4d\"}}, \"type\": \"WheelZoomTool\", \"id\": \"36b80c37-bd7c-4e87-bc6a-c3e967b6f1ec\"}, {\"attributes\": {\"callback\": null, \"plot\": {\"type\": \"GMapPlot\", \"id\": \"fb77abf4-4941-43a7-8a0f-48af29af9f4d\"}, \"overlay\": {\"type\": \"BoxAnnotation\", \"id\": \"37196fb7-b58b-42a8-bcc6-3fa1ffce3535\"}}, \"type\": \"BoxSelectTool\", \"id\": \"d255d2b1-4e85-4bab-b78a-8d621286c43f\"}, {\"attributes\": {\"callback\": null}, \"type\": \"DataRange1d\", \"id\": \"787fd182-e606-40fd-87bb-3e87c18be7be\"}, {\"attributes\": {\"plot\": {\"type\": \"GMapPlot\", \"id\": \"fb77abf4-4941-43a7-8a0f-48af29af9f4d\"}}, \"type\": \"PanTool\", \"id\": \"eec82fd1-7c48-451f-8303-f94023f78329\"}, {\"attributes\": {\"callback\": null, \"column_names\": [\"lat\", \"lon\"], \"data\": {\"lat\": [30.29, 30.2, 30.29], \"lon\": [-97.7, -97.74, -97.78]}}, \"type\": \"ColumnDataSource\", \"id\": \"2b4f993a-632b-4c81-b008-f2a7dafdee65\"}, {\"attributes\": {\"x_range\": {\"type\": \"DataRange1d\", \"id\": \"57127a4c-2ae4-42d0-8ae0-96e49c544fbb\"}, \"title\": \"Austin\", \"y_range\": {\"type\": \"DataRange1d\", \"id\": \"787fd182-e606-40fd-87bb-3e87c18be7be\"}, \"renderers\": [{\"type\": \"GlyphRenderer\", \"id\": \"34d18981-5215-4ee0-856d-45ab7898e0e7\"}, {\"type\": \"BoxAnnotation\", \"id\": \"37196fb7-b58b-42a8-bcc6-3fa1ffce3535\"}], \"map_options\": {\"lat\": 30.29, \"map_type\": \"roadmap\", \"lng\": -97.73, \"zoom\": 11}, \"tool_events\": {\"type\": \"ToolEvents\", \"id\": \"79f623b3-e6d1-4a63-91dc-4b2fbb3206bb\"}, \"tools\": [{\"type\": \"PanTool\", \"id\": \"eec82fd1-7c48-451f-8303-f94023f78329\"}, {\"type\": \"WheelZoomTool\", \"id\": \"36b80c37-bd7c-4e87-bc6a-c3e967b6f1ec\"}, {\"type\": \"BoxSelectTool\", \"id\": \"d255d2b1-4e85-4bab-b78a-8d621286c43f\"}]}, \"type\": \"GMapPlot\", \"id\": \"fb77abf4-4941-43a7-8a0f-48af29af9f4d\"}, {\"attributes\": {\"line_color\": {\"value\": \"black\"}, \"line_alpha\": {\"value\": 1.0}, \"render_mode\": \"css\", \"bottom_units\": \"screen\", \"level\": \"overlay\", \"top_units\": \"screen\", \"fill_alpha\": {\"value\": 0.5}, \"plot\": null, \"left_units\": \"screen\", \"line_dash\": [4, 4], \"line_width\": {\"value\": 2}, \"right_units\": \"screen\", \"fill_color\": {\"value\": \"lightgrey\"}}, \"type\": \"BoxAnnotation\", \"id\": \"37196fb7-b58b-42a8-bcc6-3fa1ffce3535\"}, {\"attributes\": {\"nonselection_glyph\": null, \"data_source\": {\"type\": \"ColumnDataSource\", \"id\": \"2b4f993a-632b-4c81-b008-f2a7dafdee65\"}, \"selection_glyph\": null, \"hover_glyph\": null, \"glyph\": {\"type\": \"Circle\", \"id\": \"4c7e96a1-2e06-4867-8c03-687e6668d23f\"}}, \"type\": \"GlyphRenderer\", \"id\": \"34d18981-5215-4ee0-856d-45ab7898e0e7\"}, {\"attributes\": {\"callback\": null}, \"type\": \"DataRange1d\", \"id\": \"57127a4c-2ae4-42d0-8ae0-96e49c544fbb\"}, {\"attributes\": {\"line_color\": {\"value\": null}, \"fill_color\": {\"value\": \"blue\"}, \"fill_alpha\": {\"value\": 0.8}, \"y\": {\"field\": \"lat\"}, \"x\": {\"field\": \"lon\"}, \"size\": {\"units\": \"screen\", \"value\": 15}}, \"type\": \"Circle\", \"id\": \"4c7e96a1-2e06-4867-8c03-687e6668d23f\"}]}, \"title\": \"Bokeh Application\"}};\n", | |
" var render_items = [{\"notebook_comms_target\": \"15ad598e-4f4d-46c1-91cb-41f09627550b\", \"docid\": \"f5fd9c00-86ab-4771-9063-c40c36df8145\", \"elementid\": \"ee6c2f35-895f-4c64-9f35-abdb61a3f907\", \"modelid\": \"fb77abf4-4941-43a7-8a0f-48af29af9f4d\"}];\n", | |
