{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Intentional omissions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "iqplot is intentionally limited in scope. It is restricted to only data sets with a single quantitative variable. It is further limited in that only five types of plots (albeit with allowance for a fair amount of configurability) are allowed. Nonetheless, there are a few plots that fall into the one quantitative variable class of plots. Here, we address why those are *not* included." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why no plots with a second quantitative variable?\n", "\n", "The most common questions I get about extending this package are:\n", "\n", "1. Can I color points on a strip plot according to a quantitative variable?\n", "2. Can I color points on an ECDF according to a quantitative variable?\n", "\n", "The answer to both of these questions is no. The reason is that **it is important to limit the scope of iqplot to plots with one and only one quantitative variable.** The limited scope allows for a clearer logical framework for the package, thereby allowing for cleaner specification of plots.\n", "\n", "However, it is possible to \"hack\" iqplot to uses color to encode quantitative data for strip plots and ECDFs. Let us look at a few examples. In our examples, we will again work with the automobile fuel efficiency sample data set, which we will go ahead an load and look at (in addition to doing the requisite imports)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ " \n", "
\n", " \n", " Loading BokehJS ...\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "'use strict';\n", "(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", "\n", "const 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", " function drop(id) {\n", " const view = Bokeh.index.get_by_id(id)\n", " if (view != null) {\n", " view.model.document.clear()\n", " Bokeh.index.delete(view)\n", " }\n", " }\n", "\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", "\n", " // Clean up Bokeh references\n", " if (id != null) {\n", " drop(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", " drop(id)\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", " \"
\\n\"+\n", " \"

\\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", " \"

\\n\"+\n", " \"\\n\"+\n", " \"\\n\"+\n", " \"from bokeh.resources import INLINE\\n\"+\n", " \"output_notebook(resources=INLINE)\\n\"+\n", " \"\\n\"+\n", " \"
\"}};\n", "\n", " function display_loaded(error = null) {\n", " const el = document.getElementById(\"d629270e-173e-469f-b861-7099e062c2c7\");\n", " if (el != null) {\n", " const html = (() => {\n", " if (typeof root.Bokeh === \"undefined\") {\n", " if (error == null) {\n", " return \"BokehJS is loading ...\";\n", " } else {\n", " return \"BokehJS failed to load.\";\n", " }\n", " } else {\n", " const prefix = `BokehJS ${root.Bokeh.version}`;\n", " if (error == null) {\n", " return `${prefix} successfully loaded.`;\n", " } else {\n", " return `${prefix} encountered errors while loading and may not function as expected.`;\n", " }\n", " }\n", " })();\n", " el.innerHTML = html;\n", "\n", " if (error != null) {\n", " const wrapper = document.createElement(\"div\");\n", " wrapper.style.overflow = \"auto\";\n", " wrapper.style.height = \"5em\";\n", " wrapper.style.resize = \"vertical\";\n", " const content = document.createElement(\"div\");\n", " content.style.fontFamily = \"monospace\";\n", " content.style.whiteSpace = \"pre-wrap\";\n", " content.style.backgroundColor = \"rgb(255, 221, 221)\";\n", " content.textContent = error.stack ?? error.toString();\n", " wrapper.append(content);\n", " el.append(wrapper);\n", " }\n", " } else if (Date.now() < root._bokeh_timeout) {\n", " setTimeout(() => display_loaded(error), 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-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n", " const css_urls = [];\n", "\n", " const inline_js = [ function(Bokeh) {\n", " Bokeh.set_log_level(\"info\");\n", " },\n", "function(Bokeh) {\n", " }\n", " ];\n", "\n", " function run_inline_js() {\n", " if (root.Bokeh !== undefined || force === true) {\n", " try {\n", " for (let i = 0; i < inline_js.length; i++) {\n", " inline_js[i].call(root, root.Bokeh);\n", " }\n", "\n", " } catch (error) {display_loaded(error);throw error;\n", " }if (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(\"d629270e-173e-469f-b861-7099e062c2c7\")).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": "'use strict';\n(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\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 \"
\\n\"+\n \"

\\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 \"

\\n\"+\n \"\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded(error = null) {\n const el = document.getElementById(\"d629270e-173e-469f-b861-7099e062c2c7\");\n if (el != null) {\n const html = (() => {\n if (typeof root.Bokeh === \"undefined\") {\n if (error == null) {\n return \"BokehJS is loading ...\";\n } else {\n return \"BokehJS failed to load.\";\n }\n } else {\n const prefix = `BokehJS ${root.Bokeh.version}`;\n if (error == null) {\n return `${prefix} successfully loaded.`;\n } else {\n return `${prefix} encountered errors while loading and may not function as expected.`;\n }\n }\n })();\n el.innerHTML = html;\n\n if (error != null) {\n const wrapper = document.createElement(\"div\");\n wrapper.style.overflow = \"auto\";\n wrapper.style.height = \"5em\";\n wrapper.style.resize = \"vertical\";\n const content = document.createElement(\"div\");\n content.style.fontFamily = \"monospace\";\n content.style.whiteSpace = \"pre-wrap\";\n content.style.backgroundColor = \"rgb(255, 221, 221)\";\n content.textContent = error.stack ?? error.toString();\n wrapper.append(content);\n el.append(wrapper);\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(() => display_loaded(error), 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-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.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 try {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n\n } catch (error) {display_loaded(error);throw error;\n }if (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(\"d629270e-173e-469f-b861-7099e062c2c7\")).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));" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
mpgcyldisplhpweightaccelyroriginnamemfr
018.08307.0130350412.070North Americachevrolet chevelle malibuchevrolet
115.08350.0165369311.570North Americabuick skylark 320buick
218.08318.0150343611.070North Americaplymouth satelliteplymouth
316.08304.0150343312.070North Americaamc rebel sstamc
417.08302.0140344910.570North Americaford torinoford
\n", "
" ], "text/plain": [ " mpg cyl displ hp weight accel yr origin \\\n", "0 18.0 8 307.0 130 3504 12.0 70 North America \n", "1 15.0 8 350.0 165 3693 11.5 70 North America \n", "2 18.0 8 318.0 150 3436 11.0 70 North America \n", "3 16.0 8 304.0 150 3433 12.0 70 North America \n", "4 17.0 8 302.0 140 3449 10.5 70 North America \n", "\n", " name mfr \n", "0 chevrolet chevelle malibu chevrolet \n", "1 buick skylark 320 buick \n", "2 plymouth satellite plymouth \n", "3 amc rebel sst amc \n", "4 ford torino ford " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import scipy.stats.kde\n", "\n", "import iqplot\n", "\n", "import bokeh.sampledata.autompg\n", "import bokeh.io\n", "\n", "bokeh.io.output_notebook()\n", "\n", "df = bokeh.sampledata.autompg.autompg_clean\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Converting a quantitative value to a color\n", "\n", "Central to representing a quantitative variable as color is the ability to a quantitative value to a color. The function below accomplishes this; giving quantitative data `x` and a list of colors `colors`, the values of `x` are converted to a corresponding color." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [], "source": [ "def q_to_color(\n", " x,\n", " colors,\n", " low=None,\n", " high=None,\n", " low_color=\"#808080\",\n", " high_color=\"#808080\",\n", " nan_color=\"#808080\",\n", " scale=\"linear\",\n", "):\n", " \"\"\"Convert a quantitative value to a color.\n", "\n", " Parameters\n", " ----------\n", " x : int, float or array_like\n", " Value(s) for which colors are needed.\n", " colors : list or tuple\n", " List of hex colors for mapping. E.g., bokeh.palettes.Viridis256.\n", " low : int or float or None, default None\n", " Lowest quantitative value in color range. If None, take smallest entry in `x`.\n", " If `x` is scalar, `low` must not be `None`.\n", " high : int or float or None, default None\n", " Highest quantitative value in color range. If None, take largest entry in `x`.\n", " If `x` is scalar, `high` must not be `None`.\n", " low_color : str, default '#808080'\n", " Hex value for color to be used for entries that are less than `low`.\n", " The default is gray.\n", " high_color : str, default '#808080'\n", " Hex value for color to be used for entries that are greater than `high`.\n", " The default is gray.\n", " nan_color : str, default '#808080'\n", " Hex value for color to be used for entries that are greater than `high`.\n", " The default is gray.\n", " scale : str, default 'linear'\n", " Scale of color map. Must be either 'linear' or 'log'.\n", "\n", " Returns\n", " -------\n", " output : str or list\n", " If `x` is scalar, then a single hex color is returned. Otherwise,\n", " a list of hex colors corresponding to the entries in `x` is returned.\n", " \"\"\"\n", " if scale == \"linear\":\n", " spacefun = np.linspace\n", " elif scale == \"log\":\n", " spacefun = np.logspace\n", " \n", " if np.isscalar(x):\n", " if low is None or high is None:\n", " raise ValueError(\n", " \"If `x` is scalar, then `low` and `high` must both be specified.\"\n", " )\n", " \n", " if np.isnan(x):\n", " return nan_color\n", " elif x < low:\n", " return low_color\n", " elif x > high: \n", " return high_color\n", " else:\n", " return colors[np.searchsorted(spacefun(low, high, len(colors)), x)]\n", "\n", " if low is None:\n", " low = np.nanmin(x)\n", " if high is None:\n", " high = np.nanmax(x)\n", " \n", " # Include low and high colors in color list in case value is out of range\n", " ext_colors = [low_color] + list(colors) + [high_color]\n", " \n", " # It's faster to do one searchsorted call and then adjust for nans and min\n", " inds = np.searchsorted(spacefun(low, high, len(ext_colors)), x)\n", " \n", " def color_select(i, x):\n", " if np.isnan(x):\n", " return nan_color\n", " elif np.isclose(x, low):\n", " return colors[0]\n", " elif np.isclose(x, high):\n", " return colors[-1]\n", " else:\n", " return ext_colors[i]\n", " \n", " return [color_select(i, x_val) for i, x_val in zip(inds, x)] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use this function as we hack our way into plotting two quantitative variables using iqplot." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Considering an ordinal variable as categorical\n", "\n", "The ordinal `cyl` variable, which indicates the number of cylinders in a car, ranging from three to eight, could be considered a quantitative variable (or at least ordinal). `iqplot.strip()` takes a `color_column` keyword argument that specifies an ostensibly categorical variable to be used to color glyphs. We can specify `'cyl'` to be the `color_column` and then choose a quantitative palette, e.g., Viridis, and color the ordinal variable with it." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"df1a9e97-b430-40fa-837f-aa569cafdcce\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1002\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1004\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1001\",\"attributes\":{\"factors\":[\"Europe\",\"Asia\",\"North America\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1011\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1012\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1009\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1044\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1035\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1036\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1037\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAG4AAADxAAAASwEAAA==\"},\"shape\":[4],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Asia\",\"Asia\",\"Asia\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\",\"3\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAM0AAAAAAAAAyQAAAAAAAgDVAMzMzMzOzN0A=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Asia\",\"Asia\",\"Asia\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\",\"3\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1045\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1046\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1041\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"Jitter\",\"id\":\"p1034\",\"attributes\":{\"width\":0.1,\"distribution\":\"normal\",\"range\":{\"id\":\"p1001\"}}}},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1042\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1043\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1056\",\"attributes\":{\"name\":\"hover_glyphs\",\"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\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[199],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"],\"shape\":[199],\"dtype\":\"object\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[199],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[199],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"],\"shape\":[199],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[199],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1057\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1058\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1053\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1054\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1055\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1068\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1059\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1060\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1061\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EAEAACcBAABFAQAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Europe\",\"Europe\",\"Europe\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zczMzMxMNEBmZmZmZmY5QDMzMzMzM0JA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Europe\",\"Europe\",\"Europe\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1069\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1070\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1065\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1066\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1067\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1080\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1071\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1072\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1073\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAABAAAAARAAAAGAAAACAAAAAhAAAAIgAAACMAAAAkAAAALAAAAC4AAAAvAAAAYAAAAGEAAABiAAAAYwAAAGQAAABqAAAAcAAAAHoAAAB8AAAAfQAAAH4AAACDAAAAhAAAAIUAAACWAAAAlwAAAJgAAACZAAAAngAAAJ8AAACgAAAAoQAAAKIAAACnAAAArAAAAK4AAAC9AAAAvgAAAL8AAADAAAAAxQAAAMYAAADHAAAAyAAAANAAAADRAAAA3wAAAOAAAADhAAAA4gAAAO8AAAD6AAAA+wAAAPwAAAD+AAAA/wAAAAABAAABAQAAAgEAAAMBAAAFAQAAEQEAABMBAAAWAQAAFwEAABkBAAAaAQAAMAEAADEBAAA6AQAASgEAAFEBAABjAQAAZAEAAGUBAABmAQAAaAEAAGkBAAB8AQAAfQEAAH8BAAA=\"},\"shape\":[83],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\"],\"shape\":[83],\"dtype\":\"object\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[83],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[83],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\"],\"shape\":[83],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[83],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1081\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1082\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1077\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1078\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1079\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1092\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1083\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1084\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1085\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1093\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1094\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1089\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1090\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1091\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1034\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1010\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1023\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1024\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1025\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1026\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1031\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1032\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1033\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1018\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1019\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1020\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1021\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1095\",\"attributes\":{\"location\":\"center\",\"title\":\"cylinders\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1096\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"3\"},\"renderers\":[{\"id\":\"p1044\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1097\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"4\"},\"renderers\":[{\"id\":\"p1056\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1098\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"5\"},\"renderers\":[{\"id\":\"p1068\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1099\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"6\"},\"renderers\":[{\"id\":\"p1080\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1100\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"8\"},\"renderers\":[{\"id\":\"p1092\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1013\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1014\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1015\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1016\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1017\",\"attributes\":{\"axis\":{\"id\":\"p1013\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1022\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1018\"},\"grid_line_color\":null}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"df1a9e97-b430-40fa-837f-aa569cafdcce\",\"roots\":{\"p1002\":\"c472bf5c-7192-45b4-a6ef-91a4d387f9c4\"},\"root_ids\":[\"p1002\"]}];\n", " void 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" } ], "source": [ "palette = q_to_color(np.sort(df['cyl'].unique()), bokeh.palettes.Viridis256)\n", "\n", "p = iqplot.strip(\n", " df,\n", " q=\"mpg\",\n", " cats=\"origin\",\n", " spread=\"jitter\",\n", " color_column=\"cyl\",\n", " palette=palette,\n", " show_legend=True,\n", ")\n", "p.legend.title = \"cylinders\"\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above plot, we have one categorical and two quantitative variables. We cannot easily have this combination with ECDFs, since we would need separate ECDFs for each category (in this case region of origin), and they would be delineated by color. We could, however, have different markers for each region of origin and then color based on cylinders. This requires a bit more code, but is doable." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"c1e867a6-9615-4b4c-8095-5d2ff1723060\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1111\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1112\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1113\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1120\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1121\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1118\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1152\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1143\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1144\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1145\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DgAAABIAAAAdAAAAHwAAADQAAAA1AAAAOAAAAFAAAABRAAAAUwAAAGsAAABtAAAAfwAAAIEAAACOAAAAjwAAAJMAAACUAAAApQAAAKkAAACrAAAAswAAAMQAAADKAAAAywAAANYAAADaAAAA6QAAAO0AAAD0AAAA9QAAAPYAAAAJAQAACgEAAAwBAAAPAQAAFQEAACQBAAAtAQAANAEAADYBAAA8AQAAPQEAAD4BAAA/AQAAQAEAAEIBAABHAQAASAEAAE0BAABTAQAAVQEAAFYBAABXAQAAWAEAAFkBAABeAQAAXwEAAGABAABhAQAAcgEAAHMBAAB2AQAAdwEAAHgBAAB5AQAAegEAAHsBAACAAQAA\"},\"shape\":[69],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[69],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[69],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ICod2TMQxT9EpSN7BqLSP+MmzO9qcdM/kj0DUenIzj8XN2F+V4vbPzqyZyAqHek/Xi1uwvyuxj9eLW7C/K7WP2ggKh3ZM8A/gqh0ZM9A1D/ZMxCVjuypP9kzEJWO7Lk/tbgJ87ta3D8GotKRPQPhP1Q6smcgKt0/1uImzO9q4T+cML+rxU3IPwai0pE9A9E/nDC/q8VN2D/ZMxCVjuzJPxc3YX5Xi8s/v6vFTZjf5T+P7BmISkfmP6Ujewai0uE//a4WN2F+1z8xv6vFTZjfP14tbsL8ruY/pSN7BqLS0T94tbgJ87vaPyAqHdkzEOU/kj0DUenI7j94tbgJ87vqP7+rxU2Y39U/ICod2TMQ1T/jJszvanGzP+MmzO9qccM/OrJnICod2T+cML+rxU3oPzdhfleLm+A/87ta3IT57T+1uAnzu1rsP9kzEJWO7Nk/kj0DUenI3j9H9gxEpSPrPxPmd7W4CeM/AAAAAAAA8D9hfleLmzDvPzG/q8VNmO8//a4WN2F+5z+yZyAqHdnjP8L8rhY3Ye4/CvO7WtyE6T/jJszvanHjPxc3YX5Xi+s/hfldLW7C7D9rcRPmd7XoPy1uwvyuFuc/gqh0ZM9A5D/wanET5nflP2ggKh3ZM+A/5ne1uAnz6z/zu1rchPndP9kzEJWO7Ok/qXRkz0BU6j/M72pxE+bnP1Q6smcgKu0/dWTPQFQ64j8kewai0pHtP0SlI3sGouI/\"},\"shape\":[69],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[69],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1153\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1154\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1149\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1150\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1151\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1164\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1155\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1156\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1157\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAG4AAADxAAAASwEAAA==\"},\"shape\":[4],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\",\"3\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAM0AAAAAAAAAyQAAAAAAAgDVAMzMzMzOzN0A=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"2TMQlY7smT/ZMxCVjuyJP14tbsL8rrY/pSN7BqLSwT8=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\",\"3\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1165\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1166\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1161\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1162\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1163\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1176\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1167\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1168\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1169\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"egAAANAAAADvAAAASgEAAGQBAABlAQAA\"},\"shape\":[6],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[6],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANEAAAAAAAAAzQAAAAAAAADZAmpmZmZlZQEBmZmZmZmY5QDMzMzMzMzhA\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"aCAqHdkzsD/jJszvanGjP1Q6smcgKr0/UenInoGo5D9oICod2TPQP1Q6smcgKs0/\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[6],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1177\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1178\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1173\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1174\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1175\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1188\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1179\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1180\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1181\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EwAAABQAAAAVAAAAFgAAABcAAAAxAAAAMgAAADMAAAA2AAAAOgAAAEsAAABMAAAATQAAAE4AAABlAAAAcQAAAHQAAAB1AAAAdgAAAHcAAAB5AAAAiwAAAIwAAACNAAAAkQAAAJIAAACVAAAAqgAAAK0AAACvAAAAsAAAALEAAACyAAAAtAAAALUAAAC4AAAAwwAAAMkAAADNAAAAzwAAANgAAADnAAAA7gAAAPAAAADyAAAAEgEAABQBAAAjAQAAKQEAAC4BAAAzAQAAOwEAAEMBAABEAQAARgEAAEkBAABMAQAAXQEAAGIBAABxAQAAhAEAAA==\"},\"shape\":[61],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[61],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAOkAAAAAAAAA5QAAAAAAAADhAAAAAAAAAOUAAAAAAAAA6QAAAAAAAADxAAAAAAAAAPkAAAAAAAAA+QAAAAAAAADtAAAAAAAAAN0AAAAAAAAAyQAAAAAAAADZAAAAAAAAANUAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA9QAAAAAAAADhAAAAAAAAANEAAAAAAAAAzQAAAAAAAADhAAAAAAAAAPUAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOEAAAAAAAAA6QAAAAAAAAD9AAAAAAAAAOUAAAAAAAAA9QAAAAAAAADdAAAAAAAAAN0AAAAAAAAA2QAAAAAAAADlAAAAAAAAAPEAAAAAAAAA5QAAAAAAAADtAAAAAAAAAPUAAAAAAAIA9QAAAAAAAADRAAAAAAAAAM0AAAAAAAABCQAAAAAAAAD1AAAAAAACAPkAAAAAAAIA1QM3MzMzMjEVAmpmZmZmZNUAAAAAAAIA/QGZmZmZm5j9AMzMzMzMzO0BmZmZmZqZCQAAAAAAAwERAZmZmZmYmQUBmZmZmZiZGQDMzMzMzs0VAAAAAAAAAPkDNzMzMzMw9QAAAAAAAgEFAAAAAAACAQECamZmZmRk8QAAAAAAAAEJAAAAAAAAARkA=\"},\"shape\":[61],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[61],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[61],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1189\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1190\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1185\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1186\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1187\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1200\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1191\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1192\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1193\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"0QAAABEBAAATAQAAYwEAAA==\"},\"shape\":[4],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACAMEAAAAAAAAAxQDMzMzMzMzBAMzMzMzOzPkA=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Hh4eHh4enj+XlpaWlpamPx4eHh4eHo4/8fDw8PDw6D8=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1201\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1202\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1197\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1198\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1199\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1212\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1203\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1204\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1205\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EAEAACcBAABFAQAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zczMzMxMNEBmZmZmZmY5QDMzMzMzM0JA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"8fDw8PDwwD9paWlpaWnZPy0tLS0tLe0/\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1213\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1214\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1209\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1210\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1211\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"square\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1224\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1215\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1216\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1217\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1225\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1226\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1221\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1222\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1223\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1236\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1227\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1228\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1229\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAABAAAAARAAAAGAAAACAAAAAhAAAAIgAAACMAAAAkAAAALAAAAC4AAAAvAAAAYAAAAGEAAABiAAAAYwAAAGQAAABqAAAAcAAAAHwAAAB9AAAAfgAAAIMAAACEAAAAhQAAAJYAAACXAAAAmAAAAJkAAACeAAAAnwAAAKAAAAChAAAAogAAAKcAAACsAAAArgAAAL0AAAC+AAAAvwAAAMAAAADFAAAAxgAAAMcAAADIAAAA3wAAAOAAAADhAAAA4gAAAPoAAAD7AAAA/AAAAP4AAAD/AAAAAAEAAAEBAAACAQAAAwEAAAUBAAAWAQAAFwEAABkBAAAaAQAAMAEAADEBAAA6AQAAUQEAAGYBAABoAQAAaQEAAHwBAAB9AQAAfwEAAA==\"},\"shape\":[73],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[73],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[73],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Y31orA+N5T/K484SdvPbP8JufgsBo+Q//rlW2XDE5D+MUk0ed5bgP12rbDhi2tM/zxJ281sI2D/InSXs5rfgP0F6f65VNtw/uBAwSjV53D8D6f25VtngPy+n4OUUvNw/pj2RgfT+3D/UQR3UQR3UPx3UQR3UQd0/lGryuLOE3T+3bdu2bdvmPwsBo1STx90/sZvfQsAo5T+BUarJ487iP3p/rlU2HOE/yJ0l7Oa30D/Cbn4LAaPUPzkFL6fg5dQ/g5dT8HIK3j+2yoYjpj3hP/otBIxSTd4/PzTWh8b60D+2yoYjpj3RP70/1yobjtg/Fl/xFV/x1T+k9+daZcPRP3HEtCcykN4/7Oa3EDBK5T/451plwxHjP+haZcMR094/8RVf8RVf4T8WX/EVX/HlP1KqyePOEuY/k8edJezm5z9A1yobjpjmPzMzMzMzM+M/X/EVX/EV3z+eJezmtxDgP5qZmZmZmdk/iMb60Fgf2j9dq2w4YtrjPy1hN7+FgOE/2XDEtCcy4D+k9+daZcPhP5n2RAbS++M/qsnjzhJ24z/UQR3UQR3kP5IkSZIkSeI/EI31obE+5D+HI6Y9kYHkP1AHdVAHdeA/1ofG+tBY3z9kIL0/1yrbPygykN6fa+U/zm8hYJRq4j/mFLycgpfjP0vYzW8hYOQ/81sIGKWa7D9281sIGKXqP2isD431oeE/4eUUvJyC5z8EjFJNHnfmPyFglGryuOM/7YkMpPfn2j9wIWCUavLoP8S0JzKQ3u8/jfWhsT405j8=\"},\"shape\":[73],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[73],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1237\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1238\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1233\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1234\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1235\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1248\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1239\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1240\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1241\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"HgAAAC0AAAAwAAAANwAAADkAAAA7AAAAPAAAAE8AAABSAAAAbAAAAG8AAACAAAAAggAAAJAAAACmAAAAqAAAALYAAAC3AAAAwQAAAMIAAADMAAAA1wAAANkAAADoAAAA6gAAAOsAAADsAAAA8wAAAP0AAAAIAQAACwEAAA0BAAAOAQAAGAEAACUBAAAmAQAAKwEAACwBAAAvAQAAMgEAADUBAAA3AQAAOAEAADkBAABBAQAATgEAAE8BAABQAQAAUgEAAFQBAABaAQAAWwEAAFwBAABqAQAAawEAAGwBAABtAQAAbgEAAG8BAABwAQAAdAEAAHUBAAB+AQAAgQEAAIIBAACDAQAAhQEAAIYBAACHAQAA\"},\"shape\":[69],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[69],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[69],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[69],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[69],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1249\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1250\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1245\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1246\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1247\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"diamond\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1257\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1251\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1252\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1253\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1258\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1259\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1254\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1255\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1256\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1266\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1260\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1261\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1262\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1267\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1268\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1263\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1264\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1265\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1275\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1269\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1270\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1271\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1276\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1277\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1272\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1273\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1274\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"gray\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1288\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1282\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1283\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1284\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1289\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1290\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1285\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1286\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1287\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1297\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1291\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1292\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1293\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1298\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1299\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1294\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1295\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1296\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1306\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1300\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1301\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1302\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1307\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1308\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1303\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1304\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1305\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1315\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1309\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1310\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1311\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1316\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1317\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1312\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#22A784\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1313\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1314\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#22A784\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1324\",\"attributes\":{\"visible\":false,\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1318\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1319\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1320\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1325\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1326\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1321\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1322\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1323\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.75},\"y\":{\"type\":\"value\",\"value\":0.5},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1119\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1132\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1133\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1134\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1135\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1140\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1141\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1142\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1127\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1128\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1129\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1130\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1327\",\"attributes\":{\"location\":\"center\",\"title\":\"cylinders\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1328\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"3\"},\"renderers\":[{\"id\":\"p1288\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1329\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"4\"},\"renderers\":[{\"id\":\"p1297\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1330\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"5\"},\"renderers\":[{\"id\":\"p1306\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1331\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"6\"},\"renderers\":[{\"id\":\"p1315\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1332\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"8\"},\"renderers\":[{\"id\":\"p1324\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1122\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1123\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1124\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1125\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1126\",\"attributes\":{\"axis\":{\"id\":\"p1122\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1131\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1127\"}}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1278\",\"attributes\":{\"location\":\"bottom_right\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1279\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Asia\"},\"renderers\":[{\"id\":\"p1257\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1280\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Europe\"},\"renderers\":[{\"id\":\"p1266\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1281\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"North America\"},\"renderers\":[{\"id\":\"p1275\"}]}}]}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"c1e867a6-9615-4b4c-8095-5d2ff1723060\",\"roots\":{\"p1111\":\"fcc6bb5d-5a8c-4c3d-8df1-31196da24f13\"},\"root_ids\":[\"p1111\"]}];\n", " void 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": "p1111" } }, "output_type": "display_data" } ], "source": [ "# Make plot with different markers for each region of origin\n", "p = None\n", "markers = [\"circle\", \"square\", \"diamond\"]\n", "for marker, (origin, g) in zip(markers, df.groupby(\"origin\")):\n", " # Get palette for this group, maintaining the overall min and max\n", " palette = q_to_color(\n", " np.sort(g[\"cyl\"].unique()),\n", " bokeh.palettes.Viridis256,\n", " low=df[\"cyl\"].min(),\n", " high=df[\"cyl\"].max(),\n", " )\n", " p = iqplot.ecdf(\n", " data=g,\n", " q=\"mpg\",\n", " cats=\"cyl\",\n", " kind=\"colored\",\n", " marker=marker,\n", " palette=palette,\n", " p=p,\n", " show_legend=False,\n", " )\n", "\n", "# Hand build legends, first for the markers\n", "dummy_xy = (df[\"mpg\"].median(), 0.5)\n", "items_origin = []\n", "for marker, origin in zip(markers, df.groupby(\"origin\").groups):\n", " items_origin.append((origin, [p.scatter(*dummy_xy, color=\"gray\", visible=False)]))\n", "\n", "p.add_layout(bokeh.models.Legend(items=items_origin, location=\"bottom_right\"), \"center\")\n", "\n", "\n", "# Now the cylinders\n", "items_cyl = []\n", "low = df[\"cyl\"].min()\n", "high = df[\"cyl\"].max()\n", "for cyl in np.sort(df[\"cyl\"].unique()):\n", " color = q_to_color(cyl, bokeh.palettes.Viridis256, low=low, high=high)\n", " items_cyl.append((str(cyl), [p.scatter(*dummy_xy, color=color, visible=False)]))\n", "\n", "p.add_layout(\n", " bokeh.models.Legend(items=items_cyl, title=\"cylinders\", location=\"center\"), \"right\"\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I find this plot dizzying and hard to read. A more common use case would be to have only no categorical variables and plot an ECDF of MPG, coloring glyphs with cylinders. This is more easily achieved." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"f7054dd2-de23-4f23-a6c9-54ff3f48b752\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1360\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1361\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1362\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1369\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1370\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1367\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1401\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1392\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1393\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1394\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"8QAAAEsBAABuAAAARgAAAA==\"},\"shape\":[4],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\",\"3\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACANUAzMzMzM7M3QAAAAAAAADJAAAAAAAAAM0A=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Y31orA+N3T8/NNaHxvrgP9u2bdu2bdM/g5dT8HIK1j8=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\",\"3\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1402\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1403\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1398\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1399\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1400\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1413\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1404\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1405\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1406\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[199],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[199],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[199],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[199],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\",\"4\"],\"shape\":[199],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1414\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1415\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1410\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1411\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1412\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1425\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1416\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1417\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1418\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RQEAABABAAAnAQAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMzQkDNzMzMzEw0QGZmZmZmZjlA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"jfWhsT407j+8nIKXU/DaP9u2bdu2beM/\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1426\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1427\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1422\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1423\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1424\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1437\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1428\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1429\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1430\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LwAAAC4AAAAAAQAA/wAAAP4AAAD8AAAA+gAAAGMAAABiAAAAYAAAAGEAAAD7AAAAEQEAAAEBAAAxAQAAJAAAACMAAAAiAAAAEwEAAFEBAABkAAAAFgEAACwAAAAXAQAABQEAACAAAAADAQAAAgEAABkBAAAaAQAAMAEAACEAAABKAQAAZgEAAMAAAAB8AAAAfQAAAO8AAAC/AAAAvgAAAL0AAAB+AAAAgwAAAIQAAACFAAAAfAEAAK4AAAB9AQAArAAAAH8BAACnAAAAogAAAKEAAACgAAAAnwAAAJ4AAACZAAAAmAAAAJcAAACWAAAAegAAAMUAAAA6AQAA0AAAABAAAADfAAAA4AAAAGkBAADhAAAAaAEAANEAAAAYAAAADwAAAMgAAADHAAAAxgAAAOIAAABqAAAAZQEAAGQBAABjAQAAEQAAAHAAAAA=\"},\"shape\":[83],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[83],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[83],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"nYKXU/By0j94OQUvp+DVP+YUvJyCl9s/FbycgpdT2D/btm3btm3bP52Cl1Pwcto/60NjfWis1z/H+tBYHxrTP7ycgpdT8NI/sj401ofG0j9JkiRJkiTJP9FYHxrrQ9s/AAAAAAAA0D/70FgfGuvbP1TwcgpeTuU/iMb60Fgf0j9u27Zt27bVP6wPjfWhsc4/L6fg5RS8zD85BS+n4OXgPxW8nIKXU+A/btu2bdu23T+SJEmSJEnSPx8a60Njfdg/Xk7Byyl40T9jfWisD43VPxrrQ2N9aNQ/WR8a60Nj1T+n4OUUvJzaP/ByCl5Owds/5hS8nIKX5z801ofG+tDIP+YUvJyCl+s/9qGxPjTW3z8AAAAAAADgP15OwcspeNk/orE+NNaH1j/Wh8b60FjfP4OXU/ByCuI/zCl4OQUv3z/Byyl4OQXfPzkFL6fg5cQ/cwpeTsHLyT+IxvrQWB/KP+YUvJyCl9M/0VgfGutD4z+3bdu2bdvWP8HLKXg5Be8/BS+n4OUU1D/h5RS8nILfP3MKXk7By9k/RGN9aKwP3T/70FgfGuvTP431obE+NMY/27Zt27Ztyz/Wh8b60FjPP2N9aKwPjcU/TsHLKXg5xT/wcgpeTsHTP6wPjfWhsdY/VPByCl5O2T99aKwPjfXZP+HlFLycgtc/zCl4OQUv1z99aKwPjfXRPzTWh8b60NA/x/rQWB8a2z9U8HIKXk7RP9aHxvrQWNc/sj401ofG2j9EY31orA/NPxCN9aGxPtw/g5dT8HIK3j8fGutDY33QPzkFL6fg5dQ/EI31obE+1D9EY31orA/VP9FYHxrrQ9M/jfWhsT404j/h5RS8nILjP15OwcspeOk/BS+n4OUU3D85BS+n4OXcPw==\"},\"shape\":[83],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\",\"6\"],\"shape\":[83],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1438\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1439\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1434\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1435\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1436\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1449\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1440\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1441\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1442\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"int32\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__ECDF\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[103],\"dtype\":\"float64\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\",\"8\"],\"shape\":[103],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1450\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1451\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1446\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1447\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1448\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"__ECDF\"},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1368\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1381\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1382\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1383\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1384\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1389\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1390\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1391\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1376\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1377\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1378\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1379\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1452\",\"attributes\":{\"location\":\"center\",\"title\":\"cylinders\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1453\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"3\"},\"renderers\":[{\"id\":\"p1401\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1454\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"4\"},\"renderers\":[{\"id\":\"p1413\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1455\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"5\"},\"renderers\":[{\"id\":\"p1425\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1456\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"6\"},\"renderers\":[{\"id\":\"p1437\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1457\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"8\"},\"renderers\":[{\"id\":\"p1449\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1371\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1372\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1373\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1374\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1375\",\"attributes\":{\"axis\":{\"id\":\"p1371\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1380\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1376\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"f7054dd2-de23-4f23-a6c9-54ff3f48b752\",\"roots\":{\"p1360\":\"d979da0e-0aa4-4fd1-b9f4-7d87e549df4f\"},\"root_ids\":[\"p1360\"]}];\n", " void 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": "p1360" } }, "output_type": "display_data" } ], "source": [ "palette = q_to_color(np.sort(df['cyl'].unique()), bokeh.palettes.Viridis256)\n", "\n", "p = iqplot.ecdf(\n", " df,\n", " q=\"mpg\",\n", " cats=\"cyl\",\n", " kind=\"colored\",\n", " order=list(np.sort(df['cyl'].unique())),\n", " palette=palette,\n", ")\n", "p.legend.title = \"cylinders\"\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This legend is also clickable.\n", "\n", "If we wanted to make a separate ECDF for each number of cylinders, again ignoring the region of origin, we can do that." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"bdadcf2e-2852-4c8f-951e-3d456729cf32\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1473\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1474\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1475\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1482\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1483\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1480\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1511\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1505\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1506\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1507\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAMkAAAAAAAAAyQAAAAAAAADNAAAAAAAAAM0AAAAAAAIA1QAAAAAAAgDVAMzMzMzOzN0AzMzMzM7M3QA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAADQPwAAAAAAANA/AAAAAAAA4D8AAAAAAADgPwAAAAAAAOg/AAAAAAAA6D8AAAAAAADwPw==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1512\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1513\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1508\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#440154\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1509\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#440154\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1510\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#440154\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1520\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1514\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1515\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1516\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1521\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1522\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1517\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":18.