diff --git a/environment.yml b/environment.yml
index e01df0f..6630505 100644
--- a/environment.yml
+++ b/environment.yml
@@ -3,7 +3,7 @@ channels:
- conda-forge
dependencies:
- black
- - bokeh>=3.0.0
+ - bokeh>=3.2.0
- flake8
- geojson
- geopandas
diff --git a/notebooks/01_introduction.ipynb b/notebooks/01_introduction.ipynb
index 3b00bf4..463375b 100644
--- a/notebooks/01_introduction.ipynb
+++ b/notebooks/01_introduction.ipynb
@@ -122,7 +122,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -302,7 +301,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.8"
+ "version": "3.10.8 | packaged by conda-forge | (main, Nov 22 2022, 08:16:33) [MSC v.1929 64 bit (AMD64)]"
},
"vscode": {
"interpreter": {
diff --git a/notebooks/05_styling.ipynb b/notebooks/05_styling.ipynb
index 09fbd21..71a8775 100644
--- a/notebooks/05_styling.ipynb
+++ b/notebooks/05_styling.ipynb
@@ -25,7 +25,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -35,38 +35,9 @@
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<style>\n",
- " .bk-notebook-logo {\n",
- " display: block;\n",
- " width: 20px;\n",
- " height: 20px;\n",
- " background-image: url(data:image/png;base64,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);\n",
- " }\n",
- " </style>\n",
- " <div>\n",
- " <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-notebook-logo\"></a>\n",
- " <span id=\"p1001\">Loading BokehJS ...</span>\n",
- " </div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const 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 \"<code>\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"</code>\\n\"+\n \"</div>\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"p1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"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.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.0.3.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"p1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
- "application/vnd.bokehjs_load.v0+json": ""
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"# activate notebook output\n",
"from bokeh.io import output_notebook\n",
@@ -75,7 +46,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -108,32 +78,9 @@
},
{
"cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " <div id=\"4d4b1b47-c104-445e-90e2-5a00d41a88e0\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"deb523b1-ddc9-4cf4-9874-43b8faeb2e73\":{\"version\":\"3.0.3\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1002\",\"attributes\":{\"height\":350,\"x_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1011\",\"attributes\":{\"factors\":[\"Apples\",\"Pears\",\"Nectarines\",\"Plums\",\"Grapes\",\"Strawberries\"]}},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1004\"},\"x_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1015\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1017\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1007\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1053\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1047\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1048\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1049\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",[\"Apples\",\"Pears\",\"Nectarines\",\"Plums\",\"Grapes\",\"Strawberries\"]],[\"top\",[5,3,4,2,4,6]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1054\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1055\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1050\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"width\":{\"type\":\"value\",\"value\":0.9},\"top\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"fill_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"indigo\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1051\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"width\":{\"type\":\"value\",\"value\":0.9},\"top\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1052\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"width\":{\"type\":\"value\",\"value\":0.9},\"top\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"indigo\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1006\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1032\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1033\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1034\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1035\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1036\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1037\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1038\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1025\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1028\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1026\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1027\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1019\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1022\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1020\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1021\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1024\",\"attributes\":{\"axis\":{\"id\":\"p1019\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1031\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1025\"}}}]}}]}};\n const render_items = [{\"docid\":\"deb523b1-ddc9-4cf4-9874-43b8faeb2e73\",\"roots\":{\"p1002\":\"4d4b1b47-c104-445e-90e2-5a00d41a88e0\"},\"root_ids\":[\"p1002\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);",
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p1002"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"from bokeh.plotting import figure, show\n",
"\n",
@@ -227,32 +174,9 @@
},
{
"cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " <div id=\"14cfe9b6-8319-480a-8183-407de4c46fc6\" data-root-id=\"p1140\" style=\"display: contents;\"></div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"7ed0d5e4-27a5-48c4-8677-b9c621a0b424\":{\"version\":\"3.0.3\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1140\",\"attributes\":{\"height\":300,\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1141\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1142\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1154\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1156\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1143\",\"attributes\":{\"text\":\"Domestic Freight and Mail 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+ "execution_count": null,
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"source": [
"# set up the plot\n",
"visual_properties_plot = figure(\n",
@@ -315,32 +239,9 @@
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- "outputs": [
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- "id": "p1334"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"plot = figure() # create a new plot without all properties set to default values\n",
"\n",
@@ -399,32 +300,9 @@
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- }
- },
- "output_type": "display_data"
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+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"plot = figure(height=300)\n",
"\n",
@@ -460,32 +338,9 @@
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- "outputs": [
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- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p1690"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"axes_plot = figure(height=300)\n",
"circle = axes_plot.line([1, 2, 3], [2, 1, 8], line_color=\"purple\")\n",
@@ -528,32 +383,9 @@
},
{
"cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " <div id=\"d35a944c-915a-47d6-afce-8e45bbc45a6d\" data-root-id=\"p2111\" style=\"display: contents;\"></div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"e8741842-65c0-4b11-b73c-2473d046d4e2\":{\"version\":\"3.0.3\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2111\",\"attributes\":{\"height\":300,\"x_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p2121\",\"attributes\":{\"factors\":[\"Southwest Airlines Co.\",\"American Airlines Inc.\",\"Delta Air Lines Inc.\",\"United Air Lines Inc.\",\"SkyWest Airlines Inc.\",\"Spirit Air Lines\",\"JetBlue Airways\",\"Alaska Airlines Inc.\",\"Frontier Airlines Inc.\",\"Republic Airline\"]}},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2113\"},\"x_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p2125\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2127\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2114\",\"attributes\":{\"text\":\"Top 10 carriers by passengers (domestic routes)\"}},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2163\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2157\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2158\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2159\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":[\"Southwest Airlines Co.\",\"American Airlines Inc.\",\"Delta Air Lines Inc.\",\"United Air Lines Inc.\",\"SkyWest Airlines Inc.\",\"Spirit Air Lines\",\"JetBlue Airways\",\"Alaska Airlines Inc.\",\"Frontier Airlines Inc.\",\"Republic Airline\",\"Allegiant Air\",\"Endeavor Air Inc.\",\"Envoy Air\",\"PSA Airlines Inc.\",\"Mesa Airlines Inc.\",\"Hawaiian Airlines Inc.\",\"Horizon Air\",\"Piedmont Airlines\",\"Air Wisconsin Airlines...\",\"Commutair Aka Champlai...\",\"Sun Country Airlines d...\",\"GoJet Airlines LLC d/b...\",\"Swift Air, LLC d/b/a E...\",\"Cape Air\",\"Silver Airways\"],\"shape\":[25],\"dtype\":\"object\",\"order\":\"little\"}],[\"top\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"avoxBzgO6gUBeoUFfruCA8kfFwIiSKUBWBpeAVUoSwF7eSsBhPUKAT4s0QAm2r8AZna8AJ4mvACq5Y4AusNiADRzWgDQnDkAL5QzAIb1KwABeCoAHowjAJTXCACsSAYAcrsFAA==\"},\"shape\":[25],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2164\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2165\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p2160\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"width\":{\"type\":\"value\",\"value\":0.6},\"top\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p2161\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"width\":{\"type\":\"value\",\"value\":0.6},\"top\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p2162\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"width\":{\"type\":\"value\",\"value\":0.6},\"top\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2117\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2142\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2143\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2144\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2145\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p2146\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2147\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2148\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2135\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2138\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"NumeralTickFormatter\",\"id\":\"p2181\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2137\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p2129\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p2132\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p2130\"},\"major_label_orientation\":0.8,\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2131\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2134\",\"attributes\":{\"axis\":{\"id\":\"p2129\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2141\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2135\"}}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p2179\",\"attributes\":{\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2180\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Passengers\"},\"renderers\":[{\"id\":\"p2163\"}]}}]}}]}}]}};\n const render_items = [{\"docid\":\"e8741842-65c0-4b11-b73c-2473d046d4e2\",\"roots\":{\"p2111\":\"d35a944c-915a-47d6-afce-8e45bbc45a6d\"},\"root_ids\":[\"p2111\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);",