" \n", | |
" Bokeh.embed.embed_items(docs_json, render_items);\n", | |
" });\n", | |
" },\n", | |
" function(Bokeh) {\n", | |
" }\n", | |
" ];\n", | |
" \n", | |
" function run_inline_js() {\n", | |
" for (var i = 0; i < inline_js.length; i++) {\n", | |
" inline_js[i](window.Bokeh);\n", | |
" }\n", | |
" }\n", | |
" \n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
" run_inline_js();\n", | |
" } else {\n", | |
" load_libs(js_urls, function() {\n", | |
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
" run_inline_js();\n", | |
" });\n", | |
" }\n", | |
" }(this));\n", | |
"</script>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<bokeh.io._CommsHandle at 0x7f0b66800690>" | |
] | |
}, | |
"execution_count": 51, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from bokeh.io import output_file, show\n", | |
"from bokeh.models import (\n", | |
" GMapPlot, GMapOptions, ColumnDataSource, Circle, DataRange1d, PanTool, WheelZoomTool, BoxSelectTool\n", | |
")\n", | |
"\n", | |
"map_options = GMapOptions(lat=30.29, lng=-97.73, map_type=\"roadmap\", zoom=11)\n", | |
"\n", | |
"plot = GMapPlot(\n", | |
" x_range=DataRange1d(), y_range=DataRange1d(), map_options=map_options, title=\"Austin\"\n", | |
")\n", | |
"\n", | |
"source = ColumnDataSource(\n", | |
" data=dict(\n", | |
" lat=[30.29, 30.20, 30.29],\n", | |
" lon=[-97.70, -97.74, -97.78],\n", | |
" )\n", | |
")\n", | |
"\n", | |
"circle = Circle(x=\"lon\", y=\"lat\", size=15, fill_color=\"blue\", fill_alpha=0.8, line_color=None)\n", | |
"plot.add_glyph(source, circle)\n", | |
"\n", | |
"plot.add_tools(PanTool(), WheelZoomTool(), BoxSelectTool())\n", | |
"show(plot)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": { | |
"collapsed": false, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"\n", | |
" <div class=\"plotdiv\" id=\"6f661ac9-defc-4b55-a913-1943e6bc4d60\"></div>\n", | |
"<script type=\"text/javascript\">\n", | |
" \n", | |
" (function(global) {\n", | |
" function now() {\n", | |
" return new Date();\n", | |
" }\n", | |
" \n", | |
" if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n", | |
" window._bokeh_onload_callbacks = [];\n", | |
" }\n", | |
" \n", | |
" function run_callbacks() {\n", | |
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
" delete window._bokeh_onload_callbacks\n", | |
" console.info(\"Bokeh: all callbacks have finished\");\n", | |
" }\n", | |
" \n", | |
" function load_libs(js_urls, callback) {\n", | |
" window._bokeh_onload_callbacks.push(callback);\n", | |
" if (window._bokeh_is_loading > 0) {\n", | |
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
" return null;\n", | |
" }\n", | |
" if (js_urls == null || js_urls.length === 0) {\n", | |
" run_callbacks();\n", | |
" return null;\n", | |
" }\n", | |
" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
" window._bokeh_is_loading = js_urls.length;\n", | |
" for (var i = 0; i < js_urls.length; i++) {\n", | |
" var url = js_urls[i];\n", | |
" var s = document.createElement('script');\n", | |
" s.src = url;\n", | |
" s.async = false;\n", | |
" s.onreadystatechange = s.onload = function() {\n", | |
" window._bokeh_is_loading--;\n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