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1518\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":18.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1519\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":18.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1529\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1523\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1524\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1525\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1530\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1531\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1526\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":23.7},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1527\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":23.7},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1528\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":23.7},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#440154\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1538\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1532\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1533\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1534\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAMkAAAAAAAAAyQAAAAAAAADNAAAAAAAAAM0AAAAAAAAAzQAAAAAAAADNAAAAAAAAAM0AAAAAAAAAzQAAAAAAAADRAAAAAAAAANEAAAAAAAAA0QAAAAAAAADRAAAAAAAAANEAAAAAAAAA0QAAAAAAAADRAAAAAAAAANEAAAAAAAAA1QAAAAAAAADVAAAAAAAAANUAAAAAAAAA1QAAAAAAAADVAAAAAAAAANUCamZmZmRk1QJqZmZmZGTVAAAAAAACANUAAAAAAAIA1QJqZmZmZmTVAmpmZmZmZNUAAAAAAAAA2QAAAAAAAADZAAAAAAAAANkAAAAAAAAA2QAAAAAAAADZAAAAAAAAANkAAAAAAAAA2QAAAAAAAADZAAAAAAAAANkAAAAAAAAA2QM3MzMzMTDZAzczMzMxMNkAAAAAAAAA3QAAAAAAAADdAAAAAAAAAN0AAAAAAAAA3QAAAAAAAADdAAAAAAAAAN0AAAAAAAAA3QAAAAAAAADdAAAAAAAAAN0AAAAAAAAA3QAAAAAAAADdAAAAAAAAAN0AAAAAAAAA3QAAAAAAAADdAMzMzMzMzN0AzMzMzMzM3QM3MzMzMzDdAzczMzMzMN0BmZmZmZuY3QGZmZmZm5jdAAAAAAAAAOEAAAAAAAAA4QAAAAAAAADhAAAAAAAAAOEAAAAAAAAA4QAAAAAAAADhAAAAAAAAAOEAAAAAAAAA4QAAAAAAAADhAAAAAAAAAOEAAAAAAAAA4QAAAAAAAADhAAAAAAAAAOEAAAAAAAAA4QAAAAAAAADhAAAAAAAAAOEAAAAAAAAA4QAAAAAAAADhAAAAAAAAAOEAAAAAAAAA4QM3MzMzMTDhAzczMzMxMOEAAAAAAAIA4QAAAAAAAgDhAAAAAAACAOEAAAAAAAIA4QAAAAAAAADlAAAAAAAAAOUAAAAAAAAA5QAAAAAAAADlAAAAAAAAAOUAAAAAAAAA5QAAAAAAAADlAAAAAAAAAOUAAAAAAAAA5QAAAAAAAADlAAAAAAAAAOUAAAAAAAAA5QAAAAAAAADlAAAAAAAAAOUAAAAAAAAA5QAAAAAAAADlAAAAAAAAAOUAAAAAAAAA5QJqZmZmZGTlAmpmZmZkZOUAAAAAAAIA5QAAAAAAAgDlAAAAAAACAOUAAAAAAAIA5QM3MzMzMzDlAzczMzMzMOUAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA6QGZmZmZmZjpAZmZmZmZmOkAAAAAAAIA6QAAAAAAAgDpAmpmZmZmZOkCamZmZmZk6QAAAAAAAADtAAAAAAAAAO0AAAAAAAAA7QAAAAAAAADtAAAAAAAAAO0AAAAAAAAA7QAAAAAAAADtAAAAAAAAAO0AAAAAAAAA7QAAAAAAAADtAAAAAAAAAO0AAAAAAAAA7QAAAAAAAADtAAAAAAAAAO0AAAAAAAAA7QAAAAAAAADtAAAAAAAAAO0AAAAAAAAA7QDMzMzMzMztAMzMzMzMzO0AzMzMzMzM7QDMzMzMzMztAMzMzMzMzO0AzMzMzMzM7QGZmZmZmZjtAZmZmZmZmO0AAAAAAAIA7QAAAAAAAgDtAZmZmZmbmO0BmZmZmZuY7QAAAAAAAADxAAAAAAAAAPEAAAAAAAAA8QAAAAAAAADxAAAAAAAAAPEAAAAAAAAA8QAAAAAAAADxAAAAAAAAAPEAAAAAAAAA8QAAAAAAAADxAAAAAAAAAPEAAAAAAAAA8QAAAAAAAADxAAAAAAAAAPEAAAAAAAAA8QAAAAAAAADxAAAAAAAAAPEAAAAAAAAA8QAAAAAAAADxAAAAAAAAAPECamZmZmRk8QJqZmZmZGTxAZmZmZmZmPEBmZmZmZmY8QAAAAAAAAD1AAAAAAAAAPUAAAAAAAAA9QAAAAAAAAD1AAAAAAAAAPUAAAAAAAAA9QAAAAAAAAD1AAAAAAAAAPUAAAAAAAAA9QAAAAAAAAD1AAAAAAAAAPUAAAAAAAAA9QAAAAAAAAD1AAAAAAAAAPUAAAAAAAAA9QAAAAAAAAD1AAAAAAACAPUAAAAAAAIA9QAAAAAAAgD1AAAAAAACAPUDNzMzMzMw9QM3MzMzMzD1AzczMzMzMPUDNzMzMzMw9QGZmZmZm5j1AZmZmZmbmPUAAAAAAAAA+QAAAAAAAAD5AAAAAAAAAPkAAAAAAAAA+QAAAAAAAAD5AAAAAAAAAPkAAAAAAAAA+QAAAAAAAAD5AAAAAAAAAPkAAAAAAAAA+QAAAAAAAAD5AAAAAAAAAPkAAAAAAAAA+QAAAAAAAAD5AAAAAAACAPkAAAAAAAIA+QAAAAAAAgD5AAAAAAACAPkBmZmZmZuY+QGZmZmZm5j5AAAAAAAAAP0AAAAAAAAA/QAAAAAAAAD9AAAAAAAAAP0AAAAAAAAA/QAAAAAAAAD9AAAAAAAAAP0AAAAAAAAA/QAAAAAAAAD9AAAAAAAAAP0AAAAAAAAA/QAAAAAAAAD9AAAAAAAAAP0AAAAAAAAA/QM3MzMzMTD9AzczMzMxMP0AAAAAAAIA/QAAAAAAAgD9AAAAAAACAP0AAAAAAAIA/QJqZmZmZmT9AmpmZmZmZP0DNzMzMzMw/QM3MzMzMzD9AZmZmZmbmP0BmZmZmZuY/QAAAAAAAAEBAAAAAAAAAQEAAAAAAAABAQAAAAAAAAEBAAAAAAAAAQEAAAAAAAABAQAAAAAAAAEBAAAAAAAAAQEAAAAAAAABAQAAAAAAAAEBAAAAAAAAAQEAAAAAAAABAQM3MzMzMDEBAzczMzMwMQECamZmZmRlAQJqZmZmZGUBAZmZmZmYmQEBmZmZmZiZAQDMzMzMzM0BAMzMzMzMzQEAzMzMzMzNAQDMzMzMzM0BAZmZmZmZmQEBmZmZmZmZAQDMzMzMzc0BAMzMzMzNzQEAAAAAAAIBAQAAAAAAAgEBAAAAAAACAQEAAAAAAAIBAQAAAAAAAgEBAAAAAAACAQEAAAAAAAMBAQAAAAAAAwEBAAAAAAADAQEAAAAAAAMBAQAAAAAAAwEBAAAAAAADAQECamZmZmdlAQJqZmZmZ2UBAZmZmZmbmQEBmZmZmZuZAQAAAAAAAAEFAAAAAAAAAQUAAAAAAAABBQAAAAAAAAEFAzczMzMwMQUDNzMzMzAxBQM3MzMzMDEFAzczMzMwMQUCamZmZmRlBQJqZmZmZGUFAZmZmZmYmQUBmZmZmZiZBQDMzMzMzM0FAMzMzMzMzQUAAAAAAAEBBQAAAAAAAQEFAmpmZmZlZQUCamZmZmVlBQAAAAAAAgEFAAAAAAACAQUAAAAAAAIBBQAAAAAAAgEFAzczMzMyMQUDNzMzMzIxBQJqZmZmZ2UFAmpmZmZnZQUAAAAAAAABCQAAAAAAAAEJAAAAAAAAAQkAAAAAAAABCQAAAAAAAAEJAAAAAAAAAQkAAAAAAAABCQAAAAAAAAEJAAAAAAAAAQkAAAAAAAABCQAAAAAAAAEJAAAAAAAAAQkDNzMzMzAxCQM3MzMzMDEJAzczMzMwMQkDNzMzMzAxCQAAAAAAAgEJAAAAAAACAQkAAAAAAAIBCQAAAAAAAgEJAAAAAAACAQkAAAAAAAIBCQJqZmZmZmUJAmpmZmZmZQkBmZmZmZqZCQGZmZmZmpkJAmpmZmZnZQkCamZmZmdlCQAAAAAAAAENAAAAAAAAAQ0AAAAAAAABDQAAAAAAAAENAAAAAAAAAQ0AAAAAAAABDQM3MzMzMDENAzczMzMwMQ0AAAAAAAIBDQAAAAAAAgENAzczMzMyMQ0DNzMzMzIxDQDMzMzMzs0NAMzMzMzOzQ0BmZmZmZmZEQGZmZmZmZkRAAAAAAADAREAAAAAAAMBEQM3MzMzMjEVAzczMzMyMRUAzMzMzM7NFQDMzMzMzs0VAAAAAAAAARkAAAAAAAABGQGZmZmZmJkZAZmZmZmYmRkDNzMzMzExGQM3MzMzMTEZAzczMzMxMR0DNzMzMzExHQA==\"},\"shape\":[398],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[398],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1539\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1540\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1535\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#404387\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1536\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#404387\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1537\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#404387\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1547\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1541\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1542\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1543\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1548\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1549\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1544\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":18.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1545\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":18.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1546\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":18.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1556\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1550\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1551\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1552\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1557\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1558\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1553\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":46.6},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1554\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":46.6},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1555\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":46.6},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#404387\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1565\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1559\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1560\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1561\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zczMzMxMNEDNzMzMzEw0QGZmZmZmZjlAZmZmZmZmOUAzMzMzMzNCQDMzMzMzM0JA\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAABVVVVVVVXVP1VVVVVVVdU/VVVVVVVV5T9VVVVVVVXlPwAAAAAAAPA/\"},\"shape\":[6],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1566\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1567\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1562\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#29788E\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1563\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#29788E\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1564\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#29788E\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1574\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1568\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1569\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1570\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1575\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1576\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1571\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":20.3},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1572\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":20.3},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1573\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":20.3},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1583\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1577\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1578\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1579\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1584\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1585\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1580\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":36.4},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1581\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":36.4},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1582\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":36.4},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#29788E\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1592\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1586\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1587\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1588\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[166],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[166],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1593\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1594\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1589\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#23A883\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1590\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#23A883\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1591\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#23A883\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1601\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1595\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1596\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1597\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1602\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1603\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1598\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":15.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1599\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":15.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1600\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":15.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1610\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1604\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1605\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1606\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1611\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1612\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1607\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":38.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1608\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":38.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1609\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":38.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#23A883\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1619\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1613\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1614\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1615\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[206],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[206],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1620\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1621\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1616\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#FDE724\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1617\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#FDE724\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1618\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#FDE724\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1628\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1622\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1623\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1624\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1629\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1630\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1625\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":9.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1626\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":9.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1627\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":9.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1637\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1631\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1632\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1633\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1638\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1639\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1634\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":26.6},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1635\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":26.6},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p1636\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":26.6},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#FDE724\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1481\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1494\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1495\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1496\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1497\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1502\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1503\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1504\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1489\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1490\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1491\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1492\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1640\",\"attributes\":{\"location\":\"center\",\"title\":\"cylinders\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1641\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"3\"},\"renderers\":[{\"id\":\"p1511\"},{\"id\":\"p1529\"},{\"id\":\"p1520\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1642\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"4\"},\"renderers\":[{\"id\":\"p1538\"},{\"id\":\"p1556\"},{\"id\":\"p1547\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1643\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"5\"},\"renderers\":[{\"id\":\"p1565\"},{\"id\":\"p1583\"},{\"id\":\"p1574\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1644\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"6\"},\"renderers\":[{\"id\":\"p1592\"},{\"id\":\"p1610\"},{\"id\":\"p1601\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1645\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"8\"},\"renderers\":[{\"id\":\"p1619\"},{\"id\":\"p1637\"},{\"id\":\"p1628\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1484\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1485\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1486\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1487\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1488\",\"attributes\":{\"axis\":{\"id\":\"p1484\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1493\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1489\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"bdadcf2e-2852-4c8f-951e-3d456729cf32\",\"roots\":{\"p1473\":\"d67632ae-f896-40b1-b391-4cd54e97a228\"},\"root_ids\":[\"p1473\"]}];\n", " void 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": "p1473" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " df,\n", " q=\"mpg\",\n", " cats=\"cyl\",\n", " order=list(np.sort(df['cyl'].unique())),\n", " palette=palette,\n", " style='staircase',\n", ")\n", "p.legend.title = \"cylinders\"\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Directly specifying color\n", "\n", "The above examples work if the second quantitative variable to be used for coloring takes on only a few discrete values. If there are many values, a legend is not suitable for displaying the relationship between color and quantitative values; a colorbar is better suited. Fortunately, if the column specified in the `color_column` keyword argument contains only hex codes for colors, these colors are applied directly to the glyphs. We can take advantage of this to hack our way into showing the weight of the vehicles with color." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"107c3eca-3889-46cd-a3fe-e2e16c8f070b\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1657\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1659\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1656\",\"attributes\":{\"factors\":[\"Europe\",\"Asia\",\"North America\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1666\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1667\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1664\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1699\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1690\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1691\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1692\"},\"data\":{\"type\":\"map\",\"entries\":[[\"markercolor\",[\"#1E998A\",\"#21A685\",\"#1F948B\",\"#1F948B\",\"#1F958B\",\"#6BCD59\",\"#6DCE58\",\"#67CC5C\",\"#79D151\",\"#2BB17D\",\"#1E9D88\",\"#1EA087\",\"#24AA82\",\"#277C8E\",\"#3E4888\",\"#2F6A8D\",\"#31668D\",\"#37588C\",\"#45327F\",\"#47186A\",\"#345F8D\",\"#3D4C89\",\"#3E4888\",\"#433C84\",\"#355D8C\",\"#9DD93A\",\"#72CF55\",\"#72CF55\",\"#B5DD2B\",\"#45327F\",\"#423E85\",\"#433B83\",\"#355C8C\",\"#1F958B\",\"#218D8C\",\"#228B8D\",\"#228A8D\",\"#57C665\",\"#81D34C\",\"#4FC369\",\"#45BF6F\",\"#DFE318\",\"#B7DD29\",\"#FDE724\",\"#2B748E\",\"#3D4A89\",\"#22898D\",\"#26808E\",\"#433B83\",\"#45327F\",\"#462D7C\",\"#472C7B\",\"#471163\",\"#440154\",\"#47186A\",\"#482273\",\"#424085\",\"#45327F\",\"#423D84\",\"#3D4A89\",\"#433B83\",\"#60C960\",\"#72CF55\",\"#4BC26C\",\"#4BC26C\",\"#20A585\",\"#A2DA37\",\"#88D547\",\"#81D34C\",\"#79D151\",\"#404487\",\"#2FB37B\",\"#47C06E\",\"#64CB5D\",\"#44BE70\",\"#2C728E\",\"#3A538B\",\"#2A758E\",\"#443781\",\"#3E4989\",\"#414186\",\"#3A538B\",\"#453681\",\"#46307D\",\"#47C06E\",\"#20A585\",\"#39B976\",\"#3EBC73\",\"#25AB81\",\"#DFE318\",\"#81D34C\",\"#70CE56\",\"#5BC862\",\"#B5DD2B\",\"#DFE318\",\"#28AE7F\",\"#277E8E\",\"#22898D\",\"#2B738E\",\"#29788E\",\"#2C708E\",\"#482273\",\"#E7E419\",\"#D4E11A\",\"#A5DA35\",\"#88D547\",\"#30678D\",\"#424085\",\"#3D4A89\",\"#3E4888\",\"#45327F\",\"#414286\",\"#3B508A\",\"#423E85\",\"#44BE70\",\"#62CA5F\",\"#481A6C\",\"#453580\",\"#37588C\",\"#2E6D8E\",\"#1F928C\",\"#345E8D\",\"#2F698D\",\"#20A485\",\"#277D8E\",\"#2D6F8E\",\"#218D8C\",\"#482273\",\"#3C4E8A\",\"#47186A\",\"#39558B\",\"#25AB81\",\"#1FA286\",\"#1EA087\",\"#4DC26B\",\"#ADDC30\",\"#81D34C\",\"#A2DA37\",\"#5EC961\",\"#433B83\",\"#482374\",\"#414286\",\"#440357\",\"#472777\",\"#45327F\",\"#46317E\",\"#423D84\",\"#3B518A\",\"#3E4989\",\"#472777\",\"#23898D\",\"#1F968B\",\"#1F948B\",\"#26818E\",\"#A7DB33\",\"#7CD24F\",\"#88D547\",\"#A5DA35\",\"#30B47A\",\"#2FB37B\",\"#23A883\",\"#26AC81\",\"#29798E\",\"#24868D\",\"#25828E\",\"#453681\",\"#355C8C\",\"#2C708E\",\"#37598C\",\"#33618D\",\"#433B83\",\"#39558B\",\"#2A758E\",\"#482172\",\"#24858D\",\"#33608D\",\"#2B738E\",\"#2B738E\",\"#345F8D\",\"#471466\",\"#3B508A\",\"#433B83\",\"#38578C\",\"#423D84\",\"#443982\",\"#57C665\",\"#53C567\",\"#36B877\",\"#57C665\",\"#23878D\",\"#218E8C\",\"#2A778E\",\"#277C8E\",\"#472A79\",\"#453681\",\"#482172\",\"#471466\",\"#1FA386\",\"#1E9D88\",\"#1FA386\",\"#24848D\",\"#471669\",\"#472676\",\"#453580\",\"#38578C\",\"#26808E\",\"#33B679\",\"#23898D\",\"#2C718E\",\"#28AE7F\",\"#72CF55\",\"#40BD72\",\"#2CB17D\",\"#24AA82\",\"#472B7A\",\"#453580\",\"#471669\",\"#414286\",\"#482273\",\"#2EB27C\",\"#42BE71\",\"#4DC26B\",\"#64CB5D\",\"#1E998A\",\"#1F948B\",\"#1FA187\",\"#1E9A89\",\"#57C665\",\"#4FC369\",\"#69CC5B\",\"#6BCD59\",\"#482172\",\"#31648D\",\"#423E85\",\"#31658D\",\"#472B7A\",\"#462D7C\",\"#472676\",\"#443982\",\"#2F698D\",\"#37598C\",\"#32628D\",\"#472676\",\"#471466\",\"#472676\",\"#462D7C\",\"#471466\",\"#208F8C\",\"#23A883\",\"#1E9D88\",\"#1E9B89\",\"#26818E\",\"#2B748E\",\"#32628D\",\"#1F948B\",\"#24858D\",\"#20908C\",\"#287B8E\",\"#1FA187\",\"#1F928C\",\"#1F948B\",\"#1F958B\",\"#24858D\",\"#44BE70\",\"#453580\",\"#38578C\",\"#414286\",\"#433B83\",\"#3A538B\",\"#31648D\",\"#2E6C8E\",\"#3D4A89\",\"#2F6A8D\",\"#26808E\",\"#30688D\",\"#1F928C\",\"#472676\",\"#45347F\",\"#23878D\",\"#2A768E\",\"#2D6F8E\",\"#23898D\",\"#208F8C\",\"#2AB07E\",\"#22A784\",\"#35B778\",\"#29AF7F\",\"#70CE56\",\"#40BD72\",\"#1EA087\",\"#33B679\",\"#482071\",\"#472575\",\"#482071\",\"#345F8D\",\"#1E9A89\",\"#2FB37B\",\"#25838D\",\"#1F938B\",\"#443982\",\"#453580\",\"#472878\",\"#45327F\",\"#345F8D\",\"#37598C\",\"#33618D\",\"#38568B\",\"#45347F\",\"#482374\",\"#46317E\",\"#472878\",\"#345F8D\",\"#2E6D8E\",\"#2A778E\",\"#20908C\",\"#443781\",\"#32628D\",\"#39558B\",\"#3D4C89\",\"#423E85\",\"#46317E\",\"#30688D\",\"#46317E\",\"#462F7C\",\"#404487\",\"#2B738E\",\"#23888D\",\"#48196B\",\"#45347F\",\"#47186A\",\"#2C708E\",\"#3D4B89\",\"#3A528B\",\"#414186\",\"#3B518A\",\"#355C8C\",\"#365B8C\",\"#32638D\",\"#3E4989\",\"#470F62\",\"#481C6E\",\"#470F62\",\"#472C7B\",\"#472575\",\"#472B7A\",\"#472676\",\"#433A83\",\"#472B7A\",\"#3E4888\",\"#443982\",\"#433A83\",\"#3F4587\",\"#365B8C\",\"#355C8C\",\"#24868D\",\"#26818E\",\"#2D6F8E\",\"#2C718E\",\"#1F938B\",\"#22A784\",\"#287A8E\",\"#1F968B\",\"#365A8C\",\"#355C8C\",\"#3E4989\",\"#37588C\",\"#39548B\",\"#32638D\",\"#2E6D8E\",\"#472575\",\"#472A79\",\"#472575\",\"#45327F\",\"#45327F\",\"#453580\",\"#433A83\",\"#423D84\",\"#482374\",\"#482374\",\"#472676\",\"#2B738E\",\"#29788E\",\"#37588C\",\"#2E6B8E\",\"#345E8D\",\"#3E4888\",\"#2B738E\",\"#30678D\",\"#45327F\",\"#414186\",\"#365B8C\",\"#32628D\"]],[\"origin\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"mpg\",[18.0,15.0,18.0,16.0,17.0,15.0,14.0,14.0,14.0,15.0,15.0,14.0,15.0,14.0,24.0,22.0,18.0,21.0,27.0,26.0,25.0,24.0,25.0,26.0,21.0,10.0,10.0,11.0,9.0,27.0,28.0,25.0,19.0,16.0,17.0,19.0,18.0,14.0,14.0,14.0,14.0,12.0,13.0,13.0,18.0,22.0,19.0,18.0,23.0,28.0,30.0,30.0,31.0,35.0,27.0,26.0,24.0,25.0,23.0,20.0,21.0,13.0,14.0,15.0,14.0,17.0,11.0,13.0,12.0,13.0,19.0,15.0,13.0,13.0,14.0,18.0,22.0,21.0,26.0,22.0,28.0,23.0,28.0,27.0,13.0,14.0,13.0,14.0,15.0,12.0,13.0,13.0,14.0,13.0,12.0,13.0,18.0,16.0,18.0,18.0,23.0,26.0,11.0,12.0,13.0,12.0,18.0,20.0,21.0,22.0,18.0,19.0,21.0,26.0,15.0,16.0,29.0,24.0,20.0,19.0,15.0,24.0,20.0,11.0,20.0,19.0,15.0,31.0,26.0,32.0,25.0,16.0,16.0,18.0,16.0,13.0,14.0,14.0,14.0,29.0,26.0,26.0,31.0,32.0,28.0,24.0,26.0,24.0,26.0,31.0,19.0,18.0,15.0,15.0,16.0,15.0,16.0,14.0,17.0,16.0,15.0,18.0,21.0,20.0,13.0,29.0,23.0,20.0,23.0,24.0,25.0,24.0,18.0,29.0,19.0,23.0,23.0,22.0,25.0,33.0,28.0,25.0,25.0,26.0,27.0,17.5,16.0,15.5,14.5,22.0,22.0,24.0,22.5,29.0,24.5,29.0,33.0,20.0,18.0,18.5,17.5,29.5,32.0,28.0,26.5,20.0,13.0,19.0,19.0,16.5,16.5,13.0,13.0,13.0,31.5,30.0,36.0,25.5,33.5,17.5,17.0,15.5,15.0,17.5,20.5,19.0,18.5,16.0,15.5,15.5,16.0,29.0,24.5,26.0,25.5,30.5,33.5,30.0,30.5,22.0,21.5,21.5,43.1,36.1,32.8,39.4,36.1,19.9,19.4,20.2,19.2,20.5,20.2,25.1,20.5,19.4,20.6,20.8,18.6,18.1,19.2,17.7,18.1,17.5,30.0,27.5,27.2,30.9,21.1,23.2,23.8,23.9,20.3,17.0,21.6,16.2,31.5,29.5,21.5,19.8,22.3,20.2,20.6,17.0,17.6,16.5,18.2,16.9,15.5,19.2,18.5,31.9,34.1,35.7,27.4,25.4,23.0,27.2,23.9,34.2,34.5,31.8,37.3,28.4,28.8,26.8,33.5,41.5,38.1,32.1,37.2,28.0,26.4,24.3,19.1,34.3,29.8,31.3,37.0,32.2,46.6,27.9,40.8,44.3,43.4,36.4,30.0,44.6,33.8,29.8,32.7,23.7,35.0,32.4,27.2,26.6,25.8,23.5,30.0,39.1,39.0,35.1,32.3,37.0,37.7,34.1,34.7,34.4,29.9,33.0,33.7,32.4,32.9,31.6,28.1,30.7,25.4,24.2,22.4,26.6,20.2,17.6,28.0,27.0,34.0,31.0,29.0,27.0,24.0,36.0,37.0,31.0,38.0,36.0,36.0,36.0,34.0,38.0,32.0,38.0,25.0,38.0,26.0,22.0,32.0,36.0,27.0,27.0,44.0,32.0,28.0,31.0]],[\"cat\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"__label\",[\"#1E998A\",\"#21A685\",\"#1F948B\",\"#1F948B\",\"#1F958B\",\"#6BCD59\",\"#6DCE58\",\"#67CC5C\",\"#79D151\",\"#2BB17D\",\"#1E9D88\",\"#1EA087\",\"#24AA82\",\"#277C8E\",\"#3E4888\",\"#2F6A8D\",\"#31668D\",\"#37588C\",\"#45327F\",\"#47186A\",\"#345F8D\",\"#3D4C89\",\"#3E4888\",\"#433C84\",\"#355D8C\",\"#9DD93A\",\"#72CF55\",\"#72CF55\",\"#B5DD2B\",\"#45327F\",\"#423E85\",\"#433B83\",\"#355C8C\",\"#1F958B\",\"#218D8C\",\"#228B8D\",\"#228A8D\",\"#57C665\",\"#81D34C\",\"#4FC369\",\"#45BF6F\",\"#DFE318\",\"#B7DD29\",\"#FDE724\",\"#2B748E\",\"#3D4A89\",\"#22898D\",\"#26808E\",\"#433B83\",\"#45327F\",\"#462D7C\",\"#472C7B\",\"#471163\",\"#440154\",\"#47186A\",\"#482273\",\"#424085\",\"#45327F\",\"#423D84\",\"#3D4A89\",\"#433B83\",\"#60C960\",\"#72CF55\",\"#4BC26C\",\"#4BC26C\",\"#20A585\",\"#A2DA37\",\"#88D547\",\"#81D34C\",\"#79D151\",\"#404487\",\"#2FB37B\",\"#47C06E\",\"#64CB5D\",\"#44BE70\",\"#2C728E\",\"#3A538B\",\"#2A758E\",\"#443781\",\"#3E4989\",\"#414186\",\"#3A538B\",\"#453681\",\"#46307D\",\"#47C06E\",\"#20A585\",\"#39B976\",\"#3EBC73\",\"#25AB81\",\"#DFE318\",\"#81D34C\",\"#70CE56\",\"#5BC862\",\"#B5DD2B\",\"#DFE318\",\"#28AE7F\",\"#277E8E\",\"#22898D\",\"#2B738E\",\"#29788E\",\"#2C708E\",\"#482273\",\"#E7E419\",\"#D4E11A\",\"#A5DA35\",\"#88D547\",\"#30678D\",\"#424085\",\"#3D4A89\",\"#3E4888\",\"#45327F\",\"#414286\",\"#3B508A\",\"#423E85\",\"#44BE70\",\"#62CA5F\",\"#481A6C\",\"#453580\",\"#37588C\",\"#2E6D8E\",\"#1F928C\",\"#345E8D\",\"#2F698D\",\"#20A485\",\"#277D8E\",\"#2D6F8E\",\"#218D8C\",\"#482273\",\"#3C4E8A\",\"#47186A\",\"#39558B\",\"#25AB81\",\"#1FA286\",\"#1EA087\",\"#4DC26B\",\"#ADDC30\",\"#81D34C\",\"#A2DA37\",\"#5EC961\",\"#433B83\",\"#482374\",\"#414286\",\"#440357\",\"#472777\",\"#45327F\",\"#46317E\",\"#423D84\",\"#3B518A\",\"#3E4989\",\"#472777\",\"#23898D\",\"#1F968B\",\"#1F948B\",\"#26818E\",\"#A7DB33\",\"#7CD24F\",\"#88D547\",\"#A5DA35\",\"#30B47A\",\"#2FB37B\",\"#23A883\",\"#26AC81\",\"#29798E\",\"#24868D\",\"#25828E\",\"#453681\",\"#355C8C\",\"#2C708E\",\"#37598C\",\"#33618D\",\"#433B83\",\"#39558B\",\"#2A758E\",\"#482172\",\"#24858D\",\"#33608D\",\"#2B738E\",\"#2B738E\",\"#345F8D\",\"#471466\",\"#3B508A\",\"#433B83\",\"#38578C\",\"#423D84\",\"#443982\",\"#57C665\",\"#53C567\",\"#36B877\",\"#57C665\",\"#23878D\",\"#218E8C\",\"#2A778E\",\"#277C8E\",\"#472A79\",\"#453681\",\"#482172\",\"#471466\",\"#1FA386\",\"#1E9D88\",\"#1FA386\",\"#24848D\",\"#471669\",\"#472676\",\"#453580\",\"#38578C\",\"#26808E\",\"#33B679\",\"#23898D\",\"#2C718E\",\"#28AE7F\",\"#72CF55\",\"#40BD72\",\"#2CB17D\",\"#24AA82\",\"#472B7A\",\"#453580\",\"#471669\",\"#414286\",\"#482273\",\"#2EB27C\",\"#42BE71\",\"#4DC26B\",\"#64CB5D\",\"#1E998A\",\"#1F948B\",\"#1FA187\",\"#1E9A89\",\"#57C665\",\"#4FC369\",\"#69CC5B\",\"#6BCD59\",\"#482172\",\"#31648D\",\"#423E85\",\"#31658D\",\"#472B7A\",\"#462D7C\",\"#472676\",\"#443982\",\"#2F698D\",\"#37598C\",\"#32628D\",\"#472676\",\"#471466\",\"#472676\",\"#462D7C\",\"#471466\",\"#208F8C\",\"#23A883\",\"#1E9D88\",\"#1E9B89\",\"#26818E\",\"#2B748E\",\"#32628D\",\"#1F948B\",\"#24858D\",\"#20908C\",\"#287B8E\",\"#1FA187\",\"#1F928C\",\"#1F948B\",\"#1F958B\",\"#24858D\",\"#44BE70\",\"#453580\",\"#38578C\",\"#414286\",\"#433B83\",\"#3A538B\",\"#31648D\",\"#2E6C8E\",\"#3D4A89\",\"#2F6A8D\",\"#26808E\",\"#30688D\",\"#1F928C\",\"#472676\",\"#45347F\",\"#23878D\",\"#2A768E\",\"#2D6F8E\",\"#23898D\",\"#208F8C\",\"#2AB07E\",\"#22A784\",\"#35B778\",\"#29AF7F\",\"#70CE56\",\"#40BD72\",\"#1EA087\",\"#33B679\",\"#482071\",\"#472575\",\"#482071\",\"#345F8D\",\"#1E9A89\",\"#2FB37B\",\"#25838D\",\"#1F938B\",\"#443982\",\"#453580\",\"#472878\",\"#45327F\",\"#345F8D\",\"#37598C\",\"#33618D\",\"#38568B\",\"#45347F\",\"#482374\",\"#46317E\",\"#472878\",\"#345F8D\",\"#2E6D8E\",\"#2A778E\",\"#20908C\",\"#443781\",\"#32628D\",\"#39558B\",\"#3D4C89\",\"#423E85\",\"#46317E\",\"#30688D\",\"#46317E\",\"#462F7C\",\"#404487\",\"#2B738E\",\"#23888D\",\"#48196B\",\"#45347F\",\"#47186A\",\"#2C708E\",\"#3D4B89\",\"#3A528B\",\"#414186\",\"#3B518A\",\"#355C8C\",\"#365B8C\",\"#32638D\",\"#3E4989\",\"#470F62\",\"#481C6E\",\"#470F62\",\"#472C7B\",\"#472575\",\"#472B7A\",\"#472676\",\"#433A83\",\"#472B7A\",\"#3E4888\",\"#443982\",\"#433A83\",\"#3F4587\",\"#365B8C\",\"#355C8C\",\"#24868D\",\"#26818E\",\"#2D6F8E\",\"#2C718E\",\"#1F938B\",\"#22A784\",\"#287A8E\",\"#1F968B\",\"#365A8C\",\"#355C8C\",\"#3E4989\",\"#37588C\",\"#39548B\",\"#32638D\",\"#2E6D8E\",\"#472575\",\"#472A79\",\"#472575\",\"#45327F\",\"#45327F\",\"#453580\",\"#433A83\",\"#423D84\",\"#482374\",\"#482374\",\"#472676\",\"#2B738E\",\"#29788E\",\"#37588C\",\"#2E6B8E\",\"#345E8D\",\"#3E4888\",\"#2B738E\",\"#30678D\",\"#45327F\",\"#414186\",\"#365B8C\",\"#32628D\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1700\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1701\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1696\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"Jitter\",\"id\":\"p1689\",\"attributes\":{\"width\":0.1,\"distribution\":\"normal\",\"range\":{\"id\":\"p1656\"}}}},\"line_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"fill_color\":{\"type\":\"field\",\"field\":\"markercolor\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1697\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1689\"}},\"line_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1698\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1689\"}},\"line_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1665\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1678\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1679\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1680\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1681\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1686\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1687\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1688\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1673\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1674\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1675\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1676\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"p1703\",\"attributes\":{\"location\":[0,0],\"title\":\"weight (lbs)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"p1704\"},\"color_mapper\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"p1702\",\"attributes\":{\"palette\":[\"#440154\",\"#440255\",\"#440357\",\"#450558\",\"#45065A\",\"#45085B\",\"#46095C\",\"#460B5E\",\"#460C5F\",\"#460E61\",\"#470F62\",\"#471163\",\"#471265\",\"#471466\",\"#471567\",\"#471669\",\"#47186A\",\"#48196B\",\"#481A6C\",\"#481C6E\",\"#481D6F\",\"#481E70\",\"#482071\",\"#482172\",\"#482273\",\"#482374\",\"#472575\",\"#472676\",\"#472777\",\"#472878\",\"#472A79\",\"#472B7A\",\"#472C7B\",\"#462D7C\",\"#462F7C\",\"#46307D\",\"#46317E\",\"#45327F\",\"#45347F\",\"#453580\",\"#453681\",\"#443781\",\"#443982\",\"#433A83\",\"#433B83\",\"#433C84\",\"#423D84\",\"#423E85\",\"#424085\",\"#414186\",\"#414286\",\"#404387\",\"#404487\",\"#3F4587\",\"#3F4788\",\"#3E4888\",\"#3E4989\",\"#3D4A89\",\"#3D4B89\",\"#3D4C89\",\"#3C4D8A\",\"#3C4E8A\",\"#3B508A\",\"#3B518A\",\"#3A528B\",\"#3A538B\",\"#39548B\",\"#39558B\",\"#38568B\",\"#38578C\",\"#37588C\",\"#37598C\",\"#365A8C\",\"#365B8C\",\"#355C8C\",\"#355D8C\",\"#345E8D\",\"#345F8D\",\"#33608D\",\"#33618D\",\"#32628D\",\"#32638D\",\"#31648D\",\"#31658D\",\"#31668D\",\"#30678D\",\"#30688D\",\"#2F698D\",\"#2F6A8D\",\"#2E6B8E\",\"#2E6C8E\",\"#2E6D8E\",\"#2D6E8E\",\"#2D6F8E\",\"#2C708E\",\"#2C718E\",\"#2C728E\",\"#2B738E\",\"#2B748E\",\"#2A758E\",\"#2A768E\",\"#2A778E\",\"#29788E\",\"#29798E\",\"#287A8E\",\"#287A8E\",\"#287B8E\",\"#277C8E\",\"#277D8E\",\"#277E8E\",\"#267F8E\",\"#26808E\",\"#26818E\",\"#25828E\",\"#25838D\",\"#24848D\",\"#24858D\",\"#24868D\",\"#23878D\",\"#23888D\",\"#23898D\",\"#22898D\",\"#228A8D\",\"#228B8D\",\"#218C8D\",\"#218D8C\",\"#218E8C\",\"#208F8C\",\"#20908C\",\"#20918C\",\"#1F928C\",\"#1F938B\",\"#1F948B\",\"#1F958B\",\"#1F968B\",\"#1E978A\",\"#1E988A\",\"#1E998A\",\"#1E998A\",\"#1E9A89\",\"#1E9B89\",\"#1E9C89\",\"#1E9D88\",\"#1E9E88\",\"#1E9F88\",\"#1EA087\",\"#1FA187\",\"#1FA286\",\"#1FA386\",\"#20A485\",\"#20A585\",\"#21A685\",\"#21A784\",\"#22A784\",\"#23A883\",\"#23A982\",\"#24AA82\",\"#25AB81\",\"#26AC81\",\"#27AD80\",\"#28AE7F\",\"#29AF7F\",\"#2AB07E\",\"#2BB17D\",\"#2CB17D\",\"#2EB27C\",\"#2FB37B\",\"#30B47A\",\"#32B57A\",\"#33B679\",\"#35B778\",\"#36B877\",\"#38B976\",\"#39B976\",\"#3BBA75\",\"#3DBB74\",\"#3EBC73\",\"#40BD72\",\"#42BE71\",\"#44BE70\",\"#45BF6F\",\"#47C06E\",\"#49C16D\",\"#4BC26C\",\"#4DC26B\",\"#4FC369\",\"#51C468\",\"#53C567\",\"#55C666\",\"#57C665\",\"#59C764\",\"#5BC862\",\"#5EC961\",\"#60C960\",\"#62CA5F\",\"#64CB5D\",\"#67CC5C\",\"#69CC5B\",\"#6BCD59\",\"#6DCE58\",\"#70CE56\",\"#72CF55\",\"#74D054\",\"#77D052\",\"#79D151\",\"#7CD24F\",\"#7ED24E\",\"#81D34C\",\"#83D34B\",\"#86D449\",\"#88D547\",\"#8BD546\",\"#8DD644\",\"#90D643\",\"#92D741\",\"#95D73F\",\"#97D83E\",\"#9AD83C\",\"#9DD93A\",\"#9FD938\",\"#A2DA37\",\"#A5DA35\",\"#A7DB33\",\"#AADB32\",\"#ADDC30\",\"#AFDC2E\",\"#B2DD2C\",\"#B5DD2B\",\"#B7DD29\",\"#BADE27\",\"#BDDE26\",\"#BFDF24\",\"#C2DF22\",\"#C5DF21\",\"#C7E01F\",\"#CAE01E\",\"#CDE01D\",\"#CFE11C\",\"#D2E11B\",\"#D4E11A\",\"#D7E219\",\"#DAE218\",\"#DCE218\",\"#DFE318\",\"#E1E318\",\"#E4E318\",\"#E7E419\",\"#E9E419\",\"#ECE41A\",\"#EEE51B\",\"#F1E51C\",\"#F3E51E\",\"#F6E61F\",\"#F8E621\",\"#FAE622\",\"#FDE724\"],\"low\":1613,\"high\":5140}}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1668\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1669\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1670\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1671\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1672\",\"attributes\":{\"axis\":{\"id\":\"p1668\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1677\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1673\"},\"grid_line_color\":null}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"107c3eca-3889-46cd-a3fe-e2e16c8f070b\",\"roots\":{\"p1657\":\"d9af8e5a-6e98-4f64-906d-195e85bd3a54\"},\"root_ids\":[\"p1657\"]}];\n", " void 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": "p1657" } }, "output_type": "display_data" } ], "source": [ "# Add a column to the data frame with hex values for colors\n", "df[\"markercolor\"] = q_to_color(df[\"weight\"], bokeh.palettes.Viridis256)\n", "\n", "# Make the strip plot using the new color column with hex values\n", "p = iqplot.strip(df, q=\"mpg\", cats=\"origin\", spread=\"jitter\", color_column=\"markercolor\")\n", "\n", "# Build a colorbar\n", "color_bar = bokeh.models.ColorBar(\n", " color_mapper=bokeh.models.LinearColorMapper(\n", " bokeh.palettes.Viridis256, low=df[\"weight\"].min(), high=df[\"weight\"].max()\n", " ),\n", " border_line_color=None,\n", " location=(0, 0),\n", " title=\"weight (lbs)\",\n", ")\n", "p.add_layout(color_bar, \"right\")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is also possible with ECDFs, but not as directly because there is no `color_column` keyword argument for ECDFs. Instead, we first hand-compute the values of the ECDF." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"0ddd14b6-9e9b-4ae4-84ba-75a82117f782\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1705\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1706\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1707\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1714\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1715\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1712\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1746\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1737\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1738\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1739\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"int32\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"CAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAEAAAABgAAAAYAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABgAAAAgAAAAIAAAACAAAAAgAAAAEAAAABAAAAAQAAAAGAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAGAAAABAAAAAYAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAMAAAAIAAAACAAAAAgAAAAIAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAABgAAAAYAAAAGAAAABgAAAAYAAAAEAAAACAAAAAgAAAAIAAAACAAAAAYAAAAEAAAABAAAAAQAAAADAAAABAAAAAYAAAAEAAAACAAAAAgAAAAEAAAABAAAAAQAAAAEAAAACAAAAAQAAAAGAAAACAAAAAYAAAAGAAAABgAAAAQAAAAEAAAABAAAAAQAAAAGAAAABgAAAAYAAAAIAAAACAAAAAgAAAAIAAAACAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAACAAAAAgAAAAGAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAABAAAAAQAAAAGAAAABAAAAAQAAAAEAAAABAAAAAYAAAAEAAAABgAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAIAAAACAAAAAgAAAAIAAAABgAAAAYAAAAGAAAABgAAAAQAAAAEAAAABAAAAAQAAAAGAAAABgAAAAYAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAIAAAABAAAAAYAAAAGAAAACAAAAAgAAAAIAAAACAAAAAQAAAAEAAAABAAAAAQAAAAEAAAACAAAAAgAAAAIAAAACAAAAAYAAAAGAAAABgAAAAYAAAAIAAAACAAAAAgAAAAIAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAGAAAABAAAAAMAAAAEAAAABAAAAAQAAAAEAAAABAAAAAgAAAAIAAAACAAAAAYAAAAGAAAABgAAAAQAAAAGAAAABgAAAAYAAAAGAAAABgAAAAYAAAAIAAAABgAAAAgAAAAIAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAFAAAABgAAAAQAAAAGAAAABAAAAAQAAAAGAAAABgAAAAQAAAAGAAAABgAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAABAAAAAQAAAAEAAAABAAAAAUAAAAIAAAABAAAAAgAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAUAAAAEAAAABAAAAAQAAAAEAAAABgAAAAMAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAAGAAAABgAAAAYAAAAIAAAABgAAAAYAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAGAAAABgAAAAQAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAA=\"},\"shape\":[392],\"dtype\":\"int32\",\"order\":\"little\"}],[\"displ\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"int32\",\"order\":\"little\"}],[\"weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"int32\",\"order\":\"little\"}],[\"accel\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"float64\",\"order\":\"little\"}],[\"yr\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"],\"shape\":[392],\"dtype\":\"object\",\"order\":\"little\"}],[\"name\",{\"type\":\"ndarray\",\"array\":[\"chevrolet chevelle malibu\",\"buick skylark 320\",\"plymouth satellite\",\"amc rebel sst\",\"ford torino\",\"ford galaxie 500\",\"chevrolet impala\",\"plymouth fury iii\",\"pontiac catalina\",\"amc ambassador dpl\",\"dodge challenger se\",\"plymouth 'cuda 340\",\"chevrolet monte carlo\",\"buick estate wagon (sw)\",\"toyota corona mark ii\",\"plymouth duster\",\"amc hornet\",\"ford maverick\",\"datsun pl510\",\"volkswagen 1131 deluxe sedan\",\"peugeot 504\",\"audi 100 ls\",\"saab 99e\",\"bmw 2002\",\"amc gremlin\",\"ford f250\",\"chevy c20\",\"dodge d200\",\"hi 1200d\",\"datsun pl510\",\"chevrolet vega 2300\",\"toyota corona\",\"amc gremlin\",\"plymouth satellite custom\",\"chevrolet chevelle malibu\",\"ford torino 500\",\"amc matador\",\"chevrolet impala\",\"pontiac catalina brougham\",\"ford galaxie 500\",\"plymouth fury iii\",\"dodge monaco (sw)\",\"ford country squire (sw)\",\"pontiac safari (sw)\",\"amc hornet sportabout (sw)\",\"chevrolet vega (sw)\",\"pontiac firebird\",\"ford mustang\",\"mercury capri 2000\",\"opel 1900\",\"peugeot 304\",\"fiat 124b\",\"toyota corolla 1200\",\"datsun 1200\",\"volkswagen model 111\",\"plymouth cricket\",\"toyota corona hardtop\",\"dodge colt hardtop\",\"volkswagen type 3\",\"chevrolet vega\",\"ford pinto runabout\",\"chevrolet impala\",\"pontiac catalina\",\"plymouth fury iii\",\"ford galaxie 500\",\"amc ambassador sst\",\"mercury marquis\",\"buick lesabre custom\",\"oldsmobile delta 88 royale\",\"chrysler newport royal\",\"mazda rx2 coupe\",\"amc matador (sw)\",\"chevrolet chevelle concours (sw)\",\"ford gran torino (sw)\",\"plymouth satellite custom (sw)\",\"volvo 145e (sw)\",\"volkswagen 411 (sw)\",\"peugeot 504 (sw)\",\"renault 12 (sw)\",\"ford pinto (sw)\",\"datsun 510 (sw)\",\"toyouta corona mark ii (sw)\",\"dodge colt (sw)\",\"toyota corolla 1600 (sw)\",\"buick century 350\",\"amc matador\",\"chevrolet malibu\",\"ford gran torino\",\"dodge coronet custom\",\"mercury marquis brougham\",\"chevrolet caprice classic\",\"ford ltd\",\"plymouth fury gran sedan\",\"chrysler new yorker brougham\",\"buick electra 225 custom\",\"amc ambassador brougham\",\"plymouth valiant\",\"chevrolet nova custom\",\"amc hornet\",\"ford maverick\",\"plymouth duster\",\"volkswagen super beetle\",\"chevrolet impala\",\"ford country\",\"plymouth custom suburb\",\"oldsmobile vista cruiser\",\"amc gremlin\",\"toyota carina\",\"chevrolet vega\",\"datsun 610\",\"maxda rx3\",\"ford pinto\",\"mercury capri v6\",\"fiat 124 sport coupe\",\"chevrolet monte carlo s\",\"pontiac grand prix\",\"fiat 128\",\"opel manta\",\"audi 100ls\",\"volvo 144ea\",\"dodge dart custom\",\"saab 99le\",\"toyota mark ii\",\"oldsmobile omega\",\"plymouth duster\",\"amc hornet\",\"chevrolet nova\",\"datsun b210\",\"ford pinto\",\"toyota corolla 1200\",\"chevrolet vega\",\"chevrolet chevelle malibu classic\",\"amc matador\",\"plymouth satellite sebring\",\"ford gran torino\",\"buick century luxus (sw)\",\"dodge coronet custom (sw)\",\"ford gran torino (sw)\",\"amc matador (sw)\",\"audi fox\",\"volkswagen dasher\",\"opel manta\",\"toyota corona\",\"datsun 710\",\"dodge colt\",\"fiat 128\",\"fiat 124 tc\",\"honda civic\",\"subaru\",\"fiat x1.9\",\"plymouth valiant custom\",\"chevrolet nova\",\"mercury monarch\",\"ford maverick\",\"pontiac catalina\",\"chevrolet bel air\",\"plymouth grand fury\",\"ford ltd\",\"buick century\",\"chevroelt chevelle malibu\",\"amc matador\",\"plymouth fury\",\"buick skyhawk\",\"chevrolet monza 2+2\",\"ford mustang ii\",\"toyota corolla\",\"ford pinto\",\"amc gremlin\",\"pontiac astro\",\"toyota corona\",\"volkswagen dasher\",\"datsun 710\",\"ford pinto\",\"volkswagen rabbit\",\"amc pacer\",\"audi 100ls\",\"peugeot 504\",\"volvo 244dl\",\"saab 99le\",\"honda civic cvcc\",\"fiat 131\",\"opel 1900\",\"capri ii\",\"dodge colt\",\"renault 12tl\",\"chevrolet chevelle malibu classic\",\"dodge coronet brougham\",\"amc matador\",\"ford gran torino\",\"plymouth valiant\",\"chevrolet nova\",\"ford maverick\",\"amc hornet\",\"chevrolet chevette\",\"chevrolet woody\",\"vw rabbit\",\"honda civic\",\"dodge aspen se\",\"ford granada ghia\",\"pontiac ventura sj\",\"amc pacer d/l\",\"volkswagen rabbit\",\"datsun b-210\",\"toyota corolla\",\"ford pinto\",\"volvo 245\",\"plymouth volare premier v8\",\"peugeot 504\",\"toyota mark ii\",\"mercedes-benz 280s\",\"cadillac seville\",\"chevy c10\",\"ford f108\",\"dodge d100\",\"honda accord cvcc\",\"buick opel isuzu deluxe\",\"renault 5 gtl\",\"plymouth arrow gs\",\"datsun f-10 hatchback\",\"chevrolet caprice classic\",\"oldsmobile cutlass supreme\",\"dodge monaco brougham\",\"mercury cougar brougham\",\"chevrolet concours\",\"buick skylark\",\"plymouth volare custom\",\"ford granada\",\"pontiac grand prix lj\",\"chevrolet monte carlo landau\",\"chrysler cordoba\",\"ford thunderbird\",\"volkswagen rabbit custom\",\"pontiac sunbird coupe\",\"toyota corolla liftback\",\"ford mustang ii 2+2\",\"chevrolet chevette\",\"dodge colt m/m\",\"subaru dl\",\"volkswagen dasher\",\"datsun 810\",\"bmw 320i\",\"mazda rx-4\",\"volkswagen rabbit custom diesel\",\"ford fiesta\",\"mazda glc deluxe\",\"datsun b210 gx\",\"honda civic cvcc\",\"oldsmobile cutlass salon brougham\",\"dodge diplomat\",\"mercury monarch ghia\",\"pontiac phoenix lj\",\"chevrolet malibu\",\"ford fairmont (auto)\",\"ford fairmont (man)\",\"plymouth volare\",\"amc concord\",\"buick century special\",\"mercury zephyr\",\"dodge aspen\",\"amc concord d/l\",\"chevrolet monte carlo landau\",\"buick regal sport coupe (turbo)\",\"ford futura\",\"dodge magnum xe\",\"chevrolet chevette\",\"toyota corona\",\"datsun 510\",\"dodge omni\",\"toyota celica gt liftback\",\"plymouth sapporo\",\"oldsmobile starfire sx\",\"datsun 200-sx\",\"audi 5000\",\"volvo 264gl\",\"saab 99gle\",\"peugeot 604sl\",\"volkswagen scirocco\",\"honda accord lx\",\"pontiac lemans v6\",\"mercury zephyr 6\",\"ford fairmont 4\",\"amc concord dl 6\",\"dodge aspen 6\",\"chevrolet caprice classic\",\"ford ltd landau\",\"mercury grand marquis\",\"dodge st. regis\",\"buick estate wagon (sw)\",\"ford country squire (sw)\",\"chevrolet malibu classic (sw)\",\"chrysler lebaron town @ country (sw)\",\"vw rabbit custom\",\"maxda glc deluxe\",\"dodge colt hatchback custom\",\"amc spirit dl\",\"mercedes benz 300d\",\"cadillac eldorado\",\"peugeot 504\",\"oldsmobile cutlass salon brougham\",\"plymouth horizon\",\"plymouth horizon tc3\",\"datsun 210\",\"fiat strada custom\",\"buick skylark limited\",\"chevrolet citation\",\"oldsmobile omega brougham\",\"pontiac phoenix\",\"vw rabbit\",\"toyota corolla tercel\",\"chevrolet chevette\",\"datsun 310\",\"chevrolet citation\",\"ford fairmont\",\"amc concord\",\"dodge aspen\",\"audi 4000\",\"toyota corona liftback\",\"mazda 626\",\"datsun 510 hatchback\",\"toyota corolla\",\"mazda glc\",\"dodge colt\",\"datsun 210\",\"vw rabbit c (diesel)\",\"vw dasher (diesel)\",\"audi 5000s (diesel)\",\"mercedes-benz 240d\",\"honda civic 1500 gl\",\"subaru dl\",\"vokswagen rabbit\",\"datsun 280-zx\",\"mazda rx-7 gs\",\"triumph tr7 coupe\",\"honda accord\",\"plymouth reliant\",\"buick skylark\",\"dodge aries wagon (sw)\",\"chevrolet citation\",\"plymouth reliant\",\"toyota starlet\",\"plymouth champ\",\"honda civic 1300\",\"subaru\",\"datsun 210 mpg\",\"toyota tercel\",\"mazda glc 4\",\"plymouth horizon 4\",\"ford escort 4w\",\"ford escort 2h\",\"volkswagen jetta\",\"honda prelude\",\"toyota corolla\",\"datsun 200sx\",\"mazda 626\",\"peugeot 505s turbo diesel\",\"volvo diesel\",\"toyota cressida\",\"datsun 810 maxima\",\"buick century\",\"oldsmobile cutlass ls\",\"ford granada gl\",\"chrysler lebaron salon\",\"chevrolet cavalier\",\"chevrolet cavalier wagon\",\"chevrolet cavalier 2-door\",\"pontiac j2000 se hatchback\",\"dodge aries se\",\"pontiac phoenix\",\"ford fairmont futura\",\"volkswagen rabbit l\",\"mazda glc custom l\",\"mazda glc custom\",\"plymouth horizon miser\",\"mercury lynx l\",\"nissan stanza xe\",\"honda accord\",\"toyota corolla\",\"honda civic\",\"honda civic (auto)\",\"datsun 310 gx\",\"buick century limited\",\"oldsmobile cutlass ciera (diesel)\",\"chrysler lebaron medallion\",\"ford granada l\",\"toyota celica gt\",\"dodge charger 2.2\",\"chevrolet camaro\",\"ford mustang gl\",\"vw pickup\",\"dodge rampage\",\"ford ranger\",\"chevy