{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lesson 19: High level plotting with iqplot\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "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\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n 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(\"ae448406-3f59-4ae0-aedb-3d0495325d3d\");\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-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.7.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.7.3.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n 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(\"ae448406-3f59-4ae0-aedb-3d0495325d3d\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", "application/vnd.bokehjs_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import polars as pl\n", "\n", "import iqplot\n", "\n", "import bokeh.io\n", "import bokeh.models\n", "import bokeh.plotting\n", "\n", "bokeh.io.output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "In this lesson, we do some plotting with a high-level package [iqplot](https://iqplot.github.io/). You should have installed it in [Lesson 0](l00_configuring_your_computer.ipynb).\n", "\n", "We will use [the frog tongue data set from Kleinteich and Gorb](https://doi.org/10.1038/srep05225) that we used in our exercises with Polars. Let's get the data frame loaded in so we can be on our way." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (5, 15)
dateIDtrial numberimpact force (mN)impact time (ms)impact force / body weightadhesive force (mN)time frog pulls on target (ms)adhesive force / body weightadhesive impulse (N-s)total contact area (mm2)contact area without mucus (mm2)contact area with mucus / contact area without mucuscontact pressure (Pa)adhesive strength (Pa)
strstri64i64i64f64i64i64f64f64i64i64f64i64i64
"2013_02_26""I"31205461.95-7858841.27-0.29387700.823117-2030
"2013_02_26""I"42527444.08-9832481.59-0.181101940.0724923-9695
"2013_03_01""I"11745342.82-8502111.37-0.15783790.0521020-10239
"2013_03_01""I"21556412.51-45510250.74-0.173301580.524718-1381
"2013_03_01""I"3493360.8-9744991.57-0.4232452160.122012-3975
" ], "text/plain": [ "shape: (5, 15)\n", "┌─────────────┬─────┬────────┬─────────────┬───┬────────────┬────────────┬────────────┬────────────┐\n", "│ date ┆ ID ┆ trial ┆ impact ┆ … ┆ contact ┆ contact ┆ contact ┆ adhesive │\n", "│ --- ┆ --- ┆ number ┆ force (mN) ┆ ┆ area ┆ area with ┆ pressure ┆ strength │\n", "│ str ┆ str ┆ --- ┆ --- ┆ ┆ without ┆ mucus / ┆ (Pa) ┆ (Pa) │\n", "│ ┆ ┆ i64 ┆ i64 ┆ ┆ mucus (mm… ┆ cont… ┆ --- ┆ --- │\n", "│ ┆ ┆ ┆ ┆ ┆ --- ┆ --- ┆ i64 ┆ i64 │\n", "│ ┆ ┆ ┆ ┆ ┆ i64 ┆ f64 ┆ ┆ │\n", "╞═════════════╪═════╪════════╪═════════════╪═══╪════════════╪════════════╪════════════╪════════════╡\n", "│ 2013_02_26 ┆ I ┆ 3 ┆ 1205 ┆ … ┆ 70 ┆ 0.82 ┆ 3117 ┆ -2030 │\n", "│ 2013_02_26 ┆ I ┆ 4 ┆ 2527 ┆ … ┆ 94 ┆ 0.07 ┆ 24923 ┆ -9695 │\n", "│ 2013_03_01 ┆ I ┆ 1 ┆ 1745 ┆ … ┆ 79 ┆ 0.05 ┆ 21020 ┆ -10239 │\n", "│ 2013_03_01 ┆ I ┆ 2 ┆ 1556 ┆ … ┆ 158 ┆ 0.52 ┆ 4718 ┆ -1381 │\n", "│ 2013_03_01 ┆ I ┆ 3 ┆ 493 ┆ … ┆ 216 ┆ 0.12 ┆ 2012 ┆ -3975 │\n", "└─────────────┴─────┴────────┴─────────────┴───┴────────────┴────────────┴────────────┴────────────┘" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pl.read_csv('data/frog_tongue_adhesion.csv', comment_prefix='#')\n", "\n", "# Have a look so we remember\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plots with categorical variables\n", "\n", "Let us first consider the different kinds of data we may encounter as we think about constructing a plot.\n", "\n", "- **Quantitative** data may have continuously varying (and therefore ordered) values.\n", "- **Categorical** data has discrete, unordered values that a variable can take.\n", "- **Ordinal** data has discrete, ordered values. Integers are a classic example.\n", "- **Temporal** data refers to time, which can be represented as dates.\n", "- **Geospatial** data are those that involve maps and cartography. \n", "\n", "In practice, ordinal data can be cast as quantitative or treated as categorical with an ordering enforced on the categories (e.g., categorical data `[1, 2, 3]` becomes `['1', '2', '3']`.). Temporal data can also be cast as quantitative, (e.g., second from the start time). We will therefore focus our attention on quantitative and categorical data. (Geospatial data are very interesting and have applications in the life sciences, e.g., in ecology, but we will do discuss them in the bootcamp.)\n", "\n", "When we made scatter plots in the previous lesson, both types of data were quantitative. We did actually incorporate categorical information in the form of colors of the glyph (insomniacs and normal sleepers being colored differently) and in tooltips. \n", "\n", "But what if we wanted a single type of measurement, say impact force, for each frog? Here, we have the quantitative impact force data and the categorical frog ID data. One of our axes is now categorical." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bar graph\n", "\n", "To demonstrate how to set up a categorical axis with Bokeh, I will make a bar graph of the mean impact force for each of the four frogs. But before I even begin this, I will give you the following piece of advice: *Don't make bar graphs.* More on that in a moment.\n", "\n", "Before we do that, we need to compute the means from the inputted data frame." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "shape: (4, 2)
IDimpact force (mN)
strf64
"I"1530.2
"II"707.35
"III"550.1
"IV"419.1
" ], "text/plain": [ "shape: (4, 2)\n", "┌─────┬───────────────────┐\n", "│ ID ┆ impact force (mN) │\n", "│ --- ┆ --- │\n", "│ str ┆ f64 │\n", "╞═════╪═══════════════════╡\n", "│ I ┆ 1530.2 │\n", "│ II ┆ 707.35 │\n", "│ III ┆ 550.1 │\n", "│ IV ┆ 419.1 │\n", "└─────┴───────────────────┘" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_mean = df.group_by('ID', maintain_order=True).agg(pl.col('impact force (mN)').mean())\n", "\n", "# Take a look\n", "df_mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To set up a categorical axis, you need to specify the `x_range` (or `y_range` if you want the y-axis to be categorical) as a list with the categories you want on the axis when you instantiate the figure. I will make a horizontal bar graph, so I will specify `y_range`. Also, when I instantiate this figure, because it is not very tall and I do not want the reset tool cut off, I will also explicitly set the tools I want in the toolbar." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "p = bokeh.plotting.figure(\n", " frame_height=200,\n", " frame_width=400,\n", " x_axis_label='impact force (mN)',\n", " y_range=df_mean['ID'].to_list()[::-1],\n", " tools='pan,wheel_zoom,save,reset'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the figure, we can put the bars on. The `p.hbar()` method populates the figure with horizontal bar glyphs. The `right` kwarg says what column of the data source dictates how far to the right to show the bar, while the `height` kwarg says how think the bars are.\n", "\n", "I will also ensure the quantitative axis starts at zero and turn off the grid lines on the categorical axis, which is commonly done." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "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 = {\"3f1b5db2-8751-4e52-8fef-dcabdd6fceae\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1003\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1005\",\"attributes\":{\"start\":0}},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1012\",\"attributes\":{\"factors\":[\"IV\",\"III\",\"II\",\"I\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1013\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1014\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1010\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1038\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1029\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1030\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1031\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAA==\"},\"shape\":[4],\"dtype\":\"uint32\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"I\",\"II\",\"III\",\"IV\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zczMzMzol0DNzMzMzBqGQM3MzMzMMIFAmpmZmZkxekA=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1039\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1040\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1035\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"ID\"},\"height\":{\"type\":\"value\",\"value\":0.6},\"right\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1036\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"ID\"},\"height\":{\"type\":\"value\",\"value\":0.6},\"right\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"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\":\"p1037\",\"attributes\":{\"y\":{\"type\":\"field\",\"field\":\"ID\"},\"height\":{\"type\":\"value\",\"value\":0.6},\"right\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"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\":\"p1011\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1025\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1026\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1027\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1028\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1020\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1021\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1022\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1023\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1015\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1016\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1017\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1018\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1019\",\"attributes\":{\"axis\":{\"id\":\"p1015\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1024\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1020\"},\"grid_line_color\":null}}],\"frame_width\":400,\"frame_height\":200}}]}};\n const render_items = [{\"docid\":\"3f1b5db2-8751-4e52-8fef-dcabdd6fceae\",\"roots\":{\"p1003\":\"dd68e268-544b-4f4a-9f68-b94556f81453\"},\"root_ids\":[\"p1003\"]}];\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": "p1003" } }, "output_type": "display_data" } ], "source": [ "source = bokeh.models.ColumnDataSource(df_mean)\n", "\n", "p.hbar(\n", " source=source,\n", " y='ID',\n", " right='impact force (mN)',\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": [ "We similarly make vertical bar graphs specifying `x_range` and using `p.vbar()`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "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 = {\"5da961be-7042-44d2-b76c-1c8e68b0e2b8\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1043\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1052\",\"attributes\":{\"factors\":[\"I\",\"II\",\"III\",\"IV\"]}},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1045\",\"attributes\":{\"start\":0}},\"x_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1053\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1054\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1050\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1084\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1029\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1030\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1031\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAA==\"},\"shape\":[4],\"dtype\":\"uint32\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"I\",\"II\",\"III\",\"IV\"],\"shape\":[4],\"dtype\":\"object\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zczMzMzol0DNzMzMzBqGQM3MzMzMMIFAmpmZmZkxekA=\"},\"shape\":[4],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1085\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1086\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1081\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"ID\"},\"width\":{\"type\":\"value\",\"value\":0.6},\"top\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1082\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"ID\"},\"width\":{\"type\":\"value\",\"value\":0.6},\"top\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"VBar\",\"id\":\"p1083\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"ID\"},\"width\":{\"type\":\"value\",\"value\":0.6},\"top\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"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\":\"p1051\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1065\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1066\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1067\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1068\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1074\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1073\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1075\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1076\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1077\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1060\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1061\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1062\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1063\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1055\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1056\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1057\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1058\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1059\",\"attributes\":{\"axis\":{\"id\":\"p1055\"},\"grid_line_color\":null}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1064\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1060\"}}}],\"frame_width\":250,\"frame_height\":250}}]}};\n const render_items = [{\"docid\":\"5da961be-7042-44d2-b76c-1c8e68b0e2b8\",\"roots\":{\"p1043\":\"df7f6754-3a9f-42bb-ac32-057c26764bb9\"},\"root_ids\":[\"p1043\"]}];\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": "p1043" } }, "output_type": "display_data" } ], "source": [ "p = bokeh.plotting.figure(\n", " frame_height=250,\n", " frame_width=250,\n", " y_axis_label='impact force (mN)',\n", " x_range=df_mean['ID'].to_list(),\n", ")\n", "\n", "p.vbar(\n", " source=source,\n", " x='ID',\n", " top='impact force (mN)',\n", " width=0.6\n", ")\n", "\n", "p.xgrid.grid_line_color = None\n", "p.y_range.start = 0\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## iqplot\n", "\n", "Generating the bar graphs was not too painful, even tough we used Bokeh, a low-level plotting library. Nonetheless, we would like to make plots more **declaratively**. We do not want to have to explicitly pre-process the data, set up the categorical axis, etc. We would like to just provide a data set, say which column(s) is/are categorical and which is quantitative, and then just get our plot.\n", "\n", "iqplot generates plots from tidy data frames where one or more columns contain categorical data and the column of interest in the plot is quantitative.\n", "\n", "There are six (really four) types of plots that iqplot can generate. As you will see, all four of these modes of plotting are meant to give a picture about how the quantitative measurements are *distributed* for each category.\n", "\n", "- **Plots with a categorical axis**\n", " + Box plots: `iqplot.box()`\n", " + Strip plots: `iqplot.strip()`\n", " + Spike plots: `iqplot.spike()`\n", " + Strip-box plots (an overlay of strip and box plots): `iqplot.stripbox()`\n", " + Strip-histogram plots (an overlay of strip and histogram plots): `iqplot.striphistogram()`\n", " + Parallel coordinate plots `iqplot.strip()` with a `parcoord_column` kwarg. This is a strip plot with the dots connected across categories. We will not explore this type of plot here.\n", " \n", " \n", "- **Plots without a categorical axis**\n", " + Histograms: `iqplot.histogram()`\n", " + [ECDFs](https://en.wikipedia.org/wiki/Empirical_distribution_function): `iqplot.ecdf()`\n", " \n", "\n", "This first seven arguments are the same for all plots. They are:\n", "\n", "- `data`: A tidy data frame or Numpy array.\n", "- `q`: The column of the data frame to be treated as the quantitative variable.\n", "- `cats`: A list of columns in the data frame that are to be considered as categorical variables in the plot. If `None`, a single box, strip, histogram, or ECDF is plotted.\n", "- `q_axis`: Along which axis, x or y that the quantitative variable varies. The default is `'x'`.\n", "- `palette`: A list of hex colors to use for coloring the markers for each category. By default, it uses the Glasbey Category 10 color palette from [colorcet](https://colorcet.holoviz.org/).\n", "- `order`: If specified, the ordering of the categories to use on the categorical axis and legend (if applicable). Otherwise, the order of the inputted data frame is used.