" run_callbacks()\n", | |
" }\n", | |
" };\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", | |
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
" }\n", | |
" };var element = document.getElementById(\"6f661ac9-defc-4b55-a913-1943e6bc4d60\");\n", | |
" if (element == null) {\n", | |
" console.log(\"Bokeh: ERROR: autoload.js configured with elementid '6f661ac9-defc-4b55-a913-1943e6bc4d60' but no matching script tag was found. \")\n", | |
" return false;\n", | |
" }var js_urls = [];\n", | |
" \n", | |
" var inline_js = [\n", | |
" function(Bokeh) {\n", | |
" Bokeh.$(function() {\n", | |
" var docs_json = {\"d3ba5edc-ff8d-48b0-9019-1ea484a73d41\": {\"version\": \"0.11.0\", \"roots\": {\"root_ids\": [\"39a28b2b-8fde-4487-a28d-924e3f02064e\", \"c8644beb-6d1b-4f22-808d-0eb0812f6553\", \"70ab79f1-3600-41b2-b95c-a55837bf3289\", \"a30c1633-8e11-4eaa-b8da-c4b44276566c\", \"bdc254d6-ecea-4b53-8f0d-8a5c4b7559a9\", \"5f47f726-d15d-4d99-a1af-4f59d9747a48\", \"07d9c38d-0936-4685-8b6b-f80d4229dd52\", \"7142fbfb-195e-46f9-bd42-e699066281dd\", \"5d82bf6d-f474-4305-a099-176d61569eda\", \"ebda0b6a-1484-4993-acb1-026515a8e184\", \"5c692c06-ded0-4171-994c-7906b362bf09\"], \"references\": [{\"attributes\": {}, \"type\": \"BasicTicker\", \"id\": \"1796c097-7950-4b59-b426-f1f958f29093\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"7142fbfb-195e-46f9-bd42-e699066281dd\"}}, \"type\": \"ResetTool\", \"id\": \"8838d1a2-fb00-4176-a16e-07bc8540a6b6\"}, {\"attributes\": {\"line_color\": {\"value\": \"#1f77b4\"}, \"line_alpha\": {\"value\": 0.1}, 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\"d5fcbe86-c207-4237-995a-ad169cd8ac6b\"}], \"below\": [{\"type\": \"LinearAxis\", \"id\": \"aab02e11-e167-4bb5-867e-38521f412954\"}], \"tool_events\": {\"type\": \"ToolEvents\", \"id\": \"c6df7b38-146a-40e9-b5f5-354cc129c36d\"}, \"tools\": [{\"type\": \"PanTool\", \"id\": \"2a28cdfc-d69e-4312-8a28-b13452c97523\"}, {\"type\": \"WheelZoomTool\", \"id\": \"2881c368-590f-4950-8783-ad0ec0f86f08\"}, {\"type\": \"BoxZoomTool\", \"id\": \"56033ce3-9d55-4c88-8db4-45ab9821cc94\"}, {\"type\": \"PreviewSaveTool\", \"id\": \"affbbdc2-9c7a-44a3-82a5-11c6ae41c967\"}, {\"type\": \"ResizeTool\", \"id\": \"464530d7-86ab-4390-843b-b90fb49202f7\"}, {\"type\": \"ResetTool\", \"id\": \"8838d1a2-fb00-4176-a16e-07bc8540a6b6\"}, {\"type\": \"HelpTool\", \"id\": \"ac2e5f08-515a-493e-80bc-416e8445ab91\"}], \"left\": [{\"type\": \"LinearAxis\", \"id\": \"5f6145e5-620e-45a6-a7b6-3a444bce37a2\"}]}, \"type\": \"Plot\", \"id\": \"7142fbfb-195e-46f9-bd42-e699066281dd\", \"subtype\": \"Figure\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"7142fbfb-195e-46f9-bd42-e699066281dd\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"a718095e-2447-4f06-8178-310520ac117b\"}, \"dimension\": 1}, \"type\": \"Grid\", \"id\": \"b015bf1c-331b-4511-aa0f-8e1d059fbd8d\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"a30c1633-8e11-4eaa-b8da-c4b44276566c\"}}, \"type\": \"PanTool\", \"id\": \"cc59cd17-b2b2-436a-98be-46c61f90c8b5\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"07d9c38d-0936-4685-8b6b-f80d4229dd52\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"0cbbe95d-6f98-43a7-9c2b-cf08587266db\"}}, \"type\": \"Grid\", \"id\": \"08dfe655-af68-4ba3-9216-08d4ec6fa762\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"5d82bf6d-f474-4305-a099-176d61569eda\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"c9c822d7-e817-41f0-be37-f7a8d3266934\"}, \"dimension\": 