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p2111"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"from bokeh.models import NumeralTickFormatter\n",
"\n",
@@ -738,7 +570,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -811,7 +642,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -889,9 +719,9 @@
"\n",
"# 🔁 uncomment different lines to see different themes\n",
"# curdoc().theme = \"caliber\"\n",
- "curdoc().theme = \"dark_minimal\"\n",
+ "#curdoc().theme = \"dark_minimal\"\n",
"# curdoc().theme = \"light_minimal\"\n",
- "# curdoc().theme = \"night_sky\"\n",
+ "curdoc().theme = \"night_sky\"\n",
"# curdoc().theme = \"contrast\"\n",
"\n",
"# create a plot\n",
@@ -943,7 +773,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.8"
+ "version": "3.10.8 | packaged by conda-forge | (main, Nov 22 2022, 08:16:33) [MSC v.1929 64 bit (AMD64)]"
},
"vscode": {
"interpreter": {
diff --git a/notebooks/06_data_sources.ipynb b/notebooks/06_data_sources.ipynb
index bb26db0..b6da1c2 100644
--- a/notebooks/06_data_sources.ipynb
+++ b/notebooks/06_data_sources.ipynb
@@ -1,6 +1,7 @@
{
"cells": [
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -56,7 +57,8 @@
"inputs for your data.\n",
"\n",
"Behind the scenes, Bokeh converts all these inputs to a Bokeh **ColumnDataSource**.\n",
- "This is **Bokeh's internal data structure**. It is used in all plots.\n",
+ "This is **Bokeh's primary internal data structure**. It is used in almost all plots\n",
+ "(with the exception of [map plots](#Map-plots)).\n",
"\n",
"In most cases, Bokeh can just handle the ColumnDataSource automatically. However,\n",
"there are many cases where it is useful to create and use a ColumnDataSource\n",
@@ -66,6 +68,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -104,12 +107,13 @@
"source = ColumnDataSource(\n",
" data={\n",
" \"x\": [1, 2, 3, 4, 5], # first dictionary creates a column named \"x\"\n",
- " \"y\": [3, 7, 8, 5, 1], # second dictionary creates a column named \"x\"\n",
+ " \"y\": [3, 7, 8, 5, 1], # second dictionary creates a column named \"y\"\n",
" }\n",
")"
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -126,6 +130,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -157,6 +162,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -233,6 +239,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -256,6 +263,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -273,6 +281,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -314,14 +323,16 @@
"p.line(\n",
" x=\"month_name\", # use the sequence of strings from the \"month_name\" column as categories\n",
" y=\"freight\", # use the sequence of values from the \"freight\" column as values\n",
- " # y=\"mail\", # use this line instead of the one above to use data from the \"mail\" column\n",
+ " # y=\"mail\", # 🔁 use this line instead of the one above to use data from the \"mail\" column\n",
" source=source,\n",
+ " line_color=\"red\",\n",
")\n",
"\n",
"show(p)"
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -339,7 +350,7 @@
"Using ColumnDataSource objects also allows you to use Bokeh's built-in transforms.\n",
"Transforms are useful for performing computations on the data before the data is\n",
"displayed.\n",
- "These transforms are run by BokehJS, in the browser.\n",
+ "*These transforms are performed by BokehJS, in the browser.*\n",
"This means the underlying data is not modified and is always available for other plots\n",
"in the same document.\n",
"\n",
@@ -347,6 +358,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -378,23 +390,27 @@
"# create a bar chart with cumulative data from the \"mail\" column\n",
"p.vbar(\n",
" x=\"month_name\",\n",
- " top=cumsum(\"mail\", include_zero=True), # use the cumulative sums of the \"mail\" column as values\n",
+ " top=cumsum(\"passengers\", include_zero=True), # use the cumulative sums of the \"passengers\" column as values\n",
" width=0.9,\n",
" source=source,\n",
")\n",
"\n",
+ "p.xaxis.major_label_orientation = 0.8 # rotate axis labels\n",
"\n",
"show(p)"
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The linear_cmap transform\n",
"\n",
"The ``linear_cmap`` transform generates a new sequence of colors by **applying a linear\n",
- "color map** to a ColumnDataSource column.\n"
+ "color map** to a ColumnDataSource column.\n",
+ "\n",
+ "[TBD link to color map in styling - or move all color map stuff here?]"
]
},
{
@@ -429,6 +445,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -444,6 +461,7 @@
]
},
{
+ "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -460,7 +478,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "bk-tutorial",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
diff --git a/notebooks/07_annotations.ipynb b/notebooks/07_annotations.ipynb
index 614694b..55030b9 100644
--- a/notebooks/07_annotations.ipynb
+++ b/notebooks/07_annotations.ipynb
@@ -1,7 +1,6 @@
{
"cells": [
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -47,7 +46,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -56,7 +54,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -117,7 +114,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -154,10 +150,11 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
+ "TBD: mention screen units, maybe a link\n",
+ "\n",
"Spans are one example of many similar annotations. See the entries for\n",
"[Slopes](https://docs.bokeh.org/en/latest/docs/user_guide/basic/annotations.html#slopes),\n",
"[Bands](https://docs.bokeh.org/en/latest/docs/user_guide/basic/annotations.html#bands),\n",