s-10\"],\"shape\":[392],\"dtype\":\"object\",\"order\":\"little\"}],[\"mfr\",{\"type\":\"ndarray\",\"array\":[\"chevrolet\",\"buick\",\"plymouth\",\"amc\",\"ford\",\"ford\",\"chevrolet\",\"plymouth\",\"pontiac\",\"amc\",\"dodge\",\"plymouth\",\"chevrolet\",\"buick\",\"toyota\",\"plymouth\",\"amc\",\"ford\",\"datsun\",\"volkswagen\",\"peugeot\",\"audi\",\"saab\",\"bmw\",\"amc\",\"ford\",\"chevrolet\",\"dodge\",\"hi\",\"datsun\",\"chevrolet\",\"toyota\",\"amc\",\"plymouth\",\"chevrolet\",\"ford\",\"amc\",\"chevrolet\",\"pontiac\",\"ford\",\"plymouth\",\"dodge\",\"ford\",\"pontiac\",\"amc\",\"chevrolet\",\"pontiac\",\"ford\",\"mercury\",\"opel\",\"peugeot\",\"fiat\",\"toyota\",\"datsun\",\"volkswagen\",\"plymouth\",\"toyota\",\"dodge\",\"volkswagen\",\"chevrolet\",\"ford\",\"chevrolet\",\"pontiac\",\"plymouth\",\"ford\",\"amc\",\"mercury\",\"buick\",\"oldsmobile\",\"chrysler\",\"mazda\",\"amc\",\"chevrolet\",\"ford\",\"plymouth\",\"volvo\",\"volkswagen\",\"peugeot\",\"renault\",\"ford\",\"datsun\",\"toyota\",\"dodge\",\"toyota\",\"buick\",\"amc\",\"chevrolet\",\"ford\",\"dodge\",\"mercury\",\"chevrolet\",\"ford\",\"plymouth\",\"chrysler\",\"buick\",\"amc\",\"plymouth\",\"chevrolet\",\"amc\",\"ford\",\"plymouth\",\"volkswagen\",\"chevrolet\",\"ford\",\"plymouth\",\"oldsmobile\",\"amc\",\"toyota\",\"chevrolet\",\"datsun\",\"mazda\",\"ford\",\"mercury\",\"fiat\",\"chevrolet\",\"pontiac\",\"fiat\",\"opel\",\"audi\",\"volvo\",\"dodge\",\"saab\",\"toyota\",\"oldsmobile\",\"plymouth\",\"amc\",\"chevrolet\",\"datsun\",\"ford\",\"toyota\",\"chevrolet\",\"chevrolet\",\"amc\",\"plymouth\",\"ford\",\"buick\",\"dodge\",\"ford\",\"amc\",\"audi\",\"volkswagen\",\"opel\",\"toyota\",\"datsun\",\"dodge\",\"fiat\",\"fiat\",\"honda\",\"subaru\",\"fiat\",\"plymouth\",\"chevrolet\",\"mercury\",\"ford\",\"pontiac\",\"chevrolet\",\"plymouth\",\"ford\",\"buick\",\"chevrolet\",\"amc\",\"plymouth\",\"buick\",\"chevrolet\",\"ford\",\"toyota\",\"ford\",\"amc\",\"pontiac\",\"toyota\",\"volkswagen\",\"datsun\",\"ford\",\"volkswagen\",\"amc\",\"audi\",\"peugeot\",\"volvo\",\"saab\",\"honda\",\"fiat\",\"opel\",\"capri\",\"dodge\",\"renault\",\"chevrolet\",\"dodge\",\"amc\",\"ford\",\"plymouth\",\"chevrolet\",\"ford\",\"amc\",\"chevrolet\",\"chevrolet\",\"volkswagen\",\"honda\",\"dodge\",\"ford\",\"pontiac\",\"amc\",\"volkswagen\",\"datsun\",\"toyota\",\"ford\",\"volvo\",\"plymouth\",\"peugeot\",\"toyota\",\"mercedes\",\"cadillac\",\"chevrolet\",\"ford\",\"dodge\",\"honda\",\"buick\",\"renault\",\"plymouth\",\"datsun\",\"chevrolet\",\"oldsmobile\",\"dodge\",\"mercury\",\"chevrolet\",\"buick\",\"plymouth\",\"ford\",\"pontiac\",\"chevrolet\",\"chrysler\",\"ford\",\"volkswagen\",\"pontiac\",\"toyota\",\"ford\",\"chevrolet\",\"dodge\",\"subaru\",\"volkswagen\",\"datsun\",\"bmw\",\"mazda\",\"volkswagen\",\"ford\",\"mazda\",\"datsun\",\"honda\",\"oldsmobile\",\"dodge\",\"mercury\",\"pontiac\",\"chevrolet\",\"ford\",\"ford\",\"plymouth\",\"amc\",\"buick\",\"mercury\",\"dodge\",\"amc\",\"chevrolet\",\"buick\",\"ford\",\"dodge\",\"chevrolet\",\"toyota\",\"datsun\",\"dodge\",\"toyota\",\"plymouth\",\"oldsmobile\",\"datsun\",\"audi\",\"volvo\",\"saab\",\"peugeot\",\"volkswagen\",\"honda\",\"pontiac\",\"mercury\",\"ford\",\"amc\",\"dodge\",\"chevrolet\",\"ford\",\"mercury\",\"dodge\",\"buick\",\"ford\",\"chevrolet\",\"chrysler\",\"volkswagen\",\"mazda\",\"dodge\",\"amc\",\"mercedes\",\"cadillac\",\"peugeot\",\"oldsmobile\",\"plymouth\",\"plymouth\",\"datsun\",\"fiat\",\"buick\",\"chevrolet\",\"oldsmobile\",\"pontiac\",\"volkswagen\",\"toyota\",\"chevrolet\",\"datsun\",\"chevrolet\",\"ford\",\"amc\",\"dodge\",\"audi\",\"toyota\",\"mazda\",\"datsun\",\"toyota\",\"mazda\",\"dodge\",\"datsun\",\"volkswagen\",\"volkswagen\",\"audi\",\"mercedes\",\"honda\",\"subaru\",\"volkswagen\",\"datsun\",\"mazda\",\"triumph\",\"honda\",\"plymouth\",\"buick\",\"dodge\",\"chevrolet\",\"plymouth\",\"toyota\",\"plymouth\",\"honda\",\"subaru\",\"datsun\",\"toyota\",\"mazda\",\"plymouth\",\"ford\",\"ford\",\"volkswagen\",\"honda\",\"toyota\",\"datsun\",\"mazda\",\"peugeot\",\"volvo\",\"toyota\",\"datsun\",\"buick\",\"oldsmobile\",\"ford\",\"chrysler\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"pontiac\",\"dodge\",\"pontiac\",\"ford\",\"volkswagen\",\"mazda\",\"mazda\",\"plymouth\",\"mercury\",\"nissan\",\"honda\",\"toyota\",\"honda\",\"honda\",\"datsun\",\"buick\",\"oldsmobile\",\"chrysler\",\"ford\",\"toyota\",\"dodge\",\"chevrolet\",\"ford\",\"volkswagen\",\"dodge\",\"ford\",\"chevrolet\"],\"shape\":[392],\"dtype\":\"object\",\"order\":\"little\"}],[\"markercolor\",{\"type\":\"ndarray\",\"array\":[\"#1E998A\",\"#21A685\",\"#1F948B\",\"#1F948B\",\"#1F958B\",\"#6BCD59\",\"#6DCE58\",\"#67CC5C\",\"#79D151\",\"#2BB17D\",\"#1E9D88\",\"#1EA087\",\"#24AA82\",\"#277C8E\",\"#3E4888\",\"#2F6A8D\",\"#31668D\",\"#37588C\",\"#45327F\",\"#47186A\",\"#345F8D\",\"#3D4C89\",\"#3E4888\",\"#433C84\",\"#355D8C\",\"#9DD93A\",\"#72CF55\",\"#72CF55\",\"#B5DD2B\",\"#45327F\",\"#423E85\",\"#433B83\",\"#355C8C\",\"#1F958B\",\"#218D8C\",\"#228B8D\",\"#228A8D\",\"#57C665\",\"#81D34C\",\"#4FC369\",\"#45BF6F\",\"#DFE318\",\"#B7DD29\",\"#FDE724\",\"#2B748E\",\"#3D4A89\",\"#22898D\",\"#26808E\",\"#433B83\",\"#45327F\",\"#462D7C\",\"#472C7B\",\"#471163\",\"#440154\",\"#47186A\",\"#482273\",\"#424085\",\"#45327F\",\"#423D84\",\"#3D4A89\",\"#433B83\",\"#60C960\",\"#72CF55\",\"#4BC26C\",\"#4BC26C\",\"#20A585\",\"#A2DA37\",\"#88D547\",\"#81D34C\",\"#79D151\",\"#404487\",\"#2FB37B\",\"#47C06E\",\"#64CB5D\",\"#44BE70\",\"#2C728E\",\"#3A538B\",\"#2A758E\",\"#443781\",\"#3E4989\",\"#414186\",\"#3A538B\",\"#453681\",\"#46307D\",\"#47C06E\",\"#20A585\",\"#39B976\",\"#3EBC73\",\"#25AB81\",\"#DFE318\",\"#81D34C\",\"#70CE56\",\"#5BC862\",\"#B5DD2B\",\"#DFE318\",\"#28AE7F\",\"#277E8E\",\"#22898D\",\"#2B738E\",\"#29788E\",\"#2C708E\",\"#482273\",\"#E7E419\",\"#D4E11A\",\"#A5DA35\",\"#88D547\",\"#30678D\",\"#424085\",\"#3D4A89\",\"#3E4888\",\"#45327F\",\"#414286\",\"#3B508A\",\"#423E85\",\"#44BE70\",\"#62CA5F\",\"#481A6C\",\"#453580\",\"#37588C\",\"#2E6D8E\",\"#1F928C\",\"#345E8D\",\"#2F698D\",\"#20A485\",\"#277D8E\",\"#2D6F8E\",\"#218D8C\",\"#482273\",\"#3C4E8A\",\"#47186A\",\"#39558B\",\"#25AB81\",\"#1FA286\",\"#1EA087\",\"#4DC26B\",\"#ADDC30\",\"#81D34C\",\"#A2DA37\",\"#5EC961\",\"#433B83\",\"#482374\",\"#414286\",\"#440357\",\"#472777\",\"#45327F\",\"#46317E\",\"#423D84\",\"#3B518A\",\"#3E4989\",\"#472777\",\"#23898D\",\"#1F968B\",\"#1F948B\",\"#26818E\",\"#A7DB33\",\"#7CD24F\",\"#88D547\",\"#A5DA35\",\"#30B47A\",\"#2FB37B\",\"#23A883\",\"#26AC81\",\"#29798E\",\"#24868D\",\"#25828E\",\"#453681\",\"#355C8C\",\"#2C708E\",\"#37598C\",\"#33618D\",\"#433B83\",\"#39558B\",\"#2A758E\",\"#482172\",\"#24858D\",\"#33608D\",\"#2B738E\",\"#2B738E\",\"#345F8D\",\"#471466\",\"#3B508A\",\"#433B83\",\"#38578C\",\"#423D84\",\"#443982\",\"#57C665\",\"#53C567\",\"#36B877\",\"#57C665\",\"#23878D\",\"#218E8C\",\"#2A778E\",\"#277C8E\",\"#472A79\",\"#453681\",\"#482172\",\"#471466\",\"#1FA386\",\"#1E9D88\",\"#1FA386\",\"#24848D\",\"#471669\",\"#472676\",\"#453580\",\"#38578C\",\"#26808E\",\"#33B679\",\"#23898D\",\"#2C718E\",\"#28AE7F\",\"#72CF55\",\"#40BD72\",\"#2CB17D\",\"#24AA82\",\"#472B7A\",\"#453580\",\"#471669\",\"#414286\",\"#482273\",\"#2EB27C\",\"#42BE71\",\"#4DC26B\",\"#64CB5D\",\"#1E998A\",\"#1F948B\",\"#1FA187\",\"#1E9A89\",\"#57C665\",\"#4FC369\",\"#69CC5B\",\"#6BCD59\",\"#482172\",\"#31648D\",\"#423E85\",\"#31658D\",\"#472B7A\",\"#462D7C\",\"#472676\",\"#443982\",\"#2F698D\",\"#37598C\",\"#32628D\",\"#472676\",\"#471466\",\"#472676\",\"#462D7C\",\"#471466\",\"#208F8C\",\"#23A883\",\"#1E9D88\",\"#1E9B89\",\"#26818E\",\"#2B748E\",\"#32628D\",\"#1F948B\",\"#24858D\",\"#20908C\",\"#287B8E\",\"#1FA187\",\"#1F928C\",\"#1F948B\",\"#1F958B\",\"#24858D\",\"#44BE70\",\"#453580\",\"#38578C\",\"#414286\",\"#433B83\",\"#3A538B\",\"#31648D\",\"#2E6C8E\",\"#3D4A89\",\"#2F6A8D\",\"#26808E\",\"#30688D\",\"#1F928C\",\"#472676\",\"#45347F\",\"#23878D\",\"#2A768E\",\"#2D6F8E\",\"#23898D\",\"#208F8C\",\"#2AB07E\",\"#22A784\",\"#35B778\",\"#29AF7F\",\"#70CE56\",\"#40BD72\",\"#1EA087\",\"#33B679\",\"#482071\",\"#472575\",\"#482071\",\"#345F8D\",\"#1E9A89\",\"#2FB37B\",\"#25838D\",\"#1F938B\",\"#443982\",\"#453580\",\"#472878\",\"#45327F\",\"#345F8D\",\"#37598C\",\"#33618D\",\"#38568B\",\"#45347F\",\"#482374\",\"#46317E\",\"#472878\",\"#345F8D\",\"#2E6D8E\",\"#2A778E\",\"#20908C\",\"#443781\",\"#32628D\",\"#39558B\",\"#3D4C89\",\"#423E85\",\"#46317E\",\"#30688D\",\"#46317E\",\"#462F7C\",\"#404487\",\"#2B738E\",\"#23888D\",\"#48196B\",\"#45347F\",\"#47186A\",\"#2C708E\",\"#3D4B89\",\"#3A528B\",\"#414186\",\"#3B518A\",\"#355C8C\",\"#365B8C\",\"#32638D\",\"#3E4989\",\"#470F62\",\"#481C6E\",\"#470F62\",\"#472C7B\",\"#472575\",\"#472B7A\",\"#472676\",\"#433A83\",\"#472B7A\",\"#3E4888\",\"#443982\",\"#433A83\",\"#3F4587\",\"#365B8C\",\"#355C8C\",\"#24868D\",\"#26818E\",\"#2D6F8E\",\"#2C718E\",\"#1F938B\",\"#22A784\",\"#287A8E\",\"#1F968B\",\"#365A8C\",\"#355C8C\",\"#3E4989\",\"#37588C\",\"#39548B\",\"#32638D\",\"#2E6D8E\",\"#472575\",\"#472A79\",\"#472575\",\"#45327F\",\"#45327F\",\"#453580\",\"#433A83\",\"#423D84\",\"#482374\",\"#482374\",\"#472676\",\"#2B738E\",\"#29788E\",\"#37588C\",\"#2E6B8E\",\"#345E8D\",\"#3E4888\",\"#2B738E\",\"#30678D\",\"#45327F\",\"#414186\",\"#365B8C\",\"#32628D\"],\"shape\":[392],\"dtype\":\"object\",\"order\":\"little\"}],[\"ecdf_mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[392],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1747\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1748\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1743\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"ecdf_mpg\"},\"line_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"fill_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"hatch_color\":{\"type\":\"field\",\"field\":\"markercolor\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1744\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"ecdf_mpg\"},\"line_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1745\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"ecdf_mpg\"},\"line_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"field\",\"field\":\"markercolor\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1713\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1726\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1727\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1728\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1729\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1734\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1735\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1736\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1721\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1722\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1723\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1724\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"ColorBar\",\"id\":\"p1703\",\"attributes\":{\"location\":[0,0],\"title\":\"weight (lbs)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"NoOverlap\",\"id\":\"p1704\"},\"color_mapper\":{\"type\":\"object\",\"name\":\"LinearColorMapper\",\"id\":\"p1702\",\"attributes\":{\"palette\":[\"#440154\",\"#440255\",\"#440357\",\"#450558\",\"#45065A\",\"#45085B\",\"#46095C\",\"#460B5E\",\"#460C5F\",\"#460E61\",\"#470F62\",\"#471163\",\"#471265\",\"#471466\",\"#471567\",\"#471669\",\"#47186A\",\"#48196B\",\"#481A6C\",\"#481C6E\",\"#481D6F\",\"#481E70\",\"#482071\",\"#482172\",\"#482273\",\"#482374\",\"#472575\",\"#472676\",\"#472777\",\"#472878\",\"#472A79\",\"#472B7A\",\"#472C7B\",\"#462D7C\",\"#462F7C\",\"#46307D\",\"#46317E\",\"#45327F\",\"#45347F\",\"#453580\",\"#453681\",\"#443781\",\"#443982\",\"#433A83\",\"#433B83\",\"#433C84\",\"#423D84\",\"#423E85\",\"#424085\",\"#414186\",\"#414286\",\"#404387\",\"#404487\",\"#3F4587\",\"#3F4788\",\"#3E4888\",\"#3E4989\",\"#3D4A89\",\"#3D4B89\",\"#3D4C89\",\"#3C4D8A\",\"#3C4E8A\",\"#3B508A\",\"#3B518A\",\"#3A528B\",\"#3A538B\",\"#39548B\",\"#39558B\",\"#38568B\",\"#38578C\",\"#37588C\",\"#37598C\",\"#365A8C\",\"#365B8C\",\"#355C8C\",\"#355D8C\",\"#345E8D\",\"#345F8D\",\"#33608D\",\"#33618D\",\"#32628D\",\"#32638D\",\"#31648D\",\"#31658D\",\"#31668D\",\"#30678D\",\"#30688D\",\"#2F698D\",\"#2F6A8D\",\"#2E6B8E\",\"#2E6C8E\",\"#2E6D8E\",\"#2D6E8E\",\"#2D6F8E\",\"#2C708E\",\"#2C718E\",\"#2C728E\",\"#2B738E\",\"#2B748E\",\"#2A758E\",\"#2A768E\",\"#2A778E\",\"#29788E\",\"#29798E\",\"#287A8E\",\"#287A8E\",\"#287B8E\",\"#277C8E\",\"#277D8E\",\"#277E8E\",\"#267F8E\",\"#26808E\",\"#26818E\",\"#25828E\",\"#25838D\",\"#24848D\",\"#24858D\",\"#24868D\",\"#23878D\",\"#23888D\",\"#23898D\",\"#22898D\",\"#228A8D\",\"#228B8D\",\"#218C8D\",\"#218D8C\",\"#218E8C\",\"#208F8C\",\"#20908C\",\"#20918C\",\"#1F928C\",\"#1F938B\",\"#1F948B\",\"#1F958B\",\"#1F968B\",\"#1E978A\",\"#1E988A\",\"#1E998A\",\"#1E998A\",\"#1E9A89\",\"#1E9B89\",\"#1E9C89\",\"#1E9D88\",\"#1E9E88\",\"#1E9F88\",\"#1EA087\",\"#1FA187\",\"#1FA286\",\"#1FA386\",\"#20A485\",\"#20A585\",\"#21A685\",\"#21A784\",\"#22A784\",\"#23A883\",\"#23A982\",\"#24AA82\",\"#25AB81\",\"#26AC81\",\"#27AD80\",\"#28AE7F\",\"#29AF7F\",\"#2AB07E\",\"#2BB17D\",\"#2CB17D\",\"#2EB27C\",\"#2FB37B\",\"#30B47A\",\"#32B57A\",\"#33B679\",\"#35B778\",\"#36B877\",\"#38B976\",\"#39B976\",\"#3BBA75\",\"#3DBB74\",\"#3EBC73\",\"#40BD72\",\"#42BE71\",\"#44BE70\",\"#45BF6F\",\"#47C06E\",\"#49C16D\",\"#4BC26C\",\"#4DC26B\",\"#4FC369\",\"#51C468\",\"#53C567\",\"#55C666\",\"#57C665\",\"#59C764\",\"#5BC862\",\"#5EC961\",\"#60C960\",\"#62CA5F\",\"#64CB5D\",\"#67CC5C\",\"#69CC5B\",\"#6BCD59\",\"#6DCE58\",\"#70CE56\",\"#72CF55\",\"#74D054\",\"#77D052\",\"#79D151\",\"#7CD24F\",\"#7ED24E\",\"#81D34C\",\"#83D34B\",\"#86D449\",\"#88D547\",\"#8BD546\",\"#8DD644\",\"#90D643\",\"#92D741\",\"#95D73F\",\"#97D83E\",\"#9AD83C\",\"#9DD93A\",\"#9FD938\",\"#A2DA37\",\"#A5DA35\",\"#A7DB33\",\"#AADB32\",\"#ADDC30\",\"#AFDC2E\",\"#B2DD2C\",\"#B5DD2B\",\"#B7DD29\",\"#BADE27\",\"#BDDE26\",\"#BFDF24\",\"#C2DF22\",\"#C5DF21\",\"#C7E01F\",\"#CAE01E\",\"#CDE01D\",\"#CFE11C\",\"#D2E11B\",\"#D4E11A\",\"#D7E219\",\"#DAE218\",\"#DCE218\",\"#DFE318\",\"#E1E318\",\"#E4E318\",\"#E7E419\",\"#E9E419\",\"#ECE41A\",\"#EEE51B\",\"#F1E51C\",\"#F3E51E\",\"#F6E61F\",\"#F8E621\",\"#FAE622\",\"#FDE724\"],\"low\":1613,\"high\":5140}}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1716\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1717\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1718\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1719\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1720\",\"attributes\":{\"axis\":{\"id\":\"p1716\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1725\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1721\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"0ddd14b6-9e9b-4ae4-84ba-75a82117f782\",\"roots\":{\"p1705\":\"a0e07d63-3c99-4365-ad6f-a31d9e2cad99\"},\"root_ids\":[\"p1705\"]}];\n", " void 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": "p1705" } }, "output_type": "display_data" } ], "source": [ "# Make values of the ECDF for each data point\n", "df['ecdf_mpg'] = df['mpg'].rank(method='first') / len(df)\n", "\n", "p = bokeh.plotting.figure(\n", " x_axis_label='mpg',\n", " y_axis_label='ECDF',\n", " **iqplot.utils._fig_dimensions({})\n", ")\n", "\n", "p.scatter(source=df, x='mpg', y='ecdf_mpg', color='markercolor')\n", "p.add_layout(color_bar, \"right\")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At any rate, much better way of plotting these two quantitative variables with a single categorical variable is with a scatter plot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"ebb487a3-8616-4e52-89ed-b29ab3d81e0f\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1758\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1759\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1760\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1767\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1768\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1765\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1799\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1790\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1791\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1792\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAPAAAAEAAAABEAAAAYAAAAGQAAABoAAAAbAAAAHAAAAB4AAAAgAAAAIQAAACIAAAAjAAAAJAAAACUAAAAmAAAAJwAAACgAAAApAAAAKgAAACsAAAAsAAAALQAAAC4AAAAvAAAAMAAAADcAAAA5AAAAOwAAADwAAAA9AAAAPgAAAD8AAABAAAAAQQAAAEIAAABDAAAARAAAAEUAAABHAAAASAAAAEkAAABKAAAATwAAAFIAAABUAAAAVQAAAFYAAABXAAAAWAAAAFkAAABaAAAAWwAAAFwAAABdAAAAXgAAAF8AAABgAAAAYQAAAGIAAABjAAAAZAAAAGYAAABnAAAAaAAAAGkAAABqAAAAbAAAAG8AAABwAAAAcgAAAHMAAAB4AAAAewAAAHwAAAB9AAAAfgAAAIAAAACCAAAAgwAAAIQAAACFAAAAhgAAAIcAAACIAAAAiQAAAIoAAACQAAAAlgAAAJcAAACYAAAAmQAAAJoAAACbAAAAnAAAAJ0AAACeAAAAnwAAAKAAAAChAAAAogAAAKMAAACkAAAApgAAAKcAAACoAAAArAAAAK4AAAC2AAAAtwAAALkAAAC6AAAAuwAAALwAAAC9AAAAvgAAAL8AAADAAAAAwQAAAMIAAADFAAAAxgAAAMcAAADIAAAAzAAAAM4AAADSAAAA0wAAANQAAADVAAAA1wAAANkAAADbAAAA3AAAAN0AAADeAAAA3wAAAOAAAADhAAAA4gAAAOMAAADkAAAA5QAAAOYAAADoAAAA6gAAAOsAAADsAAAA8wAAAPcAAAD4AAAA+QAAAPoAAAD7AAAA/AAAAP0AAAD+AAAA/wAAAAABAAABAQAAAgEAAAMBAAAEAQAABQEAAAYBAAAHAQAACAEAAAsBAAANAQAADgEAABYBAAAXAQAAGAEAABkBAAAaAQAAGwEAABwBAAAdAQAAHgEAAB8BAAAgAQAAIQEAACIBAAAlAQAAJgEAACgBAAAqAQAAKwEAACwBAAAvAQAAMAEAADEBAAAyAQAANQEAADcBAAA4AQAAOQEAADoBAABBAQAATgEAAE8BAABQAQAAUQEAAFIBAABUAQAAWgEAAFsBAABcAQAAZgEAAGcBAABoAQAAaQEAAGoBAABrAQAAbAEAAG0BAABuAQAAbwEAAHABAAB0AQAAdQEAAHwBAAB9AQAAfgEAAH8BAACBAQAAggEAAIMBAACFAQAAhgEAAIcBAAA=\"},\"shape\":[245],\"dtype\":\"int32\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[245],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"CAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAGAAAABgAAAAYAAAAGAAAACAAAAAgAAAAIAAAACAAAAAQAAAAGAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAGAAAABAAAAAYAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAABAAAAAQAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAGAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAACAAAAAgAAAAGAAAABAAAAAQAAAAGAAAACAAAAAgAAAAIAAAACAAAAAYAAAAGAAAABgAAAAQAAAAEAAAABgAAAAYAAAAGAAAACAAAAAgAAAAIAAAACAAAAAgAAAAEAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAACAAAAAgAAAAGAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAABAAAAAYAAAAEAAAABgAAAAYAAAAEAAAABAAAAAgAAAAIAAAACAAAAAgAAAAGAAAABgAAAAYAAAAGAAAABAAAAAQAAAAGAAAABgAAAAYAAAAGAAAABAAAAAgAAAAIAAAACAAAAAgAAAAIAAAABAAAAAQAAAAIAAAACAAAAAgAAAAIAAAABgAAAAYAAAAGAAAABgAAAAgAAAAIAAAACAAAAAgAAAAEAAAABAAAAAQAAAAEAAAABAAAAAgAAAAIAAAACAAAAAYAAAAGAAAABgAAAAQAAAAGAAAABgAAAAYAAAAGAAAABgAAAAYAAAAIAAAABgAAAAgAAAAIAAAABAAAAAQAAAAEAAAABAAAAAYAAAAGAAAABAAAAAYAAAAGAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAEAAAABAAAAAgAAAAIAAAABAAAAAQAAAAEAAAABgAAAAYAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAAEAAAABAAAAAQAAAAEAAAABgAAAAQAAAAEAAAABAAAAAQAAAAEAAAABgAAAAgAAAAGAAAABgAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAAGAAAABAAAAAYAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAA=\"},\"shape\":[245],\"dtype\":\"int32\",\"order\":\"little\"}],[\"displ\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[245],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ggAAAKUAAACWAAAAlgAAAIwAAADGAAAA3AAAANcAAADhAAAAvgAAAKoAAACgAAAAlgAAAOEAAABfAAAAYQAAAFUAAABaAAAA1wAAAMgAAADSAAAAwQAAAFoAAABkAAAAaQAAAGQAAABYAAAAZAAAAKUAAACvAAAAmQAAAJYAAAC0AAAAqgAAAK8AAABuAAAASAAAAGQAAABYAAAAVgAAAEYAAABQAAAAWgAAAFYAAAClAAAArwAAAJYAAACZAAAAlgAAANAAAACbAAAAoAAAAL4AAACWAAAAggAAAIwAAACWAAAAVgAAAFAAAACvAAAAlgAAAJEAAACJAAAAlgAAAMYAAACWAAAAngAAAJYAAADXAAAA4QAAAK8AAABpAAAAZAAAAGQAAABYAAAAXwAAAJYAAACnAAAAqgAAALQAAABkAAAASAAAAFUAAABrAAAAkQAAAOYAAACWAAAAtAAAAF8AAABkAAAAZAAAAFAAAABLAAAAZAAAAG4AAABpAAAAjAAAAJYAAACWAAAAjAAAAJYAAABLAAAAXwAAAGkAAABIAAAASAAAAKoAAACRAAAAlgAAAJQAAABuAAAAaQAAAG4AAABfAAAAbgAAAG4AAACBAAAAUwAAAGQAAABOAAAAYQAAAFoAAABcAAAATwAAAIwAAACWAAAAeAAAAJgAAABkAAAAaQAAAFEAAABaAAAANAAAADwAAABkAAAATgAAAG4AAABfAAAASAAAAJYAAAC0AAAAkQAAAIIAAACWAAAAUAAAAGAAAACRAAAAbgAAAJEAAACCAAAAbgAAAGkAAABkAAAAYgAAALQAAACqAAAAvgAAAJUAAABYAAAAWQAAAD8AAABTAAAAQgAAAG4AAACMAAAAiwAAAGkAAABfAAAAVQAAAFgAAABkAAAAWgAAAGkAAABVAAAAbgAAAHgAAACRAAAApQAAAIsAAACMAAAARAAAAEsAAABpAAAAVQAAAHMAAABVAAAAWAAAAFoAAABuAAAAggAAAIEAAACKAAAAhwAAAJsAAACOAAAAfQAAAJYAAABQAAAAUAAAAH0AAABaAAAARgAAAEYAAABaAAAAcwAAAHMAAABaAAAARgAAAFoAAABYAAAAWgAAAFoAAABpAAAAVAAAAFQAAABcAAAAbgAAAFQAAABAAAAAPwAAAEEAAABBAAAAbgAAAGkAAABYAAAAVQAAAFgAAABYAAAAWAAAAFUAAABUAAAAWgAAAFwAAAA/AAAARgAAAG4AAABVAAAAXAAAAHAAAABUAAAAWgAAAFYAAABUAAAATwAAAFIAAAA=\"},\"shape\":[245],\"dtype\":\"int32\",\"order\":\"little\"}],[\"weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[245],\"dtype\":\"int32\",\"order\":\"little\"}],[\"accel\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[245],\"dtype\":\"float64\",\"order\":\"little\"}],[\"yr\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[245],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\"],\"shape\":[245],\"dtype\":\"object\",\"order\":\"little\"}],[\"name\",{\"type\":\"ndarray\",\"array\":[\"chevrolet chevelle malibu\",\"buick skylark 320\",\"plymouth satellite\",\"amc rebel sst\",\"ford torino\",\"ford galaxie 500\",\"chevrolet impala\",\"plymouth fury iii\",\"pontiac catalina\",\"amc ambassador dpl\",\"dodge challenger se\",\"plymouth 'cuda 340\",\"chevrolet monte carlo\",\"buick estate wagon (sw)\",\"plymouth duster\",\"amc hornet\",\"ford maverick\",\"amc gremlin\",\"ford f250\",\"chevy c20\",\"dodge d200\",\"hi 1200d\",\"chevrolet vega 2300\",\"amc gremlin\",\"plymouth satellite custom\",\"chevrolet chevelle malibu\",\"ford torino 500\",\"amc matador\",\"chevrolet impala\",\"pontiac catalina brougham\",\"ford galaxie 500\",\"plymouth fury iii\",\"dodge monaco (sw)\",\"ford country squire (sw)\",\"pontiac safari (sw)\",\"amc hornet sportabout (sw)\",\"chevrolet vega (sw)\",\"pontiac firebird\",\"ford mustang\",\"mercury capri 2000\",\"plymouth cricket\",\"dodge colt hardtop\",\"chevrolet vega\",\"ford pinto runabout\",\"chevrolet impala\",\"pontiac catalina\",\"plymouth fury iii\",\"ford galaxie 500\",\"amc ambassador sst\",\"mercury marquis\",\"buick lesabre custom\",\"oldsmobile delta 88 royale\",\"chrysler newport royal\",\"amc matador (sw)\",\"chevrolet chevelle concours (sw)\",\"ford gran torino (sw)\",\"plymouth satellite custom (sw)\",\"ford pinto (sw)\",\"dodge colt (sw)\",\"buick century 350\",\"amc matador\",\"chevrolet malibu\",\"ford gran torino\",\"dodge coronet custom\",\"mercury marquis brougham\",\"chevrolet caprice classic\",\"ford ltd\",\"plymouth fury gran sedan\",\"chrysler new yorker brougham\",\"buick electra 225 custom\",\"amc ambassador brougham\",\"plymouth valiant\",\"chevrolet nova custom\",\"amc hornet\",\"ford maverick\",\"plymouth duster\",\"chevrolet impala\",\"ford country\",\"plymouth custom suburb\",\"oldsmobile vista cruiser\",\"amc gremlin\",\"chevrolet vega\",\"ford pinto\",\"mercury capri v6\",\"chevrolet monte carlo s\",\"pontiac grand prix\",\"dodge dart custom\",\"oldsmobile omega\",\"plymouth duster\",\"amc hornet\",\"chevrolet nova\",\"ford pinto\",\"chevrolet vega\",\"chevrolet chevelle malibu classic\",\"amc matador\",\"plymouth satellite sebring\",\"ford gran torino\",\"buick century luxus (sw)\",\"dodge coronet custom (sw)\",\"ford gran torino (sw)\",\"amc matador (sw)\",\"dodge colt\",\"plymouth valiant custom\",\"chevrolet nova\",\"mercury monarch\",\"ford maverick\",\"pontiac catalina\",\"chevrolet bel air\",\"plymouth grand fury\",\"ford ltd\",\"buick century\",\"chevroelt chevelle malibu\",\"amc matador\",\"plymouth fury\",\"buick skyhawk\",\"chevrolet monza 2+2\",\"ford mustang ii\",\"ford pinto\",\"amc gremlin\",\"pontiac astro\",\"ford pinto\",\"amc pacer\",\"capri ii\",\"dodge colt\",\"chevrolet chevelle malibu classic\",\"dodge coronet brougham\",\"amc matador\",\"ford gran torino\",\"plymouth valiant\",\"chevrolet nova\",\"ford maverick\",\"amc hornet\",\"chevrolet chevette\",\"chevrolet woody\",\"dodge aspen se\",\"ford granada ghia\",\"pontiac ventura sj\",\"amc pacer d/l\",\"ford pinto\",\"plymouth volare premier v8\",\"cadillac seville\",\"chevy c10\",\"ford f108\",\"dodge d100\",\"buick opel isuzu deluxe\",\"plymouth arrow gs\",\"chevrolet caprice classic\",\"oldsmobile cutlass supreme\",\"dodge monaco brougham\",\"mercury cougar brougham\",\"chevrolet concours\",\"buick skylark\",\"plymouth volare custom\",\"ford granada\",\"pontiac grand prix lj\",\"chevrolet monte carlo landau\",\"chrysler cordoba\",\"ford thunderbird\",\"pontiac sunbird coupe\",\"ford mustang ii 2+2\",\"chevrolet chevette\",\"dodge colt m/m\",\"ford fiesta\",\"oldsmobile cutlass salon brougham\",\"dodge diplomat\",\"mercury monarch ghia\",\"pontiac phoenix lj\",\"chevrolet malibu\",\"ford fairmont (auto)\",\"ford fairmont (man)\",\"plymouth volare\",\"amc concord\",\"buick century special\",\"mercury zephyr\",\"dodge aspen\",\"amc concord d/l\",\"chevrolet monte carlo landau\",\"buick regal sport coupe (turbo)\",\"ford futura\",\"dodge magnum xe\",\"chevrolet chevette\",\"dodge omni\",\"plymouth sapporo\",\"oldsmobile starfire sx\",\"pontiac lemans v6\",\"mercury zephyr 6\",\"ford fairmont 4\",\"amc concord dl 6\",\"dodge aspen 6\",\"chevrolet caprice classic\",\"ford ltd landau\",\"mercury grand marquis\",\"dodge st. regis\",\"buick estate wagon (sw)\",\"ford country squire (sw)\",\"chevrolet malibu classic (sw)\",\"chrysler lebaron town @ country (sw)\",\"dodge colt hatchback custom\",\"amc spirit dl\",\"cadillac eldorado\",\"oldsmobile cutlass salon brougham\",\"plymouth horizon\",\"plymouth horizon tc3\",\"buick skylark limited\",\"chevrolet citation\",\"oldsmobile omega brougham\",\"pontiac phoenix\",\"chevrolet chevette\",\"chevrolet citation\",\"ford fairmont\",\"amc concord\",\"dodge aspen\",\"dodge colt\",\"plymouth reliant\",\"buick skylark\",\"dodge aries wagon (sw)\",\"chevrolet citation\",\"plymouth reliant\",\"plymouth champ\",\"plymouth horizon 4\",\"ford escort 4w\",\"ford escort 2h\",\"buick century\",\"oldsmobile cutlass ls\",\"ford granada gl\",\"chrysler lebaron salon\",\"chevrolet cavalier\",\"chevrolet cavalier wagon\",\"chevrolet cavalier 2-door\",\"pontiac j2000 se hatchback\",\"dodge aries se\",\"pontiac phoenix\",\"ford fairmont futura\",\"plymouth horizon miser\",\"mercury lynx l\",\"buick century limited\",\"oldsmobile cutlass ciera (diesel)\",\"chrysler lebaron medallion\",\"ford granada l\",\"dodge charger 2.2\",\"chevrolet camaro\",\"ford mustang gl\",\"dodge rampage\",\"ford ranger\",\"chevy s-10\"],\"shape\":[245],\"dtype\":\"object\",\"order\":\"little\"}],[\"mfr\",{\"type\":\"ndarray\",\"array\":[\"chevrolet\",\"buick\",\"plymouth\",\"amc\",\"ford\",\"ford\",\"chevrolet\",\"plymouth\",\"pontiac\",\"amc\",\"dodge\",\"plymouth\",\"chevrolet\",\"buick\",\"plymouth\",\"amc\",\"ford\",\"amc\",\"ford\",\"chevrolet\",\"dodge\",\"hi\",\"chevrolet\",\"amc\",\"plymouth\",\"chevrolet\",\"ford\",\"amc\",\"chevrolet\",\"pontiac\",\"ford\",\"plymouth\",\"dodge\",\"ford\",\"pontiac\",\"amc\",\"chevrolet\",\"pontiac\",\"ford\",\"mercury\",\"plymouth\",\"dodge\",\"chevrolet\",\"ford\",\"chevrolet\",\"pontiac\",\"plymouth\",\"ford\",\"amc\",\"mercury\",\"buick\",\"oldsmobile\",\"chrysler\",\"amc\",\"chevrolet\",\"ford\",\"plymouth\",\"ford\",\"dodge\",\"buick\",\"amc\",\"chevrolet\",\"ford\",\"dodge\",\"mercury\",\"chevrolet\",\"ford\",\"plymouth\",\"chrysler\",\"buick\",\"amc\",\"plymouth\",\"chevrolet\",\"amc\",\"ford\",\"plymouth\",\"chevrolet\",\"ford\",\"plymouth\",\"oldsmobile\",\"amc\",\"chevrolet\",\"ford\",\"mercury\",\"chevrolet\",\"pontiac\",\"dodge\",\"oldsmobile\",\"plymouth\",\"amc\",\"chevrolet\",\"ford\",\"chevrolet\",\"chevrolet\",\"amc\",\"plymouth\",\"ford\",\"buick\",\"dodge\",\"ford\",\"amc\",\"dodge\",\"plymouth\",\"chevrolet\",\"mercury\",\"ford\",\"pontiac\",\"chevrolet\",\"plymouth\",\"ford\",\"buick\",\"chevrolet\",\"amc\",\"plymouth\",\"buick\",\"chevrolet\",\"ford\",\"ford\",\"amc\",\"pontiac\",\"ford\",\"amc\",\"capri\",\"dodge\",\"chevrolet\",\"dodge\",\"amc\",\"ford\",\"plymouth\",\"chevrolet\",\"ford\",\"amc\",\"chevrolet\",\"chevrolet\",\"dodge\",\"ford\",\"pontiac\",\"amc\",\"ford\",\"plymouth\",\"cadillac\",\"chevrolet\",\"ford\",\"dodge\",\"buick\",\"plymouth\",\"chevrolet\",\"oldsmobile\",\"dodge\",\"mercury\",\"chevrolet\",\"buick\",\"plymouth\",\"ford\",\"pontiac\",\"chevrolet\",\"chrysler\",\"ford\",\"pontiac\",\"ford\",\"chevrolet\",\"dodge\",\"ford\",\"oldsmobile\",\"dodge\",\"mercury\",\"pontiac\",\"chevrolet\",\"ford\",\"ford\",\"plymouth\",\"amc\",\"buick\",\"mercury\",\"dodge\",\"amc\",\"chevrolet\",\"buick\",\"ford\",\"dodge\",\"chevrolet\",\"dodge\",\"plymouth\",\"oldsmobile\",\"pontiac\",\"mercury\",\"ford\",\"amc\",\"dodge\",\"chevrolet\",\"ford\",\"mercury\",\"dodge\",\"buick\",\"ford\",\"chevrolet\",\"chrysler\",\"dodge\",\"amc\",\"cadillac\",\"oldsmobile\",\"plymouth\",\"plymouth\",\"buick\",\"chevrolet\",\"oldsmobile\",\"pontiac\",\"chevrolet\",\"chevrolet\",\"ford\",\"amc\",\"dodge\",\"dodge\",\"plymouth\",\"buick\",\"dodge\",\"chevrolet\",\"plymouth\",\"plymouth\",\"plymouth\",\"ford\",\"ford\",\"buick\",\"oldsmobile\",\"ford\",\"chrysler\",\"chevrolet\",\"chevrolet\",\"chevrolet\",\"pontiac\",\"dodge\",\"pontiac\",\"ford\",\"plymouth\",\"mercury\",\"buick\",\"oldsmobile\",\"chrysler\",\"ford\",\"dodge\",\"chevrolet\",\"ford\",\"dodge\",\"ford\",\"chevrolet\"],\"shape\":[245],\"dtype\":\"object\",\"order\":\"little\"}],[\"markercolor\",{\"type\":\"ndarray\",\"array\":[\"#1E998A\",\"#21A685\",\"#1F948B\",\"#1F948B\",\"#1F958B\",\"#6BCD59\",\"#6DCE58\",\"#67CC5C\",\"#79D151\",\"#2BB17D\",\"#1E9D88\",\"#1EA087\",\"#24AA82\",\"#277C8E\",\"#2F6A8D\",\"#31668D\",\"#37588C\",\"#355D8C\",\"#9DD93A\",\"#72CF55\",\"#72CF55\",\"#B5DD2B\",\"#423E85\",\"#355C8C\",\"#1F958B\",\"#218D8C\",\"#228B8D\",\"#228A8D\",\"#57C665\",\"#81D34C\",\"#4FC369\",\"#45BF6F\",\"#DFE318\",\"#B7DD29\",\"#FDE724\",\"#2B748E\",\"#3D4A89\",\"#22898D\",\"#26808E\",\"#433B83\",\"#482273\",\"#45327F\",\"#3D4A89\",\"#433B83\",\"#60C960\",\"#72CF55\",\"#4BC26C\",\"#4BC26C\",\"#20A585\",\"#A2DA37\",\"#88D547\",\"#81D34C\",\"#79D151\",\"#2FB37B\",\"#47C06E\",\"#64CB5D\",\"#44BE70\",\"#3E4989\",\"#453681\",\"#47C06E\",\"#20A585\",\"#39B976\",\"#3EBC73\",\"#25AB81\",\"#DFE318\",\"#81D34C\",\"#70CE56\",\"#5BC862\",\"#B5DD2B\",\"#DFE318\",\"#28AE7F\",\"#277E8E\",\"#22898D\",\"#2B738E\",\"#29788E\",\"#2C708E\",\"#E7E419\",\"#D4E11A\",\"#A5DA35\",\"#88D547\",\"#30678D\",\"#3D4A89\",\"#414286\",\"#3B508A\",\"#44BE70\",\"#62CA5F\",\"#1F928C\",\"#20A485\",\"#277D8E\",\"#2D6F8E\",\"#218D8C\",\"#3C4E8A\",\"#39558B\",\"#25AB81\",\"#1FA286\",\"#1EA087\",\"#4DC26B\",\"#ADDC30\",\"#81D34C\",\"#A2DA37\",\"#5EC961\",\"#45327F\",\"#23898D\",\"#1F968B\",\"#1F948B\",\"#26818E\",\"#A7DB33\",\"#7CD24F\",\"#88D547\",\"#A5DA35\",\"#30B47A\",\"#2FB37B\",\"#23A883\",\"#26AC81\",\"#29798E\",\"#24868D\",\"#25828E\",\"#355C8C\",\"#2C708E\",\"#37598C\",\"#2A758E\",\"#24858D\",\"#38578C\",\"#423D84\",\"#57C665\",\"#53C567\",\"#36B877\",\"#57C665\",\"#23878D\",\"#218E8C\",\"#2A778E\",\"#277C8E\",\"#472A79\",\"#453681\",\"#1FA386\",\"#1E9D88\",\"#1FA386\",\"#24848D\",\"#38578C\",\"#33B679\",\"#72CF55\",\"#40BD72\",\"#2CB17D\",\"#24AA82\",\"#453580\",\"#414286\",\"#2EB27C\",\"#42BE71\",\"#4DC26B\",\"#64CB5D\",\"#1E998A\",\"#1F948B\",\"#1FA187\",\"#1E9A89\",\"#57C665\",\"#4FC369\",\"#69CC5B\",\"#6BCD59\",\"#31648D\",\"#31658D\",\"#472B7A\",\"#462D7C\",\"#471466\",\"#208F8C\",\"#23A883\",\"#1E9D88\",\"#1E9B89\",\"#26818E\",\"#2B748E\",\"#32628D\",\"#1F948B\",\"#24858D\",\"#20908C\",\"#287B8E\",\"#1FA187\",\"#1F928C\",\"#1F948B\",\"#1F958B\",\"#24858D\",\"#44BE70\",\"#453580\",\"#433B83\",\"#31648D\",\"#2E6C8E\",\"#23878D\",\"#2A768E\",\"#2D6F8E\",\"#23898D\",\"#208F8C\",\"#2AB07E\",\"#22A784\",\"#35B778\",\"#29AF7F\",\"#70CE56\",\"#40BD72\",\"#1EA087\",\"#33B679\",\"#482071\",\"#345F8D\",\"#2FB37B\",\"#1F938B\",\"#443982\",\"#453580\",\"#345F8D\",\"#37598C\",\"#33618D\",\"#38568B\",\"#46317E\",\"#345F8D\",\"#2E6D8E\",\"#2A778E\",\"#20908C\",\"#30688D\",\"#3B518A\",\"#355C8C\",\"#365B8C\",\"#32638D\",\"#3E4989\",\"#481C6E\",\"#433A83\",\"#472B7A\",\"#3E4888\",\"#1F938B\",\"#22A784\",\"#287A8E\",\"#1F968B\",\"#365A8C\",\"#355C8C\",\"#3E4989\",\"#37588C\",\"#39548B\",\"#32638D\",\"#2E6D8E\",\"#45327F\",\"#45327F\",\"#2B738E\",\"#29788E\",\"#37588C\",\"#2E6B8E\",\"#3E4888\",\"#2B738E\",\"#30678D\",\"#414186\",\"#365B8C\",\"#32628D\"],\"shape\":[245],\"dtype\":\"object\",\"order\":\"little\"}],[\"ecdf_mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[245],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1800\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1801\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1796\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1797\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"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_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1798\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"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_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1813\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1804\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1805\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1806\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DgAAABIAAAAdAAAAHwAAADQAAAA1AAAAOAAAAEYAAABQAAAAUQAAAFMAAABrAAAAbQAAAG4AAAB6AAAAfwAAAIEAAACOAAAAjwAAAJMAAACUAAAApQAAAKkAAACrAAAAswAAAMQAAADKAAAAywAAANAAAADWAAAA2gAAAOkAAADtAAAA7wAAAPEAAAD0AAAA9QAAAPYAAAAJAQAACgEAAAwBAAAPAQAAFQEAACQBAAAtAQAANAEAADYBAAA8AQAAPQEAAD4BAAA/AQAAQAEAAEIBAABHAQAASAEAAEoBAABLAQAATQEAAFMBAABVAQAAVgEAAFcBAABYAQAAWQEAAF4BAABfAQAAYAEAAGEBAABkAQAAZQEAAHIBAABzAQAAdgEAAHcBAAB4AQAAeQEAAHoBAAB7AQAAgAEAAA==\"},\"shape\":[79],\"dtype\":\"int32\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[79],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAMAAAAEAAAABAAAAAQAAAAEAAAABAAAAAMAAAAGAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAAEAAAABAAAAAQAAAAEAAAABgAAAAMAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAADAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAGAAAABgAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAA==\"},\"shape\":[79],\"dtype\":\"int32\",\"order\":\"little\"}],[\"displ\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[79],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XwAAAFgAAABYAAAAXwAAAEEAAABFAAAAXwAAAGEAAABcAAAAYQAAAFgAAABYAAAAXgAAAFoAAAB6AAAAQwAAAEEAAAA0AAAAPQAAAGEAAABdAAAASwAAAGAAAABhAAAANQAAADUAAABGAAAASwAAAGwAAABEAAAARgAAAEsAAABDAAAAYQAAAG4AAAA0AAAARgAAADwAAABfAAAAYQAAAF8AAABhAAAARAAAAEEAAABBAAAAPAAAAEEAAABaAAAASwAAAFwAAABLAAAAQQAAAEEAAABDAAAAQwAAAIQAAABkAAAASAAAADoAAAA8AAAAQwAAAEEAAAA+AAAARAAAAEsAAABLAAAAZAAAAEoAAAB0AAAAeAAAAEQAAABEAAAAWAAAAEsAAABGAAAAQwAAAEMAAABDAAAAYAAAAA==\"},\"shape\":[79],\"dtype\":\"int32\",\"order\":\"little\"}],[\"weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RAkAAFIIAABSCAAAtAgAAO0GAABNBgAA5ggAABoJAADwCAAAygkAADQIAADnCAAASwkAAEwIAAD3CgAAngcAACwHAABxBgAA0wcAALkJAABXCQAAewgAAI4KAADxCQAAAwcAAAMHAADGBwAAawgAAHILAAD9BwAAmQcAANkIAADBBwAA/woAAKAKAADBBwAAFggAAAgHAAAACgAA/AgAANMJAABlCQAAVwgAALcHAADkBwAAsAcAAOMHAACXCgAA7gkAAIIJAADZCAAAPggAAD4IAAA6BwAAYQgAAF4LAAB0CQAA8ggAANsGAADgBgAAEQgAALcHAAACCAAAwQcAAKIIAAAuCQAANwoAAEsKAABUCwAAcgsAAOkHAACyBwAAcAgAAJ0IAADFCAAArQcAAK0HAADLBwAAaQoAAA==\"},\"shape\":[79],\"dtype\":\"int32\",\"order\":\"little\"}],[\"accel\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[79],\"dtype\":\"float64\",\"order\":\"little\"}],[\"yr\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAEYAAABHAAAARwAAAEcAAABHAAAASAAAAEgAAABIAAAASAAAAEgAAABJAAAASQAAAEkAAABJAAAASgAAAEoAAABKAAAASgAAAEoAAABKAAAASwAAAEsAAABLAAAASwAAAEwAAABMAAAATAAAAEwAAABNAAAATQAAAE0AAABNAAAATQAAAE0AAABOAAAATgAAAE4AAABOAAAATgAAAE4AAABOAAAATgAAAE8AAABPAAAAUAAAAFAAAABQAAAAUAAAAFAAAABQAAAAUAAAAFAAAABQAAAAUAAAAFAAAABQAAAAUAAAAFEAAABRAAAAUQAAAFEAAABRAAAAUQAAAFEAAABRAAAAUQAAAFEAAABRAAAAUQAAAFIAAABSAAAAUgAAAFIAAABSAAAAUgAAAFIAAABSAAAAUgAAAA==\"},\"shape\":[79],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\"],\"shape\":[79],\"dtype\":\"object\",\"order\":\"little\"}],[\"name\",{\"type\":\"ndarray\",\"array\":[\"toyota corona mark ii\",\"datsun pl510\",\"datsun pl510\",\"toyota corona\",\"toyota corolla 1200\",\"datsun 1200\",\"toyota corona hardtop\",\"mazda rx2 coupe\",\"datsun 510 (sw)\",\"toyouta corona mark ii (sw)\",\"toyota corolla 1600 (sw)\",\"toyota carina\",\"datsun 610\",\"maxda rx3\",\"toyota mark ii\",\"datsun b210\",\"toyota corolla 1200\",\"toyota corona\",\"datsun 710\",\"honda civic\",\"subaru\",\"toyota corolla\",\"toyota corona\",\"datsun 710\",\"honda civic cvcc\",\"honda civic\",\"datsun b-210\",\"toyota corolla\",\"toyota mark ii\",\"honda accord cvcc\",\"datsun f-10 hatchback\",\"toyota corolla liftback\",\"subaru dl\",\"datsun 810\",\"mazda rx-4\",\"mazda glc deluxe\",\"datsun b210 gx\",\"honda civic cvcc\",\"toyota corona\",\"datsun 510\",\"toyota celica gt liftback\",\"datsun 200-sx\",\"honda accord lx\",\"maxda glc deluxe\",\"datsun 210\",\"toyota corolla tercel\",\"datsun 310\",\"toyota corona liftback\",\"mazda 626\",\"datsun 510 hatchback\",\"toyota corolla\",\"mazda glc\",\"datsun 210\",\"honda civic 1500 gl\",\"subaru dl\",\"datsun 280-zx\",\"mazda rx-7 gs\",\"honda accord\",\"toyota starlet\",\"honda civic 1300\",\"subaru\",\"datsun 210 mpg\",\"toyota tercel\",\"mazda glc 4\",\"honda prelude\",\"toyota corolla\",\"datsun 200sx\",\"mazda 626\",\"toyota cressida\",\"datsun 810 maxima\",\"mazda glc custom l\",\"mazda glc custom\",\"nissan stanza xe\",\"honda accord\",\"toyota corolla\",\"honda civic\",\"honda civic (auto)\",\"datsun 310 gx\",\"toyota celica gt\"],\"shape\":[79],\"dtype\":\"object\",\"order\":\"little\"}],[\"mfr\",{\"type\":\"ndarray\",\"array\":[\"toyota\",\"datsun\",\"datsun\",\"toyota\",\"toyota\",\"datsun\",\"toyota\",\"mazda\",\"datsun\",\"toyota\",\"toyota\",\"toyota\",\"datsun\",\"mazda\",\"toyota\",\"datsun\",\"toyota\",\"toyota\",\"datsun\",\"honda\",\"subaru\",\"toyota\",\"toyota\",\"datsun\",\"honda\",\"honda\",\"datsun\",\"toyota\",\"toyota\",\"honda\",\"datsun\",\"toyota\",\"subaru\",\"datsun\",\"mazda\",\"mazda\",\"datsun\",\"honda\",\"toyota\",\"datsun\",\"toyota\",\"datsun\",\"honda\",\"mazda\",\"datsun\",\"toyota\",\"datsun\",\"toyota\",\"mazda\",\"datsun\",\"toyota\",\"mazda\",\"datsun\",\"honda\",\"subaru\",\"datsun\",\"mazda\",\"honda\",\"toyota\",\"honda\",\"subaru\",\"datsun\",\"toyota\",\"mazda\",\"honda\",\"toyota\",\"datsun\",\"mazda\",\"toyota\",\"datsun\",\"mazda\",\"mazda\",\"nissan\",\"honda\",\"toyota\",\"honda\",\"honda\",\"datsun\",\"toyota\"],\"shape\":[79],\"dtype\":\"object\",\"order\":\"little\"}],[\"markercolor\",{\"type\":\"ndarray\",\"array\":[\"#3E4888\",\"#45327F\",\"#45327F\",\"#433B83\",\"#471163\",\"#440154\",\"#424085\",\"#404487\",\"#414186\",\"#3A538B\",\"#46307D\",\"#424085\",\"#3E4888\",\"#45327F\",\"#2F698D\",\"#482273\",\"#47186A\",\"#440357\",\"#472777\",\"#3B518A\",\"#3E4989\",\"#453681\",\"#33618D\",\"#39558B\",\"#471466\",\"#471466\",\"#472676\",\"#453580\",\"#2C718E\",\"#472B7A\",\"#482273\",\"#423E85\",\"#472676\",\"#2F698D\",\"#32628D\",\"#472676\",\"#462D7C\",\"#471466\",\"#38578C\",\"#414286\",\"#3A538B\",\"#3D4A89\",\"#45347F\",\"#472575\",\"#472878\",\"#482374\",\"#472878\",\"#32628D\",\"#39558B\",\"#3D4C89\",\"#423E85\",\"#46317E\",\"#46317E\",\"#48196B\",\"#45347F\",\"#2C708E\",\"#3D4B89\",\"#414186\",\"#470F62\",\"#470F62\",\"#472C7B\",\"#472575\",\"#472B7A\",\"#472676\",\"#433A83\",\"#3F4587\",\"#365B8C\",\"#355C8C\",\"#2D6F8E\",\"#2C718E\",\"#472A79\",\"#472575\",\"#453580\",\"#433A83\",\"#423D84\",\"#482374\",\"#482374\",\"#472676\",\"#345E8D\"],\"shape\":[79],\"dtype\":\"object\",\"order\":\"little\"}],[\"ecdf_mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[79],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1814\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1815\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1810\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1811\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1812\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1826\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1817\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1818\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1819\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EwAAABQAAAAVAAAAFgAAABcAAAAxAAAAMgAAADMAAAA2AAAAOgAAAEsAAABMAAAATQAAAE4AAABlAAAAcQAAAHQAAAB1AAAAdgAAAHcAAAB5AAAAiwAAAIwAAACNAAAAkQAAAJIAAACVAAAAqgAAAK0AAACvAAAAsAAAALEAAACyAAAAtAAAALUAAAC4AAAAwwAAAMkAAADNAAAAzwAAANEAAADYAAAA5wAAAO4AAADwAAAA8gAAABABAAARAQAAEgEAABMBAAAUAQAAIwEAACcBAAApAQAALgEAADMBAAA7AQAAQwEAAEQBAABFAQAARgEAAEkBAABMAQAAXQEAAGIBAABjAQAAcQEAAIQBAAA=\"},\"shape\":[68],\"dtype\":\"int32\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAOkAAAAAAAAA5QAAAAAAAADhAAAAAAAAAOUAAAAAAAAA6QAAAAAAAADxAAAAAAAAAPkAAAAAAAAA+QAAAAAAAADtAAAAAAAAAN0AAAAAAAAAyQAAAAAAAADZAAAAAAAAANUAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA9QAAAAAAAADhAAAAAAAAANEAAAAAAAAAzQAAAAAAAADhAAAAAAAAAPUAAAAAAAAA6QAAAAAAAADpAAAAAAAAAOEAAAAAAAAA6QAAAAAAAAD9AAAAAAAAAOUAAAAAAAAA9QAAAAAAAADdAAAAAAAAAN0AAAAAAAAA2QAAAAAAAADlAAAAAAAAAPEAAAAAAAAA5QAAAAAAAADtAAAAAAAAAPUAAAAAAAIA9QAAAAAAAADRAAAAAAAAAM0AAAAAAAIAwQAAAAAAAAEJAAAAAAAAAPUAAAAAAAIA+QAAAAAAAgDVAzczMzMyMRUDNzMzMzEw0QAAAAAAAADFAmpmZmZmZNUAzMzMzMzMwQAAAAAAAgD9AZmZmZmbmP0BmZmZmZmY5QDMzMzMzMztAZmZmZmamQkAAAAAAAMBEQGZmZmZmJkFAZmZmZmYmRkAzMzMzM7NFQDMzMzMzM0JAAAAAAAAAPkDNzMzMzMw9QAAAAAAAgEFAAAAAAACAQECamZmZmRk8QDMzMzMzsz5AAAAAAAAAQkAAAAAAAABGQA==\"},\"shape\":[68],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAYAAAAEAAAABAAAAAQAAAAEAAAABAAAAAUAAAAGAAAABAAAAAYAAAAEAAAABAAAAAUAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAFAAAABAAAAAQAAAAEAAAABAAAAAQAAAAGAAAABAAAAAQAAAA=\"},\"shape\":[68],\"dtype\":\"int32\",\"order\":\"little\"}],[\"displ\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[68],\"dtype\":\"float64\",\"order\":\"little\"}],[\"hp\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LgAAAFcAAABaAAAAXwAAAHEAAABaAAAARgAAAEwAAAA8AAAANgAAAHAAAABMAAAAVwAAAEUAAAAuAAAAWgAAADEAAABLAAAAWwAAAHAAAABuAAAAUwAAAEMAAABOAAAASwAAAEsAAABDAAAARwAAAEYAAABfAAAAWAAAAGIAAABzAAAAVgAAAFEAAABTAAAARgAAAEcAAABmAAAAWAAAAHgAAAA6AAAATgAAAE4AAABuAAAAMAAAAGcAAAB9AAAAcwAAAIUAAABHAAAARwAAAE0AAABHAAAARQAAAEwAAABOAAAAMAAAADAAAABDAAAAQwAAAD4AAABYAAAASgAAAFAAAABMAAAASgAAADQAAAA=\"},\"shape\":[68],\"dtype\":\"int32\",\"order\":\"little\"}],[\"weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KwcAAHAKAAB+CQAARwkAALoIAABLCAAAGggAABEIAAAqBwAAzggAAHULAADPCQAAowsAAI0IAACeBwAA2QgAAEsHAABuCAAAFgoAADQLAABkCgAAqwgAAKsHAAD8CAAAPAgAAMYIAADQBwAArwgAAJEHAACGCgAAjQsAAIELAABvCgAAoAkAAKwIAACaCAAAkQcAACEHAABODAAAxgwAAOwOAAAhBwAAlAcAAI4IAAAoCgAAwQcAAA4LAABEDAAA6woAAFINAADGBwAAhQcAAMoNAAB2DAAAUggAAGAIAACMCAAAJQgAAB8JAACGCwAAsgwAADUHAADECQAAjggAAJ4MAABYDAAAvAcAAFIIAAA=\"},\"shape\":[68],\"dtype\":\"int32\",\"order\":\"little\"}],[\"accel\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[68],\"dtype\":\"float64\",\"order\":\"little\"}],[\"yr\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAEYAAABGAAAARgAAAEYAAABHAAAARwAAAEcAAABHAAAASAAAAEgAAABIAAAASAAAAEgAAABJAAAASQAAAEkAAABJAAAASQAAAEkAAABJAAAASgAAAEoAAABKAAAASgAAAEoAAABKAAAASwAAAEsAAABLAAAASwAAAEsAAABLAAAATAAAAEwAAABMAAAATAAAAEwAAABMAAAATAAAAEwAAABNAAAATQAAAE0AAABNAAAATgAAAE4AAABOAAAATgAAAE4AAABOAAAATwAAAE8AAABPAAAATwAAAFAAAABQAAAAUAAAAFAAAABQAAAAUAAAAFAAAABQAAAAUQAAAFEAAABRAAAAUgAAAFIAAAA=\"},\"shape\":[68],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\"],\"shape\":[68],\"dtype\":\"object\",\"order\":\"little\"}],[\"name\",{\"type\":\"ndarray\",\"array\":[\"volkswagen 1131 deluxe sedan\",\"peugeot 504\",\"audi 100 ls\",\"saab 99e\",\"bmw 2002\",\"opel 1900\",\"peugeot 304\",\"fiat 124b\",\"volkswagen model 111\",\"volkswagen type 3\",\"volvo 145e (sw)\",\"volkswagen 411 (sw)\",\"peugeot 504 (sw)\",\"renault 12 (sw)\",\"volkswagen super beetle\",\"fiat 124 sport coupe\",\"fiat 128\",\"opel manta\",\"audi 100ls\",\"volvo 144ea\",\"saab 99le\",\"audi fox\",\"volkswagen dasher\",\"opel manta\",\"fiat 128\",\"fiat 124 tc\",\"fiat x1.9\",\"volkswagen dasher\",\"volkswagen rabbit\",\"audi 100ls\",\"peugeot 504\",\"volvo 244dl\",\"saab 99le\",\"fiat 131\",\"opel 1900\",\"renault 12tl\",\"vw rabbit\",\"volkswagen rabbit\",\"volvo 245\",\"peugeot 504\",\"mercedes-benz 280s\",\"renault 5 gtl\",\"volkswagen rabbit custom\",\"volkswagen dasher\",\"bmw 320i\",\"volkswagen rabbit custom diesel\",\"audi 5000\",\"volvo 264gl\",\"saab 99gle\",\"peugeot 604sl\",\"volkswagen scirocco\",\"vw rabbit custom\",\"mercedes benz 300d\",\"peugeot 504\",\"fiat strada custom\",\"vw rabbit\",\"audi 4000\",\"vw rabbit c (diesel)\",\"vw dasher (diesel)\",\"audi 5000s (diesel)\",\"mercedes-benz 240d\",\"vokswagen rabbit\",\"triumph tr7 coupe\",\"volkswagen jetta\",\"peugeot 505s turbo diesel\",\"volvo diesel\",\"volkswagen rabbit l\",\"vw pickup\"],\"shape\":[68],\"dtype\":\"object\",\"order\":\"little\"}],[\"mfr\",{\"type\":\"ndarray\",\"array\":[\"volkswagen\",\"peugeot\",\"audi\",\"saab\",\"bmw\",\"opel\",\"peugeot\",\"fiat\",\"volkswagen\",\"volkswagen\",\"volvo\",\"volkswagen\",\"peugeot\",\"renault\",\"volkswagen\",\"fiat\",\"fiat\",\"opel\",\"audi\",\"volvo\",\"saab\",\"audi\",\"volkswagen\",\"opel\",\"fiat\",\"fiat\",\"fiat\",\"volkswagen\",\"volkswagen\",\"audi\",\"peugeot\",\"volvo\",\"saab\",\"fiat\",\"opel\",\"renault\",\"volkswagen\",\"volkswagen\",\"volvo\",\"peugeot\",\"mercedes\",\"renault\",\"volkswagen\",\"volkswagen\",\"bmw\",\"volkswagen\",\"audi\",\"volvo\",\"saab\",\"peugeot\",\"volkswagen\",\"volkswagen\",\"mercedes\",\"peugeot\",\"fiat\",\"volkswagen\",\"audi\",\"volkswagen\",\"volkswagen\",\"audi\",\"mercedes\",\"volkswagen\",\"triumph\",\"volkswagen\",\"peugeot\",\"volvo\",\"volkswagen\",\"volkswagen\"],\"shape\":[68],\"dtype\":\"object\",\"order\":\"little\"}],[\"markercolor\",{\"type\":\"ndarray\",\"array\":[\"#47186A\",\"#345F8D\",\"#3D4C89\",\"#3E4888\",\"#433C84\",\"#45327F\",\"#462D7C\",\"#472C7B\",\"#47186A\",\"#423D84\",\"#2C728E\",\"#3A538B\",\"#2A758E\",\"#443781\",\"#482273\",\"#423E85\",\"#481A6C\",\"#453580\",\"#37588C\",\"#2E6D8E\",\"#345E8D\",\"#433B83\",\"#482374\",\"#414286\",\"#46317E\",\"#423D84\",\"#472777\",\"#433B83\",\"#482172\",\"#33608D\",\"#2B738E\",\"#2B738E\",\"#345F8D\",\"#3B508A\",\"#433B83\",\"#443982\",\"#482172\",\"#471669\",\"#26808E\",\"#23898D\",\"#28AE7F\",\"#471669\",\"#482172\",\"#443982\",\"#37598C\",\"#472676\",\"#2F6A8D\",\"#26808E\",\"#30688D\",\"#1F928C\",\"#472676\",\"#482071\",\"#1E9A89\",\"#25838D\",\"#45327F\",\"#45347F\",\"#443781\",\"#462F7C\",\"#404487\",\"#2B738E\",\"#23888D\",\"#47186A\",\"#3A528B\",\"#443982\",\"#24868D\",\"#26818E\",\"#472575\",\"#45327F\"],\"shape\":[68],\"dtype\":\"object\",\"order\":\"little\"}],[\"ecdf_mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[68],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1827\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1828\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1823\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1824\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1825\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"weight\"},\"y\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1766\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1779\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1780\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1781\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1782\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1787\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1788\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1789\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1774\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1775\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1776\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1777\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1769\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1770\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1771\"},\"axis_label\":\"weight\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1772\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1773\",\"attributes\":{\"axis\":{\"id\":\"p1769\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1778\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1774\"}}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1802\",\"attributes\":{\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1803\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"North America\"},\"renderers\":[{\"id\":\"p1799\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1816\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Asia\"},\"renderers\":[{\"id\":\"p1813\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1829\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"Europe\"},\"renderers\":[{\"id\":\"p1826\"}]}}]}}],\"frame_width\":300,\"frame_height\":300}}]}};\n", " const render_items = [{\"docid\":\"ebb487a3-8616-4e52-89ed-b29ab3d81e0f\",\"roots\":{\"p1758\":\"c8664b7c-aa6e-4f76-82a2-92f32054f6a8\"},\"root_ids\":[\"p1758\"]}];\n", " void 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": "p1758" } }, "output_type": "display_data" } ], "source": [ "p = bokeh.plotting.figure(\n", " frame_height=300, frame_width=300, x_axis_label=\"weight\", y_axis_label=\"mpg\"\n", ")\n", "\n", "for c, (origin, g) in zip(\n", " bokeh.palettes.Category10_3, df.groupby(\"origin\", sort=False)\n", "):\n", " p.scatter(source=g, x=\"weight\", y=\"mpg\", color=c, legend_label=origin)\n", "\n", "p.legend.click_policy = \"hide\"\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why no stacked bar graphs?\n", "\n", "Stacked bar graphs are useful to displaying relative count data, but unfortunately, their utility is somewhat restricted to that. All five functions in iqplot handle arbitrary scalar-valued quantitative data (including negative values), and allow for arbitrary many measurements per category. A stacked bar graph either requires one non-negative quantitative value per category or requires a count operation on the data points, which has a very specific, possibly ambiguous meaning. So, a stacked bar graph would necessitate restrictions on allowed data types beyond those allowed by the other kinds of plots.\n", "\n", "Beyond that, there are often better choices than stacked bar. To demonstrate, consider making a stacked bar plot of the counts of cars with each number of cylinders from each region of origin." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"e6663ad6-6960-48d1-9a57-ddd80255015c\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1857\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1859\",\"attributes\":{\"start\":0}},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1866\",\"attributes\":{\"factors\":[\"North America\",\"Europe\",\"Asia\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1867\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1868\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1864\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1909\",\"attributes\":{\"name\":\"3\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1900\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1901\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1902\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"3\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAEEAAAAAAAAAAAAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"4\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAUUAAAAAAAIBOQAAAAAAAQFFA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"5\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAIQAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"6\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAGEAAAAAAAAAQQAAAAAAAQFJA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"8\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAwFlA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1910\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1911\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1906\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1890\",\"attributes\":{\"fields\":[]}}},\"right\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1891\",\"attributes\":{\"fields\":[\"3\"]}}},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1907\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1890\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1891\"}},\"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_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1908\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1890\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1891\"}},\"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_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1923\",\"attributes\":{\"name\":\"4\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1914\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1915\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1916\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"3\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAEEAAAAAAAAAAAAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"4\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAUUAAAAAAAIBOQAAAAAAAQFFA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"5\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAIQAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"6\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAGEAAAAAAAAAQQAAAAAAAQFJA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"8\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAwFlA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1924\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1925\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1920\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1892\",\"attributes\":{\"fields\":[\"3\"]}}},\"right\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1893\",\"attributes\":{\"fields\":[\"3\",\"4\"]}}},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1921\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1892\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1893\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1922\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1892\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1893\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7f0e\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1936\",\"attributes\":{\"name\":\"5\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1927\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1928\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1929\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"3\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAEEAAAAAAAAAAAAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"4\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAUUAAAAAAAIBOQAAAAAAAQFFA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"5\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAIQAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"6\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAGEAAAAAAAAAQQAAAAAAAQFJA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"8\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAwFlA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1937\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1938\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1933\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1894\",\"attributes\":{\"fields\":[\"3\",\"4\"]}}},\"right\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1895\",\"attributes\":{\"fields\":[\"3\",\"4\",\"5\"]}}},\"line_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1934\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1894\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1895\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1935\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1894\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1895\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ca02c\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1949\",\"attributes\":{\"name\":\"6\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1940\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1941\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1942\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"3\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAEEAAAAAAAAAAAAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"4\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAUUAAAAAAAIBOQAAAAAAAQFFA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"5\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAIQAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"6\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAGEAAAAAAAAAQQAAAAAAAQFJA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"8\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAwFlA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1950\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1951\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1946\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1896\",\"attributes\":{\"fields\":[\"3\",\"4\",\"5\"]}}},\"right\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1897\",\"attributes\":{\"fields\":[\"3\",\"4\",\"5\",\"6\"]}}},\"line_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#d62728\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1947\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1896\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1897\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1948\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1896\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1897\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#d62728\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1962\",\"attributes\":{\"name\":\"8\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1953\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1954\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1955\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"3\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAEEAAAAAAAAAAAAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"4\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAUUAAAAAAAIBOQAAAAAAAQFFA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"5\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAIQAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"6\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAGEAAAAAAAAAQQAAAAAAAQFJA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"8\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAwFlA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1963\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1964\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1959\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1898\",\"attributes\":{\"fields\":[\"3\",\"4\",\"5\",\"6\"]}}},\"right\":{\"type\":\"expr\",\"expr\":{\"type\":\"object\",\"name\":\"Stack\",\"id\":\"p1899\",\"attributes\":{\"fields\":[\"3\",\"4\",\"5\",\"6\",\"8\"]}}},\"line_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#9467bd\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1960\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1898\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1899\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1961\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.5},\"left\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1898\"}},\"right\":{\"type\":\"expr\",\"expr\":{\"id\":\"p1899\"}},\"line_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#9467bd\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1865\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1879\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1880\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1881\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1882\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p1887\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1888\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1889\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1874\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1875\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1876\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1877\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1869\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1870\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1871\"},\"axis_label\":\"count\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1872\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1873\",\"attributes\":{\"axis\":{\"id\":\"p1869\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1878\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1874\"},\"grid_line_alpha\":0}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1912\",\"attributes\":{\"title\":\"cylinders\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1913\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"3\"},\"renderers\":[{\"id\":\"p1909\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1926\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"4\"},\"renderers\":[{\"id\":\"p1923\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1939\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"5\"},\"renderers\":[{\"id\":\"p1936\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1952\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"6\"},\"renderers\":[{\"id\":\"p1949\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1965\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"8\"},\"renderers\":[{\"id\":\"p1962\"}]}}]}}],\"frame_width\":500,\"frame_height\":250}}]}};\n", " const render_items = [{\"docid\":\"e6663ad6-6960-48d1-9a57-ddd80255015c\",\"roots\":{\"p1857\":\"e4f26650-c37d-4895-a0d8-cb103303bb78\"},\"root_ids\":[\"p1857\"]}];\n", " void 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": "p1857" } }, "output_type": "display_data" } ], "source": [ "count_df = (\n", " df.groupby([\"origin\"])[\"cyl\"]\n", " .value_counts()\n", " .unstack()\n", " .reset_index()\n", " .fillna(0)\n", ")\n", "count_df.columns = count_df.columns.astype(str)\n", "stackers = [\"3\", \"4\", \"5\", \"6\", \"8\"]\n", "\n", "p = bokeh.plotting.figure(\n", " frame_width=500,\n", " frame_height=250,\n", " y_range=[\"North America\", \"Europe\", \"Asia\"],\n", " x_axis_label=\"count\",\n", ")\n", "p.x_range.start = 0\n", "p.hbar_stack(\n", " stackers=stackers,\n", " height=0.5,\n", " y=\"origin\",\n", " color=bokeh.palettes.Category10_5,\n", " source=count_df,\n", " legend_label=stackers,\n", ")\n", "\n", "p.ygrid.grid_line_alpha = 0\n", "p.legend.title = \"cylinders\"\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the actual count of each category (number of cylinders) in the stacks, you need to assess the difference from the top to bottom. Compare that with a strip plot containing the same information." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"600d23ab-9a83-4b5b-84f4-1e577f77314c\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1997\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1999\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1996\",\"attributes\":{\"factors\":[\"North America\",\"Europe\",\"Asia\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2006\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p2007\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2004\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2038\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2029\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2030\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2031\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAEEAAAAAAAAAAAAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"3\",\"3\",\"3\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2039\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2040\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2035\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2036\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2037\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2050\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2041\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2042\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2043\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AwAAAAQAAAAFAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAUUAAAAAAAIBOQAAAAAAAQFFA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"4\",\"4\",\"4\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2051\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2052\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2047\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2048\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2049\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2062\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2053\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2054\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2055\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BgAAAAcAAAAIAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAIQAAAAAAAAAAA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"5\",\"5\",\"5\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2063\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2064\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2059\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2060\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2061\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2074\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2065\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2066\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2067\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"CQAAAAoAAAALAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAGEAAAAAAAAAQQAAAAAAAQFJA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"6\",\"6\",\"6\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2075\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2076\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2071\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#d62628\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2072\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2073\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2086\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2077\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2078\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2079\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DAAAAA0AAAAOAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAAAAAAAAAAAAwFlA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}],[\"cyl\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"cat\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"8\",\"8\",\"8\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2087\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2088\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2083\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#9367bc\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2084\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2085\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#9367bc\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2005\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2018\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2019\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2020\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2021\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p2026\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2027\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2028\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p2013\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p2014\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p2015\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2016\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p2089\",\"attributes\":{\"location\":\"center\",\"title\":\"cylinders\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2090\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"3\"},\"renderers\":[{\"id\":\"p2038\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2091\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"4\"},\"renderers\":[{\"id\":\"p2050\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2092\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"5\"},\"renderers\":[{\"id\":\"p2062\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2093\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"6\"},\"renderers\":[{\"id\":\"p2074\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2094\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"8\"},\"renderers\":[{\"id\":\"p2086\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2008\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2009\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2010\"},\"axis_label\":\"count\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2011\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2012\",\"attributes\":{\"axis\":{\"id\":\"p2008\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2017\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2013\"},\"grid_line_color\":null}}],\"frame_width\":500,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"600d23ab-9a83-4b5b-84f4-1e577f77314c\",\"roots\":{\"p1997\":\"b8cf09fc-ad48-4b21-a784-aba6e74d2c6b\"},\"root_ids\":[\"p1997\"]}];\n", " void 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": "p1997" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.strip(\n", " data=count_df.melt(id_vars=\"origin\", value_name=\"count\"),\n", " q=\"count\",\n", " cats=\"origin\",\n", " color_column=\"cyl\",\n", " frame_width=500,\n", " show_legend=True,\n", " marker_kwargs=dict(size=10),\n", ")\n", "\n", "p.legend.title = \"cylinders\"\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we can immediately read off the number of cars with the respective number of cylinders." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why no bar graphs?\n", "\n", "I strongly prefer strip plots (with jitter) to box plots and ECDFs to histograms. Why? Because in the strip plots and ECDFs, you are **plotting all of your data**. In practice, these are the only two types of visualizations for data with a categorical axis I use (though I'll sometimes overlay a jitter on a box plot to show some of the summary statistics).\n", "\n", "A bar graph is the antithesis of plotting all of your data. You distill all of the information in the data set down to one or two summary statistics, and then use giant glyphs to show them. You should plot all of your data, so you shouldn't make bar graphs. iqplot will not help you practice bad plotting.\n", "\n", "So why does iqplot have box-and-whisker plots? One may argue that it is nonetheless valuable to plot summary statistics, which is what box plots do. In that case, at least five summary statistics are plotted (the ends of the whiskers, the ends of the box, and the median). While this is still not plotting all of the data, it is still better than a dynamite graph (bar graph with error bars), which shows at most three summary statistics (height of bar, and lower and upper bound of confidence interval). But still, why does iqplot enable box plots, but not bar graphs?\n", "\n", "The answer is that there are many ways to specify the summary statistic used in bar graphs. We could choose the height of the bar to be the mean of the data and the error bars to have a length given by the standard error of the mean. We could have the height of the bar be the median and the error bars be a possibly asymmetric confidence interval obtained by bootstrapping the median. And there are many more possibilities.\n", "\n", "Conversely, if we stick to the widely-used (almost universally used, as far as I can tell) Tukey specification of a box-and-whisker plot, we are only plotting *percentiles* of the data. These assume no underlying statistical model, so the plots are unambiguous.\n", "\n", "Regardless, making bar graphs is not particularly challenging, as shown below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"c8d58b25-36aa-40be-b6f8-595d6e00f4fd\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2105\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2107\",\"attributes\":{\"start\":0}},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p2114\",\"attributes\":{\"factors\":[\"North America\",\"Europe\",\"Asia\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2115\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p2116\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2112\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2147\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2138\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2139\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2140\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gO6wrVxzPkBaWlpaWpo7QEfTJXORCDRA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2148\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2149\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2144\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.6},\"right\":{\"type\":\"field\",\"field\":\"mpg\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2145\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.6},\"right\":{\"type\":\"field\",\"field\":\"mpg\"},\"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\":\"HBar\",\"id\":\"p2146\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"height\":{\"type\":\"value\",\"value\":0.6},\"right\":{\"type\":\"field\",\"field\":\"mpg\"},\"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\":\"p2113\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2127\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2128\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2129\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2130\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p2135\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2136\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2137\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p2122\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p2123\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p2124\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2125\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2117\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2118\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2119\"},\"axis_label\":\"mean mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2120\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2121\",\"attributes\":{\"axis\":{\"id\":\"p2117\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2126\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2122\"},\"grid_line_color\":null}}],\"frame_width\":400,\"frame_height\":200}}]}};\n", " const render_items = [{\"docid\":\"c8d58b25-36aa-40be-b6f8-595d6e00f4fd\",\"roots\":{\"p2105\":\"a879ae4b-174e-4afe-b282-772883d40579\"},\"root_ids\":[\"p2105\"]}];\n", " void 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": "p2105" } }, "output_type": "display_data" } ], "source": [ "# Compute mean MPG by region of origin\n", "df_mean = df.groupby('origin')['mpg'].mean().reset_index()\n", "\n", "# Build plot\n", "p = bokeh.plotting.figure(\n", " frame_height=200,\n", " frame_width=400,\n", " x_axis_label='mean mpg',\n", " y_range=df_mean['origin'][::-1],\n", ")\n", "\n", "# Add bars\n", "p.hbar(\n", " source=df_mean,\n", " y='origin',\n", " right='mpg',\n", " height=0.6\n", ")\n", "\n", "# Turn off gridlines on categorical axis\n", "p.ygrid.grid_line_color = None\n", "\n", "# Start axes at origin on quantitative axis\n", "p.x_range.start = 0\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why no violin plots?\n", "\n", "Similarly to histograms, [violin plots](https://en.wikipedia.org/wiki/Violin_plot) are a way to visualize the probability density function (pdf) of a quantitative variable. Violin plots accomplish this using [kernel density estimation](https://en.wikipedia.org/wiki/Kernel_density_estimation) (KDE), a procedure by which a smooth function is used to approximate the pdf of a random variable. Like binning must be specified for a histogram, the kernel and its bandwidth must be specified to compute a KDE. So, like histograms, violin plots require specification of arbitrary parameters.\n", "\n", "The two big shortcomings of histograms are:\n", "\n", "1. They break the rule of plot all of your data (though we sort-of deal with this by including a rug plot).\n", "2. The choice of binning is arbitrary.\n", "\n", "Violin plots suffer from both of these shortcomings and have the additional complication that they can assign nonzero density to values beyond the extremes of the measured data, even into unphysical territory.\n", "\n", "I view histograms as an auxiliary feature of iqplot to visualize pdfs, with ECDFs being far more powerful for visualizing distributions. As such, I did not extend the functionality to include another pdf visualizer which is, in my opinion, not any better and actually worse than histograms.\n", "\n", "For this reason, I do not include any other KDE-based plots, such as ridgeline plots.\n", "\n", "Nonetheless, if you wish to overlay KDEs on a strip plot, it is doable without too much code." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"ba6bde58-5cbb-413c-bf9d-834929d5a7e1\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p2360\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2153\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p2162\",\"attributes\":{\"start\":5,\"end\":50}},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p2152\",\"attributes\":{\"factors\":[\"Europe\",\"Asia\",\"North America\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2163\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p2164\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2160\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2198\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2189\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2190\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2191\"},\"data\":{\"type\":\"map\",\"entries\":[[\"origin\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"mpg\",[18.0,15.0,18.0,16.0,17.0,15.0,14.0,14.0,14.0,15.0,15.0,14.0,15.0,14.0,24.0,22.0,18.0,21.0,27.0,26.0,25.0,24.0,25.0,26.0,21.0,10.0,10.0,11.0,9.0,27.0,28.0,25.0,19.0,16.0,17.0,19.0,18.0,14.0,14.0,14.0,14.0,12.0,13.0,13.0,18.0,22.0,19.0,18.0,23.0,28.0,30.0,30.0,31.0,35.0,27.0,26.0,24.0,25.0,23.0,20.0,21.0,13.0,14.0,15.0,14.0,17.0,11.0,13.0,12.0,13.0,19.0,15.0,13.0,13.0,14.0,18.0,22.0,21.0,26.0,22.0,28.0,23.0,28.0,27.0,13.0,14.0,13.0,14.0,15.0,12.0,13.0,13.0,14.0,13.0,12.0,13.0,18.0,16.0,18.0,18.0,23.0,26.0,11.0,12.0,13.0,12.0,18.0,20.0,21.0,22.0,18.0,19.0,21.0,26.0,15.0,16.0,29.0,24.0,20.0,19.0,15.0,24.0,20.0,11.0,20.0,19.0,15.0,31.0,26.0,32.0,25.0,16.0,16.0,18.0,16.0,13.0,14.0,14.0,14.0,29.0,26.0,26.0,31.0,32.0,28.0,24.0,26.0,24.0,26.0,31.0,19.0,18.0,15.0,15.0,16.0,15.0,16.0,14.0,17.0,16.0,15.0,18.0,21.0,20.0,13.0,29.0,23.0,20.0,23.0,24.0,25.0,24.0,18.0,29.0,19.0,23.0,23.0,22.0,25.0,33.0,28.0,25.0,25.0,26.0,27.0,17.5,16.0,15.5,14.5,22.0,22.0,24.0,22.5,29.0,24.5,29.0,33.0,20.0,18.0,18.5,17.5,29.5,32.0,28.0,26.5,20.0,13.0,19.0,19.0,16.5,16.5,13.0,13.0,13.0,31.5,30.0,36.0,25.5,33.5,17.5,17.0,15.5,15.0,17.5,20.5,19.0,18.5,16.0,15.5,15.5,16.0,29.0,24.5,26.0,25.5,30.5,33.5,30.0,30.5,22.0,21.5,21.5,43.1,36.1,32.8,39.4,36.1,19.9,19.4,20.2,19.2,20.5,20.2,25.1,20.5,19.4,20.6,20.8,18.6,18.1,19.2,17.7,18.1,17.5,30.0,27.5,27.2,30.9,21.1,23.2,23.8,23.9,20.3,17.0,21.6,16.2,31.5,29.5,21.5,19.8,22.3,20.2,20.6,17.0,17.6,16.5,18.2,16.9,15.5,19.2,18.5,31.9,34.1,35.7,27.4,25.4,23.0,27.2,23.9,34.2,34.5,31.8,37.3,28.4,28.8,26.8,33.5,41.5,38.1,32.1,37.2,28.0,26.4,24.3,19.1,34.3,29.8,31.3,37.0,32.2,46.6,27.9,40.8,44.3,43.4,36.4,30.0,44.6,33.8,29.8,32.7,23.7,35.0,32.4,27.2,26.6,25.8,23.5,30.0,39.1,39.0,35.1,32.3,37.0,37.7,34.1,34.7,34.4,29.9,33.0,33.7,32.4,32.9,31.6,28.1,30.7,25.4,24.2,22.4,26.6,20.2,17.6,28.0,27.0,34.0,31.0,29.0,27.0,24.0,36.0,37.0,31.0,38.0,36.0,36.0,36.0,34.0,38.0,32.0,38.0,25.0,38.0,26.0,22.0,32.0,36.0,27.0,27.0,44.0,32.0,28.0,31.0]],[\"cat\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"__label\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2199\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2200\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2195\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"Jitter\",\"id\":\"p2188\",\"attributes\":{\"width\":0.1,\"distribution\":\"normal\",\"range\":{\"id\":\"p2152\"}}}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p2187\",\"attributes\":{\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"],\"factors\":[\"North America\",\"Asia\",\"Europe\"]}}},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p2186\",\"attributes\":{\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"],\"factors\":[\"North America\",\"Asia\",\"Europe\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2196\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2188\"}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2187\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2186\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2197\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2188\"}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2187\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2186\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2207\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2201\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2202\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2203\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[800],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Asia\",2.6384495818971138e-08],[\"Asia\",3.321434127957806e-08],[\"Asia\",4.173289397496547e-08],[\"Asia\",5.233688866273491e-08],[\"Asia\",6.551102230091695e-08],[\"Asia\",8.184619123402362e-08],[\"Asia\",1.0206121821594697e-07],[\"Asia\",1.2702867333220965e-07],[\"Asia\",1.5780548421040082e-07],[\"Asia\",1.9566913343266592e-07],[\"Asia\",2.421603556652514e-07],[\"Asia\",2.9913337454682564e-07],[\"Asia\",3.688148606259662e-07],[\"Asia\",4.5387294732324177e-07],[\"Asia\",5.574978126123981e-07],[\"Asia\",6.834955203106461e-07],[\"Asia\",8.363970167822408e-07],[\"Asia\",1.0215843964854056e-06],[\"Asia\",1.2454367828193566e-06],[\"Asia\",1.515498418481765e-06],[\"Asia\",1.840671820927136e-06],[\"Asia\",2.2314391319296277e-06],[\"Asia\",2.70011507354338e-06],[\"Asia\",3.261135213129815e-06],[\"Asia\",3.931383534091478e-06],[\"Asia\",4.730563602250451e-06],[\"Asia\",5.681617905336506e-06],[\"Asia\",6.811200218812327e-06],[\"Asia\",8.150206108329497e-06],[\"Asia\",9.734366909573266e-06],[\"Asia\",1.1604912721220322e-05],[\"Asia\",1.3809310096313325e-05],[\"Asia\",1.6402080210703334e-05],[\"Asia\",1.9445703312557062e-05],[\"Asia\",2.301161520168938e-05],[\"Asia\",2.718130133835682e-05],[\"Asia\",3.204749392429317e-05],[\"Asia\",3.771547691997071e-05],[\"Asia\",4.430450344701501e-05],[\"Asia\",5.194932935924349e-05],[\"Asia\",6.080186593627284e-05],[\"Asia\",7.103295364729397e-05],[\"Asia\",8.283425773794243e-05],[\"Asia\",9.642028500045951e-05],[\"Asia\",0.00011203051948904425],[\"Asia\",0.00012993167313366037],[\"Asia\",0.00015042004518511377],[\"Asia\",0.00017382398219428628],[\"Asia\",0.00020050642779568392],[\"Asia\",0.0002308675489414956],[\"Asia\",0.0002653474224340599],[\"Asia\",0.00030442876265467046],[\"Asia\",0.00034863966831384587],[\"Asia\",0.00039855636288769217],[\"Asia\",0.00045480590019862123],[\"Asia\",0.0005180688033946617],[\"Asia\",0.0005890816024347733],[\"Asia\",0.0006686392321588159],[\"Asia\",0.0007575972501767119],[\"Asia\",0.0008568738312235456],[\"Asia\",0.000967451492371674],[\"Asia\",0.00109037850164604],[\"Asia\",0.0012267699212357651],[\"Asia\",0.0013778082357144405],[\"Asia\",0.001544743515553043],[\"Asia\",0.0017288930668096524],[\"Asia\",0.0019316405192801858],[\"Asia\",0.0021544343076583218],[\"Asia\",0.002398785503435138],[\"Asia\",0.002666264959412676],[\"Asia\",0.00295849973383965],[\"Asia\",0.0032771687673150366],[\"Asia\",0.003623997792741506],[\"Asia\",0.004000753466721006],[\"Asia\",0.004409236719823959],[\"Asia\",0.0048512753330630905],[\"Asia\",0.0053287157585720744],[\"Asia\",0.0058434142138130505],[\"Asia\",0.00639722709047808],[\"Asia\",0.006992000731446809],[\"Asia\",0.00762956064153414],[\"Asia\",0.00831170021010646],[\"Asia\",0.00904016903574456],[\"Asia\",0.009816660954752665],[\"Asia\",0.010642801886214859],[\"Asia\",0.011520137616233127],[\"Asia\",0.012450121652694926],[\"Asia\",0.013434103289168203],[\"Asia\",0.014473316022069093],[\"Asia\",0.015568866468871302],[\"Asia\",0.016721723936625],[\"Asia\",0.017932710789251138],[\"Asia\",0.019202493758831103],[\"Asia\",0.020531576340317815],[\"Asia\",0.021920292400685236],[\"Asia\",0.023368801122495245],[\"Asia\",0.024877083388223704],[\"Asia\",0.02644493969553763],[\"Asia\",0.028071989675191568],[\"Asia\",0.029757673262508274],[\"Asia\",0.031501253550774905],[\"Asia\",0.03330182133062228],[\"Asia\",0.03515830129391324],[\"Asia\",0.0370694598542421],[\"Asia\",0.03903391450927679],[\"Asia\",0.04105014464333138],[\"Asia\",0.043116503642226696],[\"Asia\",0.04523123216720336],[\"Asia\",0.04739247241090223],[\"Asia\",0.049598283136747606],[\"Asia\",0.051846655283953776],[\"Asia\",0.05413552790430584],[\"Asia\",0.056462804184283136],[\"Asia\",0.05882636729738953],[\"Asia\",0.061224095827068864],[\"Asia\",0.06365387850058903],[\"Asia\",0.06611362797896213],[\"Asia\",0.06860129345745394],[\"Asia\",0.07111487184553619],[\"Asia\",0.07365241731418637],[\"Asia\",0.07621204902207623],[\"Asia\",0.07879195686013944],[\"Asia\",0.08139040508592346],[\"Asia\",0.08400573375455159],[\"Asia\",0.08663635789151042],[\"Asia\",0.08928076439322223],[\"Asia\",0.09193750668376825],[\"Asia\",0.0946051971994567],[\"Asia\",0.09728249781638354],[\"Asia\",0.0999681083789001],[\"Asia\",0.10266075352813923],[\"Asia\",0.10535916806862707],[\"Asia\",0.10806208114672027],[\"Asia\",0.11076819954636485],[\"Asia\",0.11347619043477539],[\"Asia\",0.1161846639124123],[\"Asia\",0.1188921557375544],[\"Asia\",0.12159711060534471],[\"Asia\",0.12429786636410778],[\"Asia\",0.12699263954776352],[\"Asia\",0.12967951259222923],[\"Asia\",0.13235642308584886],[\"Asia\",0.13502115537932652],[\"Asia\",0.13767133484969782],[\"Asia\",0.1403044250760225],[\"Asia\",0.14291772814233009],[\"Asia\",0.14550838823659776],[\"Asia\",0.14807339866402902],[\"Asia\",0.1506096123395134],[\"Asia\",0.15311375576887504],[\"Asia\",0.15558244647236497],[\"Asia\",0.15801221374787092],[\"Asia\",0.16039952261654056],[\"Asia\",0.16274080074096386],[\"Asia\",0.16503246805670435],[\"Asia\",0.1672709688126954],[\"Asia\",0.16945280567564247],[\"Asia\",0.17157457551878114],[\"Asia\",0.1736330064866905],[\"Asia\",0.1756249959057833],[\"Asia\",0.17754764859485403],[\"Asia\",0.17939831512176943],[\"Asia\",0.18117462955099417],[\"Asia\",0.182874546231962],[\"Asia\",0.1844963751899578],[\"Asia\",0.18603881569872197],[\"Asia\",0.18750098763677686],[\"Asia\",0.18888246025684893],[\"Asia\",0.19018327802889123],[\"Asia\",0.19140398325129987],[\"Asia\",0.19254563516107173],[\"Asia\",0.19360982531103713],[\"Asia\",0.1945986890200369],[\"Asia\",0.19551491273927427],[\"Asia\",0.19636173721428157],[\"Asia\",0.19714295635646634],[\"Asia\",0.197862911770475],[\"Asia\",0.198526482913349],[\"Asia\",0.19913907288836907],[\"Asia\",0.19970658990057716],[\"Asia\",0.20023542442226078],[\"Asia\",0.20073242213544837],[\"Asia\",0.20120485273501643],[\"Asia\",0.20166037469084172],[\"Asia\",0.20210699608109822],[\"Asia\",0.20255303162194466],[\"Asia\",0.20300705603215102],[\"Asia\",0.20347785388538223],[\"Asia\",0.203974366118551],[\"Asia\",0.20450563338254812],[\"Asia\",0.20508073644225527],[\"Asia\",0.2057087338565583],[\"Asia\",0.20639859719635734],[\"Asia\",0.20715914408952574],[\"Asia\",0.2079989694163462],[\"Asia\",0.20892637501695924],[\"Asia\",0.20994929831339396],[\"Asia\",0.21107524029219174],[\"Asia\",0.21231119333871962],[\"Asia\",0.21366356945998294],[\"Asia\",0.2151381294779966],[\"Asia\",0.2167399138192497],[\"Asia\",0.21847317556613133],[\"Asia\",0.22034131647194075],[\"Asia\",0.2223468266707547],[\"Asia\",0.22449122883553457],[\"Asia\",0.2267750275509685],[\"Asia\",0.22919766467033778],[\"Asia\",0.23175748141698493],[\"Asia\",0.23445168796972776],[\"Asia\",0.23727634123701186],[\"Asia\",0.24022633147620956],[\"Asia\",0.24329537835196455],[\"Asia\",0.2464760369509422],[\"Asia\",0.24975971418010848],[\"Asia\",0.2531366958724563],[\"Asia\",0.2565961848089338],[\"Asia\",0.26012634973957527],[\"Asia\",0.2637143853521202],[\"Asia\",0.2673465829946868],[\"Asia\",0.27100841181249924],[\"Asia\",0.2746846098096578],[\"Asia\",0.2783592841980098],[\"Asia\",0.28201602024901246],[\"Asia\",0.2856379977237722],[\"Asia\",0.28920811382391576],[\"Asia\",0.2927091114842519],[\"Asia\",0.2961237117198657],[\"Asia\",0.2994347486476886],[\"Asia\",0.30262530572786617],[\"Asia\",0.30567885171523246],[\"Asia\",0.30857937477743685],[\"Asia\",0.31131151322491246],[\"Asia\",0.31386068130969774],[\"Asia\",0.3162131885854781],[\"Asia\",0.31835635138001084],[\"Asia\",0.3202785950128398],[\"Asia\",0.3219695454949122],[\"Asia\",0.32342010957103506],[\"Asia\",0.3246225421092785],[\"Asia\",0.3255705000012915],[\"Asia\",0.326259081911608],[\"Asia\",0.32668485339962416],[\"Asia\",0.3268458571320474],[\"Asia\",0.3267416081031035],[\"Asia\",0.3263730739813857],[\"Asia\",0.32574264090260696],[\"Asia\",0.3248540652233901],[\"Asia\",0.32371241193936406],[\"Asia\",0.32232398064814116],[\"Asia\",0.32069622010133997],[\"Asia\",0.31883763253705405],[\"Asia\",0.31675766911269],[\"Asia\",0.31446661786592384],[\"Asia\",0.3119754857170216],[\"Asia\",0.30929587608770787],[\"Asia\",0.3064398637493652],[\"Asia\",0.30341986852622455],[\"Asia\",0.30024852946744907],[\"Asia\",0.29693858106611537],[\"Asia\",0.2935027330439602],[\"Asia\",0.2899535551397308],[\"Asia\",0.28630336823766694],[\"Asia\",0.28256414305309085],[\"Asia\",0.27874740745653936],[\"Asia\",0.2748641633688515],[\"Asia\",0.27092481399982127],[\"Asia\",0.2669391020352727],[\"Asia\",0.2629160592045928],[\"Asia\",0.2588639674858225],[\"Asia\",0.2547903320312131],[\"Asia\",0.25070186572556175],[\"Asia\",0.2466044851252476],[\"Asia\",0.24250331737029426],[\"Asia\",0.23840271751714034],[\"Asia\",0.23430629560826627],[\"Asia\",0.2302169526779838],[\"Asia\",0.22613692479313935],[\"Asia\",0.22206783414414275],[\"Asia\",0.21801074613655005],[\"Asia\",0.2139662313866594],[\"Asia\",0.20993443149648783],[\"Asia\",0.20591512747368307],[\"Asia\",0.20190780967001248],[\"Asia\",0.1979117481370849],[\"Asia\",0.19392606233892368],[\"Asia\",0.18994978921651948],[\"Asia\",0.18598194866807558],[\"Asia\",0.18202160558860275],[\"Asia\",0.17806792770203161],[\"Asia\",0.17412023851618613],[\"Asia\",0.17017806483386222],[\"Asia\",0.16624117835992963],[\"Asia\",0.16230963105290455],[\"Asia\",0.15838378397795683],[\"Asia\",0.15446432952506756],[\"Asia\",0.1505523069593866],[\"Asia\",0.14664911136926914],[\"Asia\",0.14275649616966712],[\"Asia\",0.13887656940337342],[\"Asia\",0.13501178415911844],[\"Asia\",0.13116492349295863],[\"Asia\",0.1273390802972282],[\"Asia\",0.12353763260922285],[\"Asia\",0.11976421488959607],[\"Asia\",0.11602268582823344],[\"Asia\",0.11231709325333343],[\"Asia\",0.10865163672796155],[\"Asia\",0.10503062841795392],[\"Asia\",0.10145845280638423],[\"Asia\",0.09793952581358992],[\"Asia\",0.0944782538588096],[\"Asia\",0.09107899337065983],[\"Asia\",0.08774601121989242],[\"Asia\",0.08448344651002097],[\"Asia\",0.08129527412039692],[\"Asia\",0.07818527035303138],[\"Asia\",0.07515698098973211],[\"Asia\",0.07221369202075106],[\"Asia\",0.06935840326082963],[\"Asia\",0.06659380502393451],[\"Asia\",0.06392225798467688],[\"Asia\",0.061345776312873995],[\"Asia\",0.05886601412835811],[\"Asia\",0.05648425528628018],[\"Asia\",0.054201406469032334],[\"Asia\",0.052017993529693496],[\"Asia\",0.049934161003672525],[\"Asia\",0.04794967468002351],[\"Asia\",0.04606392710170642],[\"Asia\",0.04427594584479601],[\"Asia\",0.04258440441019476],[\"Asia\",0.04098763554763866],[\"Asia\",0.03948364682054152],[\"Asia\",0.038070138211326585],[\"Asia\",0.036744521560164084],[\"Asia\",0.03550394162528653],[\"Asia\",0.0343452985501146],[\"Asia\",0.03326527152112505],[\"Asia\",0.03226034340057375],[\"Asia\",0.03132682611971125],[\"Asia\",0.03046088662086712],[\"Asia\",0.029658573140629554],[\"Asia\",0.0289158416312113],[\"Asia\",0.02822858212289845],[\"Asia\",0.027592644837162346],[\"Asia\",0.027003865867522882],[\"Asia\",0.02645809225354736],[\"Asia\",0.025951206282411966],[\"Asia\",0.025479148862217936],[\"Asia\",0.02503794182170932],[\"Asia\",0.02462370900215457],[\"Asia\",0.024232696018898166],[\"Asia\",0.023861288582421803],[\"Asia\",0.023506029281631747],[\"Asia\",0.023163632745457276],[\"Asia\",0.022830999112642032],[\"Asia\",0.022505225753761814],[\"Asia\",0.02218361720392903],[\"Asia\",0.021863693279251965],[\"Asia\",0.0215431953648073],[\"Asia\",0.02122009087654733],[\"Asia\",0.020892575914084784],[\"Asia\",0.020559076135557866],[\"Asia\",0.020218245899650843],[\"Asia\",0.019868965733209537],[\"Asia\",0.019510338195616286],[\"Asia\",0.019141682223059148],[\"Asia\",0.018762526046921975],[\"Asia\",0.01837259879062796],[\"Asia\",0.01797182085828513],[\"Asia\",0.01756029323631616],[\"Asia\",0.017138285835826186],[\"Asia\",0.016706225008706277],[\"Asia\",0.016264680374333196],[\"Asia\",0.015814351096174916],[\"Asia\",0.015356051748627413],[\"Asia\",0.014890697913990055],[\"Asia\",0.014419291647654039],[\"Asia\",0.013942906946363194],[\"Asia\",0.013462675349866535],[\"Asia\",0.012979771800481356],[\"Asia\",0.012495400878116925],[\"Asia\",0.012010783520268166],[\"Asia\",0.011527144327493934],[\"Asia\",0.011045699545070429],[\"Asia\",0.010567645800994174],[\"Asia\",0.010094149669444549],[\"Asia\",0.00962633811735359],[\"Asia\",0.00916528988002217],[\"Asia\",0.008712027799922379],[\"Asia\",0.008267512151086058],[\"Asia\",0.007832634959948397],[\"Asia\",0.00740821532233408],[\"Asia\",0.006994995705575034],[\"Asia\",0.006593639214655656],[\"Asia\",0.006204727791903801],[\"Asia\",0.005828761311179924],[\"Asia\",0.005466157519843223],[\"Asia\",0.005117252775058185],[\"Asia\",-0.005117252775058185],[\"Asia\",-0.005466157519843223],[\"Asia\",-0.005828761311179924],[\"Asia\",-0.006204727791903801],[\"Asia\",-0.006593639214655656],[\"Asia\",-0.006994995705575034],[\"Asia\",-0.00740821532233408],[\"Asia\",-0.007832634959948397],[\"Asia\",-0.008267512151086058],[\"Asia\",-0.008712027799922379],[\"Asia\",-0.00916528988002217],[\"Asia\",-0.00962633811735359],[\"Asia\",-0.010094149669444549],[\"Asia\",-0.010567645800994174],[\"Asia\",-0.011045699545070429],[\"Asia\",-0.011527144327493934],[\"Asia\",-0.012010783520268166],[\"Asia\",-0.012495400878116925],[\"Asia\",-0.012979771800481356],[\"Asia\",-0.013462675349866535],[\"Asia\",-0.013942906946363194],[\"Asia\",-0.014419291647654039],[\"Asia\",-0.014890697913990055],[\"Asia\",-0.015356051748627413],[\"Asia\",-0.015814351096174916],[\"Asia\",-0.016264680374333196],[\"Asia\",-0.016706225008706277],[\"Asia\",-0.017138285835826186],[\"Asia\",-0.01756029323631616],[\"Asia\",-0.01797182085828513],[\"Asia\",-0.01837259879062796],[\"Asia\",-0.018762526046921975],[\"Asia\",-0.019141682223059148],[\"Asia\",-0.019510338195616286],[\"Asia\",-0.019868965733209537],[\"Asia\",-0.020218245899650843],[\"Asia\",-0.020559076135557866],[\"Asia\",-0.020892575914084784],[\"Asia\",-0.02122009087654733],[\"Asia\",-0.0215431953648073],[\"Asia\",-0.021863693279251965],[\"Asia\",-0.02218361720392903],[\"Asia\",-0.022505225753761814],[\"Asia\",-0.022830999112642032],[\"Asia\",-0.023163632745457276],[\"Asia\",-0.023506029281631747],[\"Asia\",-0.023861288582421803],[\"Asia\",-0.024232696018898166],[\"Asia\",-0.02462370900215457],[\"Asia\",-0.02503794182170932],[\"Asia\",-0.025479148862217936],[\"Asia\",-0.025951206282411966],[\"Asia\",-0.02645809225354736],[\"Asia\",-0.027003865867522882],[\"Asia\",-0.027592644837162346],[\"Asia\",-0.02822858212289845],[\"Asia\",-0.0289158416312113],[\"Asia\",-0.029658573140629554],[\"Asia\",-0.03046088662086712],[\"Asia\",-0.03132682611971125],[\"Asia\",-0.03226034340057375],[\"Asia\",-0.03326527152112505],[\"Asia\",-0.0343452985501146],[\"Asia\",-0.03550394162528653],[\"Asia\",-0.036744521560164084],[\"Asia\",-0.038070138211326585],[\"Asia\",-0.03948364682054152],[\"Asia\",-0.04098763554763866],[\"Asia\",-0.04258440441019476],[\"Asia\",-0.04427594584479601],[\"Asia\",-0.04606392710170642],[\"Asia\",-0.04794967468002351],[\"Asia\",-0.049934161003672525],[\"Asia\",-0.052017993529693496],[\"Asia\",-0.054201406469032334],[\"Asia\",-0.05648425528628018],[\"Asia\",-0.05886601412835811],[\"Asia\",-0.061345776312873995],[\"Asia\",-0.06392225798467688],[\"Asia\",-0.06659380502393451],[\"Asia\",-0.06935840326082963],[\"Asia\",-0.07221369202075106],[\"Asia\",-0.07515698098973211],[\"Asia\",-0.07818527035303138],[\"Asia\",-0.08129527412039692],[\"Asia\",-0.08448344651002097],[\"Asia\",-0.08774601121989242],[\"Asia\",-0.09107899337065983],[\"Asia\",-0.0944782538588096],[\"Asia\",-0.09793952581358992],[\"Asia\",-0.10145845280638423],[\"Asia\",-0.10503062841795392],[\"Asia\",-0.10865163672796155],[\"Asia\",-0.11231709325333343],[\"Asia\",-0.11602268582823344],[\"Asia\",-0.11976421488959607],[\"Asia\",-0.12353763260922285],[\"Asia\",-0.1273390802972282],[\"Asia\",-0.13116492349295863],[\"Asia\",-0.13501178415911844],[\"Asia\",-0.13887656940337342],[\"Asia\",-0.14275649616966712],[\"Asia\",-0.14664911136926914],[\"Asia\",-0.1505523069593866],[\"Asia\",-0.15446432952506756],[\"Asia\",-0.15838378397795683],[\"Asia\",-0.16230963105290455],[\"Asia\",-0.16624117835992963],[\"Asia\",-0.17017806483386222],[\"Asia\",-0.17412023851618613],[\"Asia\",-0.17806792770203161],[\"Asia\",-0.18202160558860275],[\"Asia\",-0.18598194866807558],[\"Asia\",-0.18994978921651948],[\"Asia\",-0.19392606233892368],[\"Asia\",-0.1979117481370849],[\"Asia\",-0.20190780967001248],[\"Asia\",-0.20591512747368307],[\"Asia\",-0.20993443149648783],[\"Asia\",-0.2139662313866594],[\"Asia\",-0.21801074613655005],[\"Asia\",-0.22206783414414275],[\"Asia\",-0.22613692479313935],[\"Asia\",-0.2302169526779838],[\"Asia\",-0.23430629560826627],[\"Asia\",-0.23840271751714034],[\"Asia\",-0.24250331737029426],[\"Asia\",-0.2466044851252476],[\"Asia\",-0.25070186572556175],[\"Asia\",-0.2547903320312131],[\"Asia\",-0.2588639674858225],[\"Asia\",-0.2629160592045928],[\"Asia\",-0.2669391020352727],[\"Asia\",-0.27092481399982127],[\"Asia\",-0.2748641633688515],[\"Asia\",-0.27874740745653936],[\"Asia\",-0.28256414305309085],[\"Asia\",-0.28630336823766694],[\"Asia\",-0.2899535551397308],[\"Asia\",-0.2935027330439602],[\"Asia\",-0.29693858106611537],[\"Asia\",-0.30024852946744907],[\"Asia\",-0.30341986852622455],[\"Asia\",-0.3064398637493652],[\"Asia\",-0.30929587608770787],[\"Asia\",-0.3119754857170216],[\"Asia\",-0.31446661786592384],[\"Asia\",-0.31675766911269],[\"Asia\",-0.31883763253705405],[\"Asia\",-0.32069622010133997],[\"Asia\",-0.32232398064814116],[\"Asia\",-0.32371241193936406],[\"Asia\",-0.3248540652233901],[\"Asia\",-0.32574264090260696],[\"Asia\",-0.3263730739813857],[\"Asia\",-0.3267416081031035],[\"Asia\",-0.3268458571320474],[\"Asia\",-0.32668485339962416],[\"Asia\",-0.326259081911608],[\"Asia\",-0.3255705000012915],[\"Asia\",-0.3246225421092785],[\"Asia\",-0.32342010957103506],[\"Asia\",-0.3219695454949122],[\"Asia\",-0.3202785950128398],[\"Asia\",-0.31835635138001084],[\"Asia\",-0.3162131885854781],[\"Asia\",-0.31386068130969774],[\"Asia\",-0.31131151322491246],[\"Asia\",-0.30857937477743685],[\"Asia\",-0.30567885171523246],[\"Asia\",-0.30262530572786617],[\"Asia\",-0.2994347486476886],[\"Asia\",-0.2961237117198657],[\"Asia\",-0.2927091114842519],[\"Asia\",-0.28920811382391576],[\"Asia\",-0.2856379977237722],[\"Asia\",-0.28201602024901246],[\"Asia\",-0.2783592841980098],[\"Asia\",-0.2746846098096578],[\"Asia\",-0.27100841181249924],[\"Asia\",-0.2673465829946868],[\"Asia\",-0.2637143853521202],[\"Asia\",-0.26012634973957527],[\"Asia\",-0.2565961848089338],[\"Asia\",-0.2531366958724563],[\"Asia\",-0.24975971418010848],[\"Asia\",-0.2464760369509422],[\"Asia\",-0.24329537835196455],[\"Asia\",-0.24022633147620956],[\"Asia\",-0.23727634123701186],[\"Asia\",-0.23445168796972776],[\"Asia\",-0.23175748141698493],[\"Asia\",-0.22919766467033778],[\"Asia\",-0.2267750275509685],[\"Asia\",-0.22449122883553457],[\"Asia\",-0.2223468266707547],[\"Asia\",-0.22034131647194075],[\"Asia\",-0.21847317556613133],[\"Asia\",-0.2167399138192497],[\"Asia\",-0.2151381294779966],[\"Asia\",-0.21366356945998294],[\"Asia\",-0.21231119333871962],[\"Asia\",-0.21107524029219174],[\"Asia\",-0.20994929831339396],[\"Asia\",-0.20892637501695924],[\"Asia\",-0.2079989694163462],[\"Asia\",-0.20715914408952574],[\"Asia\",-0.20639859719635734],[\"Asia\",-0.2057087338565583],[\"Asia\",-0.20508073644225527],[\"Asia\",-0.20450563338254812],[\"Asia\",-0.203974366118551],[\"Asia\",-0.20347785388538223],[\"Asia\",-0.20300705603215102],[\"Asia\",-0.20255303162194466],[\"Asia\",-0.20210699608109822],[\"Asia\",-0.20166037469084172],[\"Asia\",-0.20120485273501643],[\"Asia\",-0.20073242213544837],[\"Asia\",-0.20023542442226078],[\"Asia\",-0.19970658990057716],[\"Asia\",-0.19913907288836907],[\"Asia\",-0.198526482913349],[\"Asia\",-0.197862911770475],[\"Asia\",-0.19714295635646634],[\"Asia\",-0.19636173721428157],[\"Asia\",-0.19551491273927427],[\"Asia\",-0.1945986890200369],[\"Asia\",-0.19360982531103713],[\"Asia\",-0.19254563516107173],[\"Asia\",-0.19140398325129987],[\"Asia\",-0.19018327802889123],[\"Asia\",-0.18888246025684893],[\"Asia\",-0.18750098763677686],[\"Asia\",-0.18603881569872197],[\"Asia\",-0.1844963751899578],[\"Asia\",-0.182874546231962],[\"Asia\",-0.18117462955099417],[\"Asia\",-0.17939831512176943],[\"Asia\",-0.17754764859485403],[\"Asia\",-0.1756249959057833],[\"Asia\",-0.1736330064866905],[\"Asia\",-0.17157457551878114],[\"Asia\",-0.16945280567564247],[\"Asia\",-0.1672709688126954],[\"Asia\",-0.16503246805670435],[\"Asia\",-0.16274080074096386],[\"Asia\",-0.16039952261654056],[\"Asia\",-0.15801221374787092],[\"Asia\",-0.15558244647236497],[\"Asia\",-0.15311375576887504],[\"Asia\",-0.1506096123395134],[\"Asia\",-0.14807339866402902],[\"Asia\",-0.14550838823659776],[\"Asia\",-0.14291772814233009],[\"Asia\",-0.1403044250760225],[\"Asia\",-0.13767133484969782],[\"Asia\",-0.13502115537932652],[\"Asia\",-0.13235642308584886],[\"Asia\",-0.12967951259222923],[\"Asia\",-0.12699263954776352],[\"Asia\",-0.12429786636410778],[\"Asia\",-0.12159711060534471],[\"Asia\",-0.1188921557375544],[\"Asia\",-0.1161846639124123],[\"Asia\",-0.11347619043477539],[\"Asia\",-0.11076819954636485],[\"Asia\",-0.10806208114672027],[\"Asia\",-0.10535916806862707],[\"Asia\",-0.10266075352813923],[\"Asia\",-0.0999681083789001],[\"Asia\",-0.09728249781638354],[\"Asia\",-0.0946051971994567],[\"Asia\",-0.09193750668376825],[\"Asia\",-0.08928076439322223],[\"Asia\",-0.08663635789151042],[\"Asia\",-0.08400573375455159],[\"Asia\",-0.08139040508592346],[\"Asia\",-0.07879195686013944],[\"Asia\",-0.07621204902207623],[\"Asia\",-0.07365241731418637],[\"Asia\",-0.07111487184553619],[\"Asia\",-0.06860129345745394],[\"Asia\",-0.06611362797896213],[\"Asia\",-0.06365387850058903],[\"Asia\",-0.061224095827068864],[\"Asia\",-0.05882636729738953],[\"Asia\",-0.056462804184283136],[\"Asia\",-0.05413552790430584],[\"Asia\",-0.051846655283953776],[\"Asia\",-0.049598283136747606],[\"Asia\",-0.04739247241090223],[\"Asia\",-0.04523123216720336],[\"Asia\",-0.043116503642226696],[\"Asia\",-0.04105014464333138],[\"Asia\",-0.03903391450927679],[\"Asia\",-0.0370694598542421],[\"Asia\",-0.03515830129391324],[\"Asia\",-0.03330182133062228],[\"Asia\",-0.031501253550774905],[\"Asia\",-0.029757673262508274],[\"Asia\",-0.028071989675191568],[\"Asia\",-0.02644493969553763],[\"Asia\",-0.024877083388223704],[\"Asia\",-0.023368801122495245],[\"Asia\",-0.021920292400685236],[\"Asia\",-0.020531576340317815],[\"Asia\",-0.019202493758831103],[\"Asia\",-0.017932710789251138],[\"Asia\",-0.016721723936625],[\"Asia\",-0.015568866468871302],[\"Asia\",-0.014473316022069093],[\"Asia\",-0.013434103289168203],[\"Asia\",-0.012450121652694926],[\"Asia\",-0.011520137616233127],[\"Asia\",-0.010642801886214859],[\"Asia\",-0.009816660954752665],[\"Asia\",-0.00904016903574456],[\"Asia\",-0.00831170021010646],[\"Asia\",-0.00762956064153414],[\"Asia\",-0.006992000731446809],[\"Asia\",-0.00639722709047808],[\"Asia\",-0.0058434142138130505],[\"Asia\",-0.0053287157585720744],[\"Asia\",-0.0048512753330630905],[\"Asia\",-0.004409236719823959],[\"Asia\",-0.004000753466721006],[\"Asia\",-0.003623997792741506],[\"Asia\",-0.0032771687673150366],[\"Asia\",-0.00295849973383965],[\"Asia\",-0.002666264959412676],[\"Asia\",-0.002398785503435138],[\"Asia\",-0.0021544343076583218],[\"Asia\",-0.0019316405192801858],[\"Asia\",-0.0017288930668096524],[\"Asia\",-0.001544743515553043],[\"Asia\",-0.0013778082357144405],[\"Asia\",-0.0012267699212357651],[\"Asia\",-0.00109037850164604],[\"Asia\",-0.000967451492371674],[\"Asia\",-0.0008568738312235456],[\"Asia\",-0.0007575972501767119],[\"Asia\",-0.0006686392321588159],[\"Asia\",-0.0005890816024347733],[\"Asia\",-0.0005180688033946617],[\"Asia\",-0.00045480590019862123],[\"Asia\",-0.00039855636288769217],[\"Asia\",-0.00034863966831384587],[\"Asia\",-0.00030442876265467046],[\"Asia\",-0.0002653474224340599],[\"Asia\",-0.0002308675489414956],[\"Asia\",-0.00020050642779568392],[\"Asia\",-0.00017382398219428628],[\"Asia\",-0.00015042004518511377],[\"Asia\",-0.00012993167313366037],[\"Asia\",-0.00011203051948904425],[\"Asia\",-9.642028500045951e-05],[\"Asia\",-8.283425773794243e-05],[\"Asia\",-7.103295364729397e-05],[\"Asia\",-6.080186593627284e-05],[\"Asia\",-5.194932935924349e-05],[\"Asia\",-4.430450344701501e-05],[\"Asia\",-3.771547691997071e-05],[\"Asia\",-3.204749392429317e-05],[\"Asia\",-2.718130133835682e-05],[\"Asia\",-2.301161520168938e-05],[\"Asia\",-1.9445703312557062e-05],[\"Asia\",-1.6402080210703334e-05],[\"Asia\",-1.3809310096313325e-05],[\"Asia\",-1.1604912721220322e-05],[\"Asia\",-9.734366909573266e-06],[\"Asia\",-8.150206108329497e-06],[\"Asia\",-6.811200218812327e-06],[\"Asia\",-5.681617905336506e-06],[\"Asia\",-4.730563602250451e-06],[\"Asia\",-3.931383534091478e-06],[\"Asia\",-3.261135213129815e-06],[\"Asia\",-2.70011507354338e-06],[\"Asia\",-2.2314391319296277e-06],[\"Asia\",-1.840671820927136e-06],[\"Asia\",-1.515498418481765e-06],[\"Asia\",-1.2454367828193566e-06],[\"Asia\",-1.0215843964854056e-06],[\"Asia\",-8.363970167822408e-07],[\"Asia\",-6.834955203106461e-07],[\"Asia\",-5.574978126123981e-07],[\"Asia\",-4.5387294732324177e-07],[\"Asia\",-3.688148606259662e-07],[\"Asia\",-2.9913337454682564e-07],[\"Asia\",-2.421603556652514e-07],[\"Asia\",-1.9566913343266592e-07],[\"Asia\",-1.5780548421040082e-07],[\"Asia\",-1.2702867333220965e-07],[\"Asia\",-1.0206121821594697e-07],[\"Asia\",-8.184619123402362e-08],[\"Asia\",-6.551102230091695e-08],[\"Asia\",-5.233688866273491e-08],[\"Asia\",-4.173289397496547e-08],[\"Asia\",-3.321434127957806e-08],[\"Asia\",-2.6384495818971138e-08]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2208\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2209\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2204\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\"}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2205\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2206\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2216\",\"attributes\":{\"level\":\"underlay\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2210\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2211\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2212\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[800],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Asia\",2.6384495818971138e-08],[\"Asia\",3.321434127957806e-08],[\"Asia\",4.173289397496547e-08],[\"Asia\",5.233688866273491e-08],[\"Asia\",6.551102230091695e-08],[\"Asia\",8.184619123402362e-08],[\"Asia\",1.0206121821594697e-07],[\"Asia\",1.2702867333220965e-07],[\"Asia\",1.5780548421040082e-07],[\"Asia\",1.9566913343266592e-07],[\"Asia\",2.421603556652514e-07],[\"Asia\",2.9913337454682564e-07],[\"Asia\",3.688148606259662e-07],[\"Asia\",4.5387294732324177e-07],[\"Asia\",5.574978126123981e-07],[\"Asia\",6.834955203106461e-07],[\"Asia\",8.363970167822408e-07],[\"Asia\",1.0215843964854056e-06],[\"Asia\",1.2454367828193566e-06],[\"Asia\",1.515498418481765e-06],[\"Asia\",1.840671820927136e-06],[\"Asia\",2.2314391319296277e-06],[\"Asia\",2.70011507354338e-06],[\"Asia\",3.261135213129815e-06],[\"Asia\",3.931383534091478e-06],[\"Asia\",4.730563602250451e-06],[\"Asia\",5.681617905336506e-06],[\"Asia\",6.811200218812327e-06],[\"Asia\",8.150206108329497e-06],[\"Asia\",9.734366909573266e-06],[\"Asia\",1.1604912721220322e-05],[\"Asia\",1.3809310096313325e-05],[\"Asia\",1.6402080210703334e-05],[\"Asia\",1.9445703312557062e-05],[\"Asia\",2.301161520168938e-05],[\"Asia\",2.718130133835682e-05],[\"Asia\",3.204749392429317e-05],[\"Asia\",3.771547691997071e-05],[\"Asia\",4.430450344701501e-05],[\"Asia\",5.194932935924349e-05],[\"Asia\",6.080186593627284e-05],[\"Asia\",7.103295364729397e-05],[\"Asia\",8.283425773794243e-05],[\"Asia\",9.642028500045951e-05],[\"Asia\",0.00011203051948904425],[\"Asia\",0.00012993167313366037],[\"Asia\",0.00015042004518511377],[\"Asia\",0.00017382398219428628],[\"Asia\",0.00020050642779568392],[\"Asia\",0.0002308675489414956],[\"Asia\",0.0002653474224340599],[\"Asia\",0.00030442876265467046],[\"Asia\",0.00034863966831384587],[\"Asia\",0.00039855636288769217],[\"Asia\",0.00045480590019862123],[\"Asia\",0.0005180688033946617],[\"Asia\",0.0005890816024347733],[\"Asia\",0.0006686392321588159],[\"Asia\",0.0007575972501767119],[\"Asia\",0.0008568738312235456],[\"Asia\",0.000967451492371674],[\"Asia\",0.00109037850164604],[\"Asia\",0.0012267699212357651],[\"Asia\",0.0013778082357144405],[\"Asia\",0.001544743515553043],[\"Asia\",0.0017288930668096524],[\"Asia\",0.0019316405192801858],[\"Asia\",0.0021544343076583218],[\"Asia\",0.002398785503435138],[\"Asia\",0.002666264959412676],[\"Asia\",0.00295849973383965],[\"Asia\",0.0032771687673150366],[\"Asia\",0.003623997792741506],[\"Asia\",0.004000753466721006],[\"Asia\",0.004409236719823959],[\"Asia\",0.0048512753330630905],[\"Asia\",0.0053287157585720744],[\"Asia\",0.0058434142138130505],[\"Asia\",0.00639722709047808],[\"Asia\",0.006992000731446809],[\"Asia\",0.00762956064153414],[\"Asia\",0.00831170021010646],[\"Asia\",0.00904016903574456],[\"Asia\",0.009816660954752665],[\"Asia\",0.010642801886214859],[\"Asia\",0.011520137616233127],[\"Asia\",0.012450121652694926],[\"Asia\",0.013434103289168203],[\"Asia\",0.014473316022069093],[\"Asia\",0.015568866468871302],[\"Asia\",0.016721723936625],[\"Asia\",0.017932710789251138],[\"Asia\",0.019202493758831103],[\"Asia\",0.020531576340317815],[\"Asia\",0.021920292400685236],[\"Asia\",0.023368801122495245],[\"Asia\",0.024877083388223704],[\"Asia\",0.02644493969553763],[\"Asia\",0.028071989675191568],[\"Asia\",0.029757673262508274],[\"Asia\",0.031501253550774905],[\"Asia\",0.03330182133062228],[\"Asia\",0.03515830129391324],[\"Asia\",0.0370694598542421],[\"Asia\",0.03903391450927679],[\"Asia\",0.04105014464333138],[\"Asia\",0.043116503642226696],[\"Asia\",0.04523123216720336],[\"Asia\",0.04739247241090223],[\"Asia\",0.049598283136747606],[\"Asia\",0.051846655283953776],[\"Asia\",0.05413552790430584],[\"Asia\",0.056462804184283136],[\"Asia\",0.05882636729738953],[\"Asia\",0.061224095827068864],[\"Asia\",0.06365387850058903],[\"Asia\",0.06611362797896213],[\"Asia\",0.06860129345745394],[\"Asia\",0.07111487184553619],[\"Asia\",0.07365241731418637],[\"Asia\",0.07621204902207623],[\"Asia\",0.07879195686013944],[\"Asia\",0.08139040508592346],[\"Asia\",0.08400573375455159],[\"Asia\",0.08663635789151042],[\"Asia\",0.08928076439322223],[\"Asia\",0.09193750668376825],[\"Asia\",0.0946051971994567],[\"Asia\",0.09728249781638354],[\"Asia\",0.0999681083789001],[\"Asia\",0.10266075352813923],[\"Asia\",0.10535916806862707],[\"Asia\",0.10806208114672027],[\"Asia\",0.11076819954636485],[\"Asia\",0.11347619043477539],[\"Asia\",0.1161846639124123],[\"Asia\",0.1188921557375544],[\"Asia\",0.12159711060534471],[\"Asia\",0.12429786636410778],[\"Asia\",0.12699263954776352],[\"Asia\",0.12967951259222923],[\"Asia\",0.13235642308584886],[\"Asia\",0.13502115537932652],[\"Asia\",0.13767133484969782],[\"Asia\",0.1403044250760225],[\"Asia\",0.14291772814233009],[\"Asia\",0.14550838823659776],[\"Asia\",0.14807339866402902],[\"Asia\",0.1506096123395134],[\"Asia\",0.15311375576887504],[\"Asia\",0.15558244647236497],[\"Asia\",0.15801221374787092],[\"Asia\",0.16039952261654056],[\"Asia\",0.16274080074096386],[\"Asia\",0.16503246805670435],[\"Asia\",0.1672709688126954],[\"Asia\",0.16945280567564247],[\"Asia\",0.17157457551878114],[\"Asia\",0.1736330064866905],[\"Asia\",0.1756249959057833],[\"Asia\",0.17754764859485403],[\"Asia\",0.17939831512176943],[\"Asia\",0.18117462955099417],[\"Asia\",0.182874546231962],[\"Asia\",0.1844963751899578],[\"Asia\",0.18603881569872197],[\"Asia\",0.18750098763677686],[\"Asia\",0.18888246025684893],[\"Asia\",0.19018327802889123],[\"Asia\",0.19140398325129987],[\"Asia\",0.19254563516107173],[\"Asia\",0.19360982531103713],[\"Asia\",0.1945986890200369],[\"Asia\",0.19551491273927427],[\"Asia\",0.19636173721428157],[\"Asia\",0.19714295635646634],[\"Asia\",0.197862911770475],[\"Asia\",0.198526482913349],[\"Asia\",0.19913907288836907],[\"Asia\",0.19970658990057716],[\"Asia\",0.20023542442226078],[\"Asia\",0.20073242213544837],[\"Asia\",0.20120485273501643],[\"Asia\",0.20166037469084172],[\"Asia\",0.20210699608109822],[\"Asia\",0.20255303162194466],[\"Asia\",0.20300705603215102],[\"Asia\",0.20347785388538223],[\"Asia\",0.203974366118551],[\"Asia\",0.20450563338254812],[\"Asia\",0.20508073644225527],[\"Asia\",0.2057087338565583],[\"Asia\",0.20639859719635734],[\"Asia\",0.20715914408952574],[\"Asia\",0.2079989694163462],[\"Asia\",0.20892637501695924],[\"Asia\",0.20994929831339396],[\"Asia\",0.21107524029219174],[\"Asia\",0.21231119333871962],[\"Asia\",0.21366356945998294],[\"Asia\",0.2151381294779966],[\"Asia\",0.2167399138192497],[\"Asia\",0.21847317556613133],[\"Asia\",0.22034131647194075],[\"Asia\",0.2223468266707547],[\"Asia\",0.22449122883553457],[\"Asia\",0.2267750275509685],[\"Asia\",0.22919766467033778],[\"Asia\",0.23175748141698493],[\"Asia\",0.23445168796972776],[\"Asia\",0.23727634123701186],[\"Asia\",0.24022633147620956],[\"Asia\",0.24329537835196455],[\"Asia\",0.2464760369509422],[\"Asia\",0.24975971418010848],[\"Asia\",0.2531366958724563],[\"Asia\",0.2565961848089338],[\"Asia\",0.26012634973957527],[\"Asia\",0.2637143853521202],[\"Asia\",0.2673465829946868],[\"Asia\",0.27100841181249924],[\"Asia\",0.2746846098096578],[\"Asia\",0.2783592841980098],[\"Asia\",0.28201602024901246],[\"Asia\",0.2856379977237722],[\"Asia\",0.28920811382391576],[\"Asia\",0.2927091114842519],[\"Asia\",0.2961237117198657],[\"Asia\",0.2994347486476886],[\"Asia\",0.30262530572786617],[\"Asia\",0.30567885171523246],[\"Asia\",0.30857937477743685],[\"Asia\",0.31131151322491246],[\"Asia\",0.31386068130969774],[\"Asia\",0.3162131885854781],[\"Asia\",0.31835635138001084],[\"Asia\",0.3202785950128398],[\"Asia\",0.3219695454949122],[\"Asia\",0.32342010957103506],[\"Asia\",0.3246225421092785],[\"Asia\",0.3255705000012915],[\"Asia\",0.326259081911608],[\"Asia\",0.32668485339962416],[\"Asia\",0.3268458571320474],[\"Asia\",0.3267416081031035],[\"Asia\",0.3263730739813857],[\"Asia\",0.32574264090260696],[\"Asia\",0.3248540652233901],[\"Asia\",0.32371241193936406],[\"Asia\",0.32232398064814116],[\"Asia\",0.32069622010133997],[\"Asia\",0.31883763253705405],[\"Asia\",0.31675766911269],[\"Asia\",0.31446661786592384],[\"Asia\",0.3119754857170216],[\"Asia\",0.30929587608770787],[\"Asia\",0.3064398637493652],[\"Asia\",0.30341986852622455],[\"Asia\",0.30024852946744907],[\"Asia\",0.29693858106611537],[\"Asia\",0.2935027330439602],[\"Asia\",0.2899535551397308],[\"Asia\",0.28630336823766694],[\"Asia\",0.28256414305309085],[\"Asia\",0.27874740745653936],[\"Asia\",0.2748641633688515],[\"Asia\",0.27092481399982127],[\"Asia\",0.2669391020352727],[\"Asia\",0.2629160592045928],[\"Asia\",0.2588639674858225],[\"Asia\",0.2547903320312131],[\"Asia\",0.25070186572556175],[\"Asia\",0.2466044851252476],[\"Asia\",0.24250331737029426],[\"Asia\",0.23840271751714034],[\"Asia\",0.23430629560826627],[\"Asia\",0.2302169526779838],[\"Asia\",0.22613692479313935],[\"Asia\",0.22206783414414275],[\"Asia\",0.21801074613655005],[\"Asia\",0.2139662313866594],[\"Asia\",0.20993443149648783],[\"Asia\",0.20591512747368307],[\"Asia\",0.20190780967001248],[\"Asia\",0.1979117481370849],[\"Asia\",0.19392606233892368],[\"Asia\",0.18994978921651948],[\"Asia\",0.18598194866807558],[\"Asia\",0.18202160558860275],[\"Asia\",0.17806792770203161],[\"Asia\",0.17412023851618613],[\"Asia\",0.17017806483386222],[\"Asia\",0.16624117835992963],[\"Asia\",0.16230963105290455],[\"Asia\",0.15838378397795683],[\"Asia\",0.15446432952506756],[\"Asia\",0.1505523069593866],[\"Asia\",0.14664911136926914],[\"Asia\",0.14275649616966712],[\"Asia\",0.13887656940337342],[\"Asia\",0.13501178415911844],[\"Asia\",0.13116492349295863],[\"Asia\",0.1273390802972282],[\"Asia\",0.12353763260922285],[\"Asia\",0.11976421488959607],[\"Asia\",0.11602268582823344],[\"Asia\",0.11231709325333343],[\"Asia\",0.10865163672796155],[\"Asia\",0.10503062841795392],[\"Asia\",0.10145845280638423],[\"Asia\",0.09793952581358992],[\"Asia\",0.0944782538588096],[\"Asia\",0.09107899337065983],[\"Asia\",0.08774601121989242],[\"Asia\",0.08448344651002097],[\"Asia\",0.08129527412039692],[\"Asia\",0.07818527035303138],[\"Asia\",0.07515698098973211],[\"Asia\",0.07221369202075106],[\"Asia\",0.06935840326082963],[\"Asia\",0.06659380502393451],[\"Asia\",0.06392225798467688],[\"Asia\",0.061345776312873995],[\"Asia\",0.05886601412835811],[\"Asia\",0.05648425528628018],[\"Asia\",0.054201406469032334],[\"Asia\",0.052017993529693496],[\"Asia\",0.049934161003672525],[\"Asia\",0.04794967468002351],[\"Asia\",0.04606392710170642],[\"Asia\",0.04427594584479601],[\"Asia\",0.04258440441019476],[\"Asia\",0.04098763554763866],[\"Asia\",0.03948364682054152],[\"Asia\",0.038070138211326585],[\"Asia\",0.036744521560164084],[\"Asia\",0.03550394162528653],[\"Asia\",0.0343452985501146],[\"Asia\",0.03326527152112505],[\"Asia\",0.03226034340057375],[\"Asia\",0.03132682611971125],[\"Asia\",0.03046088662086712],[\"Asia\",0.029658573140629554],[\"Asia\",0.0289158416312113],[\"Asia\",0.02822858212289845],[\"Asia\",0.027592644837162346],[\"Asia\",0.027003865867522882],[\"Asia\",0.02645809225354736],[\"Asia\",0.025951206282411966],[\"Asia\",0.025479148862217936],[\"Asia\",0.02503794182170932],[\"Asia\",0.02462370900215457],[\"Asia\",0.024232696018898166],[\"Asia\",0.023861288582421803],[\"Asia\",0.023506029281631747],[\"Asia\",0.023163632745457276],[\"Asia\",0.022830999112642032],[\"Asia\",0.022505225753761814],[\"Asia\",0.02218361720392903],[\"Asia\",0.021863693279251965],[\"Asia\",0.0215431953648073],[\"Asia\",0.02122009087654733],[\"Asia\",0.020892575914084784],[\"Asia\",0.020559076135557866],[\"Asia\",0.020218245899650843],[\"Asia\",0.019868965733209537],[\"Asia\",0.019510338195616286],[\"Asia\",0.019141682223059148],[\"Asia\",0.018762526046921975],[\"Asia\",0.01837259879062796],[\"Asia\",0.01797182085828513],[\"Asia\",0.01756029323631616],[\"Asia\",0.017138285835826186],[\"Asia\",0.016706225008706277],[\"Asia\",0.016264680374333196],[\"Asia\",0.015814351096174916],[\"Asia\",0.015356051748627413],[\"Asia\",0.014890697913990055],[\"Asia\",0.014419291647654039],[\"Asia\",0.013942906946363194],[\"Asia\",0.013462675349866535],[\"Asia\",0.012979771800481356],[\"Asia\",0.012495400878116925],[\"Asia\",0.012010783520268166],[\"Asia\",0.011527144327493934],[\"Asia\",0.011045699545070429],[\"Asia\",0.010567645800994174],[\"Asia\",0.010094149669444549],[\"Asia\",0.00962633811735359],[\"Asia\",0.00916528988002217],[\"Asia\",0.008712027799922379],[\"Asia\",0.008267512151086058],[\"Asia\",0.007832634959948397],[\"Asia\",0.00740821532233408],[\"Asia\",0.006994995705575034],[\"Asia\",0.006593639214655656],[\"Asia\",0.006204727791903801],[\"Asia\",0.005828761311179924],[\"Asia\",0.005466157519843223],[\"Asia\",0.005117252775058185],[\"Asia\",-0.005117252775058185],[\"Asia\",-0.005466157519843223],[\"Asia\",-0.005828761311179924],[\"Asia\",-0.006204727791903801],[\"Asia\",-0.006593639214655656],[\"Asia\",-0.006994995705575034],[\"Asia\",-0.00740821532233408],[\"Asia\",-0.007832634959948397],[\"Asia\",-0.008267512151086058],[\"Asia\",-0.008712027799922379],[\"Asia\",-0.00916528988002217],[\"Asia\",-0.00962633811735359],[\"Asia\",-0.010094149669444549],[\"Asia\",-0.010567645800994174],[\"Asia\",-0.011045699545070429],[\"Asia\",-0.011527144327493934],[\"Asia\",-0.012010783520268166],[\"Asia\",-0.012495400878116925],[\"Asia\",-0.012979771800481356],[\"Asia\",-0.013462675349866535],[\"Asia\",-0.013942906946363194],[\"Asia\",-0.014419291647654039],[\"Asia\",-0.014890697913990055],[\"Asia\",-0.015356051748627413],[\"Asia\",-0.015814351096174916],[\"Asia\",-0.016264680374333196],[\"Asia\",-0.016706225008706277],[\"Asia\",-0.017138285835826186],[\"Asia\",-0.01756029323631616],[\"Asia\",-0.01797182085828513],[\"Asia\",-0.01837259879062796],[\"Asia\",-0.018762526046921975],[\"Asia\",-0.019141682223059148],[\"Asia\",-0.019510338195616286],[\"Asia\",-0.019868965733209537],[\"Asia\",-0.020218245899650843],[\"Asia\",-0.020559076135557866],[\"Asia\",-0.020892575914084784],[\"Asia\",-0.02122009087654733],[\"Asia\",-0.0215431953648073],[\"Asia\",-0.021863693279251965],[\"Asia\",-0.02218361720392903],[\"Asia\",-0.022505225753761814],[\"Asia\",-0.022830999112642032],[\"Asia\",-0.023163632745457276],[\"Asia\",-0.023506029281631747],[\"Asia\",-0.023861288582421803],[\"Asia\",-0.024232696018898166],[\"Asia\",-0.02462370900215457],[\"Asia\",-0.02503794182170932],[\"Asia\",-0.025479148862217936],[\"Asia\",-0.025951206282411966],[\"Asia\",-0.02645809225354736],[\"Asia\",-0.027003865867522882],[\"Asia\",-0.027592644837162346],[\"Asia\",-0.02822858212289845],[\"Asia\",-0.0289158416312113],[\"Asia\",-0.029658573140629554],[\"Asia\",-0.03046088662086712],[\"Asia\",-0.03132682611971125],[\"Asia\",-0.03226034340057375],[\"Asia\",-0.03326527152112505],[\"Asia\",-0.0343452985501146],[\"Asia\",-0.03550394162528653],[\"Asia\",-0.036744521560164084],[\"Asia\",-0.038070138211326585],[\"Asia\",-0.03948364682054152],[\"Asia\",-0.04098763554763866],[\"Asia\",-0.04258440441019476],[\"Asia\",-0.04427594584479601],[\"Asia\",-0.04606392710170642],[\"Asia\",-0.04794967468002351],[\"Asia\",-0.049934161003672525],[\"Asia\",-0.052017993529693496],[\"Asia\",-0.054201406469032334],[\"Asia\",-0.05648425528628018],[\"Asia\",-0.05886601412835811],[\"Asia\",-0.061345776312873995],[\"Asia\",-0.06392225798467688],[\"Asia\",-0.06659380502393451],[\"Asia\",-0.06935840326082963],[\"Asia\",-0.07221369202075106],[\"Asia\",-0.07515698098973211],[\"Asia\",-0.07818527035303138],[\"Asia\",-0.08129527412039692],[\"Asia\",-0.08448344651002097],[\"Asia\",-0.08774601121989242],[\"Asia\",-0.09107899337065983],[\"Asia\",-0.0944782538588096],[\"Asia\",-0.09793952581358992],[\"Asia\",-0.10145845280638423],[\"Asia\",-0.10503062841795392],[\"Asia\",-0.10865163672796155],[\"Asia\",-0.11231709325333343],[\"Asia\",-0.11602268582823344],[\"Asia\",-0.11976421488959607],[\"Asia\",-0.12353763260922285],[\"Asia\",-0.1273390802972282],[\"Asia\",-0.13116492349295863],[\"Asia\",-0.13501178415911844],[\"Asia\",-0.13887656940337342],[\"Asia\",-0.14275649616966712],[\"Asia\",-0.14664911136926914],[\"Asia\",-0.1505523069593866],[\"Asia\",-0.15446432952506756],[\"Asia\",-0.15838378397795683],[\"Asia\",-0.16230963105290455],[\"Asia\",-0.16624117835992963],[\"Asia\",-0.17017806483386222],[\"Asia\",-0.17412023851618613],[\"Asia\",-0.17806792770203161],[\"Asia\",-0.18202160558860275],[\"Asia\",-0.18598194866807558],[\"Asia\",-0.18994978921651948],[\"Asia\",-0.19392606233892368],[\"Asia\",-0.1979117481370849],[\"Asia\",-0.20190780967001248],[\"Asia\",-0.20591512747368307],[\"Asia\",-0.20993443149648783],[\"Asia\",-0.2139662313866594],[\"Asia\",-0.21801074613655005],[\"Asia\",-0.22206783414414275],[\"Asia\",-0.22613692479313935],[\"Asia\",-0.2302169526779838],[\"Asia\",-0.23430629560826627],[\"Asia\",-0.23840271751714034],[\"Asia\",-0.24250331737029426],[\"Asia\",-0.2466044851252476],[\"Asia\",-0.25070186572556175],[\"Asia\",-0.2547903320312131],[\"Asia\",-0.2588639674858225],[\"Asia\",-0.2629160592045928],[\"Asia\",-0.2669391020352727],[\"Asia\",-0.27092481399982127],[\"Asia\",-0.2748641633688515],[\"Asia\",-0.27874740745653936],[\"Asia\",-0.28256414305309085],[\"Asia\",-0.28630336823766694],[\"Asia\",-0.2899535551397308],[\"Asia\",-0.2935027330439602],[\"Asia\",-0.29693858106611537],[\"Asia\",-0.30024852946744907],[\"Asia\",-0.30341986852622455],[\"Asia\",-0.3064398637493652],[\"Asia\",-0.30929587608770787],[\"Asia\",-0.3119754857170216],[\"Asia\",-0.31446661786592384],[\"Asia\",-0.31675766911269],[\"Asia\",-0.31883763253705405],[\"Asia\",-0.32069622010133997],[\"Asia\",-0.32232398064814116],[\"Asia\",-0.32371241193936406],[\"Asia\",-0.3248540652233901],[\"Asia\",-0.32574264090260696],[\"Asia\",-0.3263730739813857],[\"Asia\",-0.3267416081031035],[\"Asia\",-0.3268458571320474],[\"Asia\",-0.32668485339962416],[\"Asia\",-0.326259081911608],[\"Asia\",-0.3255705000012915],[\"Asia\",-0.3246225421092785],[\"Asia\",-0.32342010957103506],[\"Asia\",-0.3219695454949122],[\"Asia\",-0.3202785950128398],[\"Asia\",-0.31835635138001084],[\"Asia\",-0.3162131885854781],[\"Asia\",-0.31386068130969774],[\"Asia\",-0.31131151322491246],[\"Asia\",-0.30857937477743685],[\"Asia\",-0.30567885171523246],[\"Asia\",-0.30262530572786617],[\"Asia\",-0.2994347486476886],[\"Asia\",-0.2961237117198657],[\"Asia\",-0.2927091114842519],[\"Asia\",-0.28920811382391576],[\"Asia\",-0.2856379977237722],[\"Asia\",-0.28201602024901246],[\"Asia\",-0.2783592841980098],[\"Asia\",-0.2746846098096578],[\"Asia\",-0.27100841181249924],[\"Asia\",-0.2673465829946868],[\"Asia\",-0.2637143853521202],[\"Asia\",-0.26012634973957527],[\"Asia\",-0.2565961848089338],[\"Asia\",-0.2531366958724563],[\"Asia\",-0.24975971418010848],[\"Asia\",-0.2464760369509422],[\"Asia\",-0.24329537835196455],[\"Asia\",-0.24022633147620956],[\"Asia\",-0.23727634123701186],[\"Asia\",-0.23445168796972776],[\"Asia\",-0.23175748141698493],[\"Asia\",-0.22919766467033778],[\"Asia\",-0.2267750275509685],[\"Asia\",-0.22449122883553457],[\"Asia\",-0.2223468266707547],[\"Asia\",-0.22034131647194075],[\"Asia\",-0.21847317556613133],[\"Asia\",-0.2167399138192497],[\"Asia\",-0.2151381294779966],[\"Asia\",-0.21366356945998294],[\"Asia\",-0.21231119333871962],[\"Asia\",-0.21107524029219174],[\"Asia\",-0.20994929831339396],[\"Asia\",-0.20892637501695924],[\"Asia\",-0.2079989694163462],[\"Asia\",-0.20715914408952574],[\"Asia\",-0.20639859719635734],[\"Asia\",-0.2057087338565583],[\"Asia\",-0.20508073644225527],[\"Asia\",-0.20450563338254812],[\"Asia\",-0.203974366118551],[\"Asia\",-0.20347785388538223],[\"Asia\",-0.20300705603215102],[\"Asia\",-0.20255303162194466],[\"Asia\",-0.20210699608109822],[\"Asia\",-0.20166037469084172],[\"Asia\",-0.20120485273501643],[\"Asia\",-0.20073242213544837],[\"Asia\",-0.20023542442226078],[\"Asia\",-0.19970658990057716],[\"Asia\",-0.19913907288836907],[\"Asia\",-0.198526482913349],[\"Asia\",-0.197862911770475],[\"Asia\",-0.19714295635646634],[\"Asia\",-0.19636173721428157],[\"Asia\",-0.19551491273927427],[\"Asia\",-0.1945986890200369],[\"Asia\",-0.19360982531103713],[\"Asia\",-0.19254563516107173],[\"Asia\",-0.19140398325129987],[\"Asia\",-0.19018327802889123],[\"Asia\",-0.18888246025684893],[\"Asia\",-0.18750098763677686],[\"Asia\",-0.18603881569872197],[\"Asia\",-0.1844963751899578],[\"Asia\",-0.182874546231962],[\"Asia\",-0.18117462955099417],[\"Asia\",-0.17939831512176943],[\"Asia\",-0.17754764859485403],[\"Asia\",-0.1756249959057833],[\"Asia\",-0.1736330064866905],[\"Asia\",-0.17157457551878114],[\"Asia\",-0.16945280567564247],[\"Asia\",-0.1672709688126954],[\"Asia\",-0.16503246805670435],[\"Asia\",-0.16274080074096386],[\"Asia\",-0.16039952261654056],[\"Asia\",-0.15801221374787092],[\"Asia\",-0.15558244647236497],[\"Asia\",-0.15311375576887504],[\"Asia\",-0.1506096123395134],[\"Asia\",-0.14807339866402902],[\"Asia\",-0.14550838823659776],[\"Asia\",-0.14291772814233009],[\"Asia\",-0.1403044250760225],[\"Asia\",-0.13767133484969782],[\"Asia\",-0.13502115537932652],[\"Asia\",-0.13235642308584886],[\"Asia\",-0.12967951259222923],[\"Asia\",-0.12699263954776352],[\"Asia\",-0.12429786636410778],[\"Asia\",-0.12159711060534471],[\"Asia\",-0.1188921557375544],[\"Asia\",-0.1161846639124123],[\"Asia\",-0.11347619043477539],[\"Asia\",-0.11076819954636485],[\"Asia\",-0.10806208114672027],[\"Asia\",-0.10535916806862707],[\"Asia\",-0.10266075352813923],[\"Asia\",-0.0999681083789001],[\"Asia\",-0.09728249781638354],[\"Asia\",-0.0946051971994567],[\"Asia\",-0.09193750668376825],[\"Asia\",-0.08928076439322223],[\"Asia\",-0.08663635789151042],[\"Asia\",-0.08400573375455159],[\"Asia\",-0.08139040508592346],[\"Asia\",-0.07879195686013944],[\"Asia\",-0.07621204902207623],[\"Asia\",-0.07365241731418637],[\"Asia\",-0.07111487184553619],[\"Asia\",-0.06860129345745394],[\"Asia\",-0.06611362797896213],[\"Asia\",-0.06365387850058903],[\"Asia\",-0.061224095827068864],[\"Asia\",-0.05882636729738953],[\"Asia\",-0.056462804184283136],[\"Asia\",-0.05413552790430584],[\"Asia\",-0.051846655283953776],[\"Asia\",-0.049598283136747606],[\"Asia\",-0.04739247241090223],[\"Asia\",-0.04523123216720336],[\"Asia\",-0.043116503642226696],[\"Asia\",-0.04105014464333138],[\"Asia\",-0.03903391450927679],[\"Asia\",-0.0370694598542421],[\"Asia\",-0.03515830129391324],[\"Asia\",-0.03330182133062228],[\"Asia\",-0.031501253550774905],[\"Asia\",-0.029757673262508274],[\"Asia\",-0.028071989675191568],[\"Asia\",-0.02644493969553763],[\"Asia\",-0.024877083388223704],[\"Asia\",-0.023368801122495245],[\"Asia\",-0.021920292400685236],[\"Asia\",-0.020531576340317815],[\"Asia\",-0.019202493758831103],[\"Asia\",-0.017932710789251138],[\"Asia\",-0.016721723936625],[\"Asia\",-0.015568866468871302],[\"Asia\",-0.014473316022069093],[\"Asia\",-0.013434103289168203],[\"Asia\",-0.012450121652694926],[\"Asia\",-0.011520137616233127],[\"Asia\",-0.010642801886214859],[\"Asia\",-0.009816660954752665],[\"Asia\",-0.00904016903574456],[\"Asia\",-0.00831170021010646],[\"Asia\",-0.00762956064153414],[\"Asia\",-0.006992000731446809],[\"Asia\",-0.00639722709047808],[\"Asia\",-0.0058434142138130505],[\"Asia\",-0.0053287157585720744],[\"Asia\",-0.0048512753330630905],[\"Asia\",-0.004409236719823959],[\"Asia\",-0.004000753466721006],[\"Asia\",-0.003623997792741506],[\"Asia\",-0.0032771687673150366],[\"Asia\",-0.00295849973383965],[\"Asia\",-0.002666264959412676],[\"Asia\",-0.002398785503435138],[\"Asia\",-0.0021544343076583218],[\"Asia\",-0.0019316405192801858],[\"Asia\",-0.0017288930668096524],[\"Asia\",-0.001544743515553043],[\"Asia\",-0.0013778082357144405],[\"Asia\",-0.0012267699212357651],[\"Asia\",-0.00109037850164604],[\"Asia\",-0.000967451492371674],[\"Asia\",-0.0008568738312235456],[\"Asia\",-0.0007575972501767119],[\"Asia\",-0.0006686392321588159],[\"Asia\",-0.0005890816024347733],[\"Asia\",-0.0005180688033946617],[\"Asia\",-0.00045480590019862123],[\"Asia\",-0.00039855636288769217],[\"Asia\",-0.00034863966831384587],[\"Asia\",-0.00030442876265467046],[\"Asia\",-0.0002653474224340599],[\"Asia\",-0.0002308675489414956],[\"Asia\",-0.00020050642779568392],[\"Asia\",-0.00017382398219428628],[\"Asia\",-0.00015042004518511377],[\"Asia\",-0.00012993167313366037],[\"Asia\",-0.00011203051948904425],[\"Asia\",-9.642028500045951e-05],[\"Asia\",-8.283425773794243e-05],[\"Asia\",-7.103295364729397e-05],[\"Asia\",-6.080186593627284e-05],[\"Asia\",-5.194932935924349e-05],[\"Asia\",-4.430450344701501e-05],[\"Asia\",-3.771547691997071e-05],[\"Asia\",-3.204749392429317e-05],[\"Asia\",-2.718130133835682e-05],[\"Asia\",-2.301161520168938e-05],[\"Asia\",-1.9445703312557062e-05],[\"Asia\",-1.6402080210703334e-05],[\"Asia\",-1.3809310096313325e-05],[\"Asia\",-1.1604912721220322e-05],[\"Asia\",-9.734366909573266e-06],[\"Asia\",-8.150206108329497e-06],[\"Asia\",-6.811200218812327e-06],[\"Asia\",-5.681617905336506e-06],[\"Asia\",-4.730563602250451e-06],[\"Asia\",-3.931383534091478e-06],[\"Asia\",-3.261135213129815e-06],[\"Asia\",-2.70011507354338e-06],[\"Asia\",-2.2314391319296277e-06],[\"Asia\",-1.840671820927136e-06],[\"Asia\",-1.515498418481765e-06],[\"Asia\",-1.2454367828193566e-06],[\"Asia\",-1.0215843964854056e-06],[\"Asia\",-8.363970167822408e-07],[\"Asia\",-6.834955203106461e-07],[\"Asia\",-5.574978126123981e-07],[\"Asia\",-4.5387294732324177e-07],[\"Asia\",-3.688148606259662e-07],[\"Asia\",-2.9913337454682564e-07],[\"Asia\",-2.421603556652514e-07],[\"Asia\",-1.9566913343266592e-07],[\"Asia\",-1.5780548421040082e-07],[\"Asia\",-1.2702867333220965e-07],[\"Asia\",-1.0206121821594697e-07],[\"Asia\",-8.184619123402362e-08],[\"Asia\",-6.551102230091695e-08],[\"Asia\",-5.233688866273491e-08],[\"Asia\",-4.173289397496547e-08],[\"Asia\",-3.321434127957806e-08],[\"Asia\",-2.6384495818971138e-08]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2217\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2218\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2213\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.3,\"fill_alpha\":0.3,\"hatch_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2214\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2215\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2225\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2219\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2220\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2221\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[800],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Europe\",8.478897660795857e-06],[\"Europe\",9.964727848745868e-06],[\"Europe\",1.1692973448075255e-05],[\"Europe\",1.3699934932244787e-05],[\"Europe\",1.6026793051685728e-05],[\"Europe\",1.872017566560487e-05],[\"Europe\",2.1832776949059292e-05],[\"Europe\",2.5424031891966423e-05],[\"Europe\",2.9560848892560255e-05],[\"Europe\",3.431840308262867e-05],[\"Europe\",3.978099280021521e-05],[\"Europe\",4.604296134194707e-05],[\"Europe\",5.320968577653683e-05],[\"Europe\",6.139863417836774e-05],[\"Europe\",7.074049214089382e-05],[\"Europe\",8.138035884991744e-05],[\"Europe\",9.347901233341112e-05],[\"Europe\",0.00010721424275504921],[\"Europe\",0.00012278225178170257],[\"Europe\",0.00014039911513068418],[\"Europe\",0.00016030230439177472],[\"Europe\",0.00018275226312482507],[\"Europe\",0.0002080340310604713],[\"Europe\",0.00023645890898559723],[\"Europe\",0.0002683661555849108],[\"Europe\",0.0003041247061457441],[\"Europe\",0.00034413490162750883],[\"Europe\",0.00038883021516484184],[\"Europe\",0.0004386789616313193],[\"Europe\",0.000494185974457852],[\"Europe\",0.0005558942324976605],[\"Europe\",0.0006243864183813068],[\"Europe\",0.0007002863885356232],[\"Europe\",0.0007842605338758962],[\"Europe\",0.0008770190091492995],[\"Europe\",0.0009793168080377626],[\"Europe\",0.0010919546604494514],[\"Europe\",0.0012157797279688486],[\"Europe\",0.00135168607322469],[\"Europe\",0.0015006148790002796],[\"Europe\",0.0016635543932777247],[\"Europe\",0.001841539577100001],[\"Europe\",0.002035651433173079],[\"Europe\",0.002247015994531485],[\"Europe\",0.0024768029543675856],[\"Europe\",0.0027262239202851283],[\"Europe\",0.0029965302787839715],[\"Europe\",0.0032890106587117147],[\"Europe\",0.003604987985719059],[\"Europe\",0.003945816123412921],[\"Europe\",0.0043128761008902426],[\"Europe\",0.004707571930625386],[\"Europe\",0.0051313260252369925],[\"Europe\",0.0055855742264302646],[\"Europe\",0.006071760464346613],[\"Europe\",0.006591331070595085],[\"Europe\",0.0071457287733252975],[\"Europe\",0.007736386407760061],[\"Europe\",0.00836472038056451],[\"Europe\",0.009032123931209404],[\"Europe\",0.009739960238013143],[\"Europe\",0.010489555420738325],[\"Europe\",0.011282191495397283],[\"Europe\",0.012119099340211135],[\"Europe\",0.01300145173439465],[\"Europe\",0.013930356533538885],[\"Europe\",0.014906850046773447],[\"Europe\",0.01593189068155875],[\"Europe\",0.017006352921843222],[\"Europe\",0.018131021704387497],[\"Europe\",0.019306587256289268],[\"Europe\",0.020533640454129847],[\"Europe\",0.021812668761711836],[\"Europe\",0.023144052799088672],[\"Europe\",0.02452806359053248],[\"Europe\",0.02596486053329574],[\"Europe\",0.027454490122554825],[\"Europe\",0.02899688546085426],[\"Europe\",0.030591866572783486],[\"Europe\",0.032239141537611204],[\"Europe\",0.033938308444277095],[\"Europe\",0.03568885816461466],[\"Europe\",0.03749017793206183],[\"Europe\",0.039341555704536235],[\"Europe\",0.04124218528172348],[\"Europe\",0.04319117213887315],[\"Europe\",0.04518753993143506],[\"Europe\",0.047230237617602144],[\"Europe\",0.04931814713916432],[\"Europe\",0.05145009159510463],[\"Europe\",0.053624843837169485],[\"Europe\",0.055841135412275374],[\"Europe\",0.05809766577313766],[\"Europe\",0.060393111675940934],[\"Europe\",0.06272613668224714],[\"Europe\",0.06509540068164417],[\"Europe\",0.06749956935186746],[\"Europe\",0.06993732347423887],[\"Europe\",0.07240736802422021],[\"Europe\",0.07490844095960308],[\"Europe\",0.07743932163228429],[\"Europe\",0.07999883875361993],[\"Europe\",0.08258587784791482],[\"Europe\",0.08519938813359862],[\"Europe\",0.08783838877695269],[\"Europe\",0.09050197446879085],[\"Europe\",0.09318932028016044],[\"Europe\",0.09589968575881964],[\"Europe\",0.09863241823388705],[\"Europe\",0.10138695530156136],[\"Europe\",0.10416282647011993],[\"Europe\",0.10695965394746433],[\"Europe\",0.10977715255926142],[\"Europe\",0.1126151287902061],[\"Europe\",0.11547347894509785],[\"Europe\",0.1183521864303002],[\"Europe\",0.12125131815976235],[\"Europe\",0.12417102009315763],[\"Europe\",0.1271115119169093],[\"Europe\",0.1300730808819757],[\"Europe\",0.1330560748153378],[\"Europe\",0.13606089432524854],[\"Europe\",0.13908798422354784],[\"Europe\",0.14213782419179397],[\"Europe\",0.14521091872170114],[\"Europe\",0.1483077863644539],[\"Europe\",0.1514289483279664],[\"Europe\",0.15457491646610586],[\"Europe\",0.15774618070932545],[\"Europe\",0.160943195992074],[\"Europe\",0.16416636873873863],[\"Europe\",0.1674160429767078],[\"Europe\",0.17069248615234828],[\"Europe\",0.1739958747331838],[\"Europe\",0.1773262796872418],[\"Europe\",0.18068365193826308],[\"Europe\",0.1840678079030887],[\"Europe\",0.18747841522488368],[\"Europe\",0.19091497882274014],[\"Europe\",0.19437682738441425],[\"Europe\",0.1978631004342956],[\"Europe\",0.20137273611297235],[\"Europe\",0.20490445980771751],[\"Europe\",0.20845677377471383],[\"Europe\",0.2120279478936265],[\"Europe\",0.21561601169310818],[\"Europe\",0.21921874778177902],[\"Europe\",0.22283368681310936],[\"Europe\",0.22645810410432377],[\"Europe\",0.2300890180189177],[\"Europe\",0.23372319020964433],[\"Europe\",0.2373571278039131],[\"Europe\",0.24098708759655674],[\"Europe\",0.24460908229601197],[\"Europe\",0.24821888884928917],[\"Europe\",0.2518120588489452],[\"Europe\",0.25538393100187656],[\"Europe\",0.25892964561544907],[\"Europe\",0.2624441610316298],[\"Europe\",0.2659222719147764],[\"Europe\",0.26935862927396936],[\"Europe\",0.272747762076685],[\"Europe\",0.27608410028762],[\"Europe\",0.27936199914504195],[\"Europe\",0.2825757644675658],[\"Europe\",0.2857196787671542],[\"Europe\",0.2887880279297944],[\"Europe\",0.29177512821404633],[\"Europe\",0.2946753533097854],[\"Europe\",0.29748316119522955],[\"Europe\",0.3001931205299085],[\"Europe\",0.30279993632474517],[\"Europe\",0.3052984746378951],[\"Europe\",0.30768378605642066],[\"Europe\",0.3099511277391558],[\"Europe\",0.3120959838150551],[\"Europe\",0.31411408395367924],[\"Europe\",0.31600141994991177],[\"Europe\",0.317754260193143],[\"Europe\",0.31936916192153675],[\"Europe\",0.3208429811941249],[\"Europe\",0.322172880546778],[\"Europe\",0.3233563343320225],[\"Europe\",0.32439113177659135],[\"Europe\",0.32527537782389027],[\"Europe\",0.32600749186063543],[\"Europe\",0.326586204457148],[\"Europe\",0.32701055227861575],[\"Europe\",0.3272798713495124],[\"Europe\",0.3273937888748185],[\"Europe\",0.3273522138392699],[\"Europe\",0.3271553266192505],[\"Europe\",0.32680356785083825],[\"Europe\",0.3262976268017245],[\"Europe\",0.32563842949417116],[\"Europe\",0.3248271268208142],[\"Europe\",0.3238650828850804],[\"Europe\",0.32275386378341575],[\"Europe\",0.3214952270277075],[\"Europe\",0.3200911117835862],[\"Europe\",0.3185436300741349],[\"Europe\",0.3168550590694371],[\"Europe\",0.3150278345509219],[\"Europe\",0.3130645456062369],[\"Europe\",0.31096793057605915],[\"Europe\",0.30874087423951513],[\"Europe\",0.30638640619041924],[\"Europe\",0.303907700323062],[\"Europe\",0.30130807531442366],[\"Europe\",0.2985909959601513],[\"Europe\",0.29576007519496134],[\"Europe\",0.29281907660491335],[\"Europe\",0.2897719172196928],[\"Europe\",0.2866226703580506],[\"Europe\",0.283375568289218],[\"Europe\",0.2800350044676464],[\"Europe\",0.27660553509798064],[\"Europe\",0.27309187979179217],[\"Europe\",0.26949892108721035],[\"Europe\",0.26583170261707817],[\"Europe\",0.2620954257303359],[\"Europe\",0.2582954443947226],[\"Europe\",0.2544372582361299],[\"Europe\",0.2505265036005937],[\"Europe\",0.2465689425584094],[\"Europe\",0.24257044980560988],[\"Europe\",0.2385369974554266],[\"Europe\",0.23447463775068164],[\"Europe\",0.23038948376667326],[\"Europe\",0.22628768821231843],[\"Europe\",0.2221754204744265],[\"Europe\",0.2180588420853821],[\"Europe\",0.21394408082751779],[\"Europe\",0.2098372037175767],[\"Europe\",0.2057441891412876],[\"Europe\",0.20167089843079683],[\"Europe\",0.19762304719611046],[\"Europe\",0.19360617673546443],[\"Europe\",0.18962562585844184],[\"Europe\",0.18568650345953103],[\"Europe\",0.18179366217857157],[\"Europe\",0.1779516734782199],[\"Europe\",0.1741648044572244],[\"Europe\",0.17043699670213938],[\"Europe\",0.16677184745937215],[\"Europe\",0.16317259338441925],[\"Europe\",0.1596420970962768],[\"Europe\",0.1561828367326263],[\"Europe\",0.15279689866610363],[\"Europe\",0.14948597350418635],[\"Europe\",0.1462513554555971],[\"Europe\",0.14309394510517504],[\"Europe\",0.14001425559750208],[\"Europe\",0.13701242218779425],[\"Europe\",0.13408821507725022],[\"Europe\",0.13124105540978231],[\"Europe\",0.12847003426837864],[\"Europe\",0.1257739344727805],[\"Europe\",0.12315125494620072],[\"Europe\",0.12060023738787723],[\"Europe\",0.11811889496076766],[\"Europe\",0.1157050426799515],[\"Europe\",0.11335632916762788],[\"Europe\",0.11107026942517384],[\"Europe\",0.10884427826172834],[\"Europe\",0.10667570401229282],[\"Europe\",0.10456186217640223],[\"Europe\",0.1025000686110218],[\"Europe\",0.10048767191834124],[\"Europe\",0.09852208468046167],[\"Europe\",0.09660081320836192],[\"Europe\",0.09472148549178565],[\"Europe\",0.09288187705946681],[\"Europe\",0.09107993448512346],[\"Europe\",0.08931379630348613],[\"Europe\",0.08758181113192853],[\"Europe\",0.08588255282657983],[\"Europe\",0.08421483253672339],[\"Europe\",0.08257770755733213],[\"Europe\",0.08097048691636069],[\"Europe\",0.07939273367040287],[\"Europe\",0.07784426391914563],[\"Europe\",0.0763251425852247],[\"Europe\",0.0748356760412583],[\"Europe\",0.07337640169955968],[\"Europe\",0.07194807471200557],[\"Europe\",0.07055165195738093],[\"Europe\",0.06918827352098261],[\"Europe\",0.06785924189605472],[\"Europe\",0.06656599915854076],[\"Europe\",0.06531010238549018],[\"Europe\",0.06409319760310117],[\"Europe\",0.06291699256273002],[\"Europe\",0.061783228652174116],[\"Europe\",0.06069365225513531],[\"Europe\",0.0596499858739993],[\"Europe\",0.058653899329980205],[\"Europe\",0.05770698135036965],[\"Europe\",0.05681071184520533],[\"Europe\",0.0559664351652936],[\"Europe\",0.05517533462034514],[\"Europe\",0.054438408520219],[\"Europe\",0.053756447984125266],[\"Europe\",0.05313001674234613],[\"Europe\",0.05255943313284526],[\"Europe\",0.05204475447129705],[\"Europe\",0.05158576394784988],[\"Europe\",0.051181960177603555],[\"Europe\",0.050832549504602115],[\"Europe\",0.05053644113139036],[\"Europe\",0.05029224511811803],[\"Europe\",0.05009827326706768],[\"Europe\",0.04995254288058055],[\"Europe\",0.049852783352912156],[\"Europe\",0.04979644552980002],[\"Europe\",0.049780713743701493],[\"Europe\",0.04980252040797116],[\"Europe\",0.0498585630299031],[\"Europe\",0.04994532348074731],[\"Europe\",0.05005908934070069],[\"Europe\",0.05019597711862791],[\"Europe\",0.05035195713003039],[\"Europe\",0.05052287980267928],[\"Europe\",0.05070450316746851],[\"Europe\",0.050892521282519296],[\"Europe\",0.05108259333144778],[\"Europe\",0.05127037313204659],[\"Europe\",0.05145153878946125],[\"Europe\",0.051621822228273516],[\"Europe\",0.05177703834072796],[\"Europe\",0.05191311349362254],[\"Europe\",0.05202611314407573],[\"Europe\",0.05211226832440519],[\"Europe\",0.05216800076860929],[\"Europe\",0.05218994646731234],[\"Europe\",0.05217497745437561],[\"Europe\",0.052120221646527576],[\"Europe\",0.052023080577146476],[\"Europe\",0.051881244886534755],[\"Europe\",0.05169270745344447],[\"Europe\",0.05145577407600846],[\"Europe\",0.05116907163436586],[\"Europe\",0.05083155369188247],[\"Europe\",0.05044250351669846],[\"Europe\",0.0500015345301212],[\"Europe\",0.04950858821285091],[\"Europe\",0.048963929523921715],[\"Europe\",0.0483681399102938],[\"Europe\",0.047722108007003106],[\"Europe\",0.04702701814841851],[\"Europe\",0.04628433683025706],[\"Europe\",0.045495797279358915],[\"Europe\",0.04466338230364994],[\"Europe\",0.043789305608061345],[\"Europe\",0.04287599177330574],[\"Europe\",0.04192605510322908],[\"Europe\",0.04094227755289458],[\"Europe\",0.03992758595357516],[\"Europe\",0.038885028752420954],[\"Europe\",0.03781775248376271],[\"Europe\",0.03672897818585517],[\"Europe\",0.035621977971456206],[\"Europe\",0.03450005195307604],[\"Europe\",0.03336650571417628],[\"Europe\",0.03222462850619773],[\"Europe\",0.031077672338251837],[\"Europe\",0.029928832111810452],[\"Europe\",0.028781226937013814],[\"Europe\",0.027637882750491678],[\"Europe\",0.026501716337120146],[\"Europe\",0.025375520840139953],[\"Europe\",0.024261952825791567],[\"Europe\",0.02316352095031566],[\"Europe\",0.02208257625904711],[\"Europe\",0.021021304129628868],[\"Europe\",0.019981717854280975],[\"Europe\",0.018965653839782465],[\"Europe\",0.01797476838851711],[\"Europe\",0.01701053600976364],[\"Europe\",0.01607424919749123],[\"Europe\",0.015167019599365582],[\"Europe\",0.01428978049155958],[\"Europe\",0.013443290465346217],[\"Europe\",0.01262813822437451],[\"Europe\",0.011844748385990126],[\"Europe\",0.011093388175955256],[\"Europe\",0.010374174903414232],[\"Europe\",0.009687084101882609],[\"Europe\",0.009031958222348228],[\"Europe\",0.008408515766167066],[\"Europe\",0.0078163607482218],[\"Europe\",0.007254992384675783],[\"Europe\",0.0067238149044773834],[\"Europe\",0.006222147389431484],[\"Europe\",0.005749233554020283],[\"Europe\",0.005304251383100724],[\"Europe\",0.0048863225529956235],[\"Europe\",0.004494521569208747],[\"Europe\",0.004127884561902896],[\"Europe\",0.0037854176882708987],[\"Europe\",-0.0037854176882708987],[\"Europe\",-0.004127884561902896],[\"Europe\",-0.004494521569208747],[\"Europe\",-0.0048863225529956235],[\"Europe\",-0.005304251383100724],[\"Europe\",-0.005749233554020283],[\"Europe\",-0.006222147389431484],[\"Europe\",-0.0067238149044773834],[\"Europe\",-0.007254992384675783],[\"Europe\",-0.0078163607482218],[\"Europe\",-0.008408515766167066],[\"Europe\",-0.009031958222348228],[\"Europe\",-0.009687084101882609],[\"Europe\",-0.010374174903414232],[\"Europe\",-0.011093388175955256],[\"Europe\",-0.011844748385990126],[\"Europe\",-0.01262813822437451],[\"Europe\",-0.013443290465346217],[\"Europe\",-0.01428978049155958],[\"Europe\",-0.015167019599365582],[\"Europe\",-0.01607424919749123],[\"Europe\",-0.01701053600976364],[\"Europe\",-0.01797476838851711],[\"Europe\",-0.018965653839782465],[\"Europe\",-0.019981717854280975],[\"Europe\",-0.021021304129628868],[\"Europe\",-0.02208257625904711],[\"Europe\",-0.02316352095031566],[\"Europe\",-0.024261952825791567],[\"Europe\",-0.025375520840139953],[\"Europe\",-0.026501716337120146],[\"Europe\",-0.027637882750491678],[\"Europe\",-0.028781226937013814],[\"Europe\",-0.029928832111810452],[\"Europe\",-0.031077672338251837],[\"Europe\",-0.03222462850619773],[\"Europe\",-0.03336650571417628],[\"Europe\",-0.03450005195307604],[\"Europe\",-0.035621977971456206],[\"Europe\",-0.03672897818585517],[\"Europe\",-0.03781775248376271],[\"Europe\",-0.038885028752420954],[\"Europe\",-0.03992758595357516],[\"Europe\",-0.04094227755289458],[\"Europe\",-0.04192605510322908],[\"Europe\",-0.04287599177330574],[\"Europe\",-0.043789305608061345],[\"Europe\",-0.04466338230364994],[\"Europe\",-0.045495797279358915],[\"Europe\",-0.04628433683025706],[\"Europe\",-0.04702701814841851],[\"Europe\",-0.047722108007003106],[\"Europe\",-0.0483681399102938],[\"Europe\",-0.048963929523921715],[\"Europe\",-0.04950858821285091],[\"Europe\",-0.0500015345301212],[\"Europe\",-0.05044250351669846],[\"Europe\",-0.05083155369188247],[\"Europe\",-0.05116907163436586],[\"Europe\",-0.05145577407600846],[\"Europe\",-0.05169270745344447],[\"Europe\",-0.051881244886534755],[\"Europe\",-0.052023080577146476],[\"Europe\",-0.052120221646527576],[\"Europe\",-0.05217497745437561],[\"Europe\",-0.05218994646731234],[\"Europe\",-0.05216800076860929],[\"Europe\",-0.05211226832440519],[\"Europe\",-0.05202611314407573],[\"Europe\",-0.05191311349362254],[\"Europe\",-0.05177703834072796],[\"Europe\",-0.051621822228273516],[\"Europe\",-0.05145153878946125],[\"Europe\",-0.05127037313204659],[\"Europe\",-0.05108259333144778],[\"Europe\",-0.050892521282519296],[\"Europe\",-0.05070450316746851],[\"Europe\",-0.05052287980267928],[\"Europe\",-0.05035195713003039],[\"Europe\",-0.05019597711862791],[\"Europe\",-0.05005908934070069],[\"Europe\",-0.04994532348074731],[\"Europe\",-0.0498585630299031],[\"Europe\",-0.04980252040797116],[\"Europe\",-0.049780713743701493],[\"Europe\",-0.04979644552980002],[\"Europe\",-0.049852783352912156],[\"Europe\",-0.04995254288058055],[\"Europe\",-0.05009827326706768],[\"Europe\",-0.05029224511811803],[\"Europe\",-0.05053644113139036],[\"Europe\",-0.050832549504602115],[\"Europe\",-0.051181960177603555],[\"Europe\",-0.05158576394784988],[\"Europe\",-0.05204475447129705],[\"Europe\",-0.05255943313284526],[\"Europe\",-0.05313001674234613],[\"Europe\",-0.053756447984125266],[\"Europe\",-0.054438408520219],[\"Europe\",-0.05517533462034514],[\"Europe\",-0.0559664351652936],[\"Europe\",-0.05681071184520533],[\"Europe\",-0.05770698135036965],[\"Europe\",-0.058653899329980205],[\"Europe\",-0.0596499858739993],[\"Europe\",-0.06069365225513531],[\"Europe\",-0.061783228652174116],[\"Europe\",-0.06291699256273002],[\"Europe\",-0.06409319760310117],[\"Europe\",-0.06531010238549018],[\"Europe\",-0.06656599915854076],[\"Europe\",-0.06785924189605472],[\"Europe\",-0.06918827352098261],[\"Europe\",-0.07055165195738093],[\"Europe\",-0.07194807471200557],[\"Europe\",-0.07337640169955968],[\"Europe\",-0.0748356760412583],[\"Europe\",-0.0763251425852247],[\"Europe\",-0.07784426391914563],[\"Europe\",-0.07939273367040287],[\"Europe\",-0.08097048691636069],[\"Europe\",-0.08257770755733213],[\"Europe\",-0.08421483253672339],[\"Europe