1}, \"type\": \"Grid\", \"id\": \"84ccdc2a-7e44-41be-b23b-165410750ec6\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"5f47f726-d15d-4d99-a1af-4f59d9747a48\"}}, \"type\": \"ResetTool\", \"id\": \"df1d4762-ccfe-487a-a675-126378b28e4c\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"39a28b2b-8fde-4487-a28d-924e3f02064e\"}, \"formatter\": {\"type\": \"BasicTickFormatter\", \"id\": \"8d069aa9-e7dd-44b5-8cf5-0a9ff0c1ce6e\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"a94941aa-f422-4ff3-a3de-61555b739589\"}}, \"type\": \"LinearAxis\", \"id\": \"09050107-e858-46ed-bdba-39b0c7e76e7a\"}, {\"attributes\": {}, \"type\": \"BasicTickFormatter\", \"id\": \"7473cf78-6394-44fe-81ab-65228f62d7f8\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"ebda0b6a-1484-4993-acb1-026515a8e184\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"e98cee91-3311-4d05-9f35-3721eff10c45\"}, \"dimension\": 1}, \"type\": \"Grid\", \"id\": \"0dbfd77d-f957-4d97-848e-968fff476ecd\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"c8644beb-6d1b-4f22-808d-0eb0812f6553\"}, \"overlay\": {\"type\": \"BoxAnnotation\", \"id\": \"55721ef8-d4fb-4e8a-a81f-8c015b2e085f\"}}, \"type\": \"BoxZoomTool\", \"id\": \"be6dd1dd-b637-4853-b8ca-1c53b437fc67\"}, {\"attributes\": {\"line_color\": {\"value\": \"black\"}, \"line_alpha\": {\"value\": 1.0}, \"render_mode\": \"css\", \"bottom_units\": \"screen\", \"level\": \"overlay\", \"top_units\": \"screen\", \"fill_alpha\": {\"value\": 0.5}, \"plot\": null, \"left_units\": \"screen\", \"line_dash\": [4, 4], \"line_width\": {\"value\": 2}, \"right_units\": \"screen\", \"fill_color\": {\"value\": \"lightgrey\"}}, \"type\": \"BoxAnnotation\", \"id\": \"b3b9f12c-7fdd-4a0b-b460-44efef6f2b05\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"5c692c06-ded0-4171-994c-7906b362bf09\"}, \"formatter\": {\"type\": \"BasicTickFormatter\", \"id\": \"a7bf64ac-f9ec-4b6d-b903-93558fd4d032\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"434c5d5a-479b-4d34-b5f9-44065f4adecc\"}}, \"type\": \"LinearAxis\", \"id\": \"e6d77468-6e09-4c89-8b5f-2eeb11c649c1\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"5f47f726-d15d-4d99-a1af-4f59d9747a48\"}, \"formatter\": {\"type\": \"BasicTickFormatter\", \"id\": \"09717905-221a-4a74-a07c-b60806816e71\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"0f7ed96a-7bb8-4ff2-a1b7-f371bf8cc0a5\"}}, \"type\": \"LinearAxis\", \"id\": \"45103c73-4497-49d0-805e-c10efd408135\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"70ab79f1-3600-41b2-b95c-a55837bf3289\"}}, \"type\": \"WheelZoomTool\", \"id\": \"2f3a8ba2-7786-4f5c-84c1-83f587bb025c\"}, {\"attributes\": {\"line_color\": {\"value\": \"black\"}, \"line_alpha\": {\"value\": 1.0}, \"render_mode\": \"css\", \"bottom_units\": \"screen\", \"level\": \"overlay\", \"top_units\": \"screen\", \"fill_alpha\": {\"value\": 0.5}, \"plot\": null, \"left_units\": \"screen\", \"line_dash\": [4, 4], \"line_width\": {\"value\": 