@@ -168,7 +165,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -185,7 +181,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -268,7 +263,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -335,7 +329,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -406,7 +399,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -423,7 +415,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "bk-tutorial",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -437,9 +429,8 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.8"
+ "version": "3.10.8 | packaged by conda-forge | (main, Nov 22 2022, 08:16:33) [MSC v.1929 64 bit (AMD64)]"
},
- "orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "0494a81e5f69860dcb844ce8e12eb9c88a7e813ddbfb0fbade72137f5ce45437"
diff --git a/notebooks/08_plot_tools.ipynb b/notebooks/08_plot_tools.ipynb
index 26c5d36..54e83d4 100644
--- a/notebooks/08_plot_tools.ipynb
+++ b/notebooks/08_plot_tools.ipynb
@@ -100,14 +100,13 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"When you configure the toolbar with the ``figure()`` method, you can specify **which\n",
"tools to include**.\n",
"\n",
- "You can pass a list of tool names to the `tools` argument. The following list contains\n",
+ "You can pass a sequence of tool names to the `tools` argument. The following list contains\n",
"some of the most commonly used tools for viewing data:\n",
"\n",
"* `pan` - pan the plot\n",
@@ -134,7 +133,7 @@
"# set up a figure with a toolbar\n",
"p = figure(\n",
" height=300,\n",
- " tools=[\"box_zoom\", \"wheel_zoom\", \"save\"], # 🔁 swap out tools from the list above\n",
+ " tools=(\"box_zoom\", \"wheel_zoom\", \"save\"), # 🔁 swap out tools from the list above\n",
")\n",
"\n",
"p.line(x=list(range(10)), y=list(range(10)))\n",
@@ -155,22 +154,22 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Defining active tools\n",
"\n",
- "By default, Bokeh will activate the first tool in the list of tools. You can **change\n",
- "which tools are active** by setting the ``active_drag``, ``active_inspect``,`\n",
- "``active_scroll``, and ``active_tap`` properties of a toolbar.\n",
+ "You can **change which tools are active** by setting the ``active_drag``, ``active_inspect``,\n",
+ "``active_scroll``, and ``active_tap`` properties of a toolbar. [TBD gestures]\n",
"\n",
"The reason why Bokeh has separate properties for different types of tools is that\n",
"you can have several tools of different types active at the same time. For example,\n",
"you can have an active scroll tool and an active inspect tool at the same time.\n",
"\n",
- "The following code cell uses the ``xwenel_zoom`` tool as its active scroll tool.\n",
- "Update the code in line 7 to make the ``ywheel_zoom`` tool active by default instead:"
+ "The following code cell uses the ``xwheel_zoom`` tool as its active scroll tool.\n",
+ "Update the code in line 7 to make the ``ywheel_zoom`` tool active by default instead:\n",
+ "\n",
+ "TBD update intro to match example below!!"
]
},
{
@@ -184,8 +183,8 @@
"# set up a figure with a toolbar\n",
"p = figure(\n",
" height=300,\n",
- " tools=[\"reset\", \"wheel_zoom\", \"xwheel_zoom\", \"save\"],\n",
- " active_scroll=\"xwheel_zoom\", # 🔁 update this line to make \"xwheel_zoom\" the active scroll tool\n",
+ " tools=[\"reset\", \"pan\", \"ypan\", \"xpan\", \"save\"],\n",
+ " active_drag=\"xpan\", # 🔁 update this line to make \"ypan\" the active drag tool\n",
")\n",
"\n",
"p.line(x=list(range(10)), y=list(range(10)))\n",
@@ -193,7 +192,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -205,6 +203,8 @@
"To enable tooltips, you need to add a `HoverTool` to the list of tools. You can then\n",
"use the `tooltips` argument to specify which data fields to display in the tooltip.\n",
"\n",
+ "[TBD update to use string instead of the object]\n",
+ "\n",
"Run the cell below and hover over the data points:"
]
},
@@ -214,25 +214,24 @@
"metadata": {},
"outputs": [],
"source": [
- "from bokeh.models import HoverTool\n",
"from bokeh.models import ColumnDataSource\n",
"\n",
"source = ColumnDataSource(\n",
" data={\n",
- " \"x\": [1, 2, 3, 4, 5],\n",
- " \"y\": [3, 7, 8, 5, 1],\n",
+ " \"x\": [1, 3, 4, 6, 9],\n",
+ " \"y\": [3, 7, 8, 2, 1],\n",
" }\n",
")\n",
"\n",
"p = figure(\n",
- " toolbar_location=None,\n",
- " tools=[HoverTool()], # add the HoverTool to the figure\n",
- " tooltips=\"Data point @x has the value @y\", # define a tooltip using data from the x and y columns\n",
+ " toolbar_location=None, \n",
+ " tools=\"hover\", # add the hover tool to the figure (the hover tool will work even if the toolbar is hidden)\n",
+ " tooltips=\"Data point is at @x, @y\", # define a tooltip using data from the x and y columns\n",
" height=300,\n",
")\n",
"\n",
"# add renderers\n",
- "p.circle(\"x\", \"y\", size=10, source=source)\n",
+ "p.circle(\"x\", \"y\", size=25, source=source)\n",
"p.line(\"x\", \"y\", line_width=2, source=source)\n",
"\n",
"# show the results\n",
@@ -240,7 +239,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -249,7 +247,7 @@
"\n",
"In the example above, the tooltip text is `\"Data point @x has the value @y\"`. The `@x`\n",
"and `@y` are replaced with the actual value of the `x` and `y` columns in the\n",
- "ColumnDataSource at that point.\n",
+ "ColumnDataSource at that point. [TBD update]\n",
"\n",
"#### Tooltip fields\n",
"\n",
@@ -375,7 +373,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -392,7 +389,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "bk-tutorial",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
diff --git a/notebooks/09_more_plot_types.ipynb b/notebooks/09_more_plot_types.ipynb
index 65286f1..199e285 100644
--- a/notebooks/09_more_plot_types.ipynb
+++ b/notebooks/09_more_plot_types.ipynb
@@ -25,7 +25,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -35,38 +35,9 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<style>\n",