\",-0.08588255282657983],[\"Europe\",-0.08758181113192853],[\"Europe\",-0.08931379630348613],[\"Europe\",-0.09107993448512346],[\"Europe\",-0.09288187705946681],[\"Europe\",-0.09472148549178565],[\"Europe\",-0.09660081320836192],[\"Europe\",-0.09852208468046167],[\"Europe\",-0.10048767191834124],[\"Europe\",-0.1025000686110218],[\"Europe\",-0.10456186217640223],[\"Europe\",-0.10667570401229282],[\"Europe\",-0.10884427826172834],[\"Europe\",-0.11107026942517384],[\"Europe\",-0.11335632916762788],[\"Europe\",-0.1157050426799515],[\"Europe\",-0.11811889496076766],[\"Europe\",-0.12060023738787723],[\"Europe\",-0.12315125494620072],[\"Europe\",-0.1257739344727805],[\"Europe\",-0.12847003426837864],[\"Europe\",-0.13124105540978231],[\"Europe\",-0.13408821507725022],[\"Europe\",-0.13701242218779425],[\"Europe\",-0.14001425559750208],[\"Europe\",-0.14309394510517504],[\"Europe\",-0.1462513554555971],[\"Europe\",-0.14948597350418635],[\"Europe\",-0.15279689866610363],[\"Europe\",-0.1561828367326263],[\"Europe\",-0.1596420970962768],[\"Europe\",-0.16317259338441925],[\"Europe\",-0.16677184745937215],[\"Europe\",-0.17043699670213938],[\"Europe\",-0.1741648044572244],[\"Europe\",-0.1779516734782199],[\"Europe\",-0.18179366217857157],[\"Europe\",-0.18568650345953103],[\"Europe\",-0.18962562585844184],[\"Europe\",-0.19360617673546443],[\"Europe\",-0.19762304719611046],[\"Europe\",-0.20167089843079683],[\"Europe\",-0.2057441891412876],[\"Europe\",-0.2098372037175767],[\"Europe\",-0.21394408082751779],[\"Europe\",-0.2180588420853821],[\"Europe\",-0.2221754204744265],[\"Europe\",-0.22628768821231843],[\"Europe\",-0.23038948376667326],[\"Europe\",-0.23447463775068164],[\"Europe\",-0.2385369974554266],[\"Europe\",-0.24257044980560988],[\"Europe\",-0.2465689425584094],[\"Europe\",-0.2505265036005937],[\"Europe\",-0.2544372582361299],[\"Europe\",-0.2582954443947226],[\"Europe\",-0.2620954257303359],[\"Europe\",-0.26583170261707817],[\"Europe\",-0.26949892108721035],[\"Europe\",-0.27309187979179217],[\"Europe\",-0.27660553509798064],[\"Europe\",-0.2800350044676464],[\"Europe\",-0.283375568289218],[\"Europe\",-0.2866226703580506],[\"Europe\",-0.2897719172196928],[\"Europe\",-0.29281907660491335],[\"Europe\",-0.29576007519496134],[\"Europe\",-0.2985909959601513],[\"Europe\",-0.30130807531442366],[\"Europe\",-0.303907700323062],[\"Europe\",-0.30638640619041924],[\"Europe\",-0.30874087423951513],[\"Europe\",-0.31096793057605915],[\"Europe\",-0.3130645456062369],[\"Europe\",-0.3150278345509219],[\"Europe\",-0.3168550590694371],[\"Europe\",-0.3185436300741349],[\"Europe\",-0.3200911117835862],[\"Europe\",-0.3214952270277075],[\"Europe\",-0.32275386378341575],[\"Europe\",-0.3238650828850804],[\"Europe\",-0.3248271268208142],[\"Europe\",-0.32563842949417116],[\"Europe\",-0.3262976268017245],[\"Europe\",-0.32680356785083825],[\"Europe\",-0.3271553266192505],[\"Europe\",-0.3273522138392699],[\"Europe\",-0.3273937888748185],[\"Europe\",-0.3272798713495124],[\"Europe\",-0.32701055227861575],[\"Europe\",-0.326586204457148],[\"Europe\",-0.32600749186063543],[\"Europe\",-0.32527537782389027],[\"Europe\",-0.32439113177659135],[\"Europe\",-0.3233563343320225],[\"Europe\",-0.322172880546778],[\"Europe\",-0.3208429811941249],[\"Europe\",-0.31936916192153675],[\"Europe\",-0.317754260193143],[\"Europe\",-0.31600141994991177],[\"Europe\",-0.31411408395367924],[\"Europe\",-0.3120959838150551],[\"Europe\",-0.3099511277391558],[\"Europe\",-0.30768378605642066],[\"Europe\",-0.3052984746378951],[\"Europe\",-0.30279993632474517],[\"Europe\",-0.3001931205299085],[\"Europe\",-0.29748316119522955],[\"Europe\",-0.2946753533097854],[\"Europe\",-0.29177512821404633],[\"Europe\",-0.2887880279297944],[\"Europe\",-0.2857196787671542],[\"Europe\",-0.2825757644675658],[\"Europe\",-0.27936199914504195],[\"Europe\",-0.27608410028762],[\"Europe\",-0.272747762076685],[\"Europe\",-0.26935862927396936],[\"Europe\",-0.2659222719147764],[\"Europe\",-0.2624441610316298],[\"Europe\",-0.25892964561544907],[\"Europe\",-0.25538393100187656],[\"Europe\",-0.2518120588489452],[\"Europe\",-0.24821888884928917],[\"Europe\",-0.24460908229601197],[\"Europe\",-0.24098708759655674],[\"Europe\",-0.2373571278039131],[\"Europe\",-0.23372319020964433],[\"Europe\",-0.2300890180189177],[\"Europe\",-0.22645810410432377],[\"Europe\",-0.22283368681310936],[\"Europe\",-0.21921874778177902],[\"Europe\",-0.21561601169310818],[\"Europe\",-0.2120279478936265],[\"Europe\",-0.20845677377471383],[\"Europe\",-0.20490445980771751],[\"Europe\",-0.20137273611297235],[\"Europe\",-0.1978631004342956],[\"Europe\",-0.19437682738441425],[\"Europe\",-0.19091497882274014],[\"Europe\",-0.18747841522488368],[\"Europe\",-0.1840678079030887],[\"Europe\",-0.18068365193826308],[\"Europe\",-0.1773262796872418],[\"Europe\",-0.1739958747331838],[\"Europe\",-0.17069248615234828],[\"Europe\",-0.1674160429767078],[\"Europe\",-0.16416636873873863],[\"Europe\",-0.160943195992074],[\"Europe\",-0.15774618070932545],[\"Europe\",-0.15457491646610586],[\"Europe\",-0.1514289483279664],[\"Europe\",-0.1483077863644539],[\"Europe\",-0.14521091872170114],[\"Europe\",-0.14213782419179397],[\"Europe\",-0.13908798422354784],[\"Europe\",-0.13606089432524854],[\"Europe\",-0.1330560748153378],[\"Europe\",-0.1300730808819757],[\"Europe\",-0.1271115119169093],[\"Europe\",-0.12417102009315763],[\"Europe\",-0.12125131815976235],[\"Europe\",-0.1183521864303002],[\"Europe\",-0.11547347894509785],[\"Europe\",-0.1126151287902061],[\"Europe\",-0.10977715255926142],[\"Europe\",-0.10695965394746433],[\"Europe\",-0.10416282647011993],[\"Europe\",-0.10138695530156136],[\"Europe\",-0.09863241823388705],[\"Europe\",-0.09589968575881964],[\"Europe\",-0.09318932028016044],[\"Europe\",-0.09050197446879085],[\"Europe\",-0.08783838877695269],[\"Europe\",-0.08519938813359862],[\"Europe\",-0.08258587784791482],[\"Europe\",-0.07999883875361993],[\"Europe\",-0.07743932163228429],[\"Europe\",-0.07490844095960308],[\"Europe\",-0.07240736802422021],[\"Europe\",-0.06993732347423887],[\"Europe\",-0.06749956935186746],[\"Europe\",-0.06509540068164417],[\"Europe\",-0.06272613668224714],[\"Europe\",-0.060393111675940934],[\"Europe\",-0.05809766577313766],[\"Europe\",-0.055841135412275374],[\"Europe\",-0.053624843837169485],[\"Europe\",-0.05145009159510463],[\"Europe\",-0.04931814713916432],[\"Europe\",-0.047230237617602144],[\"Europe\",-0.04518753993143506],[\"Europe\",-0.04319117213887315],[\"Europe\",-0.04124218528172348],[\"Europe\",-0.039341555704536235],[\"Europe\",-0.03749017793206183],[\"Europe\",-0.03568885816461466],[\"Europe\",-0.033938308444277095],[\"Europe\",-0.032239141537611204],[\"Europe\",-0.030591866572783486],[\"Europe\",-0.02899688546085426],[\"Europe\",-0.027454490122554825],[\"Europe\",-0.02596486053329574],[\"Europe\",-0.02452806359053248],[\"Europe\",-0.023144052799088672],[\"Europe\",-0.021812668761711836],[\"Europe\",-0.020533640454129847],[\"Europe\",-0.019306587256289268],[\"Europe\",-0.018131021704387497],[\"Europe\",-0.017006352921843222],[\"Europe\",-0.01593189068155875],[\"Europe\",-0.014906850046773447],[\"Europe\",-0.013930356533538885],[\"Europe\",-0.01300145173439465],[\"Europe\",-0.012119099340211135],[\"Europe\",-0.011282191495397283],[\"Europe\",-0.010489555420738325],[\"Europe\",-0.009739960238013143],[\"Europe\",-0.009032123931209404],[\"Europe\",-0.00836472038056451],[\"Europe\",-0.007736386407760061],[\"Europe\",-0.0071457287733252975],[\"Europe\",-0.006591331070595085],[\"Europe\",-0.006071760464346613],[\"Europe\",-0.0055855742264302646],[\"Europe\",-0.0051313260252369925],[\"Europe\",-0.004707571930625386],[\"Europe\",-0.0043128761008902426],[\"Europe\",-0.003945816123412921],[\"Europe\",-0.003604987985719059],[\"Europe\",-0.0032890106587117147],[\"Europe\",-0.0029965302787839715],[\"Europe\",-0.0027262239202851283],[\"Europe\",-0.0024768029543675856],[\"Europe\",-0.002247015994531485],[\"Europe\",-0.002035651433173079],[\"Europe\",-0.001841539577100001],[\"Europe\",-0.0016635543932777247],[\"Europe\",-0.0015006148790002796],[\"Europe\",-0.00135168607322469],[\"Europe\",-0.0012157797279688486],[\"Europe\",-0.0010919546604494514],[\"Europe\",-0.0009793168080377626],[\"Europe\",-0.0008770190091492995],[\"Europe\",-0.0007842605338758962],[\"Europe\",-0.0007002863885356232],[\"Europe\",-0.0006243864183813068],[\"Europe\",-0.0005558942324976605],[\"Europe\",-0.000494185974457852],[\"Europe\",-0.0004386789616313193],[\"Europe\",-0.00038883021516484184],[\"Europe\",-0.00034413490162750883],[\"Europe\",-0.0003041247061457441],[\"Europe\",-0.0002683661555849108],[\"Europe\",-0.00023645890898559723],[\"Europe\",-0.0002080340310604713],[\"Europe\",-0.00018275226312482507],[\"Europe\",-0.00016030230439177472],[\"Europe\",-0.00014039911513068418],[\"Europe\",-0.00012278225178170257],[\"Europe\",-0.00010721424275504921],[\"Europe\",-9.347901233341112e-05],[\"Europe\",-8.138035884991744e-05],[\"Europe\",-7.074049214089382e-05],[\"Europe\",-6.139863417836774e-05],[\"Europe\",-5.320968577653683e-05],[\"Europe\",-4.604296134194707e-05],[\"Europe\",-3.978099280021521e-05],[\"Europe\",-3.431840308262867e-05],[\"Europe\",-2.9560848892560255e-05],[\"Europe\",-2.5424031891966423e-05],[\"Europe\",-2.1832776949059292e-05],[\"Europe\",-1.872017566560487e-05],[\"Europe\",-1.6026793051685728e-05],[\"Europe\",-1.3699934932244787e-05],[\"Europe\",-1.1692973448075255e-05],[\"Europe\",-9.964727848745868e-06],[\"Europe\",-8.478897660795857e-06]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2226\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2227\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2222\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\"}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2223\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2224\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2234\",\"attributes\":{\"level\":\"underlay\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2228\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2229\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2230\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[800],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Europe\",8.478897660795857e-06],[\"Europe\",9.964727848745868e-06],[\"Europe\",1.1692973448075255e-05],[\"Europe\",1.3699934932244787e-05],[\"Europe\",1.6026793051685728e-05],[\"Europe\",1.872017566560487e-05],[\"Europe\",2.1832776949059292e-05],[\"Europe\",2.5424031891966423e-05],[\"Europe\",2.9560848892560255e-05],[\"Europe\",3.431840308262867e-05],[\"Europe\",3.978099280021521e-05],[\"Europe\",4.604296134194707e-05],[\"Europe\",5.320968577653683e-05],[\"Europe\",6.139863417836774e-05],[\"Europe\",7.074049214089382e-05],[\"Europe\",8.138035884991744e-05],[\"Europe\",9.347901233341112e-05],[\"Europe\",0.00010721424275504921],[\"Europe\",0.00012278225178170257],[\"Europe\",0.00014039911513068418],[\"Europe\",0.00016030230439177472],[\"Europe\",0.00018275226312482507],[\"Europe\",0.0002080340310604713],[\"Europe\",0.00023645890898559723],[\"Europe\",0.0002683661555849108],[\"Europe\",0.0003041247061457441],[\"Europe\",0.00034413490162750883],[\"Europe\",0.00038883021516484184],[\"Europe\",0.0004386789616313193],[\"Europe\",0.000494185974457852],[\"Europe\",0.0005558942324976605],[\"Europe\",0.0006243864183813068],[\"Europe\",0.0007002863885356232],[\"Europe\",0.0007842605338758962],[\"Europe\",0.0008770190091492995],[\"Europe\",0.0009793168080377626],[\"Europe\",0.0010919546604494514],[\"Europe\",0.0012157797279688486],[\"Europe\",0.00135168607322469],[\"Europe\",0.0015006148790002796],[\"Europe\",0.0016635543932777247],[\"Europe\",0.001841539577100001],[\"Europe\",0.002035651433173079],[\"Europe\",0.002247015994531485],[\"Europe\",0.0024768029543675856],[\"Europe\",0.0027262239202851283],[\"Europe\",0.0029965302787839715],[\"Europe\",0.0032890106587117147],[\"Europe\",0.003604987985719059],[\"Europe\",0.003945816123412921],[\"Europe\",0.0043128761008902426],[\"Europe\",0.004707571930625386],[\"Europe\",0.0051313260252369925],[\"Europe\",0.0055855742264302646],[\"Europe\",0.006071760464346613],[\"Europe\",0.006591331070595085],[\"Europe\",0.0071457287733252975],[\"Europe\",0.007736386407760061],[\"Europe\",0.00836472038056451],[\"Europe\",0.009032123931209404],[\"Europe\",0.009739960238013143],[\"Europe\",0.010489555420738325],[\"Europe\",0.011282191495397283],[\"Europe\",0.012119099340211135],[\"Europe\",0.01300145173439465],[\"Europe\",0.013930356533538885],[\"Europe\",0.014906850046773447],[\"Europe\",0.01593189068155875],[\"Europe\",0.017006352921843222],[\"Europe\",0.018131021704387497],[\"Europe\",0.019306587256289268],[\"Europe\",0.020533640454129847],[\"Europe\",0.021812668761711836],[\"Europe\",0.023144052799088672],[\"Europe\",0.02452806359053248],[\"Europe\",0.02596486053329574],[\"Europe\",0.027454490122554825],[\"Europe\",0.02899688546085426],[\"Europe\",0.030591866572783486],[\"Europe\",0.032239141537611204],[\"Europe\",0.033938308444277095],[\"Europe\",0.03568885816461466],[\"Europe\",0.03749017793206183],[\"Europe\",0.039341555704536235],[\"Europe\",0.04124218528172348],[\"Europe\",0.04319117213887315],[\"Europe\",0.04518753993143506],[\"Europe\",0.047230237617602144],[\"Europe\",0.04931814713916432],[\"Europe\",0.05145009159510463],[\"Europe\",0.053624843837169485],[\"Europe\",0.055841135412275374],[\"Europe\",0.05809766577313766],[\"Europe\",0.060393111675940934],[\"Europe\",0.06272613668224714],[\"Europe\",0.06509540068164417],[\"Europe\",0.06749956935186746],[\"Europe\",0.06993732347423887],[\"Europe\",0.07240736802422021],[\"Europe\",0.07490844095960308],[\"Europe\",0.07743932163228429],[\"Europe\",0.07999883875361993],[\"Europe\",0.08258587784791482],[\"Europe\",0.08519938813359862],[\"Europe\",0.08783838877695269],[\"Europe\",0.09050197446879085],[\"Europe\",0.09318932028016044],[\"Europe\",0.09589968575881964],[\"Europe\",0.09863241823388705],[\"Europe\",0.10138695530156136],[\"Europe\",0.10416282647011993],[\"Europe\",0.10695965394746433],[\"Europe\",0.10977715255926142],[\"Europe\",0.1126151287902061],[\"Europe\",0.11547347894509785],[\"Europe\",0.1183521864303002],[\"Europe\",0.12125131815976235],[\"Europe\",0.12417102009315763],[\"Europe\",0.1271115119169093],[\"Europe\",0.1300730808819757],[\"Europe\",0.1330560748153378],[\"Europe\",0.13606089432524854],[\"Europe\",0.13908798422354784],[\"Europe\",0.14213782419179397],[\"Europe\",0.14521091872170114],[\"Europe\",0.1483077863644539],[\"Europe\",0.1514289483279664],[\"Europe\",0.15457491646610586],[\"Europe\",0.15774618070932545],[\"Europe\",0.160943195992074],[\"Europe\",0.16416636873873863],[\"Europe\",0.1674160429767078],[\"Europe\",0.17069248615234828],[\"Europe\",0.1739958747331838],[\"Europe\",0.1773262796872418],[\"Europe\",0.18068365193826308],[\"Europe\",0.1840678079030887],[\"Europe\",0.18747841522488368],[\"Europe\",0.19091497882274014],[\"Europe\",0.19437682738441425],[\"Europe\",0.1978631004342956],[\"Europe\",0.20137273611297235],[\"Europe\",0.20490445980771751],[\"Europe\",0.20845677377471383],[\"Europe\",0.2120279478936265],[\"Europe\",0.21561601169310818],[\"Europe\",0.21921874778177902],[\"Europe\",0.22283368681310936],[\"Europe\",0.22645810410432377],[\"Europe\",0.2300890180189177],[\"Europe\",0.23372319020964433],[\"Europe\",0.2373571278039131],[\"Europe\",0.24098708759655674],[\"Europe\",0.24460908229601197],[\"Europe\",0.24821888884928917],[\"Europe\",0.2518120588489452],[\"Europe\",0.25538393100187656],[\"Europe\",0.25892964561544907],[\"Europe\",0.2624441610316298],[\"Europe\",0.2659222719147764],[\"Europe\",0.26935862927396936],[\"Europe\",0.272747762076685],[\"Europe\",0.27608410028762],[\"Europe\",0.27936199914504195],[\"Europe\",0.2825757644675658],[\"Europe\",0.2857196787671542],[\"Europe\",0.2887880279297944],[\"Europe\",0.29177512821404633],[\"Europe\",0.2946753533097854],[\"Europe\",0.29748316119522955],[\"Europe\",0.3001931205299085],[\"Europe\",0.30279993632474517],[\"Europe\",0.3052984746378951],[\"Europe\",0.30768378605642066],[\"Europe\",0.3099511277391558],[\"Europe\",0.3120959838150551],[\"Europe\",0.31411408395367924],[\"Europe\",0.31600141994991177],[\"Europe\",0.317754260193143],[\"Europe\",0.31936916192153675],[\"Europe\",0.3208429811941249],[\"Europe\",0.322172880546778],[\"Europe\",0.3233563343320225],[\"Europe\",0.32439113177659135],[\"Europe\",0.32527537782389027],[\"Europe\",0.32600749186063543],[\"Europe\",0.326586204457148],[\"Europe\",0.32701055227861575],[\"Europe\",0.3272798713495124],[\"Europe\",0.3273937888748185],[\"Europe\",0.3273522138392699],[\"Europe\",0.3271553266192505],[\"Europe\",0.32680356785083825],[\"Europe\",0.3262976268017245],[\"Europe\",0.32563842949417116],[\"Europe\",0.3248271268208142],[\"Europe\",0.3238650828850804],[\"Europe\",0.32275386378341575],[\"Europe\",0.3214952270277075],[\"Europe\",0.3200911117835862],[\"Europe\",0.3185436300741349],[\"Europe\",0.3168550590694371],[\"Europe\",0.3150278345509219],[\"Europe\",0.3130645456062369],[\"Europe\",0.31096793057605915],[\"Europe\",0.30874087423951513],[\"Europe\",0.30638640619041924],[\"Europe\",0.303907700323062],[\"Europe\",0.30130807531442366],[\"Europe\",0.2985909959601513],[\"Europe\",0.29576007519496134],[\"Europe\",0.29281907660491335],[\"Europe\",0.2897719172196928],[\"Europe\",0.2866226703580506],[\"Europe\",0.283375568289218],[\"Europe\",0.2800350044676464],[\"Europe\",0.27660553509798064],[\"Europe\",0.27309187979179217],[\"Europe\",0.26949892108721035],[\"Europe\",0.26583170261707817],[\"Europe\",0.2620954257303359],[\"Europe\",0.2582954443947226],[\"Europe\",0.2544372582361299],[\"Europe\",0.2505265036005937],[\"Europe\",0.2465689425584094],[\"Europe\",0.24257044980560988],[\"Europe\",0.2385369974554266],[\"Europe\",0.23447463775068164],[\"Europe\",0.23038948376667326],[\"Europe\",0.22628768821231843],[\"Europe\",0.2221754204744265],[\"Europe\",0.2180588420853821],[\"Europe\",0.21394408082751779],[\"Europe\",0.2098372037175767],[\"Europe\",0.2057441891412876],[\"Europe\",0.20167089843079683],[\"Europe\",0.19762304719611046],[\"Europe\",0.19360617673546443],[\"Europe\",0.18962562585844184],[\"Europe\",0.18568650345953103],[\"Europe\",0.18179366217857157],[\"Europe\",0.1779516734782199],[\"Europe\",0.1741648044572244],[\"Europe\",0.17043699670213938],[\"Europe\",0.16677184745937215],[\"Europe\",0.16317259338441925],[\"Europe\",0.1596420970962768],[\"Europe\",0.1561828367326263],[\"Europe\",0.15279689866610363],[\"Europe\",0.14948597350418635],[\"Europe\",0.1462513554555971],[\"Europe\",0.14309394510517504],[\"Europe\",0.14001425559750208],[\"Europe\",0.13701242218779425],[\"Europe\",0.13408821507725022],[\"Europe\",0.13124105540978231],[\"Europe\",0.12847003426837864],[\"Europe\",0.1257739344727805],[\"Europe\",0.12315125494620072],[\"Europe\",0.12060023738787723],[\"Europe\",0.11811889496076766],[\"Europe\",0.1157050426799515],[\"Europe\",0.11335632916762788],[\"Europe\",0.11107026942517384],[\"Europe\",0.10884427826172834],[\"Europe\",0.10667570401229282],[\"Europe\",0.10456186217640223],[\"Europe\",0.1025000686110218],[\"Europe\",0.10048767191834124],[\"Europe\",0.09852208468046167],[\"Europe\",0.09660081320836192],[\"Europe\",0.09472148549178565],[\"Europe\",0.09288187705946681],[\"Europe\",0.09107993448512346],[\"Europe\",0.08931379630348613],[\"Europe\",0.08758181113192853],[\"Europe\",0.08588255282657983],[\"Europe\",0.08421483253672339],[\"Europe\",0.08257770755733213],[\"Europe\",0.08097048691636069],[\"Europe\",0.07939273367040287],[\"Europe\",0.07784426391914563],[\"Europe\",0.0763251425852247],[\"Europe\",0.0748356760412583],[\"Europe\",0.07337640169955968],[\"Europe\",0.07194807471200557],[\"Europe\",0.07055165195738093],[\"Europe\",0.06918827352098261],[\"Europe\",0.06785924189605472],[\"Europe\",0.06656599915854076],[\"Europe\",0.06531010238549018],[\"Europe\",0.06409319760310117],[\"Europe\",0.06291699256273002],[\"Europe\",0.061783228652174116],[\"Europe\",0.06069365225513531],[\"Europe\",0.0596499858739993],[\"Europe\",0.058653899329980205],[\"Europe\",0.05770698135036965],[\"Europe\",0.05681071184520533],[\"Europe\",0.0559664351652936],[\"Europe\",0.05517533462034514],[\"Europe\",0.054438408520219],[\"Europe\",0.053756447984125266],[\"Europe\",0.05313001674234613],[\"Europe\",0.05255943313284526],[\"Europe\",0.05204475447129705],[\"Europe\",0.05158576394784988],[\"Europe\",0.051181960177603555],[\"Europe\",0.050832549504602115],[\"Europe\",0.05053644113139036],[\"Europe\",0.05029224511811803],[\"Europe\",0.05009827326706768],[\"Europe\",0.04995254288058055],[\"Europe\",0.049852783352912156],[\"Europe\",0.04979644552980002],[\"Europe\",0.049780713743701493],[\"Europe\",0.04980252040797116],[\"Europe\",0.0498585630299031],[\"Europe\",0.04994532348074731],[\"Europe\",0.05005908934070069],[\"Europe\",0.05019597711862791],[\"Europe\",0.05035195713003039],[\"Europe\",0.05052287980267928],[\"Europe\",0.05070450316746851],[\"Europe\",0.050892521282519296],[\"Europe\",0.05108259333144778],[\"Europe\",0.05127037313204659],[\"Europe\",0.05145153878946125],[\"Europe\",0.051621822228273516],[\"Europe\",0.05177703834072796],[\"Europe\",0.05191311349362254],[\"Europe\",0.05202611314407573],[\"Europe\",0.05211226832440519],[\"Europe\",0.05216800076860929],[\"Europe\",0.05218994646731234],[\"Europe\",0.05217497745437561],[\"Europe\",0.052120221646527576],[\"Europe\",0.052023080577146476],[\"Europe\",0.051881244886534755],[\"Europe\",0.05169270745344447],[\"Europe\",0.05145577407600846],[\"Europe\",0.05116907163436586],[\"Europe\",0.05083155369188247],[\"Europe\",0.05044250351669846],[\"Europe\",0.0500015345301212],[\"Europe\",0.04950858821285091],[\"Europe\",0.048963929523921715],[\"Europe\",0.0483681399102938],[\"Europe\",0.047722108007003106],[\"Europe\",0.04702701814841851],[\"Europe\",0.04628433683025706],[\"Europe\",0.045495797279358915],[\"Europe\",0.04466338230364994],[\"Europe\",0.043789305608061345],[\"Europe\",0.04287599177330574],[\"Europe\",0.04192605510322908],[\"Europe\",0.04094227755289458],[\"Europe\",0.03992758595357516],[\"Europe\",0.038885028752420954],[\"Europe\",0.03781775248376271],[\"Europe\",0.03672897818585517],[\"Europe\",0.035621977971456206],[\"Europe\",0.03450005195307604],[\"Europe\",0.03336650571417628],[\"Europe\",0.03222462850619773],[\"Europe\",0.031077672338251837],[\"Europe\",0.029928832111810452],[\"Europe\",0.028781226937013814],[\"Europe\",0.027637882750491678],[\"Europe\",0.026501716337120146],[\"Europe\",0.025375520840139953],[\"Europe\",0.024261952825791567],[\"Europe\",0.02316352095031566],[\"Europe\",0.02208257625904711],[\"Europe\",0.021021304129628868],[\"Europe\",0.019981717854280975],[\"Europe\",0.018965653839782465],[\"Europe\",0.01797476838851711],[\"Europe\",0.01701053600976364],[\"Europe\",0.01607424919749123],[\"Europe\",0.015167019599365582],[\"Europe\",0.01428978049155958],[\"Europe\",0.013443290465346217],[\"Europe\",0.01262813822437451],[\"Europe\",0.011844748385990126],[\"Europe\",0.011093388175955256],[\"Europe\",0.010374174903414232],[\"Europe\",0.009687084101882609],[\"Europe\",0.009031958222348228],[\"Europe\",0.008408515766167066],[\"Europe\",0.0078163607482218],[\"Europe\",0.007254992384675783],[\"Europe\",0.0067238149044773834],[\"Europe\",0.006222147389431484],[\"Europe\",0.005749233554020283],[\"Europe\",0.005304251383100724],[\"Europe\",0.0048863225529956235],[\"Europe\",0.004494521569208747],[\"Europe\",0.004127884561902896],[\"Europe\",0.0037854176882708987],[\"Europe\",-0.0037854176882708987],[\"Europe\",-0.004127884561902896],[\"Europe\",-0.004494521569208747],[\"Europe\",-0.0048863225529956235],[\"Europe\",-0.005304251383100724],[\"Europe\",-0.005749233554020283],[\"Europe\",-0.006222147389431484],[\"Europe\",-0.0067238149044773834],[\"Europe\",-0.007254992384675783],[\"Europe\",-0.0078163607482218],[\"Europe\",-0.008408515766167066],[\"Europe\",-0.009031958222348228],[\"Europe\",-0.009687084101882609],[\"Europe\",-0.010374174903414232],[\"Europe\",-0.011093388175955256],[\"Europe\",-0.011844748385990126],[\"Europe\",-0.01262813822437451],[\"Europe\",-0.013443290465346217],[\"Europe\",-0.01428978049155958],[\"Europe\",-0.015167019599365582],[\"Europe\",-0.01607424919749123],[\"Europe\",-0.01701053600976364],[\"Europe\",-0.01797476838851711],[\"Europe\",-0.018965653839782465],[\"Europe\",-0.019981717854280975],[\"Europe\",-0.021021304129628868],[\"Europe\",-0.02208257625904711],[\"Europe\",-0.02316352095031566],[\"Europe\",-0.024261952825791567],[\"Europe\",-0.025375520840139953],[\"Europe\",-0.026501716337120146],[\"Europe\",-0.027637882750491678],[\"Europe\",-0.028781226937013814],[\"Europe\",-0.029928832111810452],[\"Europe\",-0.031077672338251837],[\"Europe\",-0.03222462850619773],[\"Europe\",-0.03336650571417628],[\"Europe\",-0.03450005195307604],[\"Europe\",-0.035621977971456206],[\"Europe\",-0.03672897818585517],[\"Europe\",-0.03781775248376271],[\"Europe\",-0.038885028752420954],[\"Europe\",-0.03992758595357516],[\"Europe\",-0.04094227755289458],[\"Europe\",-0.04192605510322908],[\"Europe\",-0.04287599177330574],[\"Europe\",-0.043789305608061345],[\"Europe\",-0.04466338230364994],[\"Europe\",-0.045495797279358915],[\"Europe\",-0.04628433683025706],[\"Europe\",-0.04702701814841851],[\"Europe\",-0.047722108007003106],[\"Europe\",-0.0483681399102938],[\"Europe\",-0.048963929523921715],[\"Europe\",-0.04950858821285091],[\"Europe\",-0.0500015345301212],[\"Europe\",-0.05044250351669846],[\"Europe\",-0.05083155369188247],[\"Europe\",-0.05116907163436586],[\"Europe\",-0.05145577407600846],[\"Europe\",-0.05169270745344447],[\"Europe\",-0.051881244886534755],[\"Europe\",-0.052023080577146476],[\"Europe\",-0.052120221646527576],[\"Europe\",-0.05217497745437561],[\"Europe\",-0.05218994646731234],[\"Europe\",-0.05216800076860929],[\"Europe\",-0.05211226832440519],[\"Europe\",-0.05202611314407573],[\"Europe\",-0.05191311349362254],[\"Europe\",-0.05177703834072796],[\"Europe\",-0.051621822228273516],[\"Europe\",-0.05145153878946125],[\"Europe\",-0.05127037313204659],[\"Europe\",-0.05108259333144778],[\"Europe\",-0.050892521282519296],[\"Europe\",-0.05070450316746851],[\"Europe\",-0.05052287980267928],[\"Europe\",-0.05035195713003039],[\"Europe\",-0.05019597711862791],[\"Europe\",-0.05005908934070069],[\"Europe\",-0.04994532348074731],[\"Europe\",-0.0498585630299031],[\"Europe\",-0.04980252040797116],[\"Europe\",-0.049780713743701493],[\"Europe\",-0.04979644552980002],[\"Europe\",-0.049852783352912156],[\"Europe\",-0.04995254288058055],[\"Europe\",-0.05009827326706768],[\"Europe\",-0.05029224511811803],[\"Europe\",-0.05053644113139036],[\"Europe\",-0.050832549504602115],[\"Europe\",-0.051181960177603555],[\"Europe\",-0.05158576394784988],[\"Europe\",-0.05204475447129705],[\"Europe\",-0.05255943313284526],[\"Europe\",-0.05313001674234613],[\"Europe\",-0.053756447984125266],[\"Europe\",-0.054438408520219],[\"Europe\",-0.05517533462034514],[\"Europe\",-0.0559664351652936],[\"Europe\",-0.05681071184520533],[\"Europe\",-0.05770698135036965],[\"Europe\",-0.058653899329980205],[\"Europe\",-0.0596499858739993],[\"Europe\",-0.06069365225513531],[\"Europe\",-0.061783228652174116],[\"Europe\",-0.06291699256273002],[\"Europe\",-0.06409319760310117],[\"Europe\",-0.06531010238549018],[\"Europe\",-0.06656599915854076],[\"Europe\",-0.06785924189605472],[\"Europe\",-0.06918827352098261],[\"Europe\",-0.07055165195738093],[\"Europe\",-0.07194807471200557],[\"Europe\",-0.07337640169955968],[\"Europe\",-0.0748356760412583],[\"Europe\",-0.0763251425852247],[\"Europe\",-0.07784426391914563],[\"Europe\",-0.07939273367040287],[\"Europe\",-0.08097048691636069],[\"Europe\",-0.08257770755733213],[\"Europe\",-0.08421483253672339],[\"Europe\",-0.08588255282657983],[\"Europe\",-0.08758181113192853],[\"Europe\",-0.08931379630348613],[\"Europe\",-0.09107993448512346],[\"Europe\",-0.09288187705946681],[\"Europe\",-0.09472148549178565],[\"Europe\",-0.09660081320836192],[\"Europe\",-0.09852208468046167],[\"Europe\",-0.10048767191834124],[\"Europe\",-0.1025000686110218],[\"Europe\",-0.10456186217640223],[\"Europe\",-0.10667570401229282],[\"Europe\",-0.10884427826172834],[\"Europe\",-0.11107026942517384],[\"Europe\",-0.11335632916762788],[\"Europe\",-0.1157050426799515],[\"Europe\",-0.11811889496076766],[\"Europe\",-0.12060023738787723],[\"Europe\",-0.12315125494620072],[\"Europe\",-0.1257739344727805],[\"Europe\",-0.12847003426837864],[\"Europe\",-0.13124105540978231],[\"Europe\",-0.13408821507725022],[\"Europe\",-0.13701242218779425],[\"Europe\",-0.14001425559750208],[\"Europe\",-0.14309394510517504],[\"Europe\",-0.1462513554555971],[\"Europe\",-0.14948597350418635],[\"Europe\",-0.15279689866610363],[\"Europe\",-0.1561828367326263],[\"Europe\",-0.1596420970962768],[\"Europe\",-0.16317259338441925],[\"Europe\",-0.16677184745937215],[\"Europe\",-0.17043699670213938],[\"Europe\",-0.1741648044572244],[\"Europe\",-0.1779516734782199],[\"Europe\",-0.18179366217857157],[\"Europe\",-0.18568650345953103],[\"Europe\",-0.18962562585844184],[\"Europe\",-0.19360617673546443],[\"Europe\",-0.19762304719611046],[\"Europe\",-0.20167089843079683],[\"Europe\",-0.2057441891412876],[\"Europe\",-0.2098372037175767],[\"Europe\",-0.21394408082751779],[\"Europe\",-0.2180588420853821],[\"Europe\",-0.2221754204744265],[\"Europe\",-0.22628768821231843],[\"Europe\",-0.23038948376667326],[\"Europe\",-0.23447463775068164],[\"Europe\",-0.2385369974554266],[\"Europe\",-0.24257044980560988],[\"Europe\",-0.2465689425584094],[\"Europe\",-0.2505265036005937],[\"Europe\",-0.2544372582361299],[\"Europe\",-0.2582954443947226],[\"Europe\",-0.2620954257303359],[\"Europe\",-0.26583170261707817],[\"Europe\",-0.26949892108721035],[\"Europe\",-0.27309187979179217],[\"Europe\",-0.27660553509798064],[\"Europe\",-0.2800350044676464],[\"Europe\",-0.283375568289218],[\"Europe\",-0.2866226703580506],[\"Europe\",-0.2897719172196928],[\"Europe\",-0.29281907660491335],[\"Europe\",-0.29576007519496134],[\"Europe\",-0.2985909959601513],[\"Europe\",-0.30130807531442366],[\"Europe\",-0.303907700323062],[\"Europe\",-0.30638640619041924],[\"Europe\",-0.30874087423951513],[\"Europe\",-0.31096793057605915],[\"Europe\",-0.3130645456062369],[\"Europe\",-0.3150278345509219],[\"Europe\",-0.3168550590694371],[\"Europe\",-0.3185436300741349],[\"Europe\",-0.3200911117835862],[\"Europe\",-0.3214952270277075],[\"Europe\",-0.32275386378341575],[\"Europe\",-0.3238650828850804],[\"Europe\",-0.3248271268208142],[\"Europe\",-0.32563842949417116],[\"Europe\",-0.3262976268017245],[\"Europe\",-0.32680356785083825],[\"Europe\",-0.3271553266192505],[\"Europe\",-0.3273522138392699],[\"Europe\",-0.3273937888748185],[\"Europe\",-0.3272798713495124],[\"Europe\",-0.32701055227861575],[\"Europe\",-0.326586204457148],[\"Europe\",-0.32600749186063543],[\"Europe\",-0.32527537782389027],[\"Europe\",-0.32439113177659135],[\"Europe\",-0.3233563343320225],[\"Europe\",-0.322172880546778],[\"Europe\",-0.3208429811941249],[\"Europe\",-0.31936916192153675],[\"Europe\",-0.317754260193143],[\"Europe\",-0.31600141994991177],[\"Europe\",-0.31411408395367924],[\"Europe\",-0.3120959838150551],[\"Europe\",-0.3099511277391558],[\"Europe\",-0.30768378605642066],[\"Europe\",-0.3052984746378951],[\"Europe\",-0.30279993632474517],[\"Europe\",-0.3001931205299085],[\"Europe\",-0.29748316119522955],[\"Europe\",-0.2946753533097854],[\"Europe\",-0.29177512821404633],[\"Europe\",-0.2887880279297944],[\"Europe\",-0.2857196787671542],[\"Europe\",-0.2825757644675658],[\"Europe\",-0.27936199914504195],[\"Europe\",-0.27608410028762],[\"Europe\",-0.272747762076685],[\"Europe\",-0.26935862927396936],[\"Europe\",-0.2659222719147764],[\"Europe\",-0.2624441610316298],[\"Europe\",-0.25892964561544907],[\"Europe\",-0.25538393100187656],[\"Europe\",-0.2518120588489452],[\"Europe\",-0.24821888884928917],[\"Europe\",-0.24460908229601197],[\"Europe\",-0.24098708759655674],[\"Europe\",-0.2373571278039131],[\"Europe\",-0.23372319020964433],[\"Europe\",-0.2300890180189177],[\"Europe\",-0.22645810410432377],[\"Europe\",-0.22283368681310936],[\"Europe\",-0.21921874778177902],[\"Europe\",-0.21561601169310818],[\"Europe\",-0.2120279478936265],[\"Europe\",-0.20845677377471383],[\"Europe\",-0.20490445980771751],[\"Europe\",-0.20137273611297235],[\"Europe\",-0.1978631004342956],[\"Europe\",-0.19437682738441425],[\"Europe\",-0.19091497882274014],[\"Europe\",-0.18747841522488368],[\"Europe\",-0.1840678079030887],[\"Europe\",-0.18068365193826308],[\"Europe\",-0.1773262796872418],[\"Europe\",-0.1739958747331838],[\"Europe\",-0.17069248615234828],[\"Europe\",-0.1674160429767078],[\"Europe\",-0.16416636873873863],[\"Europe\",-0.160943195992074],[\"Europe\",-0.15774618070932545],[\"Europe\",-0.15457491646610586],[\"Europe\",-0.1514289483279664],[\"Europe\",-0.1483077863644539],[\"Europe\",-0.14521091872170114],[\"Europe\",-0.14213782419179397],[\"Europe\",-0.13908798422354784],[\"Europe\",-0.13606089432524854],[\"Europe\",-0.1330560748153378],[\"Europe\",-0.1300730808819757],[\"Europe\",-0.1271115119169093],[\"Europe\",-0.12417102009315763],[\"Europe\",-0.12125131815976235],[\"Europe\",-0.1183521864303002],[\"Europe\",-0.11547347894509785],[\"Europe\",-0.1126151287902061],[\"Europe\",-0.10977715255926142],[\"Europe\",-0.10695965394746433],[\"Europe\",-0.10416282647011993],[\"Europe\",-0.10138695530156136],[\"Europe\",-0.09863241823388705],[\"Europe\",-0.09589968575881964],[\"Europe\",-0.09318932028016044],[\"Europe\",-0.09050197446879085],[\"Europe\",-0.08783838877695269],[\"Europe\",-0.08519938813359862],[\"Europe\",-0.08258587784791482],[\"Europe\",-0.07999883875361993],[\"Europe\",-0.07743932163228429],[\"Europe\",-0.07490844095960308],[\"Europe\",-0.07240736802422021],[\"Europe\",-0.06993732347423887],[\"Europe\",-0.06749956935186746],[\"Europe\",-0.06509540068164417],[\"Europe\",-0.06272613668224714],[\"Europe\",-0.060393111675940934],[\"Europe\",-0.05809766577313766],[\"Europe\",-0.055841135412275374],[\"Europe\",-0.053624843837169485],[\"Europe\",-0.05145009159510463],[\"Europe\",-0.04931814713916432],[\"Europe\",-0.047230237617602144],[\"Europe\",-0.04518753993143506],[\"Europe\",-0.04319117213887315],[\"Europe\",-0.04124218528172348],[\"Europe\",-0.039341555704536235],[\"Europe\",-0.03749017793206183],[\"Europe\",-0.03568885816461466],[\"Europe\",-0.033938308444277095],[\"Europe\",-0.032239141537611204],[\"Europe\",-0.030591866572783486],[\"Europe\",-0.02899688546085426],[\"Europe\",-0.027454490122554825],[\"Europe\",-0.02596486053329574],[\"Europe\",-0.02452806359053248],[\"Europe\",-0.023144052799088672],[\"Europe\",-0.021812668761711836],[\"Europe\",-0.020533640454129847],[\"Europe\",-0.019306587256289268],[\"Europe\",-0.018131021704387497],[\"Europe\",-0.017006352921843222],[\"Europe\",-0.01593189068155875],[\"Europe\",-0.014906850046773447],[\"Europe\",-0.013930356533538885],[\"Europe\",-0.01300145173439465],[\"Europe\",-0.012119099340211135],[\"Europe\",-0.011282191495397283],[\"Europe\",-0.010489555420738325],[\"Europe\",-0.009739960238013143],[\"Europe\",-0.009032123931209404],[\"Europe\",-0.00836472038056451],[\"Europe\",-0.007736386407760061],[\"Europe\",-0.0071457287733252975],[\"Europe\",-0.006591331070595085],[\"Europe\",-0.006071760464346613],[\"Europe\",-0.0055855742264302646],[\"Europe\",-0.0051313260252369925],[\"Europe\",-0.004707571930625386],[\"Europe\",-0.0043128761008902426],[\"Europe\",-0.003945816123412921],[\"Europe\",-0.003604987985719059],[\"Europe\",-0.0032890106587117147],[\"Europe\",-0.0029965302787839715],[\"Europe\",-0.0027262239202851283],[\"Europe\",-0.0024768029543675856],[\"Europe\",-0.002247015994531485],[\"Europe\",-0.002035651433173079],[\"Europe\",-0.001841539577100001],[\"Europe\",-0.0016635543932777247],[\"Europe\",-0.0015006148790002796],[\"Europe\",-0.00135168607322469],[\"Europe\",-0.0012157797279688486],[\"Europe\",-0.0010919546604494514],[\"Europe\",-0.0009793168080377626],[\"Europe\",-0.0008770190091492995],[\"Europe\",-0.0007842605338758962],[\"Europe\",-0.0007002863885356232],[\"Europe\",-0.0006243864183813068],[\"Europe\",-0.0005558942324976605],[\"Europe\",-0.000494185974457852],[\"Europe\",-0.0004386789616313193],[\"Europe\",-0.00038883021516484184],[\"Europe\",-0.00034413490162750883],[\"Europe\",-0.0003041247061457441],[\"Europe\",-0.0002683661555849108],[\"Europe\",-0.00023645890898559723],[\"Europe\",-0.0002080340310604713],[\"Europe\",-0.00018275226312482507],[\"Europe\",-0.00016030230439177472],[\"Europe\",-0.00014039911513068418],[\"Europe\",-0.00012278225178170257],[\"Europe\",-0.00010721424275504921],[\"Europe\",-9.347901233341112e-05],[\"Europe\",-8.138035884991744e-05],[\"Europe\",-7.074049214089382e-05],[\"Europe\",-6.139863417836774e-05],[\"Europe\",-5.320968577653683e-05],[\"Europe\",-4.604296134194707e-05],[\"Europe\",-3.978099280021521e-05],[\"Europe\",-3.431840308262867e-05],[\"Europe\",-2.9560848892560255e-05],[\"Europe\",-2.5424031891966423e-05],[\"Europe\",-2.1832776949059292e-05],[\"Europe\",-1.872017566560487e-05],[\"Europe\",-1.6026793051685728e-05],[\"Europe\",-1.3699934932244787e-05],[\"Europe\",-1.1692973448075255e-05],[\"Europe\",-9.964727848745868e-06],[\"Europe\",-8.478897660795857e-06]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2235\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2236\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2231\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.3,\"fill_alpha\":0.3,\"hatch_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2232\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2233\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2243\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2237\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2238\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2239\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[800],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"North America\",0.0016615303227738884],[\"North America\",0.0018801074712333189],[\"North America\",0.0021233468672638167],[\"North America\",0.002393505230689155],[\"North America\",0.0026929882442025778],[\"North America\",0.003024355308517218],[\"North America\",0.003390324096122052],[\"North America\",0.0037937748728101082],[\"North America\",0.004237754550530797],[\"North America\",0.004725480427832267],[\"North America\",0.005260343565050596],[\"North America\",0.0058459117303714],[\"North America\",0.00648593183989357],[\"North America\",0.007184331799897583],[\"North America\",0.007945221642780565],[\"North America\",0.008772893829781437],[\"North America\",0.009671822574003043],[\"North America\",0.0106466620167752],[\"North America\",0.011702243069639403],[\"North America\",0.01284356871383483],[\"North America\",0.01407580752989069],[\"North America\",0.015404285212655348],[\"North America\",0.016834473812762277],[\"North America\",0.01837197843516816],[\"North America\",0.020022521120045336],[\"North America\",0.021791921632034993],[\"North America\",0.023686074891700236],[\"North America\",0.025710924798926154],[\"North America\",0.027872434222867785],[\"North America\",0.0301765509675494],[\"North America\",0.03262916956690585],[\"North America\",0.03523608881820861],[\"North America\",0.03800296502846888],[\"North America\",0.04093526102426006],[\"North America\",0.04403819106084956],[\"North America\",0.04731666186060458],[\"North America\",0.050775210112009736],[\"North America\",0.054417936867633764],[\"North America\",0.05824843938995673],[\"North America\",0.062269741105800656],[\"North America\",0.0664842204405272],[\"North America\",0.07089353940934895],[\"North America\",0.07549857294199634],[\"North America\",0.08029934000547784],[\"North America\",0.08529493766463778],[\"North America\",0.09048347927859732],[\"North America\",0.09586203807009022],[\"North America\",0.10142659732156563],[\"North America\",0.10717200844449151],[\"North America\",0.11309195813475276],[\"North America\",0.11917894576618453],[\"North America\",0.1254242720854242],[\"North America\",0.13181804015448362],[\"North America\",0.13834916934341995],[\"North America\",0.14500542300570135],[\"North America\",0.15177345027550246],[\"North America\",0.15863884221210253],[\"North America\",0.16558620228534496],[\"North America\",0.17259923095194257],[\"North America\",0.17966082381990625],[\"North America\",0.18675318264264862],[\"North America\",0.19385793813081004],[\"North America\",0.20095628332404503],[\"North America\",0.20802911603265617],[\"North America\",0.21505718864543724],[\"North America\",0.22202126341078843],[\"North America\",0.22890227113791325],[\"North America\",0.23568147113814747],[\"North America\",0.24234061013690214],[\"North America\",0.24886207783743963],[\"North America\",0.25522905681088026],[\"North America\",0.26142566442378967],[\"North America\",0.26743708459586946],[\"North America\",0.27324968730496935],[\"North America\",0.27885113392345157],[\"North America\",0.2842304666762601],[\"North America\",0.2893781807535938],[\"North America\",0.2942862778855782],[\"North America\",0.29894830048781457],[\"North America\",0.30335934580956514],[\"North America\",0.30751605985442465],[\"North America\",0.31141661119003633],[\"North America\",0.31506064511199555],[\"North America\",0.318449218970442],[\"North America\",0.32158471979912423],[\"North America\",0.3244707656991268],[\"North America\",0.32711209271645436],[\"North America\",0.3295144292083773],[\"North America\",0.3316843599123126],[\"North America\",0.33362918210843073],[\"North America\",0.3353567563992863],[\"North America\",0.3368753547134973],[\"North America\",0.33819350817408855],[\"North America\",0.3393198574544736],[\"North America\",0.3402630081765774],[\"North America\",0.3410313937874446],[\"North America\",0.34163314818534285],[\"North America\",0.34207599015723056],[\"North America\",0.3423671214410245],[\"North America\",0.3425131399435757],[\"North America\",0.3425199693348726],[\"North America\",0.3423928059073602],[\"North America\",0.3421360832437058],[\"North America\",0.3417534548842661],[\"North America\",0.3412477948347362],[\"North America\",0.34062121541239754],[\"North America\",0.3398751016035522],[\"North America\",0.33901016080188373],[\"North America\",0.3380264865240693],[\"North America\",0.3369236344603677],[\"North America\",0.33570070901886595],[\"North America\",0.3343564583660935],[\"North America\",0.332889375856335],[\"North America\",0.3312978056785312],[\"North America\",0.32958005053328154],[\"North America\",0.3277344791821909],[\"North America\",0.32575963178546385],[\"North America\",0.32365432105821135],[\"North America\",0.3214177274272174],[\"North America\",0.3190494865532142],[\"North America\",0.31654976779349486],[\"North America\",0.3139193424100931],[\"North America\",0.3111596405736081],[\"North America\",0.30827279646573796],[\"North America\",0.30526168103861395],[\"North America\",0.30212992224005386],[\"North America\",0.2988819127554681],[\"North America\",0.29552280554428906],[\"North America\",0.2920584976571632],[\"North America\",0.28849560300609145],[\"North America\",0.28484141492048526],[\"North America\",0.28110385945562927],[\"North America\",0.2772914405252157],[\"North America\",0.2734131780059972],[\"North America\",0.26947854001062166],[\"North America\",0.2654973705453829],[\"North America\",0.2614798137646567],[\"North America\",0.25743623600537285],[\"North America\",0.25337714673557327],[\"North America\",0.2493131194839221],[\"North America\",0.245254713734992],[\"North America\",0.241212398681563],[\"North America\",0.2371964796232298],[\"North America\",0.2332170276934939],[\"North America\",0.2292838134882477],[\"North America\",0.22540624505988666],[\"North America\",0.22159331063575968],[\"North America\",0.21785352631950874],[\"North America\",0.21419488894085528],[\"North America\",0.21062483413515654],[\"North America\",0.20715019965963666],[\"North America\",0.2037771938894497],[\"North America\",0.20051136938401606],[\"North America\",0.19735760137255032],[\"North America\",0.1943200709770881],[\"North America\",0.19140225297120092],[\"North America\",0.18860690786212747],[\"North America\",0.1859360780823874],[\"North America\",0.1833910880828474],[\"North America\",0.18097254813146138],[\"North America\",0.1786803616390875],[\"North America\",0.1765137358544689],[\"North America\",0.1744711957931438],[\"North America\",0.17255060128830005],[\"North America\",0.17074916707395016],[\"North America\",0.16906348583096925],[\"North America\",0.1674895541432829],[\"North America\",0.16602280132373984],[\"North America\",0.1646581210760698],[\"North America\",0.16338990596010194],[\"North America\",0.16221208462164938],[\"North America\",0.1611181617358769],[\"North America\",0.1601012605935937],[\"North America\",0.15915416823398365],[\"North America\",0.15826938299529025],[\"North America\",0.15743916431765717],[\"North America\",0.1566555845906115],[\"North America\",0.15591058279271983],[\"North America\",0.15519601962404872],[\"North America\",0.15450373378466745],[\"North America\",0.1538255990060503],[\"North America\",0.15315358139848834],[\"North America\",0.1524797966380425],[\"North America\",0.15179656648273646],[\"North America\",0.15109647408101673],[\"North America\",0.1503724175173003],[\"North America\",0.14961766103081747],[\"North America\",0.14882588334579194],[\"North America\",0.14799122256393163],[\"North America\",0.14710831709453714],[\"North America\",0.14617234213329522],[\"North America\",0.14517904124770328],[\"North America\",0.14412475268441552],[\"North America\",0.143006430080665],[\"North America\",0.14182165733703822],[\"North America\",0.1405686574907125],[\"North America\",0.13924629551505605],[\"North America\",0.13785407506126457],[\"North America\",0.13639212924837307],[\"North America\",0.13486120569735716],[\"North America\",0.13326264609095162],[\"North America\",0.13159836062110797],[\"North America\",0.1298707977586991],[\"North America\",0.12808290984331558],[\"North America\",0.12623811504319005],[\"North America\",0.12434025627519192],[\"North America\",0.12239355770144615],[\"North America\",0.12040257943196109],[\"North America\",0.11837217106148043],[\"North America\",0.11630742465390224],[\"North America\",0.11421362775967264],[\"North America\",0.11209621701163122],[\"North America\",0.10996073279427933],[\"North America\",0.10781277542208882],[\"North America\",0.10565796319627649],[\"North America\",0.10350189263862289],[\"North America\",0.10135010112774229],[\"North America\",0.09920803209006557],[\"North America\",0.09708100282702158],[\"North America\",0.09497417499368901],[\"North America\",0.09289252768458515],[\"North America\",0.09084083303098137],[\"North America\",0.08882363417265751],[\"North America\",0.0868452254363465],[\"North America\",0.08490963453394773],[\"North America\",0.08302060658609045],[\"North America\",0.08118158978058955],[\"North America\",0.07939572249008077],[\"North America\",0.07766582169758764],[\"North America\",0.07599437261152976],[\"North America\",0.0743835193909863],[\"North America\",0.07283505694589619],[\"North America\",0.07135042382316333],[\"North America\",0.06993069623609488],[\"North America\",0.06857658333900161],[\"North America\",0.06728842388897241],[\"North America\",0.06606618447080473],[\"North America\",0.06490945948708209],[\"North America\",0.06381747313198449],[\"North America\",0.06278908357350695],[\"North America\",0.061822789563661946],[\"North America\",0.06091673967967402],[\"North America\",0.06006874437132674],[\"North America\",0.05927629095107301],[\"North America\",0.05853656161529444],[\"North America\",0.05784645452855239],[\"North America\",0.05720260793952891],[\"North America\",0.0566014272295537],[\"North America\",0.056039114724317114],[\"North America\",0.055511702028833224],[\"North America\",0.05501508457725678],[\"North America\",0.05454505802502255],[\"North America\",0.05409735605311834],[\"North America\",0.053667689105063615],[\"North America\",0.05325178353805082],[\"North America\",0.052845420642096144],[\"North America\",0.05244447496597651],[\"North America\",0.05204495138685302],[\"North America\",0.051643020372043755],[\"North America\",0.05123505090625827],[\"North America\",0.050817640595190824],[\"North America\",0.05038764250576397],[\"North America\",0.04994218836324879],[\"North America\",0.049478707794409243],[\"North America\",0.04899494338190293],[\"North America\",0.04848896137643201],[\"North America\",0.04795915799744807],[\"North America\",0.04740426133839363],[\"North America\",0.0468233289763236],[\"North America\",0.04621574146619606],[\"North America\",0.04558119197514702],[\"North America\",0.044919672379891945],[\"North America\",0.04423145620942545],[\"North America\",0.04351707886413933],[\"North America\",0.04277731558032267],[\"North America\",0.04201315763507192],[\"North America\",0.04122578730056117],[\"North America\",0.04041655205839236],[\"North America\",0.03958693857465164],[\"North America\",0.03873854691497885],[\"North America\",0.03787306544728318],[\"North America\",0.03699224683888634],[\"North America\",0.03609788550618331],[\"North America\",0.03519179681993268],[\"North America\",0.034275798309657074],[\"North America\",0.03335169304809487],[\"North America\",0.032421255332922026],[\"North America\",0.031486218719797086],[\"North America\",0.030548266399803174],[\"North America\",0.029609023857094907],[\"North America\",0.02867005369037572],[\"North America\",0.02773285243589431],[\"North America\",0.02679884919091837],[\"North America\",0.025869405805824766],[\"North America\",0.02494581839049499],[\"North America\",0.02402931986683213],[\"North America\",0.023121083293854226],[\"North America\",0.022222225694686064],[\"North America\",0.021333812125335742],[\"North America\",0.02045685974268421],[\"North America\",0.01959234165274284],[\"North America\",0.01874119034891259],[\"North America\",0.01790430058257318],[\"North America\",0.01708253154365701],[\"North America\",0.016276708265690776],[\"North America\",0.015487622206931017],[\"North America\",0.014716030995521427],[\"North America\",0.013962657360999308],[\"North America\",0.013228187306034905],[\"North