2}, \"right_units\": \"screen\", \"fill_color\": {\"value\": \"lightgrey\"}}, \"type\": \"BoxAnnotation\", \"id\": \"1fd22433-447b-4f92-b60e-95b039a82449\"}, {\"attributes\": {\"callback\": null}, \"type\": \"DataRange1d\", \"id\": \"78a1308d-c66d-4fa0-ad12-78296f176c30\"}, {\"attributes\": {\"line_color\": {\"value\": \"#1f77b4\"}, \"line_alpha\": {\"value\": 0.9}, \"fill_color\": {\"value\": \"#1f77b4\"}, \"fill_alpha\": {\"value\": 0.9}, \"y\": {\"field\": \"y\"}, \"x\": {\"field\": \"x\"}}, \"type\": \"Circle\", \"id\": \"4849aaa6-7fb0-45e2-bc04-aeb5e58e8a87\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"07d9c38d-0936-4685-8b6b-f80d4229dd52\"}, \"overlay\": {\"type\": \"BoxAnnotation\", \"id\": \"13518646-309e-49b4-984b-631dbe04fa8e\"}}, \"type\": \"BoxZoomTool\", \"id\": \"01ecd5c7-4f8c-46aa-b54d-3d37353e42e1\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"a30c1633-8e11-4eaa-b8da-c4b44276566c\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"65002818-70bf-4418-9eb1-c7e7e825430a\"}}, \"type\": \"Grid\", \"id\": \"889efb99-6024-4f99-ba37-9e515694a266\"}, {\"attributes\": {}, \"type\": \"BasicTicker\", \"id\": \"62437ecd-bb15-4f8e-9453-dc70ad2a1f0c\"}, {\"attributes\": {\"x_range\": {\"type\": \"DataRange1d\", \"id\": \"fd63c307-0acc-49cc-9c8c-9998da079fbf\"}, \"y_range\": {\"type\": \"DataRange1d\", \"id\": \"85854c70-8246-4547-a134-0c6ec7f966f7\"}, \"renderers\": [{\"type\": \"LinearAxis\", \"id\": \"47e4a128-f507-4ac8-bfa6-9ed80d1c4f02\"}, {\"type\": \"Grid\", \"id\": \"2f909a7b-58ec-4d27-a0e4-59aa2a29085e\"}, {\"type\": \"LinearAxis\", \"id\": \"97455f32-e25a-43fe-b9d2-9832d0061c0c\"}, {\"type\": \"Grid\", \"id\": \"942b5994-5987-4005-9c16-a227772ec58b\"}, {\"type\": \"BoxAnnotation\", \"id\": \"1fd22433-447b-4f92-b60e-95b039a82449\"}, {\"type\": \"GlyphRenderer\", \"id\": \"53420959-92de-4a09-a7a6-9542ee53275c\"}], \"below\": [{\"type\": \"LinearAxis\", \"id\": \"47e4a128-f507-4ac8-bfa6-9ed80d1c4f02\"}], \"tool_events\": {\"type\": \"ToolEvents\", \"id\": \"818cc0ea-e8fb-4b12-bcd5-244e7f2f5af7\"}, \"tools\": [{\"type\": \"PanTool\", \"id\": \"ba70d8ff-ed1f-4a66-acd9-206f49d135bc\"}, {\"type\": \"WheelZoomTool\", \"id\": \"2f3a8ba2-7786-4f5c-84c1-83f587bb025c\"}, {\"type\": \"BoxZoomTool\", \"id\": \"541d4373-f500-4819-a16a-7a6ec2d02c08\"}, {\"type\": \"PreviewSaveTool\", \"id\": \"6653bec8-ab40-4d6b-b8c5-4f5c8c7446cb\"}, {\"type\": \"ResizeTool\", \"id\": \"c13a46b6-9c8c-4cd0-9736-f9589f8df364\"}, {\"type\": \"ResetTool\", \"id\": \"28ea3fd1-a02f-49c7-879b-df88fc4c1d73\"}, {\"type\": \"HelpTool\", \"id\": \"b2027ba4-ad44-4069-97c7-a3e0519cf73f\"}], \"left\": [{\"type\": \"LinearAxis\", \"id\": \"97455f32-e25a-43fe-b9d2-9832d0061c0c\"}]}, \"type\": \"Plot\", \"id\": \"70ab79f1-3600-41b2-b95c-a55837bf3289\", \"subtype\": \"Figure\"}, {\"attributes\": {\"line_color\": {\"value\": \"#1f77b4\"}, \"line_alpha\": {\"value\": 0.1}, \"fill_color\": {\"value\": \"#1f77b4\"}, \"fill_alpha\": {\"value\": 0.1}, \"y\": {\"field\": \"y\"}, \"x\": {\"field\": \"x\"}}, \"type\": \"Circle\", \"id\": \"3935a262-db8d-4160-a921-d49764bd2ff7\"}, {\"attributes\": {}, \"type\": \"ToolEvents\", \"id\": \"3215e970-48dd-4ae2-b09a-69e00401c5f0\"}]}, \"title\": \"Bokeh Application\"}};\n", | |
" var render_items = [{\"notebook_comms_target\": \"bc6abfc2-e483-4b72-9a9a-94a7b08330f6\", \"docid\": \"d3ba5edc-ff8d-48b0-9019-1ea484a73d41\", \"elementid\": \"6f661ac9-defc-4b55-a913-1943e6bc4d60\", \"modelid\": \"5c692c06-ded0-4171-994c-7906b362bf09\"}];\n", | |