- " .bk-notebook-logo {\n",
- " display: block;\n",
- " width: 20px;\n",
- " height: 20px;\n",
- " background-image: url(data:image/png;base64,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);\n",
- " }\n",
- " </style>\n",
- " <div>\n",
- " <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-notebook-logo\"></a>\n",
- " <span id=\"p1001\">Loading BokehJS ...</span>\n",
- " </div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const 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 \"<code>\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"</code>\\n\"+\n \"</div>\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"p1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"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.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.0.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.0.3.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"p1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));",
- "application/vnd.bokehjs_load.v0+json": ""
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"# activate notebook output\n",
"from bokeh.io import output_notebook\n",
@@ -121,32 +92,9 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " <div id=\"0842e2c7-ce9b-4546-ac9d-315c51ec1170\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"e0b5ea86-3e39-4a91-b4a2-ed2597c1fef4\":{\"version\":\"3.0.3\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1002\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1011\",\"attributes\":{\"start\":-2000000,\"end\":6000000}},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1013\",\"attributes\":{\"start\":-1000000,\"end\":7000000}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1015\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1017\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1007\"},\"renderers\":[{\"type\":\"object\",\"name\":\"TileRenderer\",\"id\":\"p1057\",\"attributes\":{\"tile_source\":{\"type\":\"object\",\"name\":\"WMTSTileSource\",\"id\":\"p1056\",\"attributes\":{\"url\":\"https://a.basemaps.cartocdn.com/light_all/{z}/{x}/{y}@2x.png\",\"max_zoom\":20,\"attribution\":\"© <a href=\\\"https://www.openstreetmap.org/copyright\\\">OpenStreetMap</a> contributors © <a href=\\\"https://carto.com/attributions\\\">CARTO</a>\"}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1008\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1041\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1042\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1043\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1044\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1045\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1046\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1047\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"MercatorAxis\",\"id\":\"p1030\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"MercatorTicker\",\"id\":\"p1033\",\"attributes\":{\"mantissas\":[1,2,5],\"dimension\":\"lat\"}},\"formatter\":{\"type\":\"object\",\"name\":\"MercatorTickFormatter\",\"id\":\"p1031\",\"attributes\":{\"dimension\":\"lat\"}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1032\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"MercatorAxis\",\"id\":\"p1019\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"MercatorTicker\",\"id\":\"p1022\",\"attributes\":{\"mantissas\":[1,2,5],\"dimension\":\"lon\"}},\"formatter\":{\"type\":\"object\",\"name\":\"MercatorTickFormatter\",\"id\":\"p1020\",\"attributes\":{\"dimension\":\"lon\"}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1021\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1029\",\"attributes\":{\"axis\":{\"id\":\"p1019\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1040\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1030\"}}}]}}]}};\n const render_items = [{\"docid\":\"e0b5ea86-3e39-4a91-b4a2-ed2597c1fef4\",\"roots\":{\"p1002\":\"0842e2c7-ce9b-4546-ac9d-315c51ec1170\"},\"root_ids\":[\"p1002\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);",
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p1002"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"import xyzservices.providers as xyz\n",
"\n",
@@ -219,20 +167,9 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'{\"type\": \"FeatureCollection\", \"features\": [{\"type\": \"Feature\", \"geometry\": {\"type\": \"Point\", \"coordinates\": [-73.968285, 40.748817]}, \"properties\": {\"name\": \"United Nations headquarters\"}}]}'"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"from shapely.geometry import Point\n",
"from pyproj import CRS, Transformer\n",
@@ -262,20 +199,9 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'{\"type\": \"FeatureCollection\", \"features\": [{\"id\": \"0\", \"type\": \"Feature\", \"properties\": {\"name\": \"United Nations headquarters\"}, \"geometry\": {\"type\": \"Point\", \"coordinates\": [-8234111.8210517345, 4975362.528079467]}}]}'"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"import geopandas as gpd\n",
"\n",