America\",0.012513267600182076],[\"North America\",0.011818502701011101],[\"North America\",0.01114445122679725],[\"North America\",0.010491622118646106],[\"North America\",0.009860470638425916],[\"North America\",0.009251394352179731],[\"North America\",0.008664729247015363],[\"North America\",0.008100746123157136],[\"North America\",0.007559647392358905],[\"North America\",0.007041564399794118],[\"North America\",0.006546555369499305],[\"North America\",0.006074604054147581],[\"North America\",0.005625619149095446],[\"North America\",0.005199434508994827],[\"North America\",0.004795810183496705],[\"North America\",0.004414434267347132],[\"North America\",0.004054925540081327],[\"North America\",0.003716836852078401],[\"North America\",0.003399659197374164],[\"North America\",0.003102826399677957],[\"North America\",0.002825720326741512],[\"North America\",0.002567676539718315],[\"North America\",0.0023279902784802704],[\"North America\",0.002105922680979008],[\"North America\",0.0019007071345293351],[\"North America\",0.0017115556591634114],[\"North America\",0.0015376652277043071],[\"North America\",0.0013782239336480116],[\"North America\",0.0012324169259983523],[\"North America\",0.0010994320395285896],[\"North America\",0.0009784650592004737],[\"North America\",0.0008687245683131658],[\"North America\",0.0007694363410542878],[\"North America\",0.0006798472511815498],[\"North America\",0.0005992286793019503],[\"North America\",0.0005268794114014679],[\"North America\",0.0004621280307127787],[\"North America\",0.0004043348135353216],[\"North America\",0.00035289314712582336],[\"North America\",0.0003072304941815634],[\"North America\",0.00026680893370616176],[\"North America\",0.0002311253121744948],[\"North America\",0.00019971104192686724],[\"North America\",0.0001721315856764391],[\"North America\",0.000147985666982852],[\"North America\",0.00012690424662076917],[\"North America\",0.0001085493040586108],[\"North America\",9.261246187099344e-05],[\"North America\",7.88134889533215e-05],[\"North America\",6.689871600275158e-05],[\"North America\",5.663939398729343e-05],[\"North America\",4.78300233489969e-05],[\"North America\",4.028667857432542e-05],[\"North America\",3.384534960189397e-05],[\"North America\",2.836031840056704e-05],[\"North America\",2.3702586004112657e-05],[\"North America\",1.9758362385336846e-05],[\"North America\",1.6427628834663608e-05],[\"North America\",1.3622780006686603e-05],[\"North America\",1.1267350534487171e-05],[\"North America\",9.294829097693633e-06],[\"North America\",7.647561070695146e-06],[\"North America\",6.2757393696154074e-06],[\"North America\",5.1364818525044095e-06],[\"North America\",4.192992594128457e-06],[\"North America\",3.413803538676982e-06],[\"North America\",2.772092412222293e-06],[\"North America\",2.245072331854024e-06],[\"North America\",1.8134482593295673e-06],[\"North America\",1.4609352930214772e-06],[\"North America\",1.1738337525679116e-06],[\"North America\",9.406560665392396e-07],[\"North America\",7.518006064850582e-07],[\"North America\",5.992678042798141e-07],[\"North America\",4.7641412876742737e-07],[\"North America\",3.77739769066863e-07],[\"North America\",2.987061640449276e-07],[\"North America\",2.3557982060187517e-07],[\"North America\",1.852991693894634e-07],[\"North America\",1.4536150875379557e-07],[\"North America\",1.1372738081719027e-07],[\"North America\",8.874000368318051e-08],[\"North America\",6.905764786168136e-08],[\"North America\",5.3597091209444116e-08],[\"North America\",4.148651380867497e-08],[\"North America\",3.2026401773421e-08],[\"North America\",2.4657217025760942e-08],[\"North America\",1.8932759092227883e-08],[\"North America\",1.4498295725969433e-08],[\"North America\",1.1072672685086288e-08],[\"North America\",8.433730471838945e-09],[\"North America\",-8.433730471838945e-09],[\"North America\",-1.1072672685086288e-08],[\"North America\",-1.4498295725969433e-08],[\"North America\",-1.8932759092227883e-08],[\"North America\",-2.4657217025760942e-08],[\"North America\",-3.2026401773421e-08],[\"North America\",-4.148651380867497e-08],[\"North America\",-5.3597091209444116e-08],[\"North America\",-6.905764786168136e-08],[\"North America\",-8.874000368318051e-08],[\"North America\",-1.1372738081719027e-07],[\"North America\",-1.4536150875379557e-07],[\"North America\",-1.852991693894634e-07],[\"North America\",-2.3557982060187517e-07],[\"North America\",-2.987061640449276e-07],[\"North America\",-3.77739769066863e-07],[\"North America\",-4.7641412876742737e-07],[\"North America\",-5.992678042798141e-07],[\"North America\",-7.518006064850582e-07],[\"North America\",-9.406560665392396e-07],[\"North America\",-1.1738337525679116e-06],[\"North America\",-1.4609352930214772e-06],[\"North America\",-1.8134482593295673e-06],[\"North America\",-2.245072331854024e-06],[\"North America\",-2.772092412222293e-06],[\"North America\",-3.413803538676982e-06],[\"North America\",-4.192992594128457e-06],[\"North America\",-5.1364818525044095e-06],[\"North America\",-6.2757393696154074e-06],[\"North America\",-7.647561070695146e-06],[\"North America\",-9.294829097693633e-06],[\"North America\",-1.1267350534487171e-05],[\"North America\",-1.3622780006686603e-05],[\"North America\",-1.6427628834663608e-05],[\"North America\",-1.9758362385336846e-05],[\"North America\",-2.3702586004112657e-05],[\"North America\",-2.836031840056704e-05],[\"North America\",-3.384534960189397e-05],[\"North America\",-4.028667857432542e-05],[\"North America\",-4.78300233489969e-05],[\"North America\",-5.663939398729343e-05],[\"North America\",-6.689871600275158e-05],[\"North America\",-7.88134889533215e-05],[\"North America\",-9.261246187099344e-05],[\"North America\",-0.0001085493040586108],[\"North America\",-0.00012690424662076917],[\"North America\",-0.000147985666982852],[\"North America\",-0.0001721315856764391],[\"North America\",-0.00019971104192686724],[\"North America\",-0.0002311253121744948],[\"North America\",-0.00026680893370616176],[\"North America\",-0.0003072304941815634],[\"North America\",-0.00035289314712582336],[\"North America\",-0.0004043348135353216],[\"North America\",-0.0004621280307127787],[\"North America\",-0.0005268794114014679],[\"North America\",-0.0005992286793019503],[\"North America\",-0.0006798472511815498],[\"North America\",-0.0007694363410542878],[\"North America\",-0.0008687245683131658],[\"North America\",-0.0009784650592004737],[\"North America\",-0.0010994320395285896],[\"North America\",-0.0012324169259983523],[\"North America\",-0.0013782239336480116],[\"North America\",-0.0015376652277043071],[\"North America\",-0.0017115556591634114],[\"North America\",-0.0019007071345293351],[\"North America\",-0.002105922680979008],[\"North America\",-0.0023279902784802704],[\"North America\",-0.002567676539718315],[\"North America\",-0.002825720326741512],[\"North America\",-0.003102826399677957],[\"North America\",-0.003399659197374164],[\"North America\",-0.003716836852078401],[\"North America\",-0.004054925540081327],[\"North America\",-0.004414434267347132],[\"North America\",-0.004795810183496705],[\"North America\",-0.005199434508994827],[\"North America\",-0.005625619149095446],[\"North America\",-0.006074604054147581],[\"North America\",-0.006546555369499305],[\"North America\",-0.007041564399794118],[\"North America\",-0.007559647392358905],[\"North America\",-0.008100746123157136],[\"North America\",-0.008664729247015363],[\"North America\",-0.009251394352179731],[\"North America\",-0.009860470638425916],[\"North America\",-0.010491622118646106],[\"North America\",-0.01114445122679725],[\"North America\",-0.011818502701011101],[\"North America\",-0.012513267600182076],[\"North America\",-0.013228187306034905],[\"North America\",-0.013962657360999308],[\"North America\",-0.014716030995521427],[\"North America\",-0.015487622206931017],[\"North America\",-0.016276708265690776],[\"North America\",-0.01708253154365701],[\"North America\",-0.01790430058257318],[\"North America\",-0.01874119034891259],[\"North America\",-0.01959234165274284],[\"North America\",-0.02045685974268421],[\"North America\",-0.021333812125335742],[\"North America\",-0.022222225694686064],[\"North America\",-0.023121083293854226],[\"North America\",-0.02402931986683213],[\"North America\",-0.02494581839049499],[\"North America\",-0.025869405805824766],[\"North America\",-0.02679884919091837],[\"North America\",-0.02773285243589431],[\"North America\",-0.02867005369037572],[\"North America\",-0.029609023857094907],[\"North America\",-0.030548266399803174],[\"North America\",-0.031486218719797086],[\"North America\",-0.032421255332922026],[\"North America\",-0.03335169304809487],[\"North America\",-0.034275798309657074],[\"North America\",-0.03519179681993268],[\"North America\",-0.03609788550618331],[\"North America\",-0.03699224683888634],[\"North America\",-0.03787306544728318],[\"North America\",-0.03873854691497885],[\"North America\",-0.03958693857465164],[\"North America\",-0.04041655205839236],[\"North America\",-0.04122578730056117],[\"North America\",-0.04201315763507192],[\"North America\",-0.04277731558032267],[\"North America\",-0.04351707886413933],[\"North America\",-0.04423145620942545],[\"North America\",-0.044919672379891945],[\"North America\",-0.04558119197514702],[\"North America\",-0.04621574146619606],[\"North America\",-0.0468233289763236],[\"North America\",-0.04740426133839363],[\"North America\",-0.04795915799744807],[\"North America\",-0.04848896137643201],[\"North America\",-0.04899494338190293],[\"North America\",-0.049478707794409243],[\"North America\",-0.04994218836324879],[\"North America\",-0.05038764250576397],[\"North America\",-0.050817640595190824],[\"North America\",-0.05123505090625827],[\"North America\",-0.051643020372043755],[\"North America\",-0.05204495138685302],[\"North America\",-0.05244447496597651],[\"North America\",-0.052845420642096144],[\"North America\",-0.05325178353805082],[\"North America\",-0.053667689105063615],[\"North America\",-0.05409735605311834],[\"North America\",-0.05454505802502255],[\"North America\",-0.05501508457725678],[\"North America\",-0.055511702028833224],[\"North America\",-0.056039114724317114],[\"North America\",-0.0566014272295537],[\"North America\",-0.05720260793952891],[\"North America\",-0.05784645452855239],[\"North America\",-0.05853656161529444],[\"North America\",-0.05927629095107301],[\"North America\",-0.06006874437132674],[\"North America\",-0.06091673967967402],[\"North America\",-0.061822789563661946],[\"North America\",-0.06278908357350695],[\"North America\",-0.06381747313198449],[\"North America\",-0.06490945948708209],[\"North America\",-0.06606618447080473],[\"North America\",-0.06728842388897241],[\"North America\",-0.06857658333900161],[\"North America\",-0.06993069623609488],[\"North America\",-0.07135042382316333],[\"North America\",-0.07283505694589619],[\"North America\",-0.0743835193909863],[\"North America\",-0.07599437261152976],[\"North America\",-0.07766582169758764],[\"North America\",-0.07939572249008077],[\"North America\",-0.08118158978058955],[\"North America\",-0.08302060658609045],[\"North America\",-0.08490963453394773],[\"North America\",-0.0868452254363465],[\"North America\",-0.08882363417265751],[\"North America\",-0.09084083303098137],[\"North America\",-0.09289252768458515],[\"North America\",-0.09497417499368901],[\"North America\",-0.09708100282702158],[\"North America\",-0.09920803209006557],[\"North America\",-0.10135010112774229],[\"North America\",-0.10350189263862289],[\"North America\",-0.10565796319627649],[\"North America\",-0.10781277542208882],[\"North America\",-0.10996073279427933],[\"North America\",-0.11209621701163122],[\"North America\",-0.11421362775967264],[\"North America\",-0.11630742465390224],[\"North America\",-0.11837217106148043],[\"North America\",-0.12040257943196109],[\"North America\",-0.12239355770144615],[\"North America\",-0.12434025627519192],[\"North America\",-0.12623811504319005],[\"North America\",-0.12808290984331558],[\"North America\",-0.1298707977586991],[\"North America\",-0.13159836062110797],[\"North America\",-0.13326264609095162],[\"North America\",-0.13486120569735716],[\"North America\",-0.13639212924837307],[\"North America\",-0.13785407506126457],[\"North America\",-0.13924629551505605],[\"North America\",-0.1405686574907125],[\"North America\",-0.14182165733703822],[\"North America\",-0.143006430080665],[\"North America\",-0.14412475268441552],[\"North America\",-0.14517904124770328],[\"North America\",-0.14617234213329522],[\"North America\",-0.14710831709453714],[\"North America\",-0.14799122256393163],[\"North America\",-0.14882588334579194],[\"North America\",-0.14961766103081747],[\"North America\",-0.1503724175173003],[\"North America\",-0.15109647408101673],[\"North America\",-0.15179656648273646],[\"North America\",-0.1524797966380425],[\"North America\",-0.15315358139848834],[\"North America\",-0.1538255990060503],[\"North America\",-0.15450373378466745],[\"North America\",-0.15519601962404872],[\"North America\",-0.15591058279271983],[\"North America\",-0.1566555845906115],[\"North America\",-0.15743916431765717],[\"North America\",-0.15826938299529025],[\"North America\",-0.15915416823398365],[\"North America\",-0.1601012605935937],[\"North America\",-0.1611181617358769],[\"North America\",-0.16221208462164938],[\"North America\",-0.16338990596010194],[\"North America\",-0.1646581210760698],[\"North America\",-0.16602280132373984],[\"North America\",-0.1674895541432829],[\"North America\",-0.16906348583096925],[\"North America\",-0.17074916707395016],[\"North America\",-0.17255060128830005],[\"North America\",-0.1744711957931438],[\"North America\",-0.1765137358544689],[\"North America\",-0.1786803616390875],[\"North America\",-0.18097254813146138],[\"North America\",-0.1833910880828474],[\"North America\",-0.1859360780823874],[\"North America\",-0.18860690786212747],[\"North America\",-0.19140225297120092],[\"North America\",-0.1943200709770881],[\"North America\",-0.19735760137255032],[\"North America\",-0.20051136938401606],[\"North America\",-0.2037771938894497],[\"North America\",-0.20715019965963666],[\"North America\",-0.21062483413515654],[\"North America\",-0.21419488894085528],[\"North America\",-0.21785352631950874],[\"North America\",-0.22159331063575968],[\"North America\",-0.22540624505988666],[\"North America\",-0.2292838134882477],[\"North America\",-0.2332170276934939],[\"North America\",-0.2371964796232298],[\"North America\",-0.241212398681563],[\"North America\",-0.245254713734992],[\"North America\",-0.2493131194839221],[\"North America\",-0.25337714673557327],[\"North America\",-0.25743623600537285],[\"North America\",-0.2614798137646567],[\"North America\",-0.2654973705453829],[\"North America\",-0.26947854001062166],[\"North America\",-0.2734131780059972],[\"North America\",-0.2772914405252157],[\"North America\",-0.28110385945562927],[\"North America\",-0.28484141492048526],[\"North America\",-0.28849560300609145],[\"North America\",-0.2920584976571632],[\"North America\",-0.29552280554428906],[\"North America\",-0.2988819127554681],[\"North America\",-0.30212992224005386],[\"North America\",-0.30526168103861395],[\"North America\",-0.30827279646573796],[\"North America\",-0.3111596405736081],[\"North America\",-0.3139193424100931],[\"North America\",-0.31654976779349486],[\"North America\",-0.3190494865532142],[\"North America\",-0.3214177274272174],[\"North America\",-0.32365432105821135],[\"North America\",-0.32575963178546385],[\"North America\",-0.3277344791821909],[\"North America\",-0.32958005053328154],[\"North America\",-0.3312978056785312],[\"North America\",-0.332889375856335],[\"North America\",-0.3343564583660935],[\"North America\",-0.33570070901886595],[\"North America\",-0.3369236344603677],[\"North America\",-0.3380264865240693],[\"North America\",-0.33901016080188373],[\"North America\",-0.3398751016035522],[\"North America\",-0.34062121541239754],[\"North America\",-0.3412477948347362],[\"North America\",-0.3417534548842661],[\"North America\",-0.3421360832437058],[\"North America\",-0.3423928059073602],[\"North America\",-0.3425199693348726],[\"North America\",-0.3425131399435757],[\"North America\",-0.3423671214410245],[\"North America\",-0.34207599015723056],[\"North America\",-0.34163314818534285],[\"North America\",-0.3410313937874446],[\"North America\",-0.3402630081765774],[\"North America\",-0.3393198574544736],[\"North America\",-0.33819350817408855],[\"North America\",-0.3368753547134973],[\"North America\",-0.3353567563992863],[\"North America\",-0.33362918210843073],[\"North America\",-0.3316843599123126],[\"North America\",-0.3295144292083773],[\"North America\",-0.32711209271645436],[\"North America\",-0.3244707656991268],[\"North America\",-0.32158471979912423],[\"North America\",-0.318449218970442],[\"North America\",-0.31506064511199555],[\"North America\",-0.31141661119003633],[\"North America\",-0.30751605985442465],[\"North America\",-0.30335934580956514],[\"North America\",-0.29894830048781457],[\"North America\",-0.2942862778855782],[\"North America\",-0.2893781807535938],[\"North America\",-0.2842304666762601],[\"North America\",-0.27885113392345157],[\"North America\",-0.27324968730496935],[\"North America\",-0.26743708459586946],[\"North America\",-0.26142566442378967],[\"North America\",-0.25522905681088026],[\"North America\",-0.24886207783743963],[\"North America\",-0.24234061013690214],[\"North America\",-0.23568147113814747],[\"North America\",-0.22890227113791325],[\"North America\",-0.22202126341078843],[\"North America\",-0.21505718864543724],[\"North America\",-0.20802911603265617],[\"North America\",-0.20095628332404503],[\"North America\",-0.19385793813081004],[\"North America\",-0.18675318264264862],[\"North America\",-0.17966082381990625],[\"North America\",-0.17259923095194257],[\"North America\",-0.16558620228534496],[\"North America\",-0.15863884221210253],[\"North America\",-0.15177345027550246],[\"North America\",-0.14500542300570135],[\"North America\",-0.13834916934341995],[\"North America\",-0.13181804015448362],[\"North America\",-0.1254242720854242],[\"North America\",-0.11917894576618453],[\"North America\",-0.11309195813475276],[\"North America\",-0.10717200844449151],[\"North America\",-0.10142659732156563],[\"North America\",-0.09586203807009022],[\"North America\",-0.09048347927859732],[\"North America\",-0.08529493766463778],[\"North America\",-0.08029934000547784],[\"North America\",-0.07549857294199634],[\"North America\",-0.07089353940934895],[\"North America\",-0.0664842204405272],[\"North America\",-0.062269741105800656],[\"North America\",-0.05824843938995673],[\"North America\",-0.054417936867633764],[\"North America\",-0.050775210112009736],[\"North America\",-0.04731666186060458],[\"North America\",-0.04403819106084956],[\"North America\",-0.04093526102426006],[\"North America\",-0.03800296502846888],[\"North America\",-0.03523608881820861],[\"North America\",-0.03262916956690585],[\"North America\",-0.0301765509675494],[\"North America\",-0.027872434222867785],[\"North America\",-0.025710924798926154],[\"North America\",-0.023686074891700236],[\"North America\",-0.021791921632034993],[\"North America\",-0.020022521120045336],[\"North America\",-0.01837197843516816],[\"North America\",-0.016834473812762277],[\"North America\",-0.015404285212655348],[\"North America\",-0.01407580752989069],[\"North America\",-0.01284356871383483],[\"North America\",-0.011702243069639403],[\"North America\",-0.0106466620167752],[\"North America\",-0.009671822574003043],[\"North America\",-0.008772893829781437],[\"North America\",-0.007945221642780565],[\"North America\",-0.007184331799897583],[\"North America\",-0.00648593183989357],[\"North America\",-0.0058459117303714],[\"North America\",-0.005260343565050596],[\"North America\",-0.004725480427832267],[\"North America\",-0.004237754550530797],[\"North America\",-0.0037937748728101082],[\"North America\",-0.003390324096122052],[\"North America\",-0.003024355308517218],[\"North America\",-0.0026929882442025778],[\"North America\",-0.002393505230689155],[\"North America\",-0.0021233468672638167],[\"North America\",-0.0018801074712333189],[\"North America\",-0.0016615303227738884]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2244\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2245\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2240\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\"}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2241\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2242\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2252\",\"attributes\":{\"level\":\"underlay\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2246\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2247\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2248\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[800],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"North America\",0.0016615303227738884],[\"North America\",0.0018801074712333189],[\"North America\",0.0021233468672638167],[\"North America\",0.002393505230689155],[\"North America\",0.0026929882442025778],[\"North America\",0.003024355308517218],[\"North America\",0.003390324096122052],[\"North America\",0.0037937748728101082],[\"North America\",0.004237754550530797],[\"North America\",0.004725480427832267],[\"North America\",0.005260343565050596],[\"North America\",0.0058459117303714],[\"North America\",0.00648593183989357],[\"North America\",0.007184331799897583],[\"North America\",0.007945221642780565],[\"North America\",0.008772893829781437],[\"North America\",0.009671822574003043],[\"North America\",0.0106466620167752],[\"North America\",0.011702243069639403],[\"North America\",0.01284356871383483],[\"North America\",0.01407580752989069],[\"North America\",0.015404285212655348],[\"North America\",0.016834473812762277],[\"North America\",0.01837197843516816],[\"North America\",0.020022521120045336],[\"North America\",0.021791921632034993],[\"North America\",0.023686074891700236],[\"North America\",0.025710924798926154],[\"North America\",0.027872434222867785],[\"North America\",0.0301765509675494],[\"North America\",0.03262916956690585],[\"North America\",0.03523608881820861],[\"North America\",0.03800296502846888],[\"North America\",0.04093526102426006],[\"North America\",0.04403819106084956],[\"North America\",0.04731666186060458],[\"North America\",0.050775210112009736],[\"North America\",0.054417936867633764],[\"North America\",0.05824843938995673],[\"North America\",0.062269741105800656],[\"North America\",0.0664842204405272],[\"North America\",0.07089353940934895],[\"North America\",0.07549857294199634],[\"North America\",0.08029934000547784],[\"North America\",0.08529493766463778],[\"North America\",0.09048347927859732],[\"North America\",0.09586203807009022],[\"North America\",0.10142659732156563],[\"North America\",0.10717200844449151],[\"North America\",0.11309195813475276],[\"North America\",0.11917894576618453],[\"North America\",0.1254242720854242],[\"North America\",0.13181804015448362],[\"North America\",0.13834916934341995],[\"North America\",0.14500542300570135],[\"North America\",0.15177345027550246],[\"North America\",0.15863884221210253],[\"North America\",0.16558620228534496],[\"North America\",0.17259923095194257],[\"North America\",0.17966082381990625],[\"North America\",0.18675318264264862],[\"North America\",0.19385793813081004],[\"North America\",0.20095628332404503],[\"North America\",0.20802911603265617],[\"North America\",0.21505718864543724],[\"North America\",0.22202126341078843],[\"North America\",0.22890227113791325],[\"North America\",0.23568147113814747],[\"North America\",0.24234061013690214],[\"North America\",0.24886207783743963],[\"North America\",0.25522905681088026],[\"North America\",0.26142566442378967],[\"North America\",0.26743708459586946],[\"North America\",0.27324968730496935],[\"North America\",0.27885113392345157],[\"North America\",0.2842304666762601],[\"North America\",0.2893781807535938],[\"North America\",0.2942862778855782],[\"North America\",0.29894830048781457],[\"North America\",0.30335934580956514],[\"North America\",0.30751605985442465],[\"North America\",0.31141661119003633],[\"North America\",0.31506064511199555],[\"North America\",0.318449218970442],[\"North America\",0.32158471979912423],[\"North America\",0.3244707656991268],[\"North America\",0.32711209271645436],[\"North America\",0.3295144292083773],[\"North America\",0.3316843599123126],[\"North America\",0.33362918210843073],[\"North America\",0.3353567563992863],[\"North America\",0.3368753547134973],[\"North America\",0.33819350817408855],[\"North America\",0.3393198574544736],[\"North America\",0.3402630081765774],[\"North America\",0.3410313937874446],[\"North America\",0.34163314818534285],[\"North America\",0.34207599015723056],[\"North America\",0.3423671214410245],[\"North America\",0.3425131399435757],[\"North America\",0.3425199693348726],[\"North America\",0.3423928059073602],[\"North America\",0.3421360832437058],[\"North America\",0.3417534548842661],[\"North America\",0.3412477948347362],[\"North America\",0.34062121541239754],[\"North America\",0.3398751016035522],[\"North America\",0.33901016080188373],[\"North America\",0.3380264865240693],[\"North America\",0.3369236344603677],[\"North America\",0.33570070901886595],[\"North America\",0.3343564583660935],[\"North America\",0.332889375856335],[\"North America\",0.3312978056785312],[\"North America\",0.32958005053328154],[\"North America\",0.3277344791821909],[\"North America\",0.32575963178546385],[\"North America\",0.32365432105821135],[\"North America\",0.3214177274272174],[\"North America\",0.3190494865532142],[\"North America\",0.31654976779349486],[\"North America\",0.3139193424100931],[\"North America\",0.3111596405736081],[\"North America\",0.30827279646573796],[\"North America\",0.30526168103861395],[\"North America\",0.30212992224005386],[\"North America\",0.2988819127554681],[\"North America\",0.29552280554428906],[\"North America\",0.2920584976571632],[\"North America\",0.28849560300609145],[\"North America\",0.28484141492048526],[\"North America\",0.28110385945562927],[\"North America\",0.2772914405252157],[\"North America\",0.2734131780059972],[\"North America\",0.26947854001062166],[\"North America\",0.2654973705453829],[\"North America\",0.2614798137646567],[\"North America\",0.25743623600537285],[\"North America\",0.25337714673557327],[\"North America\",0.2493131194839221],[\"North America\",0.245254713734992],[\"North America\",0.241212398681563],[\"North America\",0.2371964796232298],[\"North America\",0.2332170276934939],[\"North America\",0.2292838134882477],[\"North America\",0.22540624505988666],[\"North America\",0.22159331063575968],[\"North America\",0.21785352631950874],[\"North America\",0.21419488894085528],[\"North America\",0.21062483413515654],[\"North America\",0.20715019965963666],[\"North America\",0.2037771938894497],[\"North America\",0.20051136938401606],[\"North America\",0.19735760137255032],[\"North America\",0.1943200709770881],[\"North America\",0.19140225297120092],[\"North America\",0.18860690786212747],[\"North America\",0.1859360780823874],[\"North America\",0.1833910880828474],[\"North America\",0.18097254813146138],[\"North America\",0.1786803616390875],[\"North America\",0.1765137358544689],[\"North America\",0.1744711957931438],[\"North America\",0.17255060128830005],[\"North America\",0.17074916707395016],[\"North America\",0.16906348583096925],[\"North America\",0.1674895541432829],[\"North America\",0.16602280132373984],[\"North America\",0.1646581210760698],[\"North America\",0.16338990596010194],[\"North America\",0.16221208462164938],[\"North America\",0.1611181617358769],[\"North America\",0.1601012605935937],[\"North America\",0.15915416823398365],[\"North America\",0.15826938299529025],[\"North America\",0.15743916431765717],[\"North America\",0.1566555845906115],[\"North America\",0.15591058279271983],[\"North America\",0.15519601962404872],[\"North America\",0.15450373378466745],[\"North America\",0.1538255990060503],[\"North America\",0.15315358139848834],[\"North America\",0.1524797966380425],[\"North America\",0.15179656648273646],[\"North America\",0.15109647408101673],[\"North America\",0.1503724175173003],[\"North America\",0.14961766103081747],[\"North America\",0.14882588334579194],[\"North America\",0.14799122256393163],[\"North America\",0.14710831709453714],[\"North America\",0.14617234213329522],[\"North America\",0.14517904124770328],[\"North America\",0.14412475268441552],[\"North America\",0.143006430080665],[\"North America\",0.14182165733703822],[\"North America\",0.1405686574907125],[\"North America\",0.13924629551505605],[\"North America\",0.13785407506126457],[\"North America\",0.13639212924837307],[\"North America\",0.13486120569735716],[\"North America\",0.13326264609095162],[\"North America\",0.13159836062110797],[\"North America\",0.1298707977586991],[\"North America\",0.12808290984331558],[\"North America\",0.12623811504319005],[\"North America\",0.12434025627519192],[\"North America\",0.12239355770144615],[\"North America\",0.12040257943196109],[\"North America\",0.11837217106148043],[\"North America\",0.11630742465390224],[\"North America\",0.11421362775967264],[\"North America\",0.11209621701163122],[\"North America\",0.10996073279427933],[\"North America\",0.10781277542208882],[\"North America\",0.10565796319627649],[\"North America\",0.10350189263862289],[\"North America\",0.10135010112774229],[\"North America\",0.09920803209006557],[\"North America\",0.09708100282702158],[\"North America\",0.09497417499368901],[\"North America\",0.09289252768458515],[\"North America\",0.09084083303098137],[\"North America\",0.08882363417265751],[\"North America\",0.0868452254363465],[\"North America\",0.08490963453394773],[\"North America\",0.08302060658609045],[\"North America\",0.08118158978058955],[\"North America\",0.07939572249008077],[\"North America\",0.07766582169758764],[\"North America\",0.07599437261152976],[\"North America\",0.0743835193909863],[\"North America\",0.07283505694589619],[\"North America\",0.07135042382316333],[\"North America\",0.06993069623609488],[\"North America\",0.06857658333900161],[\"North America\",0.06728842388897241],[\"North America\",0.06606618447080473],[\"North America\",0.06490945948708209],[\"North America\",0.06381747313198449],[\"North America\",0.06278908357350695],[\"North America\",0.061822789563661946],[\"North America\",0.06091673967967402],[\"North America\",0.06006874437132674],[\"North America\",0.05927629095107301],[\"North America\",0.05853656161529444],[\"North America\",0.05784645452855239],[\"North America\",0.05720260793952891],[\"North America\",0.0566014272295537],[\"North America\",0.056039114724317114],[\"North America\",0.055511702028833224],[\"North America\",0.05501508457725678],[\"North America\",0.05454505802502255],[\"North America\",0.05409735605311834],[\"North America\",0.053667689105063615],[\"North America\",0.05325178353805082],[\"North America\",0.052845420642096144],[\"North America\",0.05244447496597651],[\"North America\",0.05204495138685302],[\"North America\",0.051643020372043755],[\"North America\",0.05123505090625827],[\"North America\",0.050817640595190824],[\"North America\",0.05038764250576397],[\"North America\",0.04994218836324879],[\"North America\",0.049478707794409243],[\"North America\",0.04899494338190293],[\"North America\",0.04848896137643201],[\"North America\",0.04795915799744807],[\"North America\",0.04740426133839363],[\"North America\",0.0468233289763236],[\"North America\",0.04621574146619606],[\"North America\",0.04558119197514702],[\"North America\",0.044919672379891945],[\"North America\",0.04423145620942545],[\"North America\",0.04351707886413933],[\"North America\",0.04277731558032267],[\"North America\",0.04201315763507192],[\"North America\",0.04122578730056117],[\"North America\",0.04041655205839236],[\"North America\",0.03958693857465164],[\"North America\",0.03873854691497885],[\"North America\",0.03787306544728318],[\"North America\",0.03699224683888634],[\"North America\",0.03609788550618331],[\"North America\",0.03519179681993268],[\"North America\",0.034275798309657074],[\"North America\",0.03335169304809487],[\"North America\",0.032421255332922026],[\"North America\",0.031486218719797086],[\"North America\",0.030548266399803174],[\"North America\",0.029609023857094907],[\"North America\",0.02867005369037572],[\"North America\",0.02773285243589431],[\"North America\",0.02679884919091837],[\"North America\",0.025869405805824766],[\"North America\",0.02494581839049499],[\"North America\",0.02402931986683213],[\"North America\",0.023121083293854226],[\"North America\",0.022222225694686064],[\"North America\",0.021333812125335742],[\"North America\",0.02045685974268421],[\"North America\",0.01959234165274284],[\"North America\",0.01874119034891259],[\"North America\",0.01790430058257318],[\"North America\",0.01708253154365701],[\"North America\",0.016276708265690776],[\"North America\",0.015487622206931017],[\"North America\",0.014716030995521427],[\"North America\",0.013962657360999308],[\"North America\",0.013228187306034905],[\"North America\",0.012513267600182076],[\"North America\",0.011818502701011101],[\"North America\",0.01114445122679725],[\"North America\",0.010491622118646106],[\"North America\",0.009860470638425916],[\"North America\",0.009251394352179731],[\"North America\",0.008664729247015363],[\"North America\",0.008100746123157136],[\"North America\",0.007559647392358905],[\"North America\",0.007041564399794118],[\"North America\",0.006546555369499305],[\"North America\",0.006074604054147581],[\"North America\",0.005625619149095446],[\"North America\",0.005199434508994827],[\"North America\",0.004795810183496705],[\"North America\",0.004414434267347132],[\"North America\",0.004054925540081327],[\"North America\",0.003716836852078401],[\"North America\",0.003399659197374164],[\"North America\",0.003102826399677957],[\"North America\",0.002825720326741512],[\"North America\",0.002567676539718315],[\"North America\",0.0023279902784802704],[\"North America\",0.002105922680979008],[\"North America\",0.0019007071345293351],[\"North America\",0.0017115556591634114],[\"North America\",0.0015376652277043071],[\"North America\",0.0013782239336480116],[\"North America\",0.0012324169259983523],[\"North America\",0.0010994320395285896],[\"North America\",0.0009784650592004737],[\"North America\",0.0008687245683131658],[\"North America\",0.0007694363410542878],[\"North America\",0.0006798472511815498],[\"North America\",0.0005992286793019503],[\"North America\",0.0005268794114014679],[\"North America\",0.0004621280307127787],[\"North America\",0.0004043348135353216],[\"North America\",0.00035289314712582336],[\"North America\",0.0003072304941815634],[\"North America\",0.00026680893370616176],[\"North America\",0.0002311253121744948],[\"North America\",0.00019971104192686724],[\"North America\",0.0001721315856764391],[\"North America\",0.000147985666982852],[\"North America\",0.00012690424662076917],[\"North America\",0.0001085493040586108],[\"North America\",9.261246187099344e-05],[\"North America\",7.88134889533215e-05],[\"North America\",6.689871600275158e-05],[\"North America\",5.663939398729343e-05],[\"North America\",4.78300233489969e-05],[\"North America\",4.028667857432542e-05],[\"North America\",3.384534960189397e-05],[\"North America\",2.836031840056704e-05],[\"North America\",2.3702586004112657e-05],[\"North America\",1.9758362385336846e-05],[\"North America\",1.6427628834663608e-05],[\"North America\",1.3622780006686603e-05],[\"North America\",1.1267350534487171e-05],[\"North America\",9.294829097693633e-06],[\"North America\",7.647561070695146e-06],[\"North America\",6.2757393696154074e-06],[\"North America\",5.1364818525044095e-06],[\"North America\",4.192992594128457e-06],[\"North America\",3.413803538676982e-06],[\"North America\",2.772092412222293e-06],[\"North America\",2.245072331854024e-06],[\"North America\",1.8134482593295673e-06],[\"North America\",1.4609352930214772e-06],[\"North America\",1.1738337525679116e-06],[\"North America\",9.406560665392396e-07],[\"North America\",7.518006064850582e-07],[\"North America\",5.992678042798141e-07],[\"North America\",4.7641412876742737e-07],[\"North America\",3.77739769066863e-07],[\"North America\",2.987061640449276e-07],[\"North America\",2.3557982060187517e-07],[\"North America\",1.852991693894634e-07],[\"North America\",1.4536150875379557e-07],[\"North America\",1.1372738081719027e-07],[\"North America\",8.874000368318051e-08],[\"North America\",6.905764786168136e-08],[\"North America\",5.3597091209444116e-08],[\"North America\",4.148651380867497e-08],[\"North America\",3.2026401773421e-08],[\"North America\",2.4657217025760942e-08],[\"North America\",1.8932759092227883e-08],[\"North America\",1.4498295725969433e-08],[\"North America\",1.1072672685086288e-08],[\"North America\",8.433730471838945e-09],[\"North America\",-8.433730471838945e-09],[\"North America\",-1.1072672685086288e-08],[\"North America\",-1.4498295725969433e-08],[\"North America\",-1.8932759092227883e-08],[\"North America\",-2.4657217025760942e-08],[\"North America\",-3.2026401773421e-08],[\"North America\",-4.148651380867497e-08],[\"North America\",-5.3597091209444116e-08],[\"North America\",-6.905764786168136e-08],[\"North America\",-8.874000368318051e-08],[\"North America\",-1.1372738081719027e-07],[\"North America\",-1.4536150875379557e-07],[\"North America\",-1.852991693894634e-07],[\"North America\",-2.3557982060187517e-07],[\"North America\",-2.987061640449276e-07],[\"North America\",-3.77739769066863e-07],[\"North America\",-4.7641412876742737e-07],[\"North America\",-5.992678042798141e-07],[\"North America\",-7.518006064850582e-07],[\"North America\",-9.406560665392396e-07],[\"North America\",-1.1738337525679116e-06],[\"North America\",-1.4609352930214772e-06],[\"North America\",-1.8134482593295673e-06],[\"North America\",-2.245072331854024e-06],[\"North America\",-2.772092412222293e-06],[\"North America\",-3.413803538676982e-06],[\"North America\",-4.192992594128457e-06],[\"North America\",-5.1364818525044095e-06],[\"North America\",-6.2757393696154074e-06],[\"North America\",-7.647561070695146e-06],[\"North America\",-9.294829097693633e-06],[\"North America\",-1.1267350534487171e-05],[\"North America\",-1.3622780006686603e-05],[\"North America\",-1.6427628834663608e-05],[\"North America\",-1.9758362385336846e-05],[\"North America\",-2.3702586004112657e-05],[\"North America\",-2.836031840056704e-05],[\"North America\",-3.384534960189397e-05],[\"North America\",-4.028667857432542e-05],[\"North America\",-4.78300233489969e-05],[\"North America\",-5.663939398729343e-05],[\"North America\",-6.689871600275158e-05],[\"North America\",-7.88134889533215e-05],[\"North America\",-9.261246187099344e-05],[\"North America\",-0.0001085493040586108],[\"North America\",-0.00012690424662076917],[\"North America\",-0.000147985666982852],[\"North America\",-0.0001721315856764391],[\"North America\",-0.00019971104192686724],[\"North America\",-0.0002311253121744948],[\"North America\",-0.00026680893370616176],[\"North America\",-0.0003072304941815634],[\"North America\",-0.00035289314712582336],[\"North America\",-0.0004043348135353216],[\"North America\",-0.0004621280307127787],[\"North America\",-0.0005268794114014679],[\"North America\",-0.0005992286793019503],[\"North America\",-0.0006798472511815498],[\"North America\",-0.0007694363410542878],[\"North America\",-0.0008687245683131658],[\"North America\",-0.0009784650592004737],[\"North America\",-0.0010994320395285896],[\"North America\",-0.0012324169259983523],[\"North America\",-0.0013782239336480116],[\"North America\",-0.0015376652277043071],[\"North America\",-0.0017115556591634114],[\"North America\",-0.0019007071345293351],[\"North America\",-0.002105922680979008],[\"North America\",-0.0023279902784802704],[\"North America\",-0.002567676539718315],[\"North America\",-0.002825720326741512],[\"North America\",-0.003102826399677957],[\"North America\",-0.003399659197374164],[\"North America\",-0.003716836852078401],[\"North America\",-0.004054925540081327],[\"North America\",-0.004414434267347132],[\"North America\",-0.004795810183496705],[\"North America\",-0.005199434508994827],[\"North America\",-0.005625619149095446],[\"North America\",-0.006074604054147581],[\"North America\",-0.006546555369499305],[\"North America\",-0.007041564399794118],[\"North America\",-0.007559647392358905],[\"North America\",-0.008100746123157136],[\"North America\",-0.008664729247015363],[\"North America\",-0.009251394352179731],[\"North America\",-0.009860470638425916],[\"North America\",-0.010491622118646106],[\"North America\",-0.01114445122679725],[\"North America\",-0.011818502701011101],[\"North America\",-0.012513267600182076],[\"North America\",-0.013228187306034905],[\"North America\",-0.013962657360999308],[\"North America\",-0.014716030995521427],[\"North America\",-0.015487622206931017],[\"North America\",-0.016276708265690776],[\"North America\",-0.01708253154365701],[\"North America\",-0.01790430058257318],[\"North America\",-0.01874119034891259],[\"North America\",-0.01959234165274284],[\"North America\",-0.02045685974268421],[\"North America\",-0.021333812125335742],[\"North America\",-0.022222225694686064],[\"North America\",-0.023121083293854226],[\"North America\",-0.02402931986683213],[\"North America\",-0.02494581839049499],[\"North America\",-0.025869405805824766],[\"North America\",-0.02679884919091837],[\"North America\",-0.02773285243589431],[\"North America\",-0.02867005369037572],[\"North America\",-0.029609023857094907],[\"North America\",-0.030548266399803174],[\"North America\",-0.031486218719797086],[\"North America\",-0.032421255332922026],[\"North America\",-0.03335169304809487],[\"North America\",-0.034275798309657074],[\"North America\",-0.03519179681993268],[\"North America\",-0.03609788550618331],[\"North America\",-0.03699224683888634],[\"North America\",-0.03787306544728318],[\"North America\",-0.03873854691497885],[\"North America\",-0.03958693857465164],[\"North America\",-0.04041655205839236],[\"North America\",-0.04122578730056117],[\"North America\",-0.04201315763507192],[\"North America\",-0.04277731558032267],[\"North America\",-0.04351707886413933],[\"North America\",-0.04423145620942545],[\"North America\",-0.044919672379891945],[\"North America\",-0.04558119197514702],[\"North America\",-0.04621574146619606],[\"North America\",-0.0468233289763236],[\"North America\",-0.04740426133839363],[\"North America\",-0.04795915799744807],[\"North America\",-0.04848896137643201],[\"North America\",-0.04899494338190293],[\"North America\",-0.049478707794409243],[\"North America\",-0.04994218836324879],[\"North America\",-0.05038764250576397],[\"North America\",-0.050817640595190824],[\"North America\",-0.05123505090625827],[\"North America\",-0.051643020372043755],[\"North America\",-0.05204495138685302],[\"North America\",-0.05244447496597651],[\"North America\",-0.052845420642096144],[\"North America\",-0.05325178353805082],[\"North America\",-0.053667689105063615],[\"North America\",-0.05409735605311834],[\"North America\",-0.05454505802502255],[\"North America\",-0.05501508457725678],[\"North America\",-0.055511702028833224],[\"North America\",-0.056039114724317114],[\"North America\",-0.0566014272295537],[\"North America\",-0.05720260793952891],[\"North America\",-0.05784645452855239],[\"North America\",-0.05853656161529444],[\"North America\",-0.05927629095107301],[\"North America\",-0.06006874437132674],[\"North America\",-0.06091673967967402],[\"North America\",-0.061822789563661946],[\"North America\",-0.06278908357350695],[\"North America\",-0.06381747313198449],[\"North America\",-0.06490945948708209],[\"North America\",-0.06606618447080473],[\"North America\",-0.06728842388897241],[\"North America\",-0.06857658333900161],[\"North America\",-0.06993069623609488],[\"North America\",-0.07135042382316333],[\"North America\",-0.07283505694589619],[\"North America\",-0.0743835193909863],[\"North America\",-0.07599437261152976],[\"North America\",-0.07766582169758764],[\"North America\",-0.07939572249008077],[\"North America\",-0.08118158978058955],[\"North America\",-0.08302060658609045],[\"North America\",-0.08490963453394773],[\"North America\",-0.0868452254363465],[\"North America\",-0.08882363417265751],[\"North America\",-0.09084083303098137],[\"North America\",-0.09289252768458515],[\"North America\",-0.09497417499368901],[\"North America\",-0.09708100282702158],[\"North America\",-0.09920803209006557],[\"North America\",-0.10135010112774229],[\"North America\",-0.10350189263862289],[\"North America\",-0.10565796319627649],[\"North America\",-0.10781277542208882],[\"North America\",-0.10996073279427933],[\"North America\",-0.11209621701163122],[\"North America\",-0.11421362775967264],[\"North America\",-0.11630742465390224],[\"North America\",-0.11837217106148043],[\"North America\",-0.12040257943196109],[\"North America\",-0.12239355770144615],[\"North America\",-0.12434025627519192],[\"North America\",-0.12623811504319005],[\"North America\",-0.12808290984331558],[\"North America\",-0.1298707977586991],[\"North America\",-0.13159836062110797],[\"North America\",-0.13326264609095162],[\"North America\",-0.13486120569735716],[\"North America\",-0.13639212924837307],[\"North America\",-0.13785407506126457],[\"North America\",-0.13924629551505605],[\"North America\",-0.1405686574907125],[\"North America\",-0.14182165733703822],[\"North America\",-0.143006430080665],[\"North America\",-0.14412475268441552],[\"North America\",-0.14517904124770328],[\"North America\",-0.14617234213329522],[\"North America\",-0.14710831709453714],[\"North America\",-0.14799122256393163],[\"North America\",-0.14882588334579194],[\"North America\",-0.14961766103081747],[\"North America\",-0.1503724175173003],[\"North America\",-0.15109647408101673],[\"North America\",-0.15179656648273646],[\"North America\",-0.1524797966380425],[\"North America\",-0.15315358139848834],[\"North America\",-0.1538255990060503],[\"North America\",-0.15450373378466745],[\"North America\",-0.15519601962404872],[\"North America\",-0.15591058279271983],[\"North America\",-0.1566555845906115],[\"North America\",-0.15743916431765717],[\"North America\",-0.15826938299529025],[\"North America\",-0.15915416823398365],[\"North America\",-0.1601012605935937],[\"North America\",-0.1611181617358769],[\"North America\",-0.16221208462164938],[\"North America\",-0.16338990596010194],[\"North America\",-0.1646581210760698],[\"North America\",-0.16602280132373984],[\"North America\",-0.1674895541432829],[\"North America\",-0.16906348583096925],[\"North America\",-0.17074916707395016],[\"North America\",-0.17255060128830005],[\"North America\",-0.1744711957931438],[\"North America\",-0.1765137358544689],[\"North America\",-0.1786803616390875],[\"North America\",-0.18097254813146138],[\"North America\",-0.1833910880828474],[\"North America\",-0.1859360780823874],[\"North America\",-0.18860690786212747],[\"North America\",-0.19140225297120092],[\"North America\",-0.1943200709770881],[\"North America\",-0.19735760137255032],[\"North America\",-0.20051136938401606],[\"North America\",-0.2037771938894497],[\"North America\",-0.20715019965963666],[\"North America\",-0.21062483413515654],[\"North America\",-0.21419488894085528],[\"North America\",-0.21785352631950874],[\"North America\",-0.22159331063575968],[\"North America\",-0.22540624505988666],[\"North America\",-0.2292838134882477],[\"North America\",-0.2332170276934939],[\"North America\",-0.2371964796232298],[\"North America\",-0.241212398681563],[\"North America\",-0.245254713734992],[\"North America\",-0.2493131194839221],[\"North America\",-0.25337714673557327],[\"North America\",-0.25743623600537285],[\"North America\",-0.2614798137646567],[\"North America\",-0.2654973705453829],[\"North America\",-0.26947854001062166],[\"North America\",-0.2734131780059972],[\"North America\",-0.2772914405252157],[\"North America\",-0.28110385945562927],[\"North America\",-0.28484141492048526],[\"North America\",-0.28849560300609145],[\"North America\",-0.2920584976571632],[\"North America\",-0.29552280554428906],[\"North America\",-0.2988819127554681],[\"North America\",-0.30212992224005386],[\"North America\",-0.30526168103861395],[\"North America\",-0.30827279646573796],[\"North America\",-0.3111596405736081],[\"North America\",-0.3139193424100931],[\"North America\",-0.31654976779349486],[\"North America\",-0.3190494865532142],[\"North America\",-0.3214177274272174],[\"North America\",-0.32365432105821135],[\"North America\",-0.32575963178546385],[\"North America\",-0.3277344791821909],[\"North America\",-0.32958005053328154],[\"North America\",-0.3312978056785312],[\"North America\",-0.332889375856335],[\"North America\",-0.3343564583660935],[\"North America\",-0.33570070901886595],[\"North America\",-0.3369236344603677],[\"North America\",-0.3380264865240693],[\"North America\",-0.33901016080188373],[\"North America\",-0.3398751016035522],[\"North America\",-0.34062121541239754],[\"North America\",-0.3412477948347362],[\"North America\",-0.3417534548842661],[\"North America\",-0.3421360832437058],[\"North America\",-0.3423928059073602],[\"North America\",-0.3425199693348726],[\"North America\",-0.3425131399435757],[\"North America\",-0.3423671214410245],[\"North America\",-0.34207599015723056],[\"North America\",-0.34163314818534285],[\"North America\",-0.3410313937874446],[\"North America\",-0.3402630081765774],[\"North America\",-0.3393198574544736],[\"North America\",-0.33819350817408855],[\"North America\",-0.3368753547134973],[\"North America\",-0.3353567563992863],[\"North America\",-0.33362918210843073],[\"North America\",-0.3316843599123126],[\"North America\",-0.3295144292083773],[\"North America\",-0.32711209271645436],[\"North America\",-0.3244707656991268],[\"North