" \n", | |
" Bokeh.embed.embed_items(docs_json, render_items);\n", | |
" });\n", | |
" },\n", | |
" function(Bokeh) {\n", | |
" }\n", | |
" ];\n", | |
" \n", | |
" function run_inline_js() {\n", | |
" for (var i = 0; i < inline_js.length; i++) {\n", | |
" inline_js[i](window.Bokeh);\n", | |
" }\n", | |
" }\n", | |
" \n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
" run_inline_js();\n", | |
" } else {\n", | |
" load_libs(js_urls, function() {\n", | |
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
" run_inline_js();\n", | |
" });\n", | |
" }\n", | |
" }(this));\n", | |
"</script>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<bokeh.io._CommsHandle at 0x7f0b6774ed10>" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from bokeh.io import show\n", | |
"from bokeh.models import GeoJSONDataSource\n", | |
"from bokeh.plotting import figure\n", | |
"from bokeh.sampledata.sample_geojson import geojson\n", | |
"\n", | |
"geo_source = GeoJSONDataSource(geojson=geojson)\n", | |
"\n", | |
"p = figure()\n", | |
"p.circle(x='x', y='y', alpha=0.9, source=geo_source)\n", | |
"show(p)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"collapsed": false | |
}, | |
"source": [ | |
"## Geojson" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 42, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [], | |
"source": [ | |
"from geojson import Feature, Point, GeometryCollection, LineString\n", | |
"\n", | |
"my_feature = Feature(geometry=Point((1.6432, -19.123)))\n", | |
"my_other_feature = Feature(geometry=Point((-80.234, -22.532)))\n", | |
"my_line = LineString([(1.6432, -19.123), (-80.234, -22.532)])\n", | |
"gc = GeometryCollection([my_feature, my_other_feature, my_line]) # doctest: +ELLIPSIS" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 43, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"{\"type\": \"GeometryCollection\", \"geometries\": [{\"geometry\": {\"type\": \"Point\", \"coordinates\": [1.6432, -19.123]}, \"type\": \"Feature\", \"properties\": {}}, {\"geometry\": {\"type\": \"Point\", \"coordinates\": [-80.234, -22.532]}, \"type\": \"Feature\", \"properties\": {}}, {\"type\": \"LineString\", \"coordinates\": [[1.6432, -19.123], [-80.234, -22.532]]}]}\n" | |
] | |
} | |
], | |
"source": [ | |
"import geojson as gj\n", | |
"\n", | |
"dump = gj.dumps(gc)\n", | |
"print(dump)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 52, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"\n", | |
" <div class=\"plotdiv\" id=\"f752a8bf-3989-4f7f-9ac0-d312766c9cba\"></div>\n", | |
"<script type=\"text/javascript\">\n", | |
" \n", | |
" (function(global) {\n", | |
" function now() {\n", | |
" return new Date();\n", | |
" }\n", | |
" \n", | |
" if (typeof (window._bokeh_onload_callbacks) === \"undefined\") {\n", | |
" window._bokeh_onload_callbacks = [];\n", | |
" }\n", | |
" \n", | |
" function run_callbacks() {\n", | |
" window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", | |
" delete window._bokeh_onload_callbacks\n", | |
" console.info(\"Bokeh: all callbacks have finished\");\n", | |
" }\n", | |
" \n", | |
" function load_libs(js_urls, callback) {\n", | |
" window._bokeh_onload_callbacks.push(callback);\n", | |
" if (window._bokeh_is_loading > 0) {\n", | |