@@ -293,7 +219,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -320,32 +246,9 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " <div id=\"cfd114c4-18b3-4df1-a63e-36789c4ebdf1\" data-root-id=\"p1116\" style=\"display: contents;\"></div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": "(function(root) {\n function embed_document(root) {\n const docs_json = {\"ea2f74f5-1e4e-44be-bcf7-0b5d48f4c357\":{\"version\":\"3.0.3\",\"title\":\"Bokeh Application\",\"defs\":[],\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1116\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1125\",\"attributes\":{\"start\":-14000000,\"end\":-6000000}},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1127\",\"attributes\":{\"start\":2000000,\"end\":4000000}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1129\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1131\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1121\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1168\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"GeoJSONDataSource\",\"id\":\"p1113\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1114\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1115\"},\"geojson\":\"{\\\"type\\\": \\\"FeatureCollection\\\", \\\"features\\\": [{\\\"id\\\": \\\"0\\\", \\\"type\\\": \\\"Feature\\\", \\\"properties\\\": {\\\"name\\\": \\\"United Nations headquarters\\\"}, \\\"geometry\\\": {\\\"type\\\": \\\"Point\\\", \\\"coordinates\\\": [-8234111.8210517345, 4975362.528079467]}}]}\"}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1169\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1170\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1165\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":25},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#5B92E5\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.8}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1166\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":25},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#5B92E5\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1167\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":25},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#5B92E5\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"TileRenderer\",\"id\":\"p1172\",\"attributes\":{\"tile_source\":{\"type\":\"object\",\"name\":\"WMTSTileSource\",\"id\":\"p1171\",\"attributes\":{\"url\":\"https://server.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}\",\"attribution\":\"Tiles © Esri — Source: Esri, i-cubed, USDA, USGS, AEX, GeoEye, Getmapping, Aerogrid, IGN, IGP, UPR-EGP, and the GIS User Community\"}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1122\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1155\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1156\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1157\"}],\"active_scroll\":{\"id\":\"p1156\"}}},\"left\":[{\"type\":\"object\",\"name\":\"MercatorAxis\",\"id\":\"p1144\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"MercatorTicker\",\"id\":\"p1147\",\"attributes\":{\"mantissas\":[1,2,5],\"dimension\":\"lat\"}},\"formatter\":{\"type\":\"object\",\"name\":\"MercatorTickFormatter\",\"id\":\"p1145\",\"attributes\":{\"dimension\":\"lat\"}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1146\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"MercatorAxis\",\"id\":\"p1133\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"MercatorTicker\",\"id\":\"p1136\",\"attributes\":{\"mantissas\":[1,2,5],\"dimension\":\"lon\"}},\"formatter\":{\"type\":\"object\",\"name\":\"MercatorTickFormatter\",\"id\":\"p1134\",\"attributes\":{\"dimension\":\"lon\"}},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1135\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1143\",\"attributes\":{\"axis\":{\"id\":\"p1133\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1154\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1144\"}}}]}}]}};\n const render_items = [{\"docid\":\"ea2f74f5-1e4e-44be-bcf7-0b5d48f4c357\",\"roots\":{\"p1116\":\"cfd114c4-18b3-4df1-a63e-36789c4ebdf1\"},\"root_ids\":[\"p1116\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);",
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p1116"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"# set up a figure covering North America\n",
"p = figure(\n",
@@ -393,36 +296,18 @@
"The map visualization consists only of polygons and does not use a tile provider.\n",
"\n",
"This map visualization uses two data sets:\n",
+ "\n",
+ "TBD list 1 and 2 doesn't look good..\n",
+ "\n",
"1. A GeoJSON file with the shapes of all US states. Alaska and Hawaii are moved from\n",
"their actual location to make visualization easier:"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<AxesSubplot: >"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- "<Figure size 640x480 with 1 Axes>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"states_gdf = gpd.read_file(\"../data/us-states.geojson\")\n",
"states_gdf.plot() # use geopandas to plot the state shapes"
@@ -437,60 +322,9 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>origin</th>\n",
- " <th>destination</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>Alaska</th>\n",
- " <td>21645</td>\n",
- " <td>21571</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Iowa</th>\n",
- " <td>1348</td>\n",
- " <td>1297</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " origin destination\n",
- "Alaska 21645 21571\n",
- "Iowa 1348 1297"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# read the pre-processed data frame from the demo data set\n",
"data.get_states_routes_df().head(2)"
@@ -506,73 +340,9 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
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- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>STATEFP</th>\n",
- " <th>Name</th>\n",
- " <th>geometry</th>\n",
- " <th>origin</th>\n",
- " <th>destination</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>47</td>\n",
- " <td>Tennessee</td>\n",
- " <td>MULTIPOLYGON (((4.64865 -3.81124, 4.65056 -3.8...</td>\n",
- " <td>6444.0</td>\n",
- " <td>6599.0</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>48</td>\n",
- " <td>Texas</td>\n",
- " <td>MULTIPOLYGON (((-1.23174 -12.46305, -1.21421 -...</td>\n",
- " <td>20465.0</td>\n",
- " <td>20627.0</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " STATEFP Name geometry \\\n",
- "0 47 Tennessee MULTIPOLYGON (((4.64865 -3.81124, 4.65056 -3.8... \n",
- "1 48 Texas MULTIPOLYGON (((-1.23174 -12.46305, -1.21421 -... \n",
- "\n",
- " origin destination \n",