\n", "- `p`: If specified, the `bokeh.plotting.Figure` object to use for the plot. If not specified, a new figure is created.\n", "\n", "With this in mind, we will put iqplot to use on the frog data set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Box plots with iqplot\n", "\n", "As I [discuss below](#Don't-make-bar-graphs), bar graphs are almost never a good choice for visualization. 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. As a start for improvement, you could distill the data set down to five or so summary statistics and show those graphically, as opposed to just one or two. \n", "\n", "Box plots provide such a summary. I will first make one using `iqplot.box()` and then describe how a box plot is interpreted." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "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 = {\"73b69a10-6f5b-46bf-8b78-c544323bab00\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1090\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1092\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1089\",\"attributes\":{\"factors\":[\"IV\",\"III\",\"II\",\"I\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1099\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1100\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1097\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1139\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1124\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1125\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1126\"},\"data\":{\"type\":\"map\",\"entries\":[[\"middle\",[1550.5,573.0,544.0,460.5]],[\"bottom\",[1231.25,422.0,458.75,198.0]],[\"top\",[1904.75,799.75,615.75,599.0]],[\"top_whisker\",[2641.0,1182.0,806.0,815.0]],[\"bottom_whisker\",[473.0,245.0,324.0,22.0]],[\"cat\",[\"I\",\"II\",\"III\",\"IV\"]],[\"__label\",[\"I\",\"II\",\"III\",\"IV\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1140\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1141\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1136\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"top\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1137\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"top\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1138\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"top\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"top_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1148\",\"attributes\":{\"data_source\":{\"id\":\"p1124\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1149\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1150\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1145\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"bottom\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1146\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"bottom\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1147\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"bottom\"},\"y0\":{\"type\":\"field\",\"field\":\"cat\"},\"x1\":{\"type\":\"field\",\"field\":\"bottom_whisker\"},\"y1\":{\"type\":\"field\",\"field\":\"cat\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1157\",\"attributes\":{\"data_source\":{\"id\":\"p1124\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1158\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1159\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1154\",\"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\":null},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1132\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1155\",\"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\":null},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1132\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1156\",\"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\":null},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1132\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1166\",\"attributes\":{\"data_source\":{\"id\":\"p1124\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1167\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1168\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1163\",\"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\":\"white\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1164\",\"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\":\"white\"},\"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\":\"p1165\",\"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\":\"white\"},\"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\":\"p1175\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1127\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1128\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1129\"},\"data\":{\"type\":\"map\",\"entries\":[[\"impact force (mN)\",[1612,1539,1453]],[\"ID\",[\"II\",\"II\",\"II\"]],[\"cat\",[\"II\",\"II\",\"II\"]],[\"__label\",[\"II\",\"II\",\"II\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1176\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1177\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1172\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1131\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1130\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1173\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1131\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1130\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1174\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1131\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1130\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1098\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1111\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1112\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1113\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1114\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1120\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1119\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1121\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1122\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1123\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1106\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1107\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1108\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1109\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1101\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1102\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1103\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1104\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1105\",\"attributes\":{\"axis\":{\"id\":\"p1101\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1110\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1106\"},\"grid_line_color\":null}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"73b69a10-6f5b-46bf-8b78-c544323bab00\",\"roots\":{\"p1090\":\"f4923123-7304-42c1-94c6-d62d1a630f3d\"},\"root_ids\":[\"p1090\"]}];\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": "p1090" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.box(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The line in the middle of each box is the median and the top and bottom of the box at the 75th and 25th percentiles, respectively. The distance between the 25th and 75th percentiles is called the **interquartile range**, or IQR. The whiskers of the box plot extend to the most extreme data point within 1.5 times the interquartile range. If any data points are more extreme than the end of the whisker, they are shown individually, and are often referred to as _outliers_.\n", "\n", "A box plot can use a useful visualization if you have many data points and it is difficult to plot them all. I rarely find that there are situations where all data cannot be plotted, either with strip plots of ECDFs, which we will cover in a moment, so I generally do not use box plots. Nonetheless, I do not find them too objectionable, as they effectively display important nonparametric summary statistics of your data set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot all your data\n", "\n", "Box plots summarize a data set with summary statistics, but what not plot all your data? You work hard to acquire them. You should show them all. This is a mantra to live by.\n", "\n", "
\n", " \n", "Plot all of your data.\n", " \n", "
\n", "\n", "Let's do that now." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Strip plots\n", "\n", "A **strip plot** is like a scatter plot; it puts a glyph for every measured data point. The only difference is that one of the axes is categorical. In this case, you are plotting all of your data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "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 = {\"9514c081-490e-4125-a719-5693e320cd3d\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1179\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1181\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1178\",\"attributes\":{\"factors\":[\"IV\",\"III\",\"II\",\"I\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1188\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1189\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1186\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1224\",\"attributes\":{\"name\":\"hover_glyphs\",\"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\":[[\"impact force (mN)\",[1205,2527,1745,1556,493,2276,556,1928,2641,1897,1891,1545,1307,1692,1543,1282,775,2032,1240,473,1612,605,327,946,541,1539,529,628,1453,297,703,269,751,245,1182,515,435,383,457,730,614,414,324,776,611,544,538,579,806,459,458,626,621,544,535,385,401,614,665,488,172,142,37,453,355,22,502,273,720,582,198,198,597,516,815,402,605,711,614,468]],[\"ID\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]],[\"cat\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]],[\"__label\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]]]}}},\"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\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1214\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1213\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1222\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1214\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1213\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1223\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1214\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1213\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1187\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1200\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1201\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1202\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1203\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1209\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1208\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1210\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1211\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1212\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1195\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1196\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1197\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1198\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1190\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1191\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1192\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1193\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1194\",\"attributes\":{\"axis\":{\"id\":\"p1190\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1199\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1195\"},\"grid_line_color\":null}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"9514c081-490e-4125-a719-5693e320cd3d\",\"roots\":{\"p1179\":\"ff4bdf27-4340-4473-a8cb-80ecf09d22b1\"},\"root_ids\":[\"p1179\"]}];\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": "p1179" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.strip(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a good plot to make since you are plotting all of your data, but it does have the problem that you cannot tell if multiple data points overlap." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Strip-box plots\n", "\n", "It is sometimes useful to overlay strip plots with box plots, as the box plots show useful quantile information. This is accomplished using the `iqplot.stripbox()` function." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "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 = {\"a5944530-a802-4be0-b0d1-fc2b5b6e37c3\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1228\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1230\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1227\",\"attributes\":{\"factors\":[\"IV\",\"III\",\"II\",\"I\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1237\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1238\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1235\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1277\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1262\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1263\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1264\"},\"data\":{\"type\":\"map\",\"entries\":[[\"middle\",[1550.5,573.0,544.0,460.5]],[\"bottom\",[1231.25,422.0,458.75,198.0]],[\"top\",[1904.75,799.75,615.75,599.0]],[\"top_whisker\",[2641.0,1182.0,806.0,815.0]],[\"bottom_whisker\",[473.0,245.0,324.0,22.0]],[\"cat\",[\"I\",\"II\",\"III\",\"IV\"]],[\"__label\",[\"I\",\"II\",\"III\",\"IV\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1278\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1279\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1274\",\"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\":\"p1275\",\"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\":\"p1276\",\"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\":\"p1286\",\"attributes\":{\"data_source\":{\"id\":\"p1262\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1287\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1288\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p1283\",\"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\":\"p1284\",\"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\":\"p1285\",\"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\":\"p1295\",\"attributes\":{\"data_source\":{\"id\":\"p1262\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1296\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1297\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1292\",\"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\":\"p1293\",\"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\":\"p1294\",\"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\":\"p1304\",\"attributes\":{\"data_source\":{\"id\":\"p1262\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1305\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1306\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1301\",\"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\":\"p1302\",\"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\":\"p1303\",\"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\":\"p1313\",\"attributes\":{\"data_source\":{\"id\":\"p1262\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1314\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1315\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1310\",\"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\":\"p1270\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}},\"fill_alpha\":{\"type\":\"value\",\"value\":0}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1311\",\"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\":\"p1270\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1312\",\"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\":\"p1270\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1322\",\"attributes\":{\"data_source\":{\"id\":\"p1262\"},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1323\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1324\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"HBar\",\"id\":\"p1319\",\"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\":\"p1320\",\"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\":\"p1321\",\"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\":\"p1337\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1328\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1329\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1330\"},\"data\":{\"type\":\"map\",\"entries\":[[\"impact force (mN)\",[1205,2527,1745,1556,493,2276,556,1928,2641,1897,1891,1545,1307,1692,1543,1282,775,2032,1240,473,1612,605,327,946,541,1539,529,628,1453,297,703,269,751,245,1182,515,435,383,457,730,614,414,324,776,611,544,538,579,806,459,458,626,621,544,535,385,401,614,665,488,172,142,37,453,355,22,502,273,720,582,198,198,597,516,815,402,605,711,614,468]],[\"ID\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]],[\"cat\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]],[\"__label\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1338\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1339\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1334\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1327\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1326\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1335\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1327\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1326\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1336\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1327\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1326\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1236\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1249\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1250\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1251\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1252\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1258\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1257\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1259\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1260\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1261\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1244\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1245\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1246\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1247\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1239\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1240\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1241\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1242\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1243\",\"attributes\":{\"axis\":{\"id\":\"p1239\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1248\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1244\"},\"grid_line_color\":null}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"a5944530-a802-4be0-b0d1-fc2b5b6e37c3\",\"roots\":{\"p1228\":\"f8b802cf-590c-4381-88f7-7295df1b6c62\"},\"root_ids\":[\"p1228\"]}];\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": "p1228" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.stripbox(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histograms\n", "\n", "In plotting all of our data in a strip plot, we can roughly see how the data are distributed. There are more measurements where there are more glyphs. We ofter seek to visualize the *distribution* of the data. **Histograms** are commonly used for this. They are typically interpreted to as an empirical representation of the probability density function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "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 = {\"ecdc1d78-f594-496c-ae6e-8a5a55c3fc2c\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1341\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1343\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1340\",\"attributes\":{\"factors\":[\"IV\",\"III\",\"II\",\"I\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1350\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1351\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1348\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1381\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1375\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1376\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1377\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QM3MzMzMVIxAzczMzMxUjEDNzMzMzPCUQM3MzMzM8JRANDMzMzO3m0A0MzMzM7ebQM3MzMzMPqFAzczMzMw+oUAAAAAAAKKkQAAAAAAAoqRA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"I\",0.0],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.234375],[\"I\",0.234375],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.140625],[\"I\",0.140625],[\"I\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1382\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1383\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1378\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1379\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1380\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1390\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1384\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1385\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1386\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QM3MzMzMVIxAzczMzMxUjEDNzMzMzPCUQM3MzMzM8JRANDMzMzO3m0A0MzMzM7ebQM3MzMzMPqFAzczMzMw+oUAAAAAAAKKkQAAAAAAAoqRA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"I\",0.0],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.234375],[\"I\",0.234375],[\"I\",0.1875],[\"I\",0.1875],[\"I\",0.140625],[\"I\",0.140625],[\"I\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1391\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1392\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1387\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#1f77b3\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1388\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#1f77b3\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1389\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#1f77b3\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1402\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1393\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1394\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1395\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAABAAAAARAAAAEgAAABMAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_02_26\",\"2013_02_26\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAAFAAAAAQAAAAIAAAADAAAABAAAAAUAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"tQQAAN8JAADRBgAAFAYAAO0BAADkCAAALAIAAIgHAABRCgAAaQcAAGMHAAAJBgAAGwUAAJwGAAAHBgAAAgUAAAcDAADwBwAA2AQAANkBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LgAAACwAAAAiAAAAKQAAACQAAAAfAAAAKwAAAC4AAAAyAAAAKQAAACgAAAAwAAAAHQAAAB8AAAAmAAAAHwAAACIAAAA8AAAAIgAAACgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMz/z9SuB6F61EQQI/C9ShcjwZAFK5H4XoUBECamZmZmZnpP3E9CtejcA1AzczMzMzM7D/hehSuR+EIQBSuR+F6FBFAexSuR+F6CEB7FK5H4XoIQAAAAAAAAARA4XoUrkfhAEDXo3A9CtcFQOxRuB6F6wNAj8L1KFyPAEAAAAAAAAD0Pz0K16NwPQpAAAAAAAAAAEBSuB6F61HoPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"7/z//yn8//+u/P//Of7//zL8//+w/f//AP7//9z8//9O/f//Mv7//wL9//81/f//m/3//1v9///w/f//PP7//1L+//90/f//TP3//+j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"dAMAAPgAAADTAAAAAQQAAPMBAADJAwAAQwMAAPwBAADrAQAARwMAAC0EAACJAgAANQcAAJUDAADuAgAAEQMAAEUDAADmAQAAigMAAMIEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR9D9xPQrXo3D5P+xRuB6F6/U/rkfhehSu5z8fhetRuB75P7gehetRuO4/j8L1KFyP6j/NzMzMzMz0P+xRuB6F6/E/AAAAAAAA6D/Xo3A9CtfzP2ZmZmZmZvI/rkfhehSu7z9xPQrXo3DxPzMzMzMzM+s/XI/C9Shc5z9mZmZmZmbmP83MzMzMzPA/7FG4HoXr8T/Xo3A9CtfrPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP0r9eukkMAivHv39qvHSTGMS/w/UoXI/Cxb/fT42XbhLbv7pJDAIrh8a/PQrXo3A90r89CtejcD3Sv2Q730+Nl86/y6FFtvP91L9SuB6F61HYv99PjZduEtO/+n5qvHST6L9zaJHtfD/dv2Q730+Nl9a//tR46SYx0L9Ei2zn+6nRv6abxCCwctC/fT81XrpJ1L+mm8QgsHLYvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gwEAAGUAAABTAAAASgEAAPUAAABVAQAAZwEAAPYAAAANAQAACgEAAJgBAACNAAAAxwEAALoAAACZAAAAIgEAAAEBAACTAAAAbAEAAAMBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAF4AAABPAAAAngAAANgAAABqAAAAbgAAALIAAADgAAAAsAAAACEAAABwAAAAXAAAAIEAAACUAAAAaQAAAHwAAACGAAAABAEAAKgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PQrXo3A96j/sUbgeheuxP5qZmZmZmak/pHA9Ctej4D+4HoXrUbi+PxSuR+F6FOY/FK5H4XoU5j/sUbgehevRP8P1KFyPwsU/w/UoXI/C1T9xPQrXo3DtP+F6FK5H4co/mpmZmZmZ6T/Xo3A9CtfTP7gehetRuJ4/exSuR+F65D+kcD0K16PgPwrXo3A9Crc/7FG4HoXr0T9mZmZmZmbWPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LQwAAFthAAAcUgAAbhIAANwHAAAUGgAADgYAAJgeAABgJgAA0hsAAB4SAADDKgAAOgsAAIEjAABvJwAAQxEAAMsLAADYNQAATg0AACYHAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Evj//yHa//8B2P//m/r//3nw//83+f//bfr//z7z///49f//O/n//6n4//847P//vPr//8zx//+D8v//6/n//3P5//+37v//k/j//+f3//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1205,1205],[2527,2527],[1745,1745],[1556,1556],[493,493],[2276,2276],[556,556],[1928,1928],[2641,2641],[1897,1897],[1891,1891],[1545,1545],[1307,1307],[1692,1692],[1543,1543],[1282,1282],[775,775],[2032,2032],[1240,1240],[473,473]]],[\"__ys\",[[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1403\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1404\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1399\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1400\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1401\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1414\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1405\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1406\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1407\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"FAAAABUAAAAWAAAAFwAAABgAAAAZAAAAGgAAABsAAAAcAAAAHQAAAB4AAAAfAAAAIAAAACEAAAAiAAAAIwAAACQAAAAlAAAAJgAAACcAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_28\",\"2013_03_28\",\"2013_04_03\",\"2013_04_03\",\"2013_04_08\",\"2013_04_08\",\"2013_04_08\",\"2013_04_12\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAABAAAAAgAAAAEAAAACAAAAAwAAAAEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"TAYAAF0CAABHAQAAsgMAAB0CAAADBgAAEQIAAHQCAACtBQAAKQEAAL8CAAANAQAA7wIAAPUAAACeBAAAAwIAALMBAAB/AQAAyQEAANoCAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EgAAADcAAAAzAAAAOwAAACEAAAArAAAAHAAAAB8AAABIAAAAKgAAACEAAAA5AAAAJwAAABUAAAAcAAAAHQAAABoAAAAfAAAADwAAACoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetRDkC4HoXrUbj2P6RwPQrXo+g/16NwPQrXAUBSuB6F61H0P/YoXI/C9QxA16NwPQrX8z+uR+F6FK73P1yPwvUoXAtAZmZmZmZm5j9mZmZmZmb6Pylcj8L1KOQ/UrgehetR/D+PwvUoXI/iPz0K16NwPQZAXI/C9Shc8z9SuB6F61HwP83MzMzMzOw/SOF6FK5H8T+F61G4HoX7Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"cf3//9z+//8K////C////9f9//9o/f//+/7//039//+k////yv3//yH///8A/v//Hf///8P9///2/f//qf3//5T+//8r/v//tPz//3j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwwAAO0EAADkBQAAMQcAADYMAADlAgAAsgkAAOYDAAB0BgAAqAMAAGgIAAC9AAAAqwQAALoFAACtBAAAzgUAAPkDAADOAwAADAMAABIDAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej+D8UrkfhehTmP4/C9Shcj+I/j8L1KFyP4j/NzMzMzMz0P/YoXI/C9fg/hetRuB6F4z8UrkfhehT6Pylcj8L1KMw/SOF6FK5H9T+kcD0K16PgPzMzMzMzM/M/9ihcj8L14D+amZmZmZn1P65H4XoUrvM/j8L1KFyP9j+F61G4HoXrP5qZmZmZmfE/16NwPQrX/z9SuB6F61H4Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej2L83iUFg5dDSvz81XrpJDNK/w/UoXI/C1b/ZzvdT46Xbv1pkO99Pjae/5dAi2/l+2r+TGARWDi2yv/yp8dJNYoC/Gy/dJAaBtb+Nl24Sg8DKvylcj8L1KKy/ObTIdr6fmr+F61G4HoXLv2iR7Xw/Nb6/IbByaJHtzL81XrpJDALLv6RwPQrXo9C/y6FFtvP91L9g5dAi2/m+vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XAEAAPgAAACCAAAAagAAABQBAABVAAAARQEAAPIAAACIAAAAfgAAAO0AAAAdAAAAzgAAAL4AAAAZAQAA2QAAAL0AAADdAAAAqwAAAI4AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAABgAAAAiAAAAGgAAABAAAAAYAAAAIQAAAEMAAAAAAAAABAAAAAgAAAAcAAAAAAAAAC4AAAAAAAAAAAAAAFkAAABIAAAAagAAACsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"uB6F61G47j/NzMzMzMzsP65H4XoUruc/UrgehetR6D8UrkfhehTuPwrXo3A9Cuc/zczMzMzM7D8K16NwPQrnPwAAAAAAAPA/CtejcD0K7z8K16NwPQrvP7gehetRuJ4/AAAAAAAA8D9SuB6F61HoPwAAAAAAAPA/AAAAAAAA8D/2KFyPwvXgP3E9CtejcOU/UrgehetR2D9mZmZmZmbmPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GRIAAIkJAADVCQAAvSIAAKcHAACZRgAAWwYAACgKAACVKQAAPwkAAJwLAAA/JAAAPw4AAAgFAAB1EAAAQQkAAP4IAADJBgAAaQoAAB0UAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"p/j//2f7//+a+P//A/f//yz4//+G4f//3fz//9T0//9a/f//Zu7//1L8//8Mu///s/v//zr0//+8+P//O/X//3n4//+v9///w+z//yPu//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1612,1612],[605,605],[327,327],[946,946],[541,541],[1539,1539],[529,529],[628,628],[1453,1453],[297,297],[703,703],[269,269],[751,751],[245,245],[1182,1182],[515,515],[435,435],[383,383],[457,457],[730,730]]],[\"__ys\",[[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1415\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1416\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1411\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1412\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1413\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1426\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1417\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1418\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1419\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KAAAACkAAAAqAAAAKwAAACwAAAAtAAAALgAAAC8AAAAwAAAAMQAAADIAAAAzAAAANAAAADUAAAA2AAAANwAAADgAAAA5AAAAOgAAADsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAAAQAAAAIAAAADAAAAAQAAAAIAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ZgIAAJ4BAABEAQAACAMAAGMCAAAgAgAAGgIAAEMCAAAmAwAAywEAAMoBAAByAgAAbQIAACACAAAXAgAAgQEAAJEBAABmAgAAmQIAAOgBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"WAAAAI8AAABpAAAAIwAAAB0AAAAQAAAAJgAAAB8AAAAdAAAAIAAAAB4AAAAQAAAAGwAAAB4AAAAjAAAAJwAAACQAAAAiAAAAKAAAACIAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"w/UoXI/CE0CkcD0K16MKQOF6FK5H4QRA9ihcj8L1GECkcD0K16MTQIXrUbgehRFASOF6FK5HEUCkcD0K16MSQPYoXI/C9RlAmpmZmZmZDUCF61G4HoUNQClcj8L1KBRA9ihcj8L1E0CF61G4HoURQDMzMzMzMxFAuB6F61G4CEDXo3A9CtcJQMP1KFyPwhNAZmZmZmZmFUBxPQrXo3APQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ov///13///9U////H////9P+//+j////ff///9/+//+Y////G/////3+//8Z////9f7//07///+F////af///4H///+M/v//FP///3r+//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"qwIAAPUAAABrAgAAHwcAAJYDAABHBQAA/gYAAO4DAABzAwAAwgQAAI4DAAAmAgAAIQgAAHgBAAAhAQAAXwIAAHQLAACoAgAArQIAABwFAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR6D/2KFyPwvX0PxSuR+F6FPY/9ihcj8L1/D9cj8L1KFwDQAAAAAAAAOg/zczMzMzM8D+kcD0K16MCQOF6FK5H4eo/mpmZmZmZ/T+kcD0K16MAQMP1KFyPwv0/H4XrUbgeAUDhehSuR+H2P65H4XoUru8/hetRuB6F8z9SuB6F61HwP+xRuB6F6wdAZmZmZmZm/j8fhetRuB4JQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"/Knx0k1iUL/8qfHSTWKgv9NNYhBYObS/TDeJQWDlwL/Xo3A9CtfDvylcj8L1KLy/O99PjZduor/jpZvEILCyvylcj8L1KKy/8KfGSzeJwb+iRbbz/dTIvxsv3SQGgaW/BoGVQ4tsx7+cxCCwcmihvxkEVg4tsp2/y6FFtvP9tL+F61G4HoXLv+xRuB6F68G/aJHtfD81vr85tMh2vp/Kvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"YQAAAGwAAAA3AAAAfAAAAIAAAAArAAAAggAAAHEAAABzAAAAWQAAAFsAAABSAAAAeAAAABMAAAAVAAAAHwAAAI4AAABIAAAAgQAAAHAAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAAAoAAAAXAAAAEQAAACsAAAAiAAAASgAAAAQAAAA3AAAABgAAAFgAAAAXAAAAOgAAABEAAAAdAAAAfgAAAAwAAAABAAAAAAAAADoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP6j8zMzMzMzPjP65H4XoUrtc/pHA9Ctej6D97FK5H4XqUP7gehetRuOY/AAAAAAAA8D+4HoXrUbjePx+F61G4HuU/ZmZmZmZm7j8zMzMzMzPDP3sUrkfheoQ/zczMzMzM7D+amZmZmZmpP5qZmZmZmak/uB6F61G4nj+F61G4HoXrP+F6FK5H4do/exSuR+F6xD/2KFyPwvXYPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"thgAAPAOAAA6FwAAgBgAAKISAACbMQAAIhAAAPYTAABRGwAALRQAALgTAADRHQAAIBQAAOFvAAB/YwAAeTAAABMLAAAbIQAAMxQAABgRAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Ofz//x36//+z8///5vj//872//979///E/z//wX2//96/P//7PX//9n0///99P//W/f//2zb//8t6f//7uz//4D8///w6///1vj//1zy//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[614,614],[414,414],[324,324],[776,776],[611,611],[544,544],[538,538],[579,579],[806,806],[459,459],[458,458],[626,626],[621,621],[544,544],[535,535],[385,385],[401,401],[614,614],[665,665],[488,488]]],[\"__ys\",[[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1427\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1428\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1423\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1424\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1425\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1438\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1429\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1430\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1431\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PAAAAD0AAAA+AAAAPwAAAEAAAABBAAAAQgAAAEMAAABEAAAARQAAAEYAAABHAAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_05_30\",\"2013_05_30\",\"2013_05_30\",\"2013_06_03\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AgAAAAMAAAAEAAAAAQAAAAIAAAADAAAAAQAAAAEAAAACAAAAAwAAAAQAAAABAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"rAAAAI4AAAAlAAAAxQEAAGMBAAAWAAAA9gEAABEBAADQAgAARgIAAMYAAADGAAAAVQIAAAQCAAAvAwAAkgEAAF0CAADHAgAAZgIAANQBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GgAAABQAAAA3AAAAJgAAAB8AAAAhAAAASgAAABoAAAAbAAAAIQAAABcAAAAGAAAAHQAAAB8AAAAiAAAAJgAAACcAAABMAAAAIQAAACQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"exSuR+F69D/NzMzMzMzwP+xRuB6F69E/9ihcj8L1CkAfhetRuB4FQMP1KFyPwsU/7FG4HoXrDUA9CtejcD0AQHE9CtejcBVAXI/C9ShcEUCF61G4HoX3P4XrUbgehfc/w/UoXI/CEUC4HoXrUbgOQEjhehSuRxhAAAAAAAAACEAAAAAAAAASQDMzMzMzMxVASOF6FK5HEkDXo3A9CtcLQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"OP7//z////8U////H////yf///9f////df////j+//+q/v//Gf///y/////c/v//rf7//43+//+1/v//0v7//yj///9d////kf7//yb///8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zgEAAPoAAADnAgAATAMAANgCAADYAQAAvwMAAEwDAADrBQAAFwEAAJMFAAA6CwAAmxAAAHICAADmBAAA2gMAAFsGAADlBwAAVgUAAPUEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMzC0AK16NwPQr3Pylcj8L1KPw/4XoUrkfh+j/D9Shcj8L5PzMzMzMzM/M/pHA9Ctej8D+F61G4HoX/P2ZmZmZmZgRAhetRuB6F+z/NzMzMzMz4P1yPwvUoXAFAPQrXo3A9BEAUrkfhehQGQMP1KFyPwgNAAAAAAAAAAkDD9Shcj8L5P1yPwvUoXPM/16NwPQrXBUAUrkfhehT6Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"mpmZmZmZqb+q8dJNYhCovxBYObTIdr6/KVyPwvUovL9aZDvfT42Xvzm0yHa+n6q/YhBYObTItr97FK5H4XrEvyGwcmiR7cy/TDeJQWDloL+HFtnO91PDvxkEVg4tss2/lkOLbOf70b+q8dJNYhC4v4PAyqFFtrO/CKwcWmQ7v7+YbhKDwMrBvy2yne+nxsu/8tJNYhBYyb8IrBxaZDu/vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"hQAAADkAAAAzAAAAjgAAAK4AAAA4AAAAQQAAAHwAAACJAAAAPAAAAG4AAACRAAAAvwAAAFMAAACXAAAAdQAAAHsAAACBAAAAgAAAAIEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAEoAAAAsAAAAbAAAACcAAAAEAAAATQAAAFEAAAAAAAAABAAAAEUAAAAyAAAADAAAABIAAAAUAAAAHgAAABQAAAAqAAAAbAAAAEQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KVyPwvUo7D+PwvUoXI/qP0jhehSuR+E/uB6F61G43j9cj8L1KFzvP3sUrkfhepQ/H4XrUbge7T+PwvUoXI/SP4/C9Shcj+o/uB6F61G4nj/hehSuR+HqP65H4XoUru8/AAAAAAAA8D+4HoXrUbi+P7gehetRuOY/7FG4HoXrsT8AAAAAAADwPwrXo3A9Cu8/cT0K16Nw3T+F61G4HoXjPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EQUAAMIJAADfAgAAaQwAAPUHAACNAQAAIR4AAJ0IAACLFAAA6SUAAAEHAABZBQAALAwAACgYAAAKFQAAdg0AAEATAAB6FQAAqBIAACEOAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"kPL//7jy///Z7f//0/n//yP7///O9P//o/f//6j3//8/9v//+fD//5/4//8e+P//FPn//6Hu//9y9///4fX//yH5//8X+///1/T//2j5//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[172,172],[142,142],[37,37],[453,453],[355,355],[22,22],[502,502],[273,273],[720,720],[582,582],[198,198],[198,198],[597,597],[516,516],[815,815],[402,402],[605,605],[711,711],[614,614],[468,468]]],[\"__ys\",[[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1439\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1440\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1435\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1436\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1437\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1447\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1441\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1442\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1443\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQDMzMzMzM4BAMzMzMzMzgEBmZmZmZr6IQGZmZmZmvohAzMzMzMykkEDMzMzMzKSQQGZmZmZm6pRAZmZmZmbqlEAAAAAAADCZQAAAAAAAMJlA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"II\",0.0],[\"II\",0.375],[\"II\",0.375],[\"II\",0.328125],[\"II\",0.328125],[\"II\",0.046875],[\"II\",0.046875],[\"II\",0.046875],[\"II\",0.046875],[\"II\",0.140625],[\"II\",0.140625],[\"II\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1448\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1449\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1444\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1445\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1446\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1456\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1450\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1451\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1452\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQDMzMzMzM4BAMzMzMzMzgEBmZmZmZr6IQGZmZmZmvohAzMzMzMykkEDMzMzMzKSQQGZmZmZm6pRAZmZmZmbqlEAAAAAAADCZQAAAAAAAMJlA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"II\",0.0],[\"II\",0.375],[\"II\",0.375],[\"II\",0.328125],[\"II\",0.328125],[\"II\",0.046875],[\"II\",0.046875],[\"II\",0.046875],[\"II\",0.046875],[\"II\",0.140625],[\"II\",0.140625],[\"II\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1457\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1458\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1453\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#ff7e0e\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1454\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#ff7e0e\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1455\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#ff7e0e\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1468\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1459\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1460\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1461\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAABAAAAARAAAAEgAAABMAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_02_26\",\"2013_02_26\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAAFAAAAAQAAAAIAAAADAAAABAAAAAUAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"tQQAAN8JAADRBgAAFAYAAO0BAADkCAAALAIAAIgHAABRCgAAaQcAAGMHAAAJBgAAGwUAAJwGAAAHBgAAAgUAAAcDAADwBwAA2AQAANkBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LgAAACwAAAAiAAAAKQAAACQAAAAfAAAAKwAAAC4AAAAyAAAAKQAAACgAAAAwAAAAHQAAAB8AAAAmAAAAHwAAACIAAAA8AAAAIgAAACgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMz/z9SuB6F61EQQI/C9ShcjwZAFK5H4XoUBECamZmZmZnpP3E9CtejcA1AzczMzMzM7D/hehSuR+EIQBSuR+F6FBFAexSuR+F6CEB7FK5H4XoIQAAAAAAAAARA4XoUrkfhAEDXo3A9CtcFQOxRuB6F6wNAj8L1KFyPAEAAAAAAAAD0Pz0K16NwPQpAAAAAAAAAAEBSuB6F61HoPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"7/z//yn8//+u/P//Of7//zL8//+w/f//AP7//9z8//9O/f//Mv7//wL9//81/f//m/3//1v9///w/f//PP7//1L+//90/f//TP3//+j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"dAMAAPgAAADTAAAAAQQAAPMBAADJAwAAQwMAAPwBAADrAQAARwMAAC0EAACJAgAANQcAAJUDAADuAgAAEQMAAEUDAADmAQAAigMAAMIEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR9D9xPQrXo3D5P+xRuB6F6/U/rkfhehSu5z8fhetRuB75P7gehetRuO4/j8L1KFyP6j/NzMzMzMz0P+xRuB6F6/E/AAAAAAAA6D/Xo3A9CtfzP2ZmZmZmZvI/rkfhehSu7z9xPQrXo3DxPzMzMzMzM+s/XI/C9Shc5z9mZmZmZmbmP83MzMzMzPA/7FG4HoXr8T/Xo3A9CtfrPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP0r9eukkMAivHv39qvHSTGMS/w/UoXI/Cxb/fT42XbhLbv7pJDAIrh8a/PQrXo3A90r89CtejcD3Sv2Q730+Nl86/y6FFtvP91L9SuB6F61HYv99PjZduEtO/+n5qvHST6L9zaJHtfD/dv2Q730+Nl9a//tR46SYx0L9Ei2zn+6nRv6abxCCwctC/fT81XrpJ1L+mm8QgsHLYvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gwEAAGUAAABTAAAASgEAAPUAAABVAQAAZwEAAPYAAAANAQAACgEAAJgBAACNAAAAxwEAALoAAACZAAAAIgEAAAEBAACTAAAAbAEAAAMBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAF4AAABPAAAAngAAANgAAABqAAAAbgAAALIAAADgAAAAsAAAACEAAABwAAAAXAAAAIEAAACUAAAAaQAAAHwAAACGAAAABAEAAKgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PQrXo3A96j/sUbgeheuxP5qZmZmZmak/pHA9Ctej4D+4HoXrUbi+PxSuR+F6FOY/FK5H4XoU5j/sUbgehevRP8P1KFyPwsU/w/UoXI/C1T9xPQrXo3DtP+F6FK5H4co/mpmZmZmZ6T/Xo3A9CtfTP7gehetRuJ4/exSuR+F65D+kcD0K16PgPwrXo3A9Crc/7FG4HoXr0T9mZmZmZmbWPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LQwAAFthAAAcUgAAbhIAANwHAAAUGgAADgYAAJgeAABgJgAA0hsAAB4SAADDKgAAOgsAAIEjAABvJwAAQxEAAMsLAADYNQAATg0AACYHAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Evj//yHa//8B2P//m/r//3nw//83+f//bfr//z7z///49f//O/n//6n4//847P//vPr//8zx//+D8v//6/n//3P5//+37v//k/j//+f3//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1205,1205],[2527,2527],[1745,1745],[1556,1556],[493,493],[2276,2276],[556,556],[1928,1928],[2641,2641],[1897,1897],[1891,1891],[1545,1545],[1307,1307],[1692,1692],[1543,1543],[1282,1282],[775,775],[2032,2032],[1240,1240],[473,473]]],[\"__ys\",[[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1469\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1470\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1465\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1466\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1467\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1480\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1471\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1472\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1473\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"FAAAABUAAAAWAAAAFwAAABgAAAAZAAAAGgAAABsAAAAcAAAAHQAAAB4AAAAfAAAAIAAAACEAAAAiAAAAIwAAACQAAAAlAAAAJgAAACcAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_28\",\"2013_03_28\",\"2013_04_03\",\"2013_04_03\",\"2013_04_08\",\"2013_04_08\",\"2013_04_08\",\"2013_04_12\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAABAAAAAgAAAAEAAAACAAAAAwAAAAEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"TAYAAF0CAABHAQAAsgMAAB0CAAADBgAAEQIAAHQCAACtBQAAKQEAAL8CAAANAQAA7wIAAPUAAACeBAAAAwIAALMBAAB/AQAAyQEAANoCAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EgAAADcAAAAzAAAAOwAAACEAAAArAAAAHAAAAB8AAABIAAAAKgAAACEAAAA5AAAAJwAAABUAAAAcAAAAHQAAABoAAAAfAAAADwAAACoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetRDkC4HoXrUbj2P6RwPQrXo+g/16NwPQrXAUBSuB6F61H0P/YoXI/C9QxA16NwPQrX8z+uR+F6FK73P1yPwvUoXAtAZmZmZmZm5j9mZmZmZmb6Pylcj8L1KOQ/UrgehetR/D+PwvUoXI/iPz0K16NwPQZAXI/C9Shc8z9SuB6F61HwP83MzMzMzOw/SOF6FK5H8T+F61G4HoX7Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"cf3//9z+//8K////C////9f9//9o/f//+/7//039//+k////yv3//yH///8A/v//Hf///8P9///2/f//qf3//5T+//8r/v//tPz//3j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwwAAO0EAADkBQAAMQcAADYMAADlAgAAsgkAAOYDAAB0BgAAqAMAAGgIAAC9AAAAqwQAALoFAACtBAAAzgUAAPkDAADOAwAADAMAABIDAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej+D8UrkfhehTmP4/C9Shcj+I/j8L1KFyP4j/NzMzMzMz0P/YoXI/C9fg/hetRuB6F4z8UrkfhehT6Pylcj8L1KMw/SOF6FK5H9T+kcD0K16PgPzMzMzMzM/M/9ihcj8L14D+amZmZmZn1P65H4XoUrvM/j8L1KFyP9j+F61G4HoXrP5qZmZmZmfE/16NwPQrX/z9SuB6F61H4Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej2L83iUFg5dDSvz81XrpJDNK/w/UoXI/C1b/ZzvdT46Xbv1pkO99Pjae/5dAi2/l+2r+TGARWDi2yv/yp8dJNYoC/Gy/dJAaBtb+Nl24Sg8DKvylcj8L1KKy/ObTIdr6fmr+F61G4HoXLv2iR7Xw/Nb6/IbByaJHtzL81XrpJDALLv6RwPQrXo9C/y6FFtvP91L9g5dAi2/m+vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XAEAAPgAAACCAAAAagAAABQBAABVAAAARQEAAPIAAACIAAAAfgAAAO0AAAAdAAAAzgAAAL4AAAAZAQAA2QAAAL0AAADdAAAAqwAAAI4AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAABgAAAAiAAAAGgAAABAAAAAYAAAAIQAAAEMAAAAAAAAABAAAAAgAAAAcAAAAAAAAAC4AAAAAAAAAAAAAAFkAAABIAAAAagAAACsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"uB6F61G47j/NzMzMzMzsP65H4XoUruc/UrgehetR6D8UrkfhehTuPwrXo3A9Cuc/zczMzMzM7D8K16NwPQrnPwAAAAAAAPA/CtejcD0K7z8K16NwPQrvP7gehetRuJ4/AAAAAAAA8D9SuB6F61HoPwAAAAAAAPA/AAAAAAAA8D/2KFyPwvXgP3E9CtejcOU/UrgehetR2D9mZmZmZmbmPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GRIAAIkJAADVCQAAvSIAAKcHAACZRgAAWwYAACgKAACVKQAAPwkAAJwLAAA/JAAAPw4AAAgFAAB1EAAAQQkAAP4IAADJBgAAaQoAAB0UAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"p/j//2f7//+a+P//A/f//yz4//+G4f//3fz//9T0//9a/f//Zu7//1L8//8Mu///s/v//zr0//+8+P//O/X//3n4//+v9///w+z//yPu//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1612,1612],[605,605],[327,327],[946,946],[541,541],[1539,1539],[529,529],[628,628],[1453,1453],[297,297],[703,703],[269,269],[751,751],[245,245],[1182,1182],[515,515],[435,435],[383,383],[457,457],[730,730]]],[\"__ys\",[[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1481\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1482\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1477\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1478\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1479\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1492\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1483\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1484\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1485\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KAAAACkAAAAqAAAAKwAAACwAAAAtAAAALgAAAC8AAAAwAAAAMQAAADIAAAAzAAAANAAAADUAAAA2AAAANwAAADgAAAA5AAAAOgAAADsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAAAQAAAAIAAAADAAAAAQAAAAIAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ZgIAAJ4BAABEAQAACAMAAGMCAAAgAgAAGgIAAEMCAAAmAwAAywEAAMoBAAByAgAAbQIAACACAAAXAgAAgQEAAJEBAABmAgAAmQIAAOgBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"WAAAAI8AAABpAAAAIwAAAB0AAAAQAAAAJgAAAB8AAAAdAAAAIAAAAB4AAAAQAAAAGwAAAB4AAAAjAAAAJwAAACQAAAAiAAAAKAAAACIAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"w/UoXI/CE0CkcD0K16MKQOF6FK5H4QRA9ihcj8L1GECkcD0K16MTQIXrUbgehRFASOF6FK5HEUCkcD0K16MSQPYoXI/C9RlAmpmZmZmZDUCF61G4HoUNQClcj8L1KBRA9ihcj8L1E0CF61G4HoURQDMzMzMzMxFAuB6F61G4CEDXo3A9CtcJQMP1KFyPwhNAZmZmZmZmFUBxPQrXo3APQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ov///13///9U////H////9P+//+j////ff///9/+//+Y////G/////3+//8Z////9f7//07///+F////af///4H///+M/v//FP///3r+//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"qwIAAPUAAABrAgAAHwcAAJYDAABHBQAA/gYAAO4DAABzAwAAwgQAAI4DAAAmAgAAIQgAAHgBAAAhAQAAXwIAAHQLAACoAgAArQIAABwFAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR6D/2KFyPwvX0PxSuR+F6FPY/9ihcj8L1/D9cj8L1KFwDQAAAAAAAAOg/zczMzMzM8D+kcD0K16MCQOF6FK5H4eo/mpmZmZmZ/T+kcD0K16MAQMP1KFyPwv0/H4XrUbgeAUDhehSuR+H2P65H4XoUru8/hetRuB6F8z9SuB6F61HwP+xRuB6F6wdAZmZmZmZm/j8fhetRuB4JQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"/Knx0k1iUL/8qfHSTWKgv9NNYhBYObS/TDeJQWDlwL/Xo3A9CtfDvylcj8L1KLy/O99PjZduor/jpZvEILCyvylcj8L1KKy/8KfGSzeJwb+iRbbz/dTIvxsv3SQGgaW/BoGVQ4tsx7+cxCCwcmihvxkEVg4tsp2/y6FFtvP9tL+F61G4HoXLv+xRuB6F68G/aJHtfD81vr85tMh2vp/Kvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"YQAAAGwAAAA3AAAAfAAAAIAAAAArAAAAggAAAHEAAABzAAAAWQAAAFsAAABSAAAAeAAAABMAAAAVAAAAHwAAAI4AAABIAAAAgQAAAHAAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAAAoAAAAXAAAAEQAAACsAAAAiAAAASgAAAAQAAAA3AAAABgAAAFgAAAAXAAAAOgAAABEAAAAdAAAAfgAAAAwAAAABAAAAAAAAADoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP6j8zMzMzMzPjP65H4XoUrtc/pHA9Ctej6D97FK5H4XqUP7gehetRuOY/AAAAAAAA8D+4HoXrUbjePx+F61G4HuU/ZmZmZmZm7j8zMzMzMzPDP3sUrkfheoQ/zczMzMzM7D+amZmZmZmpP5qZmZmZmak/uB6F61G4nj+F61G4HoXrP+F6FK5H4do/exSuR+F6xD/2KFyPwvXYPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"thgAAPAOAAA6FwAAgBgAAKISAACbMQAAIhAAAPYTAABRGwAALRQAALgTAADRHQAAIBQAAOFvAAB/YwAAeTAAABMLAAAbIQAAMxQAABgRAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Ofz//x36//+z8///5vj//872//979///E/z//wX2//96/P//7PX//9n0///99P//W/f//2zb//8t6f//7uz//4D8///w6///1vj//1zy//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[614,614],[414,414],[324,324],[776,776],[611,611],[544,544],[538,538],[579,579],[806,806],[459,459],[458,458],[626,626],[621,621],[544,544],[535,535],[385,385],[401,401],[614,614],[665,665],[488,488]]],[\"__ys\",[[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1493\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1494\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1489\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1490\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1491\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1504\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1495\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1496\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1497\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PAAAAD0AAAA+AAAAPwAAAEAAAABBAAAAQgAAAEMAAABEAAAARQAAAEYAAABHAAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_05_30\",\"2013_05_30\",\"2013_05_30\",\"2013_06_03\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AgAAAAMAAAAEAAAAAQAAAAIAAAADAAAAAQAAAAEAAAACAAAAAwAAAAQAAAABAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"rAAAAI4AAAAlAAAAxQEAAGMBAAAWAAAA9gEAABEBAADQAgAARgIAAMYAAADGAAAAVQIAAAQCAAAvAwAAkgEAAF0CAADHAgAAZgIAANQBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GgAAABQAAAA3AAAAJgAAAB8AAAAhAAAASgAAABoAAAAbAAAAIQAAABcAAAAGAAAAHQAAAB8AAAAiAAAAJgAAACcAAABMAAAAIQAAACQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"exSuR+F69D/NzMzMzMzwP+xRuB6F69E/9ihcj8L1CkAfhetRuB4FQMP1KFyPwsU/7FG4HoXrDUA9CtejcD0AQHE9CtejcBVAXI/C9ShcEUCF61G4HoX3P4XrUbgehfc/w/UoXI/CEUC4HoXrUbgOQEjhehSuRxhAAAAAAAAACEAAAAAAAAASQDMzMzMzMxVASOF6FK5HEkDXo3A9CtcLQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"OP7//z////8U////H////yf///9f////df////j+//+q/v//Gf///y/////c/v//rf7//43+//+1/v//0v7//yj///9d////kf7//yb///8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zgEAAPoAAADnAgAATAMAANgCAADYAQAAvwMAAEwDAADrBQAAFwEAAJMFAAA6CwAAmxAAAHICAADmBAAA2gMAAFsGAADlBwAAVgUAAPUEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMzC0AK16NwPQr3Pylcj8L1KPw/4XoUrkfh+j/D9Shcj8L5PzMzMzMzM/M/pHA9Ctej8D+F61G4HoX/P2ZmZmZmZgRAhetRuB6F+z/NzMzMzMz4P1yPwvUoXAFAPQrXo3A9BEAUrkfhehQGQMP1KFyPwgNAAAAAAAAAAkDD9Shcj8L5P1yPwvUoXPM/16NwPQrXBUAUrkfhehT6Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"mpmZmZmZqb+q8dJNYhCovxBYObTIdr6/KVyPwvUovL9aZDvfT42Xvzm0yHa+n6q/YhBYObTItr97FK5H4XrEvyGwcmiR7cy/TDeJQWDloL+HFtnO91PDvxkEVg4tss2/lkOLbOf70b+q8dJNYhC4v4PAyqFFtrO/CKwcWmQ7v7+YbhKDwMrBvy2yne+nxsu/8tJNYhBYyb8IrBxaZDu/vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"hQAAADkAAAAzAAAAjgAAAK4AAAA4AAAAQQAAAHwAAACJAAAAPAAAAG4AAACRAAAAvwAAAFMAAACXAAAAdQAAAHsAAACBAAAAgAAAAIEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAEoAAAAsAAAAbAAAACcAAAAEAAAATQAAAFEAAAAAAAAABAAAAEUAAAAyAAAADAAAABIAAAAUAAAAHgAAABQAAAAqAAAAbAAAAEQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KVyPwvUo7D+PwvUoXI/qP0jhehSuR+E/uB6F61G43j9cj8L1KFzvP3sUrkfhepQ/H4XrUbge7T+PwvUoXI/SP4/C9Shcj+o/uB6F61G4nj/hehSuR+HqP65H4XoUru8/AAAAAAAA8D+4HoXrUbi+P7gehetRuOY/7FG4HoXrsT8AAAAAAADwPwrXo3A9Cu8/cT0K16Nw3T+F61G4HoXjPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EQUAAMIJAADfAgAAaQwAAPUHAACNAQAAIR4AAJ0IAACLFAAA6SUAAAEHAABZBQAALAwAACgYAAAKFQAAdg0AAEATAAB6FQAAqBIAACEOAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"kPL//7jy///Z7f//0/n//yP7///O9P//o/f//6j3//8/9v//+fD//5/4//8e+P//FPn//6Hu//9y9///4fX//yH5//8X+///1/T//2j5//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[172,172],[142,142],[37,37],[453,453],[355,355],[22,22],[502,502],[273,273],[720,720],[582,582],[198,198],[198,198],[597,597],[516,516],[815,815],[402,402],[605,605],[711,711],[614,614],[468,468]]],[\"__ys\",[[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1505\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1506\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1501\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1502\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1503\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1513\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1507\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1508\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1509\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QGZmZmZmRnpAZmZmZmZGekBmZmZmZiaAQGZmZmZmJoBAmpmZmZkpg0CamZmZmSmDQM3MzMzMLIZAzczMzMwshkAAAAAAADCJQAAAAAAAMIlA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"III\",0.0],[\"III\",0.1875],[\"III\",0.1875],[\"III\",0.140625],[\"III\",0.140625],[\"III\",0.28125],[\"III\",0.28125],[\"III\",0.234375],[\"III\",0.234375],[\"III\",0.09375],[\"III\",0.09375],[\"III\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1514\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1515\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1510\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1511\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1512\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1522\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1516\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1517\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1518\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QGZmZmZmRnpAZmZmZmZGekBmZmZmZiaAQGZmZmZmJoBAmpmZmZkpg0CamZmZmSmDQM3MzMzMLIZAzczMzMwshkAAAAAAADCJQAAAAAAAMIlA\"},\"shape\":[12],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"III\",0.0],[\"III\",0.1875],[\"III\",0.1875],[\"III\",0.140625],[\"III\",0.140625],[\"III\",0.28125],[\"III\",0.28125],[\"III\",0.234375],[\"III\",0.234375],[\"III\",0.09375],[\"III\",0.09375],[\"III\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1523\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1524\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1519\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#2ba02b\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1520\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#2ba02b\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1521\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#2ba02b\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1534\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1525\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1526\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1527\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAABAAAAARAAAAEgAAABMAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_02_26\",\"2013_02_26\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAAFAAAAAQAAAAIAAAADAAAABAAAAAUAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"tQQAAN8JAADRBgAAFAYAAO0BAADkCAAALAIAAIgHAABRCgAAaQcAAGMHAAAJBgAAGwUAAJwGAAAHBgAAAgUAAAcDAADwBwAA2AQAANkBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LgAAACwAAAAiAAAAKQAAACQAAAAfAAAAKwAAAC4AAAAyAAAAKQAAACgAAAAwAAAAHQAAAB8AAAAmAAAAHwAAACIAAAA8AAAAIgAAACgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMz/z9SuB6F61EQQI/C9ShcjwZAFK5H4XoUBECamZmZmZnpP3E9CtejcA1AzczMzMzM7D/hehSuR+EIQBSuR+F6FBFAexSuR+F6CEB7FK5H4XoIQAAAAAAAAARA4XoUrkfhAEDXo3A9CtcFQOxRuB6F6wNAj8L1KFyPAEAAAAAAAAD0Pz0K16NwPQpAAAAAAAAAAEBSuB6F61HoPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"7/z//yn8//+u/P//Of7//zL8//+w/f//AP7//9z8//9O/f//Mv7//wL9//81/f//m/3//1v9///w/f//PP7//1L+//90/f//TP3//+j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"dAMAAPgAAADTAAAAAQQAAPMBAADJAwAAQwMAAPwBAADrAQAARwMAAC0EAACJAgAANQcAAJUDAADuAgAAEQMAAEUDAADmAQAAigMAAMIEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR9D9xPQrXo3D5P+xRuB6F6/U/rkfhehSu5z8fhetRuB75P7gehetRuO4/j8L1KFyP6j/NzMzMzMz0P+xRuB6F6/E/AAAAAAAA6D/Xo3A9CtfzP2ZmZmZmZvI/rkfhehSu7z9xPQrXo3DxPzMzMzMzM+s/XI/C9Shc5z9mZmZmZmbmP83MzMzMzPA/7FG4HoXr8T/Xo3A9CtfrPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP0r9eukkMAivHv39qvHSTGMS/w/UoXI/Cxb/fT42XbhLbv7pJDAIrh8a/PQrXo3A90r89CtejcD3Sv2Q730+Nl86/y6FFtvP91L9SuB6F61HYv99PjZduEtO/+n5qvHST6L9zaJHtfD/dv2Q730+Nl9a//tR46SYx0L9Ei2zn+6nRv6abxCCwctC/fT81XrpJ1L+mm8QgsHLYvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gwEAAGUAAABTAAAASgEAAPUAAABVAQAAZwEAAPYAAAANAQAACgEAAJgBAACNAAAAxwEAALoAAACZAAAAIgEAAAEBAACTAAAAbAEAAAMBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAF4AAABPAAAAngAAANgAAABqAAAAbgAAALIAAADgAAAAsAAAACEAAABwAAAAXAAAAIEAAACUAAAAaQAAAHwAAACGAAAABAEAAKgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PQrXo3A96j/sUbgeheuxP5qZmZmZmak/pHA9Ctej4D+4HoXrUbi+PxSuR+F6FOY/FK5H4XoU5j/sUbgehevRP8P1KFyPwsU/w/UoXI/C1T9xPQrXo3DtP+F6FK5H4co/mpmZmZmZ6T/Xo3A9CtfTP7gehetRuJ4/exSuR+F65D+kcD0K16PgPwrXo3A9Crc/7FG4HoXr0T9mZmZmZmbWPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LQwAAFthAAAcUgAAbhIAANwHAAAUGgAADgYAAJgeAABgJgAA0hsAAB4SAADDKgAAOgsAAIEjAABvJwAAQxEAAMsLAADYNQAATg0AACYHAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Evj//yHa//8B2P//m/r//3nw//83+f//bfr//z7z///49f//O/n//6n4//847P//vPr//8zx//+D8v//6/n//3P5//+37v//k/j//+f3//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1205,1205],[2527,2527],[1745,1745],[1556,1556],[493,493],[2276,2276],[556,556],[1928,1928],[2641,2641],[1897,1897],[1891,1891],[1545,1545],[1307,1307],[1692,1692],[1543,1543],[1282,1282],[775,775],[2032,2032],[1240,1240],[473,473]]],[\"__ys\",[[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1535\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1536\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1531\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1532\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1533\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1546\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1537\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1538\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1539\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"FAAAABUAAAAWAAAAFwAAABgAAAAZAAAAGgAAABsAAAAcAAAAHQAAAB4AAAAfAAAAIAAAACEAAAAiAAAAIwAAACQAAAAlAAAAJgAAACcAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_28\",\"2013_03_28\",\"2013_04_03\",\"2013_04_03\",\"2013_04_08\",\"2013_04_08\",\"2013_04_08\",\"2013_04_12\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAABAAAAAgAAAAEAAAACAAAAAwAAAAEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"TAYAAF0CAABHAQAAsgMAAB0CAAADBgAAEQIAAHQCAACtBQAAKQEAAL8CAAANAQAA7wIAAPUAAACeBAAAAwIAALMBAAB/AQAAyQEAANoCAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EgAAADcAAAAzAAAAOwAAACEAAAArAAAAHAAAAB8AAABIAAAAKgAAACEAAAA5AAAAJwAAABUAAAAcAAAAHQAAABoAAAAfAAAADwAAACoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetRDkC4HoXrUbj2P6RwPQrXo+g/16NwPQrXAUBSuB6F61H0P/YoXI/C9QxA16NwPQrX8z+uR+F6FK73P1yPwvUoXAtAZmZmZmZm5j9mZmZmZmb6Pylcj8L1KOQ/UrgehetR/D+PwvUoXI/iPz0K16NwPQZAXI/C9Shc8z9SuB6F61HwP83MzMzMzOw/SOF6FK5H8T+F61G4HoX7Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"cf3//9z+//8K////C////9f9//9o/f//+/7//039//+k////yv3//yH///8A/v//Hf///8P9///2/f//qf3//5T+//8r/v//tPz//3j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwwAAO0EAADkBQAAMQcAADYMAADlAgAAsgkAAOYDAAB0BgAAqAMAAGgIAAC9AAAAqwQAALoFAACtBAAAzgUAAPkDAADOAwAADAMAABIDAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej+D8UrkfhehTmP4/C9Shcj+I/j8L1KFyP4j/NzMzMzMz0P/YoXI/C9fg/hetRuB6F4z8UrkfhehT6Pylcj8L1KMw/SOF6FK5H9T+kcD0K16PgPzMzMzMzM/M/9ihcj8L14D+amZmZmZn1P65H4XoUrvM/j8L1KFyP9j+F61G4HoXrP5qZmZmZmfE/16NwPQrX/z9SuB6F61H4Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej2L83iUFg5dDSvz81XrpJDNK/w/UoXI/C1b/ZzvdT46Xbv1pkO99Pjae/5dAi2/l+2r+TGARWDi2yv/yp8dJNYoC/Gy/dJAaBtb+Nl24Sg8DKvylcj8L1KKy/ObTIdr6fmr+F61G4HoXLv2iR7Xw/Nb6/IbByaJHtzL81XrpJDALLv6RwPQrXo9C/y6FFtvP91L9g5dAi2/m+vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XAEAAPgAAACCAAAAagAAABQBAABVAAAARQEAAPIAAACIAAAAfgAAAO0AAAAdAAAAzgAAAL4AAAAZAQAA2QAAAL0AAADdAAAAqwAAAI4AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAABgAAAAiAAAAGgAAABAAAAAYAAAAIQAAAEMAAAAAAAAABAAAAAgAAAAcAAAAAAAAAC4AAAAAAAAAAAAAAFkAAABIAAAAagAAACsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"uB6F61G47j/NzMzMzMzsP65H4XoUruc/UrgehetR6D8UrkfhehTuPwrXo3A9Cuc/zczMzMzM7D8K16NwPQrnPwAAAAAAAPA/CtejcD0K7z8K16NwPQrvP7gehetRuJ4/AAAAAAAA8D9SuB6F61HoPwAAAAAAAPA/AAAAAAAA8D/2KFyPwvXgP3E9CtejcOU/UrgehetR2D9mZmZmZmbmPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GRIAAIkJAADVCQAAvSIAAKcHAACZRgAAWwYAACgKAACVKQAAPwkAAJwLAAA/JAAAPw4AAAgFAAB1EAAAQQkAAP4IAADJBgAAaQoAAB0UAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"p/j//2f7//+a+P//A/f//yz4//+G4f//3fz//9T0//9a/f//Zu7//1L8//8Mu///s/v//zr0//+8+P//O/X//3n4//+v9///w+z//yPu//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1612,1612],[605,605],[327,327],[946,946],[541,541],[1539,1539],[529,529],[628,628],[1453,1453],[297,297],[703,703],[269,269],[751,751],[245,245],[1182,1182],[515,515],[435,435],[383,383],[457,457],[730,730]]],[\"__ys\",[[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1547\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1548\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1543\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1544\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1545\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1558\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1549\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1550\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1551\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KAAAACkAAAAqAAAAKwAAACwAAAAtAAAALgAAAC8AAAAwAAAAMQAAADIAAAAzAAAANAAAADUAAAA2AAAANwAAADgAAAA5AAAAOgAAADsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAAAQAAAAIAAAADAAAAAQAAAAIAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ZgIAAJ4BAABEAQAACAMAAGMCAAAgAgAAGgIAAEMCAAAmAwAAywEAAMoBAAByAgAAbQIAACACAAAXAgAAgQEAAJEBAABmAgAAmQIAAOgBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"WAAAAI8AAABpAAAAIwAAAB0AAAAQAAAAJgAAAB8AAAAdAAAAIAAAAB4AAAAQAAAAGwAAAB4AAAAjAAAAJwAAACQAAAAiAAAAKAAAACIAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"w/UoXI/CE0CkcD0K16MKQOF6FK5H4QRA9ihcj8L1GECkcD0K16MTQIXrUbgehRFASOF6FK5HEUCkcD0K16MSQPYoXI/C9RlAmpmZmZmZDUCF61G4HoUNQClcj8L1KBRA9ihcj8L1E0CF61G4HoURQDMzMzMzMxFAuB6F61G4CEDXo3A9CtcJQMP1KFyPwhNAZmZmZmZmFUBxPQrXo3APQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ov///13///9U////H////9P+//+j////ff///9/+//+Y////G/////3+//8Z////9f7//07///+F////af///4H///+M/v//FP///3r+//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"qwIAAPUAAABrAgAAHwcAAJYDAABHBQAA/gYAAO4DAABzAwAAwgQAAI4DAAAmAgAAIQgAAHgBAAAhAQAAXwIAAHQLAACoAgAArQIAABwFAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR6D/2KFyPwvX0PxSuR+F6FPY/9ihcj8L1/D9cj8L1KFwDQAAAAAAAAOg/zczMzMzM8D+kcD0K16MCQOF6FK5H4eo/mpmZmZmZ/T+kcD0K16MAQMP1KFyPwv0/H4XrUbgeAUDhehSuR+H2P65H4XoUru8/hetRuB6F8z9SuB6F61HwP+xRuB6F6wdAZmZmZmZm/j8fhetRuB4JQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"/Knx0k1iUL/8qfHSTWKgv9NNYhBYObS/TDeJQWDlwL/Xo3A9CtfDvylcj8L1KLy/O99PjZduor/jpZvEILCyvylcj8L1KKy/8KfGSzeJwb+iRbbz/dTIvxsv3SQGgaW/BoGVQ4tsx7+cxCCwcmihvxkEVg4tsp2/y6FFtvP9tL+F61G4HoXLv+xRuB6F68G/aJHtfD81vr85tMh2vp/Kvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"YQAAAGwAAAA3AAAAfAAAAIAAAAArAAAAggAAAHEAAABzAAAAWQAAAFsAAABSAAAAeAAAABMAAAAVAAAAHwAAAI4AAABIAAAAgQAAAHAAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAAAoAAAAXAAAAEQAAACsAAAAiAAAASgAAAAQAAAA3AAAABgAAAFgAAAAXAAAAOgAAABEAAAAdAAAAfgAAAAwAAAABAAAAAAAAADoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP6j8zMzMzMzPjP65H4XoUrtc/pHA9Ctej6D97FK5H4XqUP7gehetRuOY/AAAAAAAA8D+4HoXrUbjePx+F61G4HuU/ZmZmZmZm7j8zMzMzMzPDP3sUrkfheoQ/zczMzMzM7D+amZmZmZmpP5qZmZmZmak/uB6F61G4nj+F61G4HoXrP+F6FK5H4do/exSuR+F6xD/2KFyPwvXYPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"thgAAPAOAAA6FwAAgBgAAKISAACbMQAAIhAAAPYTAABRGwAALRQAALgTAADRHQAAIBQAAOFvAAB/YwAAeTAAABMLAAAbIQAAMxQAABgRAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Ofz//x36//+z8///5vj//872//979///E/z//wX2//96/P//7PX//9n0///99P//W/f//2zb//8t6f//7uz//4D8///w6///1vj//1zy//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[614,614],[414,414],[324,324],[776,776],[611,611],[544,544],[538,538],[579,579],[806,806],[459,459],[458,458],[626,626],[621,621],[544,544],[535,535],[385,385],[401,401],[614,614],[665,665],[488,488]]],[\"__ys\",[[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1559\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1560\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1555\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1556\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1557\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1570\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1561\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1562\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1563\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PAAAAD0AAAA+AAAAPwAAAEAAAABBAAAAQgAAAEMAAABEAAAARQAAAEYAAABHAAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_05_30\",\"2013_05_30\",\"2013_05_30\",\"2013_06_03\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AgAAAAMAAAAEAAAAAQAAAAIAAAADAAAAAQAAAAEAAAACAAAAAwAAAAQAAAABAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"rAAAAI4AAAAlAAAAxQEAAGMBAAAWAAAA9gEAABEBAADQAgAARgIAAMYAAADGAAAAVQIAAAQCAAAvAwAAkgEAAF0CAADHAgAAZgIAANQBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GgAAABQAAAA3AAAAJgAAAB8AAAAhAAAASgAAABoAAAAbAAAAIQAAABcAAAAGAAAAHQAAAB8AAAAiAAAAJgAAACcAAABMAAAAIQAAACQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"exSuR+F69D/NzMzMzMzwP+xRuB6F69E/9ihcj8L1CkAfhetRuB4FQMP1KFyPwsU/7FG4HoXrDUA9CtejcD0AQHE9CtejcBVAXI/C9ShcEUCF61G4HoX3P4XrUbgehfc/w/UoXI/CEUC4HoXrUbgOQEjhehSuRxhAAAAAAAAACEAAAAAAAAASQDMzMzMzMxVASOF6FK5HEkDXo3A9CtcLQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"OP7//z////8U////H////yf///9f////df////j+//+q/v//Gf///y/////c/v//rf7//43+//+1/v//0v7//yj///9d////kf7//yb///8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zgEAAPoAAADnAgAATAMAANgCAADYAQAAvwMAAEwDAADrBQAAFwEAAJMFAAA6CwAAmxAAAHICAADmBAAA2gMAAFsGAADlBwAAVgUAAPUEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMzC0AK16NwPQr3Pylcj8L1KPw/4XoUrkfh+j/D9Shcj8L5PzMzMzMzM/M/pHA9Ctej8D+F61G4HoX/P2ZmZmZmZgRAhetRuB6F+z/NzMzMzMz4P1yPwvUoXAFAPQrXo3A9BEAUrkfhehQGQMP1KFyPwgNAAAAAAAAAAkDD9Shcj8L5P1yPwvUoXPM/16NwPQrXBUAUrkfhehT6Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"mpmZmZmZqb+q8dJNYhCovxBYObTIdr6/KVyPwvUovL9aZDvfT42Xvzm0yHa+n6q/YhBYObTItr97FK5H4XrEvyGwcmiR7cy/TDeJQWDloL+HFtnO91PDvxkEVg4tss2/lkOLbOf70b+q8dJNYhC4v4PAyqFFtrO/CKwcWmQ7v7+YbhKDwMrBvy2yne+nxsu/8tJNYhBYyb8IrBxaZDu/vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"hQAAADkAAAAzAAAAjgAAAK4AAAA4AAAAQQAAAHwAAACJAAAAPAAAAG4AAACRAAAAvwAAAFMAAACXAAAAdQAAAHsAAACBAAAAgAAAAIEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAEoAAAAsAAAAbAAAACcAAAAEAAAATQAAAFEAAAAAAAAABAAAAEUAAAAyAAAADAAAABIAAAAUAAAAHgAAABQAAAAqAAAAbAAAAEQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KVyPwvUo7D+PwvUoXI/qP0jhehSuR+E/uB6F61G43j9cj8L1KFzvP3sUrkfhepQ/H4XrUbge7T+PwvUoXI/SP4/C9Shcj+o/uB6F61G4nj/hehSuR+HqP65H4XoUru8/AAAAAAAA8D+4HoXrUbi+P7gehetRuOY/7FG4HoXrsT8AAAAAAADwPwrXo3A9Cu8/cT0K16Nw3T+F61G4HoXjPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EQUAAMIJAADfAgAAaQwAAPUHAACNAQAAIR4AAJ0IAACLFAAA6SUAAAEHAABZBQAALAwAACgYAAAKFQAAdg0AAEATAAB6FQAAqBIAACEOAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"kPL//7jy///Z7f//0/n//yP7///O9P//o/f//6j3//8/9v//+fD//5/4//8e+P//FPn//6Hu//9y9///4fX//yH5//8X+///1/T//2j5//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[172,172],[142,142],[37,37],[453,453],[355,355],[22,22],[502,502],[273,273],[720,720],[582,582],[198,198],[198,198],[597,597],[516,516],[815,815],[402,402],[605,605],[711,711],[614,614],[468,468]]],[\"__ys\",[[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1571\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1572\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1567\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1568\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1569\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