" console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", | |
" return null;\n", | |
" }\n", | |
" if (js_urls == null || js_urls.length === 0) {\n", | |
" run_callbacks();\n", | |
" return null;\n", | |
" }\n", | |
" console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", | |
" window._bokeh_is_loading = js_urls.length;\n", | |
" for (var i = 0; i < js_urls.length; i++) {\n", | |
" var url = js_urls[i];\n", | |
" var s = document.createElement('script');\n", | |
" s.src = url;\n", | |
" s.async = false;\n", | |
" s.onreadystatechange = s.onload = function() {\n", | |
" window._bokeh_is_loading--;\n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: all BokehJS libraries loaded\");\n", | |
" run_callbacks()\n", | |
" }\n", | |
" };\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", | |
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n", | |
" }\n", | |
" };var element = document.getElementById(\"f752a8bf-3989-4f7f-9ac0-d312766c9cba\");\n", | |
" if (element == null) {\n", | |
" console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'f752a8bf-3989-4f7f-9ac0-d312766c9cba' but no matching script tag was found. \")\n", | |
" return false;\n", | |
" }var js_urls = [];\n", | |
" \n", | |
" var inline_js = [\n", | |
" function(Bokeh) {\n", | |
" Bokeh.$(function() {\n", | |
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\"tool_events\": {\"type\": \"ToolEvents\", \"id\": \"3215e970-48dd-4ae2-b09a-69e00401c5f0\"}, \"tools\": [{\"type\": \"PanTool\", \"id\": \"42684be3-13d4-40f8-b203-88b3728e098c\"}, {\"type\": \"WheelZoomTool\", \"id\": \"f350c2fc-e4bb-4003-918b-7965acedc58c\"}, {\"type\": \"BoxZoomTool\", \"id\": \"0cf55e6f-3537-47cb-9467-55105e6921bf\"}, {\"type\": \"PreviewSaveTool\", \"id\": \"56b8b9b7-e03a-4b93-9423-4f73d76a8aed\"}, {\"type\": \"ResizeTool\", \"id\": \"e33efd4d-742c-4317-8ecb-3a26df1b80ea\"}, {\"type\": \"ResetTool\", \"id\": \"ec41a12e-3fe1-406a-ba70-b2e5b5429d06\"}, {\"type\": \"HelpTool\", \"id\": \"7f2521be-4e0b-43e6-9877-ae93352ed579\"}], \"left\": [{\"type\": \"LinearAxis\", \"id\": \"40c5a0a6-ef91-4f4a-9eb0-5e6d75865628\"}]}, \"type\": \"Plot\", \"id\": \"5c692c06-ded0-4171-994c-7906b362bf09\", \"subtype\": \"Figure\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"ad7ed142-4d85-4294-8df8-e83b20ff843a\"}, \"ticker\": {\"type\": 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\"bad7d766-0003-4c9c-929b-104d1cb30933\"}, \"tools\": [{\"type\": \"PanTool\", \"id\": \"e09a0788-d533-4600-9c68-e931b44c2935\"}, {\"type\": \"WheelZoomTool\", \"id\": \"f9d7a12a-093a-48b1-bb49-8ba76fb3d268\"}, {\"type\": \"BoxZoomTool\", \"id\": \"2a485a97-56b9-41e9-9751-81c86305db8e\"}, {\"type\": \"PreviewSaveTool\", \"id\": \"a46e7d9e-418f-470c-a694-a6e542f477d7\"}, {\"type\": \"ResizeTool\", \"id\": \"e004d2c8-fb1c-4a77-8e7a-087ad87dc7cd\"}, {\"type\": \"ResetTool\", \"id\": \"84e17ae5-4c2e-40e8-8721-c6c0a5e8dc34\"}, {\"type\": \"HelpTool\", \"id\": \"2d141b07-6708-4813-99ee-c515508a7b9d\"}], \"left\": [{\"type\": \"LinearAxis\", \"id\": \"26c9e5a6-3bec-4df0-bdc8-b5fa9b0dc2e5\"}]}, \"type\": \"Plot\", \"id\": \"0a5ca8aa-ba51-4b96-8b93-3a2f475e3db9\", \"subtype\": \"Figure\"}, {\"attributes\": {\"line_color\": {\"value\": \"#1f77b4\"}, \"line_width\": {\"value\": 