- "0 6444.0 6599.0 \n",
- "1 20465.0 20627.0 "
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"states_gdf = states_gdf.join(data.get_states_routes_df(), on=states_gdf[\"Name\"])\n",
"states_gdf.head(2)"
@@ -585,7 +355,7 @@
"The next code cell contains the code to create this visualization.\n",
"\n",
"You'll recognize several elements from the previous chapters. For example:\n",
- "* Tooltips,\n",
+ "* Tooltips\n",
"* Configuring plot tools\n",
"* Configuring visual elements of the plot\n",
"* Using a ColorMapper to map values to colors from a palette\n",
@@ -594,32 +364,9 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " <div id=\"1de7d8e1-8e18-4a47-bcc0-1fc10dbe4f8f\" data-root-id=\"p1264\" style=\"display: contents;\"></div>\n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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"source": [
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"\n",
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- " <td>darkgreen</td>\n",
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"source": [
"import pandas as pd\n",
"\n",
@@ -777,87 +456,14 @@
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- "Next, calculate the angle for each wedge:"
+ "Next, calculate the angle for each wedge (in radians):"
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- " <td>red</td>\n",
- " <td>2.113522</td>\n",
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- " <th>1</th>\n",
- " <td>Cheese</td>\n",
- " <td>212</td>\n",
- " <td>darkorange</td>\n",
- " <td>2.027451</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>Mixed Veggies</td>\n",
- " <td>152</td>\n",
- " <td>darkgreen</td>\n",
- " <td>1.453644</td>\n",
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- " <tr>\n",
- " <th>3</th>\n",
- " <td>Bacon</td>\n",
- " <td>72</td>\n",
- " <td>hotpink</td>\n",
- " <td>0.688568</td>\n",
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- "3 Bacon 72 hotpink 0.688568"
- ]
- },
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"source": [
"from math import pi\n",
"\n",
@@ -874,32 +480,9 @@
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const render_items = [{\"docid\":\"95187141-6b05-47cc-8bdc-72f34ebd55da\",\"roots\":{\"p1435\":\"3fcf6317-014b-4580-b28a-00619b6591c5\"},\"root_ids\":[\"p1435\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);",
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p1435"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"from bokeh.models import ColumnDataSource\n",
"from bokeh.transform import cumsum\n",
@@ -959,32 +542,9 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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- "output_type": "display_data"
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frosting\",\"Powdered sugar\",\"Strawberry frosting\",\"Purple glaze\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"orders\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"0wIAAHcCAABQAgAAPwEAAA==\"},\"shape\":[4],\"dtype\":\"int32\",\"order\":\"little\"}],[\"color\",{\"type\":\"ndarray\",\"array\":[\"saddlebrown\",\"cornsilk\",\"crimson\",\"purple\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"angle\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"5jYZqoULAEDtET4jswH8P3a+7IiQRvo/ZOxmoTxR7D8=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1693\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1694\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"AnnularWedge\",\"id\":\"p1689\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":0},\"y\":{\"type\":\"value\",\"value\":1},\"inner_radius\":{\"type\":\"value\",\"value\":0.2},\"outer_radius\":{\"type\":\"value\",\"value\":0.4},\"start_angle\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"CumSum\",\"id\":\"p1684\",\"attributes\":{\"field\":\"angle\",\"include_zero\":true}}},\"end_angle\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"CumSum\",\"id\":\"p1685\",\"attributes\":{\"field\":\"angle\"}}},\"line_color\":{\"type\":\"value\",\"value\":\"#e89045\"},\"line_width\":{\"type\":\"value\",\"value\":6},\"fill_color\":{\"type\":\"field\",\"field\":\"color\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"AnnularWedge\",\"id\":\"p1690\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":0},\"y\":{\"type\":\"value\",\"value\":1},\"inner_radius\":{\"type\":\"value\",\"value\":0.2},\"outer_radius\":{\"type\":\"value\",\"value\":0.4},\"start_angle\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1684\"}},\"end_angle\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1685\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#e89045\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":6},\"fill_color\":{\"type\":\"field\",\"field\":\"color\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"AnnularWedge\",\"id\":\"p1691\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":0},\"y\":{\"type\":\"value\",\"value\":1},\"inner_radius\":{\"type\":\"value\",\"value\":0.2},\"outer_radius\":{\"type\":\"value\",\"value\":0.4},\"start_angle\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1684\"}},\"end_angle\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1685\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#e89045\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":6},\"fill_color\":{\"type\":\"field\",\"field\":\"color\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1642\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1667\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1668\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1669\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1670\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1671\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1672\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1673\"},{\"type\":\"object\",\"name\":\"HoverTool\",\"id\":\"p1675\",\"attributes\":{\"renderers\":\"auto\",\"tooltips\":\"@topping: @orders orders\"}}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1660\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1663\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1661\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1662\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1653\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1656\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1654\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1655\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1659\",\"attributes\":{\"axis\":{\"id\":\"p1653\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1666\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1660\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1709\",\"attributes\":{\"background_fill_alpha\":0,\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1710\",\"attributes\":{\"label\":{\"type\":\"field\",\"field\":\"topping\"},\"renderers\":[{\"id\":\"p1692\"}]}}]}}],\"background_fill_color\":\"#1d1d1d\"}}]}};\n const render_items = [{\"docid\":\"23cde157-7389-4d84-8b5e-b24aae13c94a\",\"roots\":{\"p1636\":\"5437232a-6b9a-4838-8228-d8b886574325\"},\"root_ids\":[\"p1636\"]}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n let attempts = 0;\n const timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);",
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p1636"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"import pandas as pd\n",
"from math import pi\n",
@@ -1067,90 +627,9 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "<div>\n",
- "<style scoped>\n",
- " .dataframe tbody tr th:only-of-type {\n",
- " vertical-align: middle;\n",
- " }\n",
- "\n",
- " .dataframe tbody tr th {\n",
- " vertical-align: top;\n",
- " }\n",
- "\n",
- " .dataframe thead th {\n",
- " text-align: right;\n",
- " }\n",
- "</style>\n",
- "<table border=\"1\" class=\"dataframe\">\n",
- " <thead>\n",
- " <tr style=\"text-align: right;\">\n",
- " <th></th>\n",
- " <th>unique_carrier_name</th>\n",
- " <th>passengers</th>\n",
- " <th>angle</th>\n",
- " <th>color</th>\n",
- " </tr>\n",
- " </thead>\n",
- " <tbody>\n",
- " <tr>\n",
- " <th>0</th>\n",
- " <td>Southwest Airlines Co.</td>\n",
- " <td>120715882</td>\n",
- " <td>1.247107</td>\n",
- " <td>#440154</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>1</th>\n",
- " <td>American Airlines Inc.</td>\n",
- " <td>99225144</td>\n",
- " <td>1.025088</td>\n",
- " <td>#472777</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>2</th>\n",
- " <td>Delta Air Lines Inc.</td>\n",
- " <td>92633601</td>\n",
- " <td>0.956991</td>\n",
- " <td>#3E4989</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>3</th>\n",
- " <td>United Air Lines Inc.</td>\n",
- " <td>58899326</td>\n",
- " <td>0.608485</td>\n",
- " <td>#30678D</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>4</th>\n",
- " <td>SkyWest Airlines Inc.</td>\n",
- " <td>35069897</td>\n",
- " <td>0.362304</td>\n",
- " <td>#25828E</td>\n",
- " </tr>\n",
- " </tbody>\n",
- "</table>\n",
- "</div>"
- ],
- "text/plain": [
- " unique_carrier_name passengers angle color\n",
- "0 Southwest Airlines Co. 120715882 1.247107 #440154\n",
- "1 American Airlines Inc. 99225144 1.025088 #472777\n",
- "2 Delta Air Lines Inc. 92633601 0.956991 #3E4989\n",
- "3 United Air Lines Inc. 58899326 0.608485 #30678D\n",
- "4 SkyWest Airlines Inc. 35069897 0.362304 #25828E"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"carrier_df = data.get_top_carriers_by_metrics(\"passengers\")\n",
"carrier_df.head()"
@@ -1168,32 +647,9 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
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- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
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- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "p1851"
- }
- },
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"from bokeh.plotting import figure, show\n",
"from bokeh.transform import cumsum\n",
@@ -1201,7 +657,7 @@
"# configure tooltips\n",
"TOOLTIPS = [\n",
" (\"Carrier\", \"@unique_carrier_name\"),\n",
- " (\"Passengers\", \"@passengers{{(0,0)}}\"),\n",
+ " (\"Passengers\", \"@passengers{(0,0)}\"),\n",
"]\n",
"\n",
"# create a ColumnDataSource from the DataFrame\n",
@@ -1269,7 +725,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.8"
+ "version": "3.10.8 | packaged by conda-forge | (main, Nov 22 2022, 08:16:33) [MSC v.1929 64 bit (AMD64)]"
},
"vscode": {
"interpreter": {
diff --git a/notebooks/14_next_steps.ipynb b/notebooks/14_next_steps.ipynb
index b35fcda..3b7d382 100644
--- a/notebooks/14_next_steps.ipynb
+++ b/notebooks/14_next_steps.ipynb
@@ -24,7 +24,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -65,7 +64,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -103,7 +101,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -120,7 +117,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -223,7 +219,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "bk-tutorial",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
diff --git a/notebooks/TOC.ipynb b/notebooks/TOC.ipynb
index 34dca89..87cb2ec 100644
--- a/notebooks/TOC.ipynb
+++ b/notebooks/TOC.ipynb
@@ -1,7 +1,6 @@
{
"cells": [
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -23,7 +22,6 @@
]
},
{
- "attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -48,15 +46,22 @@
],
"metadata": {
"kernelspec": {
- "display_name": "bk-tutorial",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
"name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
"version": "3.10.8 | packaged by conda-forge | (main, Nov 22 2022, 08:16:33) [MSC v.1929 64 bit (AMD64)]"
},
- "orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "0494a81e5f69860dcb844ce8e12eb9c88a7e813ddbfb0fbade72137f5ce45437"