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rutj3/Texas_example_json.ipynb

Created October 25, 2016 15:13
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Texas_example_json.ipynb
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"source": [
"from bokeh.io import show, output_notebook\n",
"from bokeh.models import (\n",
" GeoJSONDataSource,\n",
" ColumnDataSource,\n",
" HoverTool,\n",
" LogColorMapper\n",
")\n",
"from bokeh.palettes import Viridis6 as palette\n",
"from bokeh.plotting import figure\n",
"\n",
"from bokeh.sampledata.unemployment import data as unemployment\n",
"\n",
"import json\n",
"from collections import OrderedDict\n",
"output_notebook()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
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"outputs": [],
"source": [
"def merge_unemployment(county_dict, unemployment):\n",
" \n",
" countyid = int(county_dict['properties']['STATEFP']), int(county_dict['properties']['COUNTYFP'])\n",
" county_dict['properties']['rate'] = unemployment[countyid]\n",
" \n",
" return county_dict"
]
},
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"source": [
"# source: https://www.census.gov/geo/maps-data/data/cbf/cbf_counties.html\n",
"# ideally add unemployment rate as an attribute to the input geojson??\n",
"\n",
"# read all counties\n",
"with open(r'D:\\Data\\US_Census\\cb_2015_us_county_20m.geojson', 'r') as f:\n",
" us_counties_dict = json.loads(f.read(), object_hook=OrderedDict)\n",
" \n",
"# Keep Texas: STATEFP = '48'\n",
"us_counties_dict['features'] = [subd for subd in us_counties_dict['features'] if subd['properties']['STATEFP'] == '48']\n",
"\n",
"# merge unemployment rate\n",
"us_counties_dict['features'] = [merge_unemployment(subd, unemployment) for subd in us_counties_dict['features']]"
]
},
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"source": []
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"metadata": {
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"source": [
"geo_source = GeoJSONDataSource(geojson=json.dumps(us_counties_dict))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
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{\"dddf2735-9664-48ee-96e1-9d0c56441960\":{\"roots\":{\"references\":[{\"attributes\":{\"plot\":{\"id\":\"a81729c9-9470-46c1-86e1-1565cff041a2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"3d899442-0e84-494c-b62b-52f492f1591e\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"plot\":{\"id\":\"a81729c9-9470-46c1-86e1-1565cff041a2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"99144736-5008-43c4-a3f1-439485eccba9\",\"type\":\"ResetTool\"},{\"attributes\":{\"plot\":{\"id\":\"a81729c9-9470-46c1-86e1-1565cff041a2\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"a523e749-f0b8-46aa-a1f5-aba9872c87be\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"field\":\"rate\",\"transform\":{\"id\":\"6202e33c-d4b3-42d3-9839-7d843162d37b\",\"type\":\"LogColorMapper\"}},\"line_color\":{\"value\":\"white\"},\"line_width\":{\"value\":0.5},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"736f4b6c-5802-43de-af43-4297f02fa235\",\"type\":\"Patches\"},{\"attributes\":{\"callback\":null},\"id\":\"3f9573d4-0f43-43e9-942b-dd991e4d82b9\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"c3ae2b9a-4af7-41a8-b565-e7f13f6c4d60\",\"type\":\"GeoJSONDataSource\"},\"glyph\":{\"id\":\"736f4b6c-5802-43de-af43-4297f02fa235\",\"type\":\"Patches\"},\"hover_glyph\":null,\"nonselection_glyph\":{\"id\":\"1a2f7ffa-cbe1-4624-bf5c-b55a4c11ab5e\",\"type\":\"Patches\"},\"selection_glyph\":null},\"id\":\"52c603ac-8e5f-4ac5-9054-6903fd65b702\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"line_width\":{\"value\":0.5},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"1a2f7ffa-cbe1-4624-bf5c-b55a4c11ab5e\",\"type\":\"Patches\"},{\"attributes\":{\"dimension\":1,\"grid_line_color\":{\"value\":null},\"plot\":{\"id\":\"a81729c9-9470-46c1-86e1-1565cff041a2\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"ab1d86e3-f384-443a-bff2-3243cc4645b0\",\"type\":\"BasicTicker\"}},\"id\":\"cc341fc0-170a-4fc9-b288-2e39bac50637\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"plot\":{\"id\":\"a81729c9-9470-46c1-86e1-1565cff041a2\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"point_policy\":\"follow_mouse\",\"tooltips\":[[\"Name\",\"@NAME\"],[\"Area 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" var render_items = [{\"docid\":\"dddf2735-9664-48ee-96e1-9d0c56441960\",\"elementid\":\"e2b09a89-5131-4a30-927e-17d8e3c6bde6\",\"modelid\":\"a81729c9-9470-46c1-86e1-1565cff041a2\"}];\n",
" \n",
" Bokeh.embed.embed_items(docs_json, render_items);\n",
" });\n",
" },\n",
" function(Bokeh) {\n",
" }\n",
" ];\n",
" \n",
" function run_inline_js() {\n",
" \n",
" if ((window.Bokeh !== undefined) || (force === \"1\")) {\n",
" for (var i = 0; i < inline_js.length; i++) {\n",
" inline_js[i](window.Bokeh);\n",
" }if (force === \"1\") {\n",
" display_loaded();\n",
" }} else if (Date.now() < window._bokeh_timeout) {\n",
" setTimeout(run_inline_js, 100);\n",
" } else if (!window._bokeh_failed_load) {\n",
" console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
" window._bokeh_failed_load = true;\n",
" } else if (!force) {\n",
" var cell = $(\"#e2b09a89-5131-4a30-927e-17d8e3c6bde6\").parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
" \n",
" }\n",
" \n",
" if (window._bokeh_is_loading === 0) {\n",
" console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
" run_inline_js();\n",
" } else {\n",
" load_libs(js_urls, function() {\n",
" console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
" run_inline_js();\n",
" });\n",
" }\n",
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"</script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"palette.reverse()\n",
"\n",
"color_mapper = LogColorMapper(palette=palette)\n",
"\n",
"TOOLS = \"pan,wheel_zoom,box_zoom,reset,hover,save\"\n",
"\n",
"p = figure(\n",
" title=\"Texas Unemployment, 2009\", tools=TOOLS,\n",
" x_axis_location=None, y_axis_location=None\n",
")\n",
"p.grid.grid_line_color = None\n",
"\n",
"p.patches('xs', 'ys', source=geo_source,\n",
" fill_color={'field': 'rate', 'transform': color_mapper},\n",
" fill_alpha=0.7, line_color=\"white\", line_width=0.5)\n",
"\n",
"hover = p.select_one(HoverTool)\n",
"hover.point_policy = \"follow_mouse\"\n",
"hover.tooltips = [\n",
" (\"Name\", \"@NAME\"),\n",
" (\"Area Land)\", \"@rate%\"),\n",
" (\"(Long, Lat)\", \"($x, $y)\"),\n",
"]\n",
"\n",
"show(p)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.4.5"
}
},
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}
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