2}, \"y\": {\"field\": \"y\"}, \"x\": {\"field\": \"x\"}}, \"type\": \"Line\", \"id\": \"51cd634d-bd5a-4a43-bac8-8c4d330e60e8\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"a30c1633-8e11-4eaa-b8da-c4b44276566c\"}}, \"type\": \"PanTool\", \"id\": \"cc59cd17-b2b2-436a-98be-46c61f90c8b5\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"07d9c38d-0936-4685-8b6b-f80d4229dd52\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"0cbbe95d-6f98-43a7-9c2b-cf08587266db\"}}, \"type\": \"Grid\", \"id\": \"08dfe655-af68-4ba3-9216-08d4ec6fa762\"}, {\"attributes\": {\"plot\": {\"subtype\": \"Figure\", \"type\": \"Plot\", \"id\": \"5d82bf6d-f474-4305-a099-176d61569eda\"}, \"ticker\": {\"type\": \"BasicTicker\", \"id\": \"c9c822d7-e817-41f0-be37-f7a8d3266934\"}, \"dimension\": 1}, \"type\": \"Grid\", \"id\": \"84ccdc2a-7e44-41be-b23b-165410750ec6\"}, {\"attributes\": {\"line_color\": {\"value\": \"#1f77b4\"}, \"line_alpha\": {\"value\": 0.9}, \"fill_color\": {\"value\": \"#1f77b4\"}, \"fill_alpha\": {\"value\": 0.9}, \"y\": {\"field\": \"y\"}, \"x\": {\"field\": \"x\"}}, \"type\": \"Circle\", \"id\": \"70c8448d-f7a1-4103-b7af-f008bf3a3dd8\"}, {\"attributes\": {\"line_color\": {\"value\": \"#1f77b4\"}, \"line_alpha\": {\"value\": 0.9}, \"fill_color\": {\"value\": \"#1f77b4\"}, \"fill_alpha\": {\"value\": 0.9}, \"y\": {\"field\": \"y\"}, \"x\": {\"field\": \"x\"}}, \"type\": \"Circle\", \"id\": \"4849aaa6-7fb0-45e2-bc04-aeb5e58e8a87\"}]}, \"title\": \"Bokeh Application\"}};\n", | |
" var render_items = [{\"notebook_comms_target\": \"8c21dbe4-82c6-4123-972c-25d4ee28df11\", \"docid\": \"27088168-1ca4-4fda-96df-7327e3d91cab\", \"elementid\": \"f752a8bf-3989-4f7f-9ac0-d312766c9cba\", \"modelid\": \"2b3a56d6-f0b3-4d8d-93dc-37db88dde524\"}];\n", | |
" \n", | |
" Bokeh.embed.embed_items(docs_json, render_items);\n", | |
" });\n", | |
" },\n", | |
" function(Bokeh) {\n", | |
" }\n", | |
" ];\n", | |
" \n", | |
" function run_inline_js() {\n", | |
" for (var i = 0; i < inline_js.length; i++) {\n", | |
" inline_js[i](window.Bokeh);\n", | |
" }\n", | |
" }\n", | |
" \n", | |
" if (window._bokeh_is_loading === 0) {\n", | |
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", | |
" run_inline_js();\n", | |
" } else {\n", | |
" load_libs(js_urls, function() {\n", | |
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", | |
" run_inline_js();\n", | |
" });\n", | |
" }\n", | |
" }(this));\n", | |
"</script>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<bokeh.io._CommsHandle at 0x7f0b666be290>" | |
] | |
}, | |
"execution_count": 52, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"geo_source = GeoJSONDataSource(geojson=dump)\n", | |
"p = figure()\n", | |
"p.circle(x='x', y='y', alpha=0.9, source=geo_source, size=10)\n", | |
"p.line(x='x', y='y', source=geo_source, line_width=2)\n", | |
"show(p)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"collapsed": true | |
}, | |
"source": [ | |
"- bokehがちょっと挙動おかしい\n", | |
" - グラフが表示されないことがままある\n", | |
"- 特に、GoogleMapは1回目の実行はうまくいくけど2回目以降は表示されない\n", | |
" - なんかこの辺はAPIとかと関係してそうで修正難しそう" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 2", | |
"language": "python", | |
"name": "python2" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.11" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 0 | |
} |
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