America\",-0.32158471979912423],[\"North America\",-0.318449218970442],[\"North America\",-0.31506064511199555],[\"North America\",-0.31141661119003633],[\"North America\",-0.30751605985442465],[\"North America\",-0.30335934580956514],[\"North America\",-0.29894830048781457],[\"North America\",-0.2942862778855782],[\"North America\",-0.2893781807535938],[\"North America\",-0.2842304666762601],[\"North America\",-0.27885113392345157],[\"North America\",-0.27324968730496935],[\"North America\",-0.26743708459586946],[\"North America\",-0.26142566442378967],[\"North America\",-0.25522905681088026],[\"North America\",-0.24886207783743963],[\"North America\",-0.24234061013690214],[\"North America\",-0.23568147113814747],[\"North America\",-0.22890227113791325],[\"North America\",-0.22202126341078843],[\"North America\",-0.21505718864543724],[\"North America\",-0.20802911603265617],[\"North America\",-0.20095628332404503],[\"North America\",-0.19385793813081004],[\"North America\",-0.18675318264264862],[\"North America\",-0.17966082381990625],[\"North America\",-0.17259923095194257],[\"North America\",-0.16558620228534496],[\"North America\",-0.15863884221210253],[\"North America\",-0.15177345027550246],[\"North America\",-0.14500542300570135],[\"North America\",-0.13834916934341995],[\"North America\",-0.13181804015448362],[\"North America\",-0.1254242720854242],[\"North America\",-0.11917894576618453],[\"North America\",-0.11309195813475276],[\"North America\",-0.10717200844449151],[\"North America\",-0.10142659732156563],[\"North America\",-0.09586203807009022],[\"North America\",-0.09048347927859732],[\"North America\",-0.08529493766463778],[\"North America\",-0.08029934000547784],[\"North America\",-0.07549857294199634],[\"North America\",-0.07089353940934895],[\"North America\",-0.0664842204405272],[\"North America\",-0.062269741105800656],[\"North America\",-0.05824843938995673],[\"North America\",-0.054417936867633764],[\"North America\",-0.050775210112009736],[\"North America\",-0.04731666186060458],[\"North America\",-0.04403819106084956],[\"North America\",-0.04093526102426006],[\"North America\",-0.03800296502846888],[\"North America\",-0.03523608881820861],[\"North America\",-0.03262916956690585],[\"North America\",-0.0301765509675494],[\"North America\",-0.027872434222867785],[\"North America\",-0.025710924798926154],[\"North America\",-0.023686074891700236],[\"North America\",-0.021791921632034993],[\"North America\",-0.020022521120045336],[\"North America\",-0.01837197843516816],[\"North America\",-0.016834473812762277],[\"North America\",-0.015404285212655348],[\"North America\",-0.01407580752989069],[\"North America\",-0.01284356871383483],[\"North America\",-0.011702243069639403],[\"North America\",-0.0106466620167752],[\"North America\",-0.009671822574003043],[\"North America\",-0.008772893829781437],[\"North America\",-0.007945221642780565],[\"North America\",-0.007184331799897583],[\"North America\",-0.00648593183989357],[\"North America\",-0.0058459117303714],[\"North America\",-0.005260343565050596],[\"North America\",-0.004725480427832267],[\"North America\",-0.004237754550530797],[\"North America\",-0.0037937748728101082],[\"North America\",-0.003390324096122052],[\"North America\",-0.003024355308517218],[\"North America\",-0.0026929882442025778],[\"North America\",-0.002393505230689155],[\"North America\",-0.0021233468672638167],[\"North America\",-0.0018801074712333189],[\"North America\",-0.0016615303227738884]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2253\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2254\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2249\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.3,\"fill_alpha\":0.3,\"hatch_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2250\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2251\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2161\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2175\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2176\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2177\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2178\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p2183\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2184\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2185\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p2170\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p2171\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p2172\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2173\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2165\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2166\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2167\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2168\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2169\",\"attributes\":{\"axis\":{\"id\":\"p2165\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2174\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2170\"}}}],\"frame_width\":375,\"frame_height\":275}},{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"p2359\",\"attributes\":{\"width\":30}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2256\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p2265\",\"attributes\":{\"start\":5,\"end\":50}},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p2255\",\"attributes\":{\"factors\":[\"Europe\",\"Asia\",\"North America\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2266\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p2267\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2263\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2295\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2289\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2290\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2291\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[48],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"North America\",0.0],[\"North America\",0.05706521739130435],[\"North America\",0.05706521739130435],[\"North America\",0.36684782608695654],[\"North America\",0.36684782608695654],[\"North America\",0.3586956521739131],[\"North America\",0.3586956521739131],[\"North America\",0.375],[\"North America\",0.375],[\"North America\",0.25271739130434784],[\"North America\",0.25271739130434784],[\"North America\",0.15489130434782591],[\"North America\",0.15489130434782591],[\"North America\",0.20380434782608697],[\"North America\",0.20380434782608697],[\"North America\",0.07336956521739131],[\"North America\",0.07336956521739131],[\"North America\",0.05706521739130427],[\"North America\",0.05706521739130427],[\"North America\",0.07336956521739149],[\"North America\",0.07336956521739149],[\"North America\",0.024456521739130373],[\"North America\",0.024456521739130373],[\"North America\",0.0],[\"North America\",-0.0],[\"North America\",-0.024456521739130373],[\"North America\",-0.024456521739130373],[\"North America\",-0.07336956521739149],[\"North America\",-0.07336956521739149],[\"North America\",-0.05706521739130427],[\"North America\",-0.05706521739130427],[\"North America\",-0.07336956521739131],[\"North America\",-0.07336956521739131],[\"North America\",-0.20380434782608697],[\"North America\",-0.20380434782608697],[\"North America\",-0.15489130434782591],[\"North America\",-0.15489130434782591],[\"North America\",-0.25271739130434784],[\"North America\",-0.25271739130434784],[\"North America\",-0.375],[\"North America\",-0.375],[\"North America\",-0.3586956521739131],[\"North America\",-0.3586956521739131],[\"North America\",-0.36684782608695654],[\"North America\",-0.36684782608695654],[\"North America\",-0.05706521739130435],[\"North America\",-0.05706521739130435],[\"North America\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2296\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2297\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2292\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\"}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2293\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2294\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2304\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2298\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2299\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2300\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[48],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"North America\",0.0],[\"North America\",0.05706521739130435],[\"North America\",0.05706521739130435],[\"North America\",0.36684782608695654],[\"North America\",0.36684782608695654],[\"North America\",0.3586956521739131],[\"North America\",0.3586956521739131],[\"North America\",0.375],[\"North America\",0.375],[\"North America\",0.25271739130434784],[\"North America\",0.25271739130434784],[\"North America\",0.15489130434782591],[\"North America\",0.15489130434782591],[\"North America\",0.20380434782608697],[\"North America\",0.20380434782608697],[\"North America\",0.07336956521739131],[\"North America\",0.07336956521739131],[\"North America\",0.05706521739130427],[\"North America\",0.05706521739130427],[\"North America\",0.07336956521739149],[\"North America\",0.07336956521739149],[\"North America\",0.024456521739130373],[\"North America\",0.024456521739130373],[\"North America\",0.0],[\"North America\",-0.0],[\"North America\",-0.024456521739130373],[\"North America\",-0.024456521739130373],[\"North America\",-0.07336956521739149],[\"North America\",-0.07336956521739149],[\"North America\",-0.05706521739130427],[\"North America\",-0.05706521739130427],[\"North America\",-0.07336956521739131],[\"North America\",-0.07336956521739131],[\"North America\",-0.20380434782608697],[\"North America\",-0.20380434782608697],[\"North America\",-0.15489130434782591],[\"North America\",-0.15489130434782591],[\"North America\",-0.25271739130434784],[\"North America\",-0.25271739130434784],[\"North America\",-0.375],[\"North America\",-0.375],[\"North America\",-0.3586956521739131],[\"North America\",-0.3586956521739131],[\"North America\",-0.36684782608695654],[\"North America\",-0.36684782608695654],[\"North America\",-0.05706521739130435],[\"North America\",-0.05706521739130435],[\"North America\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2305\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2306\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2301\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2302\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2303\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2313\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2307\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2308\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2309\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAMkAAAAAAAAAyQDMzMzMzkzVAMzMzMzOTNUBmZmZmZiY5QGZmZmZmJjlAmpmZmZm5PECamZmZmbk8QGZmZmZmJkBAZmZmZmYmQEAAAAAAAPBBQAAAAAAA8EFAmpmZmZm5Q0CamZmZmblDQDQzMzMzg0VANDMzMzODRUDNzMzMzExHQM3MzMzMTEdAzczMzMxMR0DNzMzMzExHQDQzMzMzg0VANDMzMzODRUCamZmZmblDQJqZmZmZuUNAAAAAAADwQUAAAAAAAPBBQGZmZmZmJkBAZmZmZmYmQECamZmZmbk8QJqZmZmZuTxAZmZmZmYmOUBmZmZmZiY5QDMzMzMzkzVAMzMzMzOTNUAAAAAAAAAyQAAAAAAAADJA\"},\"shape\":[36],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Asia\",0.0],[\"Asia\",0.14583333333333318],[\"Asia\",0.14583333333333318],[\"Asia\",0.24999999999999972],[\"Asia\",0.24999999999999972],[\"Asia\",0.20833333333333293],[\"Asia\",0.20833333333333293],[\"Asia\",0.375],[\"Asia\",0.375],[\"Asia\",0.3333333333333327],[\"Asia\",0.3333333333333327],[\"Asia\",0.2708333333333328],[\"Asia\",0.2708333333333328],[\"Asia\",0.020833333333333294],[\"Asia\",0.020833333333333294],[\"Asia\",0.04166666666666667],[\"Asia\",0.04166666666666667],[\"Asia\",0.0],[\"Asia\",-0.0],[\"Asia\",-0.04166666666666667],[\"Asia\",-0.04166666666666667],[\"Asia\",-0.020833333333333294],[\"Asia\",-0.020833333333333294],[\"Asia\",-0.2708333333333328],[\"Asia\",-0.2708333333333328],[\"Asia\",-0.3333333333333327],[\"Asia\",-0.3333333333333327],[\"Asia\",-0.375],[\"Asia\",-0.375],[\"Asia\",-0.20833333333333293],[\"Asia\",-0.20833333333333293],[\"Asia\",-0.24999999999999972],[\"Asia\",-0.24999999999999972],[\"Asia\",-0.14583333333333318],[\"Asia\",-0.14583333333333318],[\"Asia\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2314\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2315\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2310\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\"}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2311\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2312\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2322\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2316\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2317\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2318\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAMkAAAAAAAAAyQDMzMzMzkzVAMzMzMzOTNUBmZmZmZiY5QGZmZmZmJjlAmpmZmZm5PECamZmZmbk8QGZmZmZmJkBAZmZmZmYmQEAAAAAAAPBBQAAAAAAA8EFAmpmZmZm5Q0CamZmZmblDQDQzMzMzg0VANDMzMzODRUDNzMzMzExHQM3MzMzMTEdAzczMzMxMR0DNzMzMzExHQDQzMzMzg0VANDMzMzODRUCamZmZmblDQJqZmZmZuUNAAAAAAADwQUAAAAAAAPBBQGZmZmZmJkBAZmZmZmYmQECamZmZmbk8QJqZmZmZuTxAZmZmZmYmOUBmZmZmZiY5QDMzMzMzkzVAMzMzMzOTNUAAAAAAAAAyQAAAAAAAADJA\"},\"shape\":[36],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Asia\",0.0],[\"Asia\",0.14583333333333318],[\"Asia\",0.14583333333333318],[\"Asia\",0.24999999999999972],[\"Asia\",0.24999999999999972],[\"Asia\",0.20833333333333293],[\"Asia\",0.20833333333333293],[\"Asia\",0.375],[\"Asia\",0.375],[\"Asia\",0.3333333333333327],[\"Asia\",0.3333333333333327],[\"Asia\",0.2708333333333328],[\"Asia\",0.2708333333333328],[\"Asia\",0.020833333333333294],[\"Asia\",0.020833333333333294],[\"Asia\",0.04166666666666667],[\"Asia\",0.04166666666666667],[\"Asia\",0.0],[\"Asia\",-0.0],[\"Asia\",-0.04166666666666667],[\"Asia\",-0.04166666666666667],[\"Asia\",-0.020833333333333294],[\"Asia\",-0.020833333333333294],[\"Asia\",-0.2708333333333328],[\"Asia\",-0.2708333333333328],[\"Asia\",-0.3333333333333327],[\"Asia\",-0.3333333333333327],[\"Asia\",-0.375],[\"Asia\",-0.375],[\"Asia\",-0.20833333333333293],[\"Asia\",-0.20833333333333293],[\"Asia\",-0.24999999999999972],[\"Asia\",-0.24999999999999972],[\"Asia\",-0.14583333333333318],[\"Asia\",-0.14583333333333318],[\"Asia\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2323\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2324\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2319\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2320\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2321\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2331\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2325\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2326\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2327\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMzMEAzMzMzMzMwQCh90id9UjNAKH3SJ31SM0Acx3Ecx3E2QBzHcRzHcTZAEBERERGROUAQEREREZE5QAVbsAVbsDxABVuwBVuwPED6pE/6pM8/QPqkT/qkzz9Ad3d3d3d3QUB3d3d3d3dBQHIcx3EcB0NAchzHcRwHQ0BswRZswZZEQGzBFmzBlkRAZmZmZmYmRkBmZmZmZiZGQGZmZmZmJkZAZmZmZmYmRkBswRZswZZEQGzBFmzBlkRAchzHcRwHQ0ByHMdxHAdDQHd3d3d3d0FAd3d3d3d3QUD6pE/6pM8/QPqkT/qkzz9ABVuwBVuwPEAFW7AFW7A8QBARERERkTlAEBERERGROUAcx3Ecx3E2QBzHcRzHcTZAKH3SJ31SM0AofdInfVIzQDMzMzMzMzBAMzMzMzMzMEA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Europe\",0.0],[\"Europe\",0.16071428571428567],[\"Europe\",0.16071428571428567],[\"Europe\",0.2142857142857145],[\"Europe\",0.2142857142857145],[\"Europe\",0.34821428571428603],[\"Europe\",0.34821428571428603],[\"Europe\",0.37499999999999994],[\"Europe\",0.37499999999999994],[\"Europe\",0.37499999999999994],[\"Europe\",0.37499999999999994],[\"Europe\",0.08035714285714293],[\"Europe\",0.08035714285714293],[\"Europe\",0.13392857142857126],[\"Europe\",0.13392857142857126],[\"Europe\",0.0],[\"Europe\",0.0],[\"Europe\",0.13392857142857156],[\"Europe\",0.13392857142857156],[\"Europe\",0.0],[\"Europe\",-0.0],[\"Europe\",-0.13392857142857156],[\"Europe\",-0.13392857142857156],[\"Europe\",-0.0],[\"Europe\",-0.0],[\"Europe\",-0.13392857142857126],[\"Europe\",-0.13392857142857126],[\"Europe\",-0.08035714285714293],[\"Europe\",-0.08035714285714293],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.34821428571428603],[\"Europe\",-0.34821428571428603],[\"Europe\",-0.2142857142857145],[\"Europe\",-0.2142857142857145],[\"Europe\",-0.16071428571428567],[\"Europe\",-0.16071428571428567],[\"Europe\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2332\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2333\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2328\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\"}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2329\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2330\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"gray\",\"line_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2340\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2334\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2335\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2336\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMzMEAzMzMzMzMwQCh90id9UjNAKH3SJ31SM0Acx3Ecx3E2QBzHcRzHcTZAEBERERGROUAQEREREZE5QAVbsAVbsDxABVuwBVuwPED6pE/6pM8/QPqkT/qkzz9Ad3d3d3d3QUB3d3d3d3dBQHIcx3EcB0NAchzHcRwHQ0BswRZswZZEQGzBFmzBlkRAZmZmZmYmRkBmZmZmZiZGQGZmZmZmJkZAZmZmZmYmRkBswRZswZZEQGzBFmzBlkRAchzHcRwHQ0ByHMdxHAdDQHd3d3d3d0FAd3d3d3d3QUD6pE/6pM8/QPqkT/qkzz9ABVuwBVuwPEAFW7AFW7A8QBARERERkTlAEBERERGROUAcx3Ecx3E2QBzHcRzHcTZAKH3SJ31SM0AofdInfVIzQDMzMzMzMzBAMzMzMzMzMEA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"Europe\",0.0],[\"Europe\",0.16071428571428567],[\"Europe\",0.16071428571428567],[\"Europe\",0.2142857142857145],[\"Europe\",0.2142857142857145],[\"Europe\",0.34821428571428603],[\"Europe\",0.34821428571428603],[\"Europe\",0.37499999999999994],[\"Europe\",0.37499999999999994],[\"Europe\",0.37499999999999994],[\"Europe\",0.37499999999999994],[\"Europe\",0.08035714285714293],[\"Europe\",0.08035714285714293],[\"Europe\",0.13392857142857126],[\"Europe\",0.13392857142857126],[\"Europe\",0.0],[\"Europe\",0.0],[\"Europe\",0.13392857142857156],[\"Europe\",0.13392857142857156],[\"Europe\",0.0],[\"Europe\",-0.0],[\"Europe\",-0.13392857142857156],[\"Europe\",-0.13392857142857156],[\"Europe\",-0.0],[\"Europe\",-0.0],[\"Europe\",-0.13392857142857126],[\"Europe\",-0.13392857142857126],[\"Europe\",-0.08035714285714293],[\"Europe\",-0.08035714285714293],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.37499999999999994],[\"Europe\",-0.34821428571428603],[\"Europe\",-0.34821428571428603],[\"Europe\",-0.2142857142857145],[\"Europe\",-0.2142857142857145],[\"Europe\",-0.16071428571428567],[\"Europe\",-0.16071428571428567],[\"Europe\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2341\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2342\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2337\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2338\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p2339\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2356\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2347\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2348\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2349\"},\"data\":{\"type\":\"map\",\"entries\":[[\"origin\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"mpg\",[18.0,15.0,18.0,16.0,17.0,15.0,14.0,14.0,14.0,15.0,15.0,14.0,15.0,14.0,24.0,22.0,18.0,21.0,27.0,26.0,25.0,24.0,25.0,26.0,21.0,10.0,10.0,11.0,9.0,27.0,28.0,25.0,19.0,16.0,17.0,19.0,18.0,14.0,14.0,14.0,14.0,12.0,13.0,13.0,18.0,22.0,19.0,18.0,23.0,28.0,30.0,30.0,31.0,35.0,27.0,26.0,24.0,25.0,23.0,20.0,21.0,13.0,14.0,15.0,14.0,17.0,11.0,13.0,12.0,13.0,19.0,15.0,13.0,13.0,14.0,18.0,22.0,21.0,26.0,22.0,28.0,23.0,28.0,27.0,13.0,14.0,13.0,14.0,15.0,12.0,13.0,13.0,14.0,13.0,12.0,13.0,18.0,16.0,18.0,18.0,23.0,26.0,11.0,12.0,13.0,12.0,18.0,20.0,21.0,22.0,18.0,19.0,21.0,26.0,15.0,16.0,29.0,24.0,20.0,19.0,15.0,24.0,20.0,11.0,20.0,19.0,15.0,31.0,26.0,32.0,25.0,16.0,16.0,18.0,16.0,13.0,14.0,14.0,14.0,29.0,26.0,26.0,31.0,32.0,28.0,24.0,26.0,24.0,26.0,31.0,19.0,18.0,15.0,15.0,16.0,15.0,16.0,14.0,17.0,16.0,15.0,18.0,21.0,20.0,13.0,29.0,23.0,20.0,23.0,24.0,25.0,24.0,18.0,29.0,19.0,23.0,23.0,22.0,25.0,33.0,28.0,25.0,25.0,26.0,27.0,17.5,16.0,15.5,14.5,22.0,22.0,24.0,22.5,29.0,24.5,29.0,33.0,20.0,18.0,18.5,17.5,29.5,32.0,28.0,26.5,20.0,13.0,19.0,19.0,16.5,16.5,13.0,13.0,13.0,31.5,30.0,36.0,25.5,33.5,17.5,17.0,15.5,15.0,17.5,20.5,19.0,18.5,16.0,15.5,15.5,16.0,29.0,24.5,26.0,25.5,30.5,33.5,30.0,30.5,22.0,21.5,21.5,43.1,36.1,32.8,39.4,36.1,19.9,19.4,20.2,19.2,20.5,20.2,25.1,20.5,19.4,20.6,20.8,18.6,18.1,19.2,17.7,18.1,17.5,30.0,27.5,27.2,30.9,21.1,23.2,23.8,23.9,20.3,17.0,21.6,16.2,31.5,29.5,21.5,19.8,22.3,20.2,20.6,17.0,17.6,16.5,18.2,16.9,15.5,19.2,18.5,31.9,34.1,35.7,27.4,25.4,23.0,27.2,23.9,34.2,34.5,31.8,37.3,28.4,28.8,26.8,33.5,41.5,38.1,32.1,37.2,28.0,26.4,24.3,19.1,34.3,29.8,31.3,37.0,32.2,46.6,27.9,40.8,44.3,43.4,36.4,30.0,44.6,33.8,29.8,32.7,23.7,35.0,32.4,27.2,26.6,25.8,23.5,30.0,39.1,39.0,35.1,32.3,37.0,37.7,34.1,34.7,34.4,29.9,33.0,33.7,32.4,32.9,31.6,28.1,30.7,25.4,24.2,22.4,26.6,20.2,17.6,28.0,27.0,34.0,31.0,29.0,27.0,24.0,36.0,37.0,31.0,38.0,36.0,36.0,36.0,34.0,38.0,32.0,38.0,25.0,38.0,26.0,22.0,32.0,36.0,27.0,27.0,44.0,32.0,28.0,31.0]],[\"cat\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"__label\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2357\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2358\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2353\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"Jitter\",\"id\":\"p2346\",\"attributes\":{\"width\":0.1,\"distribution\":\"normal\",\"range\":{\"id\":\"p2255\"}}}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p2345\",\"attributes\":{\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"],\"factors\":[\"North America\",\"Asia\",\"Europe\"]}}},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p2344\",\"attributes\":{\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"],\"factors\":[\"North America\",\"Asia\",\"Europe\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2354\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2346\"}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2345\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2344\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2355\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2346\"}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2345\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2344\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2264\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2278\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2279\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2280\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2281\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p2286\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2287\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2288\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p2273\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p2274\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p2275\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2276\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2268\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2269\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2270\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2271\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2272\",\"attributes\":{\"axis\":{\"id\":\"p2268\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2277\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2273\"}}}],\"frame_width\":375,\"frame_height\":275}}]}}]}};\n", " const render_items = [{\"docid\":\"ba6bde58-5cbb-413c-bf9d-834929d5a7e1\",\"roots\":{\"p2360\":\"b78cf2c6-dff3-4591-bd5e-f4308be2be5d\"},\"root_ids\":[\"p2360\"]}];\n", " void 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": "p2360" } }, "output_type": "display_data" } ], "source": [ "# Make the strip plot\n", "p = iqplot.strip(\n", " df, q=\"mpg\", cats=\"origin\", spread=\"jitter\", cat_grid=True, x_range=[5, 50]\n", ")\n", "\n", "# x-values for mirrored KDE\n", "x_upper = np.linspace(5, 50, 400)\n", "x = np.concatenate((x_upper, x_upper[::-1]))\n", "\n", "# Scale by 5 so that the KDE is more visibile\n", "scale_factor = 5\n", "\n", "# Build the KDEs\n", "for name, g in df.groupby(\"origin\"):\n", " # Evalues Gaussian KDE with default parameters (Scott's rule for bandwidth)\n", " pdf_fun = scipy.stats.gaussian_kde(g[\"mpg\"])\n", " y_vals = scale_factor * pdf_fun(x_upper)\n", "\n", " # Construct y-values for above and below category on y-axis\n", " y_upper = [(name, y_val) for y_val in y_vals]\n", " y_lower = [(y[0], -y[1]) for y in y_upper][::-1]\n", " y = y_upper + y_lower\n", "\n", " # Add the KDE\n", " p.line(x, y, color=\"gray\")\n", " p.patch(x, y, fill_color=\"gray\", alpha=0.3, level=\"underlay\")\n", "\n", "\n", "# Add a histogram for comparison\n", "p_hist = iqplot.striphistogram(\n", " df,\n", " q=\"mpg\",\n", " cats=\"origin\",\n", " spread=\"jitter\",\n", " x_range=[5, 50],\n", " fill_kwargs=dict(fill_color=\"gray\"),\n", " line_kwargs=dict(line_color=\"gray\"),\n", ")\n", "\n", "bokeh.io.show(bokeh.layouts.row(p, bokeh.layouts.Spacer(width=30), p_hist))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why no extended box plots?\n", "\n", "The box in a box-and-whisker plot contains the middle two quartiles of the quantitative data. One can add more boxes containing different percentile ranges, and such plots are called extended box plots. I did not include this functionality because I view box plots as annotations of well-defined, visually interpretable summary statistics. Extending the box plots becomes challenging because annotation or textual description of the edges of all of the boxes is necessary. If more percentiles are needed, they may be added to a plot, e.g., with dashes. Here is an example where we want to add the 10th and 90th percentiles of the data in red." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"c4013dba-84a7-4ab4-84d8-1c6fa7748150\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2374\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2376\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p2373\",\"attributes\":{\"factors\":[\"Europe\",\"Asia\",\"North America\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2383\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p2384\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2381\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2421\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2406\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2407\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2408\"},\"data\":{\"type\":\"map\",\"entries\":[[\"middle\",[18.5,31.6,26.0]],[\"bottom\",[15.0,25.7,23.75]],[\"top\",[24.0,34.05,30.125]],[\"top_whisker\",[36.1,44.6,37.3]],[\"bottom_whisker\",[9.0,18.0,16.2]],[\"cat\",[\"North America\",\"Asia\",\"Europe\"]],[\"__label\",[\"North America\",\"Asia\",\"Europe\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2422\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2423\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2418\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"top\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2419\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"top\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2420\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"top\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2430\",\"attributes\":{\"data_source\":{\"id\":\"p2406\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2431\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2432\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2427\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"bottom\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2428\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"bottom\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2429\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"bottom\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2439\",\"attributes\":{\"data_source\":{\"id\":\"p2406\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2440\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2441\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2436\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.1},\"left\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"right\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2437\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.1},\"left\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"right\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"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\":\"HBar\",\"id\":\"p2438\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.1},\"left\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"right\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"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}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2448\",\"attributes\":{\"data_source\":{\"id\":\"p2406\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2449\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2450\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2445\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.1},\"left\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"right\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2446\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.1},\"left\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"right\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"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\":\"HBar\",\"id\":\"p2447\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.1},\"left\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"right\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"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}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2457\",\"attributes\":{\"data_source\":{\"id\":\"p2406\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2458\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2459\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2454\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.4},\"left\":{\"type\":\"field\",\"field\":\"bottom\"},\"right\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p2414\",\"attributes\":{\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"],\"factors\":[\"North America\",\"Asia\",\"Europe\"]}}},\"fill_alpha\":{\"type\":\"value\",\"value\":0}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2455\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.4},\"left\":{\"type\":\"field\",\"field\":\"bottom\"},\"right\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2414\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2456\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.4},\"left\":{\"type\":\"field\",\"field\":\"bottom\"},\"right\":{\"type\":\"field\",\"field\":\"top\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2414\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2466\",\"attributes\":{\"data_source\":{\"id\":\"p2406\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2467\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2468\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2463\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.4},\"left\":{\"type\":\"field\",\"field\":\"middle\"},\"right\":{\"type\":\"field\",\"field\":\"middle\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p2464\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.4},\"left\":{\"type\":\"field\",\"field\":\"middle\"},\"right\":{\"type\":\"field\",\"field\":\"middle\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"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\":\"HBar\",\"id\":\"p2465\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"height\":{\"type\":\"value\",\"value\":0.4},\"left\":{\"type\":\"field\",\"field\":\"middle\"},\"right\":{\"type\":\"field\",\"field\":\"middle\"},\"line_color\":{\"type\":\"value\",\"value\":\"gray\"},\"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}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2482\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2473\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2474\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2475\"},\"data\":{\"type\":\"map\",\"entries\":[[\"origin\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"mpg\",[18.0,15.0,18.0,16.0,17.0,15.0,14.0,14.0,14.0,15.0,15.0,14.0,15.0,14.0,24.0,22.0,18.0,21.0,27.0,26.0,25.0,24.0,25.0,26.0,21.0,10.0,10.0,11.0,9.0,27.0,28.0,25.0,19.0,16.0,17.0,19.0,18.0,14.0,14.0,14.0,14.0,12.0,13.0,13.0,18.0,22.0,19.0,18.0,23.0,28.0,30.0,30.0,31.0,35.0,27.0,26.0,24.0,25.0,23.0,20.0,21.0,13.0,14.0,15.0,14.0,17.0,11.0,13.0,12.0,13.0,19.0,15.0,13.0,13.0,14.0,18.0,22.0,21.0,26.0,22.0,28.0,23.0,28.0,27.0,13.0,14.0,13.0,14.0,15.0,12.0,13.0,13.0,14.0,13.0,12.0,13.0,18.0,16.0,18.0,18.0,23.0,26.0,11.0,12.0,13.0,12.0,18.0,20.0,21.0,22.0,18.0,19.0,21.0,26.0,15.0,16.0,29.0,24.0,20.0,19.0,15.0,24.0,20.0,11.0,20.0,19.0,15.0,31.0,26.0,32.0,25.0,16.0,16.0,18.0,16.0,13.0,14.0,14.0,14.0,29.0,26.0,26.0,31.0,32.0,28.0,24.0,26.0,24.0,26.0,31.0,19.0,18.0,15.0,15.0,16.0,15.0,16.0,14.0,17.0,16.0,15.0,18.0,21.0,20.0,13.0,29.0,23.0,20.0,23.0,24.0,25.0,24.0,18.0,29.0,19.0,23.0,23.0,22.0,25.0,33.0,28.0,25.0,25.0,26.0,27.0,17.5,16.0,15.5,14.5,22.0,22.0,24.0,22.5,29.0,24.5,29.0,33.0,20.0,18.0,18.5,17.5,29.5,32.0,28.0,26.5,20.0,13.0,19.0,19.0,16.5,16.5,13.0,13.0,13.0,31.5,30.0,36.0,25.5,33.5,17.5,17.0,15.5,15.0,17.5,20.5,19.0,18.5,16.0,15.5,15.5,16.0,29.0,24.5,26.0,25.5,30.5,33.5,30.0,30.5,22.0,21.5,21.5,43.1,36.1,32.8,39.4,36.1,19.9,19.4,20.2,19.2,20.5,20.2,25.1,20.5,19.4,20.6,20.8,18.6,18.1,19.2,17.7,18.1,17.5,30.0,27.5,27.2,30.9,21.1,23.2,23.8,23.9,20.3,17.0,21.6,16.2,31.5,29.5,21.5,19.8,22.3,20.2,20.6,17.0,17.6,16.5,18.2,16.9,15.5,19.2,18.5,31.9,34.1,35.7,27.4,25.4,23.0,27.2,23.9,34.2,34.5,31.8,37.3,28.4,28.8,26.8,33.5,41.5,38.1,32.1,37.2,28.0,26.4,24.3,19.1,34.3,29.8,31.3,37.0,32.2,46.6,27.9,40.8,44.3,43.4,36.4,30.0,44.6,33.8,29.8,32.7,23.7,35.0,32.4,27.2,26.6,25.8,23.5,30.0,39.1,39.0,35.1,32.3,37.0,37.7,34.1,34.7,34.4,29.9,33.0,33.7,32.4,32.9,31.6,28.1,30.7,25.4,24.2,22.4,26.6,20.2,17.6,28.0,27.0,34.0,31.0,29.0,27.0,24.0,36.0,37.0,31.0,38.0,36.0,36.0,36.0,34.0,38.0,32.0,38.0,25.0,38.0,26.0,22.0,32.0,36.0,27.0,27.0,44.0,32.0,28.0,31.0]],[\"cat\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]],[\"__label\",[\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Europe\",\"Europe\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"Asia\",\"Europe\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"Europe\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\",\"Asia\",\"Europe\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"Asia\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"Asia\",\"Europe\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Europe\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"North America\",\"Europe\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"Asia\",\"North America\",\"North America\",\"North America\",\"North America\",\"Asia\",\"North America\",\"North America\",\"North America\",\"Europe\",\"North America\",\"North America\",\"North America\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2483\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2484\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2479\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"Jitter\",\"id\":\"p2472\",\"attributes\":{\"width\":0.1,\"distribution\":\"normal\",\"range\":{\"id\":\"p2373\"}}}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p2471\",\"attributes\":{\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"],\"factors\":[\"North America\",\"Asia\",\"Europe\"]}}},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p2470\",\"attributes\":{\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"],\"factors\":[\"North America\",\"Asia\",\"Europe\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2480\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2472\"}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2471\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2470\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2481\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2472\"}},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2471\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p2470\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2494\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2485\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2486\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2487\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA0QAAAAAAAACpA\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2495\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2496\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2491\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"size\":{\"type\":\"value\",\"value\":40},\"angle\":{\"type\":\"value\",\"value\":1.5707963267948966},\"line_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"line_width\":{\"type\":\"value\",\"value\":2},\"fill_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"marker\":{\"type\":\"value\",\"value\":\"dash\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2492\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"size\":{\"type\":\"value\",\"value\":40},\"angle\":{\"type\":\"value\",\"value\":1.5707963267948966},\"line_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2},\"fill_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"dash\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2493\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"size\":{\"type\":\"value\",\"value\":40},\"angle\":{\"type\":\"value\",\"value\":1.5707963267948966},\"line_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2},\"fill_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"dash\"}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2506\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2497\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2498\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2499\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"origin\",{\"type\":\"ndarray\",\"array\":[\"Asia\",\"Europe\",\"North America\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"mpg\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"4noUrkfhQkCQwvUoXA9CQAAAAAAAAD1A\"},\"shape\":[3],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2507\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2508\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2503\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"size\":{\"type\":\"value\",\"value\":40},\"angle\":{\"type\":\"value\",\"value\":1.5707963267948966},\"line_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"line_width\":{\"type\":\"value\",\"value\":2},\"fill_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"marker\":{\"type\":\"value\",\"value\":\"dash\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2504\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"size\":{\"type\":\"value\",\"value\":40},\"angle\":{\"type\":\"value\",\"value\":1.5707963267948966},\"line_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2},\"fill_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1},\"marker\":{\"type\":\"value\",\"value\":\"dash\"}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2505\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"mpg\"},\"y\":{\"type\":\"field\",\"field\":\"origin\"},\"size\":{\"type\":\"value\",\"value\":40},\"angle\":{\"type\":\"value\",\"value\":1.5707963267948966},\"line_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2},\"fill_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"tomato\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2},\"marker\":{\"type\":\"value\",\"value\":\"dash\"}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2382\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2395\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2396\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2397\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2398\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p2403\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2404\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2405\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p2390\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p2391\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p2392\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2393\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2385\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2386\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2387\"},\"axis_label\":\"mpg\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2388\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2389\",\"attributes\":{\"axis\":{\"id\":\"p2385\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2394\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2390\"},\"grid_line_color\":null}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"c4013dba-84a7-4ab4-84d8-1c6fa7748150\",\"roots\":{\"p2374\":\"cd293e64-75b8-4e67-94a2-58182ccc69c2\"},\"root_ids\":[\"p2374\"]}];\n", " void 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": "p2374" } }, "output_type": "display_data" } ], "source": [ "# Make a stripbox plot\n", "p = iqplot.stripbox(\n", " data=df,\n", " q=\"mpg\",\n", " cats=\"origin\",\n", " spread=\"jitter\",\n", ")\n", "\n", "# Add 10th and 90th percentiles\n", "df_10 = df.groupby(\"origin\")[\"mpg\"].quantile(0.1).reset_index()\n", "df_90 = df.groupby(\"origin\")[\"mpg\"].quantile(0.9).reset_index()\n", "p.scatter(\n", " source=df_10,\n", " x=\"mpg\",\n", " y=\"origin\",\n", " marker=\"dash\",\n", " angle=np.pi / 2,\n", " color=\"tomato\",\n", " size=40,\n", " line_width=2,\n", ")\n", "p.scatter(\n", " source=df_90,\n", " x=\"mpg\",\n", " y=\"origin\",\n", " marker=\"dash\",\n", " angle=np.pi / 2,\n", " color=\"tomato\",\n", " size=40,\n", " line_width=2,\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why no lollipop plots?\n", "\n", "Lollipop plots visually resemble spike plots that are included in iqplot. They consist of a spike with a dot on top of it, resembling a lollipop. There are generally two types of plots referred to as lollipop plots.\n", "\n", "1. Plots that are the same as bar graphs, except lollipops replace the bars.\n", "2. Plots where the lollipop represents the count of a given category.\n", "\n", "Lollipop plots like those described in item 1 are not included in iqplot for [the same reason bar graphs are excluded](#Why-no-bar-graphs?).\n", "\n", "Lollipop plots like those described in item 2 are not included because there is no quantitative variable. Rather, the positioning of each lollipop is the *count* of the number of times a given category appears. Contrast this with a spike plot, which is the count of the number of times a given quantitative measurement was observed.\n", "\n", "With a little data frame manipulation, we can make a lollipop plot. Here is an example that gives the count of the total number of cars from each region in the data set." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", "
\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": [ "(function(root) {\n", " function embed_document(root) {\n", " const docs_json = {\"be6215e3-4586-4551-8a8a-6dd8fac977a7\":{\"version\":\"3.4.0\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2514\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p2523\",\"attributes\":{\"end\":257.25}},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p2513\",\"attributes\":{\"factors\":[\"Europe\",\"Asia\",\"North America\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2524\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p2525\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2521\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2556\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2547\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2548\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2549\"},\"data\":{\"type\":\"map\",\"entries\":[[\"origin\",[\"North America\",\"Asia\",\"Europe\"]],[\"count\",[245,79,68]],[\"cat\",[\"North America\",\"Asia\",\"Europe\"]],[\"__label\",[\"North America\",\"Asia\",\"Europe\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2557\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2558\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2553\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2554\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"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_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2555\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"count\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"size\":{\"type\":\"value\",\"value\":10},\"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_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2565\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2559\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2560\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2561\"},\"data\":{\"type\":\"map\",\"entries\":[[\"y0\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"Asia\",\"Europe\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}],[\"x1\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"9QAAAE8AAABEAAAA\"},\"shape\":[3],\"dtype\":\"int32\",\"order\":\"little\"}],[\"y1\",{\"type\":\"ndarray\",\"array\":[\"North America\",\"Asia\",\"Europe\"],\"shape\":[3],\"dtype\":\"object\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2566\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2567\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2562\",\"attributes\":{\"x0\":{\"type\":\"value\",\"value\":0},\"y0\":{\"type\":\"field\",\"field\":\"y0\"},\"x1\":{\"type\":\"field\",\"field\":\"x1\"},\"y1\":{\"type\":\"field\",\"field\":\"y1\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2563\",\"attributes\":{\"x0\":{\"type\":\"value\",\"value\":0},\"y0\":{\"type\":\"field\",\"field\":\"y0\"},\"x1\":{\"type\":\"field\",\"field\":\"x1\"},\"y1\":{\"type\":\"field\",\"field\":\"y1\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2564\",\"attributes\":{\"x0\":{\"type\":\"value\",\"value\":0},\"y0\":{\"type\":\"field\",\"field\":\"y0\"},\"x1\":{\"type\":\"field\",\"field\":\"x1\"},\"y1\":{\"type\":\"field\",\"field\":\"y1\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2522\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2536\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2537\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2538\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2539\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_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\":\"p2544\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2545\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2546\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p2531\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p2532\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p2533\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2534\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2526\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2527\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2528\"},\"axis_label\":\"count\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2529\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2530\",\"attributes\":{\"axis\":{\"id\":\"p2526\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2535\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2531\"},\"grid_line_color\":null}}],\"frame_width\":375,\"frame_height\":275}}]}};\n", " const render_items = [{\"docid\":\"be6215e3-4586-4551-8a8a-6dd8fac977a7\",\"roots\":{\"p2514\":\"fe95593a-62ce-4dac-95f3-dc6d97b86968\"},\"root_ids\":[\"p2514\"]}];\n", " void 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": "p2514" } }, "output_type": "display_data" } ], "source": [ "df_lolly = (\n", " df[\"origin\"]\n", " .value_counts()\n", " .reset_index()\n", ")\n", "df_lolly[\"count\"] = df_lolly[\"count\"].astype(int)\n", "\n", "p = iqplot.strip(\n", " df_lolly,\n", " q=\"count\",\n", " cats=\"origin\",\n", " marker_kwargs=dict(size=10, color=\"#1f77b4\"),\n", " x_range=[0, 1.05 * df_lolly[\"count\"].max()],\n", ")\n", "\n", "p.segment(\n", " x0=0,\n", " y0=df_lolly[\"origin\"],\n", " x1=df_lolly[\"count\"],\n", " y1=df_lolly[\"origin\"],\n", " color=\"#1f77b4\",\n", " line_width=2,\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why is there such limited statistical functionality?\n", "\n", "Many plotting packages refer to themselves as \"statistical visualization packages\" or the like, with the excellent [Seaborn package](https://seaborn.pydata.org) being an example. iqplot is not meant to be that. It only provides bootstrap confidence intervals for ECDFs and histograms and quantile calculations necessary to make box-and-whisker plots. The quantile calculations for box-and-whisker plots are obvious inclusions. The confidence intervals for ECDFs and histograms are included because they are confidence intervals *of the plots themselves*. (One could also make confidence intervals for the quantiles in a box plot, thereby constituting confidence intervals of the plot itself, but it is unclear how to display the result in a clear way.) Other statistical inference should be done as needed in a bespoke manner for a given inference problem for a given data set." ] } ], "metadata": { "kernelspec": { "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": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 4 }