1579\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1573\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1574\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1575\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QFVVVVVV5XFAVVVVVVXlcUBVVVVVVTWBQFVVVVVVNYFAAAAAAAB4iUAAAAAAAHiJQA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"IV\",0.0],[\"IV\",0.328125],[\"IV\",0.328125],[\"IV\",0.28125],[\"IV\",0.28125],[\"IV\",0.328125],[\"IV\",0.328125],[\"IV\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1580\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1581\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1576\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1577\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1578\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1588\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1582\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1583\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1584\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QFVVVVVV5XFAVVVVVVXlcUBVVVVVVTWBQFVVVVVVNYFAAAAAAAB4iUAAAAAAAHiJQA==\"},\"shape\":[8],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"IV\",0.0],[\"IV\",0.328125],[\"IV\",0.328125],[\"IV\",0.28125],[\"IV\",0.28125],[\"IV\",0.328125],[\"IV\",0.328125],[\"IV\",0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1589\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1590\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1585\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#d62628\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1586\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#d62628\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1587\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#d62628\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1600\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1591\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1592\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1593\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAABAAAAARAAAAEgAAABMAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_02_26\",\"2013_02_26\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_01\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_05\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_12\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\",\"2013_03_15\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAAFAAAAAQAAAAIAAAADAAAABAAAAAUAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"tQQAAN8JAADRBgAAFAYAAO0BAADkCAAALAIAAIgHAABRCgAAaQcAAGMHAAAJBgAAGwUAAJwGAAAHBgAAAgUAAAcDAADwBwAA2AQAANkBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LgAAACwAAAAiAAAAKQAAACQAAAAfAAAAKwAAAC4AAAAyAAAAKQAAACgAAAAwAAAAHQAAAB8AAAAmAAAAHwAAACIAAAA8AAAAIgAAACgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMz/z9SuB6F61EQQI/C9ShcjwZAFK5H4XoUBECamZmZmZnpP3E9CtejcA1AzczMzMzM7D/hehSuR+EIQBSuR+F6FBFAexSuR+F6CEB7FK5H4XoIQAAAAAAAAARA4XoUrkfhAEDXo3A9CtcFQOxRuB6F6wNAj8L1KFyPAEAAAAAAAAD0Pz0K16NwPQpAAAAAAAAAAEBSuB6F61HoPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"7/z//yn8//+u/P//Of7//zL8//+w/f//AP7//9z8//9O/f//Mv7//wL9//81/f//m/3//1v9///w/f//PP7//1L+//90/f//TP3//+j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"dAMAAPgAAADTAAAAAQQAAPMBAADJAwAAQwMAAPwBAADrAQAARwMAAC0EAACJAgAANQcAAJUDAADuAgAAEQMAAEUDAADmAQAAigMAAMIEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR9D9xPQrXo3D5P+xRuB6F6/U/rkfhehSu5z8fhetRuB75P7gehetRuO4/j8L1KFyP6j/NzMzMzMz0P+xRuB6F6/E/AAAAAAAA6D/Xo3A9CtfzP2ZmZmZmZvI/rkfhehSu7z9xPQrXo3DxPzMzMzMzM+s/XI/C9Shc5z9mZmZmZmbmP83MzMzMzPA/7FG4HoXr8T/Xo3A9CtfrPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP0r9eukkMAivHv39qvHSTGMS/w/UoXI/Cxb/fT42XbhLbv7pJDAIrh8a/PQrXo3A90r89CtejcD3Sv2Q730+Nl86/y6FFtvP91L9SuB6F61HYv99PjZduEtO/+n5qvHST6L9zaJHtfD/dv2Q730+Nl9a//tR46SYx0L9Ei2zn+6nRv6abxCCwctC/fT81XrpJ1L+mm8QgsHLYvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"gwEAAGUAAABTAAAASgEAAPUAAABVAQAAZwEAAPYAAAANAQAACgEAAJgBAACNAAAAxwEAALoAAACZAAAAIgEAAAEBAACTAAAAbAEAAAMBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"RgAAAF4AAABPAAAAngAAANgAAABqAAAAbgAAALIAAADgAAAAsAAAACEAAABwAAAAXAAAAIEAAACUAAAAaQAAAHwAAACGAAAABAEAAKgAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PQrXo3A96j/sUbgeheuxP5qZmZmZmak/pHA9Ctej4D+4HoXrUbi+PxSuR+F6FOY/FK5H4XoU5j/sUbgehevRP8P1KFyPwsU/w/UoXI/C1T9xPQrXo3DtP+F6FK5H4co/mpmZmZmZ6T/Xo3A9CtfTP7gehetRuJ4/exSuR+F65D+kcD0K16PgPwrXo3A9Crc/7FG4HoXr0T9mZmZmZmbWPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"LQwAAFthAAAcUgAAbhIAANwHAAAUGgAADgYAAJgeAABgJgAA0hsAAB4SAADDKgAAOgsAAIEjAABvJwAAQxEAAMsLAADYNQAATg0AACYHAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Evj//yHa//8B2P//m/r//3nw//83+f//bfr//z7z///49f//O/n//6n4//847P//vPr//8zx//+D8v//6/n//3P5//+37v//k/j//+f3//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1205,1205],[2527,2527],[1745,1745],[1556,1556],[493,493],[2276,2276],[556,556],[1928,1928],[2641,2641],[1897,1897],[1891,1891],[1545,1545],[1307,1307],[1692,1692],[1543,1543],[1282,1282],[775,775],[2032,2032],[1240,1240],[473,473]]],[\"__ys\",[[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]],[[\"I\",0.07500000000000001],[\"I\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1601\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1602\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1597\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1598\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1599\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1612\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1603\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1604\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1605\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"FAAAABUAAAAWAAAAFwAAABgAAAAZAAAAGgAAABsAAAAcAAAAHQAAAB4AAAAfAAAAIAAAACEAAAAiAAAAIwAAACQAAAAlAAAAJgAAACcAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_19\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_21\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_25\",\"2013_03_28\",\"2013_03_28\",\"2013_04_03\",\"2013_04_03\",\"2013_04_08\",\"2013_04_08\",\"2013_04_08\",\"2013_04_12\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAABAAAAAgAAAAEAAAACAAAAAwAAAAEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"TAYAAF0CAABHAQAAsgMAAB0CAAADBgAAEQIAAHQCAACtBQAAKQEAAL8CAAANAQAA7wIAAPUAAACeBAAAAwIAALMBAAB/AQAAyQEAANoCAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EgAAADcAAAAzAAAAOwAAACEAAAArAAAAHAAAAB8AAABIAAAAKgAAACEAAAA5AAAAJwAAABUAAAAcAAAAHQAAABoAAAAfAAAADwAAACoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetRDkC4HoXrUbj2P6RwPQrXo+g/16NwPQrXAUBSuB6F61H0P/YoXI/C9QxA16NwPQrX8z+uR+F6FK73P1yPwvUoXAtAZmZmZmZm5j9mZmZmZmb6Pylcj8L1KOQ/UrgehetR/D+PwvUoXI/iPz0K16NwPQZAXI/C9Shc8z9SuB6F61HwP83MzMzMzOw/SOF6FK5H8T+F61G4HoX7Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"cf3//9z+//8K////C////9f9//9o/f//+/7//039//+k////yv3//yH///8A/v//Hf///8P9///2/f//qf3//5T+//8r/v//tPz//3j9//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwwAAO0EAADkBQAAMQcAADYMAADlAgAAsgkAAOYDAAB0BgAAqAMAAGgIAAC9AAAAqwQAALoFAACtBAAAzgUAAPkDAADOAwAADAMAABIDAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej+D8UrkfhehTmP4/C9Shcj+I/j8L1KFyP4j/NzMzMzMz0P/YoXI/C9fg/hetRuB6F4z8UrkfhehT6Pylcj8L1KMw/SOF6FK5H9T+kcD0K16PgPzMzMzMzM/M/9ihcj8L14D+amZmZmZn1P65H4XoUrvM/j8L1KFyP9j+F61G4HoXrP5qZmZmZmfE/16NwPQrX/z9SuB6F61H4Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"pHA9Ctej2L83iUFg5dDSvz81XrpJDNK/w/UoXI/C1b/ZzvdT46Xbv1pkO99Pjae/5dAi2/l+2r+TGARWDi2yv/yp8dJNYoC/Gy/dJAaBtb+Nl24Sg8DKvylcj8L1KKy/ObTIdr6fmr+F61G4HoXLv2iR7Xw/Nb6/IbByaJHtzL81XrpJDALLv6RwPQrXo9C/y6FFtvP91L9g5dAi2/m+vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"XAEAAPgAAACCAAAAagAAABQBAABVAAAARQEAAPIAAACIAAAAfgAAAO0AAAAdAAAAzgAAAL4AAAAZAQAA2QAAAL0AAADdAAAAqwAAAI4AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAABgAAAAiAAAAGgAAABAAAAAYAAAAIQAAAEMAAAAAAAAABAAAAAgAAAAcAAAAAAAAAC4AAAAAAAAAAAAAAFkAAABIAAAAagAAACsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"uB6F61G47j/NzMzMzMzsP65H4XoUruc/UrgehetR6D8UrkfhehTuPwrXo3A9Cuc/zczMzMzM7D8K16NwPQrnPwAAAAAAAPA/CtejcD0K7z8K16NwPQrvP7gehetRuJ4/AAAAAAAA8D9SuB6F61HoPwAAAAAAAPA/AAAAAAAA8D/2KFyPwvXgP3E9CtejcOU/UrgehetR2D9mZmZmZmbmPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GRIAAIkJAADVCQAAvSIAAKcHAACZRgAAWwYAACgKAACVKQAAPwkAAJwLAAA/JAAAPw4AAAgFAAB1EAAAQQkAAP4IAADJBgAAaQoAAB0UAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"p/j//2f7//+a+P//A/f//yz4//+G4f//3fz//9T0//9a/f//Zu7//1L8//8Mu///s/v//zr0//+8+P//O/X//3n4//+v9///w+z//yPu//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[1612,1612],[605,605],[327,327],[946,946],[541,541],[1539,1539],[529,529],[628,628],[1453,1453],[297,297],[703,703],[269,269],[751,751],[245,245],[1182,1182],[515,515],[435,435],[383,383],[457,457],[730,730]]],[\"__ys\",[[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]],[[\"II\",0.07500000000000001],[\"II\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1613\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1614\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1609\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1610\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1611\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1624\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1615\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1616\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1617\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KAAAACkAAAAqAAAAKwAAACwAAAAtAAAALgAAAC8AAAAwAAAAMQAAADIAAAAzAAAANAAAADUAAAA2AAAANwAAADgAAAA5AAAAOgAAADsAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\",\"2013_06_26\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AQAAAAIAAAADAAAAAQAAAAIAAAADAAAAAQAAAAIAAAABAAAAAgAAAAMAAAAEAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ZgIAAJ4BAABEAQAACAMAAGMCAAAgAgAAGgIAAEMCAAAmAwAAywEAAMoBAAByAgAAbQIAACACAAAXAgAAgQEAAJEBAABmAgAAmQIAAOgBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"WAAAAI8AAABpAAAAIwAAAB0AAAAQAAAAJgAAAB8AAAAdAAAAIAAAAB4AAAAQAAAAGwAAAB4AAAAjAAAAJwAAACQAAAAiAAAAKAAAACIAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"w/UoXI/CE0CkcD0K16MKQOF6FK5H4QRA9ihcj8L1GECkcD0K16MTQIXrUbgehRFASOF6FK5HEUCkcD0K16MSQPYoXI/C9RlAmpmZmZmZDUCF61G4HoUNQClcj8L1KBRA9ihcj8L1E0CF61G4HoURQDMzMzMzMxFAuB6F61G4CEDXo3A9CtcJQMP1KFyPwhNAZmZmZmZmFUBxPQrXo3APQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"ov///13///9U////H////9P+//+j////ff///9/+//+Y////G/////3+//8Z////9f7//07///+F////af///4H///+M/v//FP///3r+//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"qwIAAPUAAABrAgAAHwcAAJYDAABHBQAA/gYAAO4DAABzAwAAwgQAAI4DAAAmAgAAIQgAAHgBAAAhAQAAXwIAAHQLAACoAgAArQIAABwFAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"UrgehetR6D/2KFyPwvX0PxSuR+F6FPY/9ihcj8L1/D9cj8L1KFwDQAAAAAAAAOg/zczMzMzM8D+kcD0K16MCQOF6FK5H4eo/mpmZmZmZ/T+kcD0K16MAQMP1KFyPwv0/H4XrUbgeAUDhehSuR+H2P65H4XoUru8/hetRuB6F8z9SuB6F61HwP+xRuB6F6wdAZmZmZmZm/j8fhetRuB4JQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"/Knx0k1iUL/8qfHSTWKgv9NNYhBYObS/TDeJQWDlwL/Xo3A9CtfDvylcj8L1KLy/O99PjZduor/jpZvEILCyvylcj8L1KKy/8KfGSzeJwb+iRbbz/dTIvxsv3SQGgaW/BoGVQ4tsx7+cxCCwcmihvxkEVg4tsp2/y6FFtvP9tL+F61G4HoXLv+xRuB6F68G/aJHtfD81vr85tMh2vp/Kvw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"YQAAAGwAAAA3AAAAfAAAAIAAAAArAAAAggAAAHEAAABzAAAAWQAAAFsAAABSAAAAeAAAABMAAAAVAAAAHwAAAI4AAABIAAAAgQAAAHAAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DwAAAAoAAAAXAAAAEQAAACsAAAAiAAAASgAAAAQAAAA3AAAABgAAAFgAAAAXAAAAOgAAABEAAAAdAAAAfgAAAAwAAAABAAAAAAAAADoAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"j8L1KFyP6j8zMzMzMzPjP65H4XoUrtc/pHA9Ctej6D97FK5H4XqUP7gehetRuOY/AAAAAAAA8D+4HoXrUbjePx+F61G4HuU/ZmZmZmZm7j8zMzMzMzPDP3sUrkfheoQ/zczMzMzM7D+amZmZmZmpP5qZmZmZmak/uB6F61G4nj+F61G4HoXrP+F6FK5H4do/exSuR+F6xD/2KFyPwvXYPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"thgAAPAOAAA6FwAAgBgAAKISAACbMQAAIhAAAPYTAABRGwAALRQAALgTAADRHQAAIBQAAOFvAAB/YwAAeTAAABMLAAAbIQAAMxQAABgRAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Ofz//x36//+z8///5vj//872//979///E/z//wX2//96/P//7PX//9n0///99P//W/f//2zb//8t6f//7uz//4D8///w6///1vj//1zy//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[614,614],[414,414],[324,324],[776,776],[611,611],[544,544],[538,538],[579,579],[806,806],[459,459],[458,458],[626,626],[621,621],[544,544],[535,535],[385,385],[401,401],[614,614],[665,665],[488,488]]],[\"__ys\",[[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]],[[\"III\",0.07500000000000001],[\"III\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1625\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1626\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1621\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1622\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1623\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1636\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1627\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1628\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1629\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"PAAAAD0AAAA+AAAAPwAAAEAAAABBAAAAQgAAAEMAAABEAAAARQAAAEYAAABHAAAASAAAAEkAAABKAAAASwAAAEwAAABNAAAATgAAAE8AAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"date\",{\"type\":\"ndarray\",\"array\":[\"2013_05_27\",\"2013_05_27\",\"2013_05_27\",\"2013_05_30\",\"2013_05_30\",\"2013_05_30\",\"2013_06_03\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_11\",\"2013_06_14\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_18\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\",\"2013_06_21\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"ID\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"trial number\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AgAAAAMAAAAEAAAAAQAAAAIAAAADAAAAAQAAAAEAAAACAAAAAwAAAAQAAAABAAAAAQAAAAIAAAADAAAABAAAAAEAAAACAAAAAwAAAAQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"rAAAAI4AAAAlAAAAxQEAAGMBAAAWAAAA9gEAABEBAADQAgAARgIAAMYAAADGAAAAVQIAAAQCAAAvAwAAkgEAAF0CAADHAgAAZgIAANQBAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact time (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"GgAAABQAAAA3AAAAJgAAAB8AAAAhAAAASgAAABoAAAAbAAAAIQAAABcAAAAGAAAAHQAAAB8AAAAiAAAAJgAAACcAAABMAAAAIQAAACQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"impact force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"exSuR+F69D/NzMzMzMzwP+xRuB6F69E/9ihcj8L1CkAfhetRuB4FQMP1KFyPwsU/7FG4HoXrDUA9CtejcD0AQHE9CtejcBVAXI/C9ShcEUCF61G4HoX3P4XrUbgehfc/w/UoXI/CEUC4HoXrUbgOQEjhehSuRxhAAAAAAAAACEAAAAAAAAASQDMzMzMzMxVASOF6FK5HEkDXo3A9CtcLQA==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive force (mN)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"OP7//z////8U////H////yf///9f////df////j+//+q/v//Gf///y/////c/v//rf7//43+//+1/v//0v7//yj///9d////kf7//yb///8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"time frog pulls on target (ms)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"zgEAAPoAAADnAgAATAMAANgCAADYAQAAvwMAAEwDAADrBQAAFwEAAJMFAAA6CwAAmxAAAHICAADmBAAA2gMAAFsGAADlBwAAVgUAAPUEAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive force / body weight\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"MzMzMzMzC0AK16NwPQr3Pylcj8L1KPw/4XoUrkfh+j/D9Shcj8L5PzMzMzMzM/M/pHA9Ctej8D+F61G4HoX/P2ZmZmZmZgRAhetRuB6F+z/NzMzMzMz4P1yPwvUoXAFAPQrXo3A9BEAUrkfhehQGQMP1KFyPwgNAAAAAAAAAAkDD9Shcj8L5P1yPwvUoXPM/16NwPQrXBUAUrkfhehT6Pw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"adhesive impulse (N-s)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"mpmZmZmZqb+q8dJNYhCovxBYObTIdr6/KVyPwvUovL9aZDvfT42Xvzm0yHa+n6q/YhBYObTItr97FK5H4XrEvyGwcmiR7cy/TDeJQWDloL+HFtnO91PDvxkEVg4tss2/lkOLbOf70b+q8dJNYhC4v4PAyqFFtrO/CKwcWmQ7v7+YbhKDwMrBvy2yne+nxsu/8tJNYhBYyb8IrBxaZDu/vw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"total contact area (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"hQAAADkAAAAzAAAAjgAAAK4AAAA4AAAAQQAAAHwAAACJAAAAPAAAAG4AAACRAAAAvwAAAFMAAACXAAAAdQAAAHsAAACBAAAAgAAAAIEAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area without mucus (mm2)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAEoAAAAsAAAAbAAAACcAAAAEAAAATQAAAFEAAAAAAAAABAAAAEUAAAAyAAAADAAAABIAAAAUAAAAHgAAABQAAAAqAAAAbAAAAEQAAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"contact area with mucus / contact area without mucus\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"KVyPwvUo7D+PwvUoXI/qP0jhehSuR+E/uB6F61G43j9cj8L1KFzvP3sUrkfhepQ/H4XrUbge7T+PwvUoXI/SP4/C9Shcj+o/uB6F61G4nj/hehSuR+HqP65H4XoUru8/AAAAAAAA8D+4HoXrUbi+P7gehetRuOY/7FG4HoXrsT8AAAAAAADwPwrXo3A9Cu8/cT0K16Nw3T+F61G4HoXjPw==\"},\"shape\":[20],\"dtype\":\"float64\",\"order\":\"little\"}],[\"contact pressure (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"EQUAAMIJAADfAgAAaQwAAPUHAACNAQAAIR4AAJ0IAACLFAAA6SUAAAEHAABZBQAALAwAACgYAAAKFQAAdg0AAEATAAB6FQAAqBIAACEOAAA=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"adhesive strength (Pa)\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"kPL//7jy///Z7f//0/n//yP7///O9P//o/f//6j3//8/9v//+fD//5/4//8e+P//FPn//6Hu//9y9///4fX//yH5//8X+///1/T//2j5//8=\"},\"shape\":[20],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__label\",{\"type\":\"ndarray\",\"array\":[\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"],\"shape\":[20],\"dtype\":\"object\",\"order\":\"little\"}],[\"__xs\",[[172,172],[142,142],[37,37],[453,453],[355,355],[22,22],[502,502],[273,273],[720,720],[582,582],[198,198],[198,198],[597,597],[516,516],[815,815],[402,402],[605,605],[711,711],[614,614],[468,468]]],[\"__ys\",[[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]],[[\"IV\",0.07500000000000001],[\"IV\",0]]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1637\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1638\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1633\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.5},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1634\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":0.5}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1635\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"__xs\"},\"ys\":{\"type\":\"field\",\"field\":\"__ys\"},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":0.5}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1349\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1362\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1363\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1364\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1365\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1371\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1370\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1372\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1373\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1374\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1357\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1358\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1359\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1360\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1352\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1353\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1354\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1355\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1356\",\"attributes\":{\"axis\":{\"id\":\"p1352\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1361\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1357\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"ecdc1d78-f594-496c-ae6e-8a5a55c3fc2c\",\"roots\":{\"p1341\":\"a11ce3ca-3151-471a-83b1-9e3b5e2b475d\"},\"root_ids\":[\"p1341\"]}];\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": "p1341" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.histogram(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that by default, iqplot includes a **rug plot** at the bottom of the histogram, showing each measurement. With the rug plot, this is very similar to a strip-histogram plot." ] }, { "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 = {\"cd0c600d-0811-4955-af2b-57a1c85b2470\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1872\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1874\"},\"y_range\":{\"type\":\"object\",\"name\":\"FactorRange\",\"id\":\"p1871\",\"attributes\":{\"factors\":[\"IV\",\"III\",\"II\",\"I\"]}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1881\"},\"y_scale\":{\"type\":\"object\",\"name\":\"CategoricalScale\",\"id\":\"p1882\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1879\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1912\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1906\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1907\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1908\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QM3MzMzMVIxAzczMzMxUjEDNzMzMzPCUQM3MzMzM8JRANDMzMzO3m0A0MzMzM7ebQM3MzMzMPqFAzczMzMw+oUAAAAAAAKKkQAAAAAAAoqRAAAAAAACipEAAAAAAAKKkQM3MzMzMPqFAzczMzMw+oUA0MzMzM7ebQDQzMzMzt5tAzczMzMzwlEDNzMzMzPCUQM3MzMzMVIxAzczMzMxUjEAAAAAAAJB9QAAAAAAAkH1A\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"I\",0.0],[\"I\",0.30000000000000016],[\"I\",0.30000000000000016],[\"I\",0.30000000000000016],[\"I\",0.30000000000000016],[\"I\",0.37500000000000006],[\"I\",0.37500000000000006],[\"I\",0.3000000000000002],[\"I\",0.3000000000000002],[\"I\",0.22500000000000017],[\"I\",0.22500000000000017],[\"I\",0.0],[\"I\",-0.0],[\"I\",-0.22500000000000017],[\"I\",-0.22500000000000017],[\"I\",-0.3000000000000002],[\"I\",-0.3000000000000002],[\"I\",-0.37500000000000006],[\"I\",-0.37500000000000006],[\"I\",-0.30000000000000016],[\"I\",-0.30000000000000016],[\"I\",-0.30000000000000016],[\"I\",-0.30000000000000016],[\"I\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1913\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1914\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1909\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1910\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1911\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1921\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1915\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1916\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1917\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QM3MzMzMVIxAzczMzMxUjEDNzMzMzPCUQM3MzMzM8JRANDMzMzO3m0A0MzMzM7ebQM3MzMzMPqFAzczMzMw+oUAAAAAAAKKkQAAAAAAAoqRAAAAAAACipEAAAAAAAKKkQM3MzMzMPqFAzczMzMw+oUA0MzMzM7ebQDQzMzMzt5tAzczMzMzwlEDNzMzMzPCUQM3MzMzMVIxAzczMzMxUjEAAAAAAAJB9QAAAAAAAkH1A\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"I\",0.0],[\"I\",0.30000000000000016],[\"I\",0.30000000000000016],[\"I\",0.30000000000000016],[\"I\",0.30000000000000016],[\"I\",0.37500000000000006],[\"I\",0.37500000000000006],[\"I\",0.3000000000000002],[\"I\",0.3000000000000002],[\"I\",0.22500000000000017],[\"I\",0.22500000000000017],[\"I\",0.0],[\"I\",-0.0],[\"I\",-0.22500000000000017],[\"I\",-0.22500000000000017],[\"I\",-0.3000000000000002],[\"I\",-0.3000000000000002],[\"I\",-0.37500000000000006],[\"I\",-0.37500000000000006],[\"I\",-0.30000000000000016],[\"I\",-0.30000000000000016],[\"I\",-0.30000000000000016],[\"I\",-0.30000000000000016],[\"I\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1922\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1923\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1918\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#1f77b3\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1919\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#1f77b3\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1920\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#1f77b3\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1930\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1924\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1925\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1926\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQDMzMzMzM4BAMzMzMzMzgEBmZmZmZr6IQGZmZmZmvohAzMzMzMykkEDMzMzMzKSQQGZmZmZm6pRAZmZmZmbqlEAAAAAAADCZQAAAAAAAMJlAAAAAAAAwmUAAAAAAADCZQGZmZmZm6pRAZmZmZmbqlEDMzMzMzKSQQMzMzMzMpJBAZmZmZma+iEBmZmZmZr6IQDMzMzMzM4BAMzMzMzMzgEAAAAAAAKBuQAAAAAAAoG5A\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"II\",0.0],[\"II\",0.375],[\"II\",0.375],[\"II\",0.32812500000000006],[\"II\",0.32812500000000006],[\"II\",0.04687500000000002],[\"II\",0.04687500000000002],[\"II\",0.04687499999999998],[\"II\",0.04687499999999998],[\"II\",0.14062499999999994],[\"II\",0.14062499999999994],[\"II\",0.0],[\"II\",-0.0],[\"II\",-0.14062499999999994],[\"II\",-0.14062499999999994],[\"II\",-0.04687499999999998],[\"II\",-0.04687499999999998],[\"II\",-0.04687500000000002],[\"II\",-0.04687500000000002],[\"II\",-0.32812500000000006],[\"II\",-0.32812500000000006],[\"II\",-0.375],[\"II\",-0.375],[\"II\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1931\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1932\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1927\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1928\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1929\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1939\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1933\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1934\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1935\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQDMzMzMzM4BAMzMzMzMzgEBmZmZmZr6IQGZmZmZmvohAzMzMzMykkEDMzMzMzKSQQGZmZmZm6pRAZmZmZmbqlEAAAAAAADCZQAAAAAAAMJlAAAAAAAAwmUAAAAAAADCZQGZmZmZm6pRAZmZmZmbqlEDMzMzMzKSQQMzMzMzMpJBAZmZmZma+iEBmZmZmZr6IQDMzMzMzM4BAMzMzMzMzgEAAAAAAAKBuQAAAAAAAoG5A\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"II\",0.0],[\"II\",0.375],[\"II\",0.375],[\"II\",0.32812500000000006],[\"II\",0.32812500000000006],[\"II\",0.04687500000000002],[\"II\",0.04687500000000002],[\"II\",0.04687499999999998],[\"II\",0.04687499999999998],[\"II\",0.14062499999999994],[\"II\",0.14062499999999994],[\"II\",0.0],[\"II\",-0.0],[\"II\",-0.14062499999999994],[\"II\",-0.14062499999999994],[\"II\",-0.04687499999999998],[\"II\",-0.04687499999999998],[\"II\",-0.04687500000000002],[\"II\",-0.04687500000000002],[\"II\",-0.32812500000000006],[\"II\",-0.32812500000000006],[\"II\",-0.375],[\"II\",-0.375],[\"II\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1940\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1941\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1936\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#ff7e0e\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1937\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#ff7e0e\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1938\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#ff7e0e\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1948\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1942\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1943\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1944\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QGZmZmZmRnpAZmZmZmZGekBmZmZmZiaAQGZmZmZmJoBAmpmZmZkpg0CamZmZmSmDQM3MzMzMLIZAzczMzMwshkAAAAAAADCJQAAAAAAAMIlAAAAAAAAwiUAAAAAAADCJQM3MzMzMLIZAzczMzMwshkCamZmZmSmDQJqZmZmZKYNAZmZmZmYmgEBmZmZmZiaAQGZmZmZmRnpAZmZmZmZGekAAAAAAAEB0QAAAAAAAQHRA\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"III\",0.0],[\"III\",0.2500000000000003],[\"III\",0.2500000000000003],[\"III\",0.18750000000000022],[\"III\",0.18750000000000022],[\"III\",0.37499999999999994],[\"III\",0.37499999999999994],[\"III\",0.31250000000000033],[\"III\",0.31250000000000033],[\"III\",0.12500000000000014],[\"III\",0.12500000000000014],[\"III\",0.0],[\"III\",-0.0],[\"III\",-0.12500000000000014],[\"III\",-0.12500000000000014],[\"III\",-0.31250000000000033],[\"III\",-0.31250000000000033],[\"III\",-0.37499999999999994],[\"III\",-0.37499999999999994],[\"III\",-0.18750000000000022],[\"III\",-0.18750000000000022],[\"III\",-0.2500000000000003],[\"III\",-0.2500000000000003],[\"III\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1949\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1950\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1945\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1946\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1947\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1957\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1951\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1952\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1953\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QGZmZmZmRnpAZmZmZmZGekBmZmZmZiaAQGZmZmZmJoBAmpmZmZkpg0CamZmZmSmDQM3MzMzMLIZAzczMzMwshkAAAAAAADCJQAAAAAAAMIlAAAAAAAAwiUAAAAAAADCJQM3MzMzMLIZAzczMzMwshkCamZmZmSmDQJqZmZmZKYNAZmZmZmYmgEBmZmZmZiaAQGZmZmZmRnpAZmZmZmZGekAAAAAAAEB0QAAAAAAAQHRA\"},\"shape\":[24],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"III\",0.0],[\"III\",0.2500000000000003],[\"III\",0.2500000000000003],[\"III\",0.18750000000000022],[\"III\",0.18750000000000022],[\"III\",0.37499999999999994],[\"III\",0.37499999999999994],[\"III\",0.31250000000000033],[\"III\",0.31250000000000033],[\"III\",0.12500000000000014],[\"III\",0.12500000000000014],[\"III\",0.0],[\"III\",-0.0],[\"III\",-0.12500000000000014],[\"III\",-0.12500000000000014],[\"III\",-0.31250000000000033],[\"III\",-0.31250000000000033],[\"III\",-0.37499999999999994],[\"III\",-0.37499999999999994],[\"III\",-0.18750000000000022],[\"III\",-0.18750000000000022],[\"III\",-0.2500000000000003],[\"III\",-0.2500000000000003],[\"III\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1958\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1959\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1954\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#2ba02b\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1955\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#2ba02b\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1956\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#2ba02b\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1966\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1960\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1961\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1962\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QFVVVVVV5XFAVVVVVVXlcUBVVVVVVTWBQFVVVVVVNYFAAAAAAAB4iUAAAAAAAHiJQAAAAAAAeIlAAAAAAAB4iUBVVVVVVTWBQFVVVVVVNYFAVVVVVVXlcUBVVVVVVeVxQAAAAAAAADZAAAAAAAAANkA=\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"IV\",0.0],[\"IV\",0.37499999999999994],[\"IV\",0.37499999999999994],[\"IV\",0.3214285714285714],[\"IV\",0.3214285714285714],[\"IV\",0.3749999999999999],[\"IV\",0.3749999999999999],[\"IV\",0.0],[\"IV\",-0.0],[\"IV\",-0.3749999999999999],[\"IV\",-0.3749999999999999],[\"IV\",-0.3214285714285714],[\"IV\",-0.3214285714285714],[\"IV\",-0.37499999999999994],[\"IV\",-0.37499999999999994],[\"IV\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1967\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1968\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1963\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1964\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1965\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1975\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1969\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1970\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1971\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QFVVVVVV5XFAVVVVVVXlcUBVVVVVVTWBQFVVVVVVNYFAAAAAAAB4iUAAAAAAAHiJQAAAAAAAeIlAAAAAAAB4iUBVVVVVVTWBQFVVVVVVNYFAVVVVVVXlcUBVVVVVVeVxQAAAAAAAADZAAAAAAAAANkA=\"},\"shape\":[16],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",[[\"IV\",0.0],[\"IV\",0.37499999999999994],[\"IV\",0.37499999999999994],[\"IV\",0.3214285714285714],[\"IV\",0.3214285714285714],[\"IV\",0.3749999999999999],[\"IV\",0.3749999999999999],[\"IV\",0.0],[\"IV\",-0.0],[\"IV\",-0.3749999999999999],[\"IV\",-0.3749999999999999],[\"IV\",-0.3214285714285714],[\"IV\",-0.3214285714285714],[\"IV\",-0.37499999999999994],[\"IV\",-0.37499999999999994],[\"IV\",-0.0]]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1976\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1977\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1972\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0,\"fill_color\":\"#d62628\",\"fill_alpha\":0.3}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1973\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.1,\"fill_color\":\"#d62628\",\"fill_alpha\":0.1,\"hatch_alpha\":0.1}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Patch\",\"id\":\"p1974\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b4\",\"line_alpha\":0.2,\"fill_color\":\"#d62628\",\"fill_alpha\":0.2,\"hatch_alpha\":0.2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1990\",\"attributes\":{\"name\":\"hover_glyphs\",\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1981\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1982\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1983\"},\"data\":{\"type\":\"map\",\"entries\":[[\"impact force (mN)\",[1205,2527,1745,1556,493,2276,556,1928,2641,1897,1891,1545,1307,1692,1543,1282,775,2032,1240,473,1612,605,327,946,541,1539,529,628,1453,297,703,269,751,245,1182,515,435,383,457,730,614,414,324,776,611,544,538,579,806,459,458,626,621,544,535,385,401,614,665,488,172,142,37,453,355,22,502,273,720,582,198,198,597,516,815,402,605,711,614,468]],[\"ID\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]],[\"cat\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]],[\"__label\",[\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"I\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"II\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"III\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\",\"IV\"]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1991\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1992\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1987\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1980\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"type\":\"object\",\"name\":\"CategoricalColorMapper\",\"id\":\"p1979\",\"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\":[\"I\",\"II\",\"III\",\"IV\"]}}}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1988\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1980\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1979\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1989\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"impact force (mN)\"},\"y\":{\"type\":\"field\",\"field\":\"cat\"},\"line_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1980\"}},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"field\",\"field\":\"cat\",\"transform\":{\"id\":\"p1979\"}},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1880\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1893\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1894\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1895\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1896\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1902\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1901\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1903\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1904\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1905\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"CategoricalAxis\",\"id\":\"p1888\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"CategoricalTicker\",\"id\":\"p1889\"},\"formatter\":{\"type\":\"object\",\"name\":\"CategoricalTickFormatter\",\"id\":\"p1890\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1891\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1883\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1884\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1885\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1886\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1887\",\"attributes\":{\"axis\":{\"id\":\"p1883\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1892\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1888\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"cd0c600d-0811-4955-af2b-57a1c85b2470\",\"roots\":{\"p1872\":\"c8b2743d-5d9e-411a-9e02-aaa32343d2a4\"},\"root_ids\":[\"p1872\"]}];\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": "p1872" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.striphistogram(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, strip-histogram plots feature a reflected histogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spike plots\n", "\n", "A spike plot gives the frequency of occurrence of discrete values. Impact force of frog tongue strikes are a continuous parameter, so are not amenable for a spike plot. Instead, we will make a spike plot for the Pittsburgh Sleep Quality Index (PSQI) from the [Beattie, et al. paper](https://doi.org/10.1098/rsos.160321) studying the effects of sleep deprivation on facial recognition." ] }, { "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 = {\"739f6c5f-ea90-43bc-b67e-ca8c55f135cf\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2002\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2004\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2001\",\"attributes\":{\"start\":0}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2011\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2012\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2009\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2045\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2036\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2037\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2038\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAAA==\"},\"shape\":[16],\"dtype\":\"int32\",\"order\":\"little\"}],[\"psqi\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BAAAAAUAAAABAAAAAgAAAAcAAAADAAAACAAAAAYAAAAJAAAADQAAAAsAAAAMAAAACgAAAA4AAAAPAAAAAAAAAA==\"},\"shape\":[16],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DgAAAAwAAAAMAAAADAAAAAoAAAAKAAAABwAAAAcAAAAGAAAAAwAAAAIAAAACAAAAAgAAAAEAAAABAAAAAQAAAA==\"},\"shape\":[16],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2046\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2047\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2042\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"psqi\"},\"y0\":{\"type\":\"value\",\"value\":0},\"x1\":{\"type\":\"field\",\"field\":\"psqi\"},\"y1\":{\"type\":\"field\",\"field\":\"__count\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2043\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"psqi\"},\"y0\":{\"type\":\"value\",\"value\":0},\"x1\":{\"type\":\"field\",\"field\":\"psqi\"},\"y1\":{\"type\":\"field\",\"field\":\"__count\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Segment\",\"id\":\"p2044\",\"attributes\":{\"x0\":{\"type\":\"field\",\"field\":\"psqi\"},\"y0\":{\"type\":\"value\",\"value\":0},\"x1\":{\"type\":\"field\",\"field\":\"psqi\"},\"y1\":{\"type\":\"field\",\"field\":\"__count\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2057\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2048\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2049\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2050\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAEAAAACAAAAAwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAAA==\"},\"shape\":[16],\"dtype\":\"int32\",\"order\":\"little\"}],[\"psqi\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"BAAAAAUAAAABAAAAAgAAAAcAAAADAAAACAAAAAYAAAAJAAAADQAAAAsAAAAMAAAACgAAAA4AAAAPAAAAAAAAAA==\"},\"shape\":[16],\"dtype\":\"int32\",\"order\":\"little\"}],[\"__count\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"DgAAAAwAAAAMAAAADAAAAAoAAAAKAAAABwAAAAcAAAAGAAAAAwAAAAIAAAACAAAAAgAAAAEAAAABAAAAAQAAAA==\"},\"shape\":[16],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2058\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2059\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2054\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"psqi\"},\"y\":{\"type\":\"field\",\"field\":\"__count\"},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2055\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"psqi\"},\"y\":{\"type\":\"field\",\"field\":\"__count\"},\"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_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p2056\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"psqi\"},\"y\":{\"type\":\"field\",\"field\":\"__count\"},\"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_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2010\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2023\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2024\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2025\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2026\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p2032\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p2031\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p2033\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2034\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2035\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2018\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2019\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2020\"},\"axis_label\":\"count\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2021\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2013\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2014\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2015\"},\"axis_label\":\"psqi\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2016\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2017\",\"attributes\":{\"axis\":{\"id\":\"p2013\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2022\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2018\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"739f6c5f-ea90-43bc-b67e-ca8c55f135cf\",\"roots\":{\"p2002\":\"eb9259e9-4d76-45ba-992c-bd623719ee5c\"},\"root_ids\":[\"p2002\"]}];\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": "p2002" } }, "output_type": "display_data" } ], "source": [ "df_gfmt = pl.read_csv(\"data/gfmt_sleep.csv\")\n", "\n", "p = iqplot.spike(df_gfmt, q=\"psqi\")\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ECDFs\n", "\n", "I just mentioned that histograms are typically used to display how data are distributed, but it was hard to make out the distributions in the above plot, partly because we do not have very many measurements. As another example I will generate Normally distributed data and plot the histogram. (We will learn how to generate data like this when we study random number generation with NumPy in a future lesson. For now, this is for purposes of discussing plotting options.)\n", "\n", "Note that iqplot can take a Numpy array as the `data` argument, and makes a plot assuming it contains a single data set." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "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 = {\"6ade9026-a1b4-4069-b51e-2e898d9262a8\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2067\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2069\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2066\",\"attributes\":{\"start\":0}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2076\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2077\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2074\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2107\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2101\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2102\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2103\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"4D20Y8ElDcDgPbRjwSUNwDWMimLVxArANYyKYtXECsCL2mBh6WMIwIvaYGHpYwjA4Cg3YP0CBsDgKDdg/QIGwDZ3DV8RogPANncNXxGiA8CLxeNdJUEBwIvF410lQQHAwCd0uXLA/b/AJ3S5csD9v2zEILea/vi/bMQgt5r++L8WYc20wjz0vxZhzbTCPPS/gPvzZNX17r+A+/Nk1fXuv9g0TWAlcuW/2DRNYCVy5b9Y3Ey36tzXv1jcTLfq3Ne/ADz9typWs78APP23Klazv6B8nLaqY8w/oHyctqpjzD/Q5U2ympzgP9DlTbKanOA/gKz0tkog6j+ArPS2SiDqP5S5zV390fE/lLnNXf3R8T/oHCFg1ZP2P+gcIWDVk/Y/QIB0Yq1V+z9AgHRirVX7P8rxY7LCCwBAyvFjssILAEB0o42zrmwCQHSjjbOubAJAIFW3tJrNBEAgVbe0ms0EQA==\"},\"shape\":[44],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAAAAAAAAAADwPwAAAAAAAPA/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAAAAAABAAAAAAAAAFEAAAAAAAAAUQAAAAAAAAAhAAAAAAAAACEAAAAAAAAAuQAAAAAAAAC5AAAAAAAAALkAAAAAAAAAuQAAAAAAAAEFAAAAAAAAAQUAAAAAAAABAQAAAAAAAAEBAAAAAAAAASkAAAAAAAABKQAAAAAAAQFFAAAAAAABAUUAAAAAAAEBQQAAAAAAAQFBAAAAAAACAT0AAAAAAAIBPQAAAAAAAAEtAAAAAAAAAS0AAAAAAAABBQAAAAAAAAEFAAAAAAAAAN0AAAAAAAAA3QAAAAAAAACZAAAAAAAAAJkAAAAAAAAAiQAAAAAAAACJAAAAAAAAAIEAAAAAAAAAgQAAAAAAAABRAAAAAAAAAFEAAAAAAAAAAAA==\"},\"shape\":[44],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2108\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2109\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2104\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2105\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2106\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2075\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2088\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2089\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2090\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2091\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p2097\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p2096\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p2098\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2099\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2100\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2083\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2084\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2085\"},\"axis_label\":\"count\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2086\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2078\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2079\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2080\"},\"axis_label\":\"x\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2081\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2082\",\"attributes\":{\"axis\":{\"id\":\"p2078\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2087\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2083\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"6ade9026-a1b4-4069-b51e-2e898d9262a8\",\"roots\":{\"p2067\":\"b901e3f3-6ef2-4da5-8b62-3f489a847153\"},\"root_ids\":[\"p2067\"]}];\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": "p2067" } }, "output_type": "display_data" } ], "source": [ "# Generate normally distributed data\n", "rng = np.random.default_rng(3252)\n", "x = rng.normal(size=500)\n", "\n", "# Plot the histogram\n", "p = iqplot.histogram(x, rug=False)\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks similar to the standard Normal curve we are used to seeing and is a useful comparison to a **probability density function** (PDF). However, Histograms suffer from **binning bias**. By binning the data, you are not plotting all of them. In general, if you can **plot all of your data**, you should. For that reason, I prefer not to use histograms for studying how data are distributed, but rather prefer to use ECDFs, which enable plotting of all data.\n", "\n", "The ECDF evaluated at x for a set of measurements is defined as\n", "\n", "\\begin{align}\n", "\\text{ECDF}(x) = \\text{fraction of measurements } \\le x.\n", "\\end{align}\n", "\n", "While the histogram is an attempt to visualize a probability density function (PDF) of a distribution, the ECDF visualizes the **cumulative density function** (CDF). The CDF, $F(x)$, and PDF, $f(x)$, both completely define a univariate distribution and are related by\n", "\n", "\\begin{align}\n", "f(x) = \\frac{\\mathrm{d}F}{\\mathrm{d}x}.\n", "\\end{align}\n", "\n", "The definition of the ECDF is all that you need for interpretation. Once you get used to looking at CDFs, they will become as familiar to you as PDFs. A peak in a PDF corresponds to an inflection point in a CDF.\n", "\n", "To make this more clear, let us look at plot of a PDF and ECDF for familiar distributions, the Gaussian and Binomial.\n", "\n", "
\n", "\n", "![PDF/CDF](pdf_cdf.png)\n", " \n", "
\n", "\n", "Now that we know how to interpret ECDFs, lets plot the ECDF for our dummy Normally-distributed data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "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 = {\"dc2a5dec-ae8e-4c1f-9ad0-2573e9ad44db\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2112\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2113\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2114\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2121\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2122\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2119\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2152\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2146\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2147\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2148\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"4D20Y8ElDcDgPbRjwSUNwEicMlV7TgTASJwyVXtOBMCCp/yTpMsDwIKn/JOkywPALk30YHPqAsAuTfRgc+oCwP5uVItV0gLA/m5Ui1XSAsBe+57gjZ8CwF77nuCNnwLAOfRrR6N2AsA59GtHo3YCwK6AT9VgvwHAroBP1WC/AcDLYp29QLEAwMtinb1AsQDAKDuzfptNAMAoO7N+m00AwBpeeX1gMQDAGl55fWAxAMCdu0HfHqP9v527Qd8eo/2/arwZ+vKf/b9qvBn68p/9vyJznWHZDf2/InOdYdkN/b8COmSOurD8vwI6ZI66sPy/yVVG0Bd+/L/JVUbQF378vxJqO/HJYvy/Emo78cli/L/AAAx+Zp/7v8AADH5mn/u/x4fhtGGK+7/Hh+G0YYr7v9XgThZLXPu/1eBOFktc+79FbgONa0v7v0VuA41rS/u/fOkasdhK+7986Rqx2Er7v+Vm/4dm0vq/5Wb/h2bS+r9ZBGJ+0kP6v1kEYn7SQ/q/spbeJ5si+r+ylt4nmyL6v7Pd0/LaOvm/s93T8to6+b/g9LaIGcD4v+D0togZwPi/5Mmuyx9f+L/kya7LH1/4v83dBUodpve/zd0FSh2m97/qo3aKRun2v+qjdopG6fa/1CMK2tDJ9r/UIwra0Mn2v9dkbtiul/a/12Ru2K6X9r9/g3SPKWD2v3+DdI8pYPa/qKFetpxc9r+ooV62nFz2v+F9vxdcTfa/4X2/F1xN9r+1Adv7tP/1v7UB2/u0//W/XKXnXi0r9b9cpedeLSv1vz3PoIkc/PS/Pc+giRz89L+K5BLOL9/0v4rkEs4v3/S/EDo2M22Z9L8QOjYzbZn0vyHWTu7NPvS/IdZO7s0+9L8B0oYyoSf0vwHShjKhJ/S/17xzlx8Z9L/XvHOXHxn0v0y3k25Z6PO/TLeTblno87/uk5TP497zv+6TlM/j3vO/VHJSom2x879UclKibbHzvx2Kv9fBmPO/HYq/18GY878Kw6tNylrzvwrDq03KWvO/qhi70rsa87+qGLvSuxrzvxCj9oTjUfK/EKP2hONR8r9auYQZAk/yv1q5hBkCT/K/Jg2g/ZEc8r8mDaD9kRzyv6H7+kFLA/K/ofv6QUsD8r+1XGgpAurxv7VcaCkC6vG/hOjsotvZ8b+E6Oyi29nxv7p/3A2N0fG/un/cDY3R8b8mqzQzXprxvyarNDNemvG/sFuYiJuN8b+wW5iIm43xv0pvptvtefG/Sm+m2+158b+XJFqtlmrxv5ckWq2WavG/Lo0P52Vm8b8ujQ/nZWbxv6sbhdLZX/G/qxuF0tlf8b+3xJ+7hELxv7fEn7uEQvG/fil0WdZB8b9+KXRZ1kHxvxHllYoMMvG/EeWVigwy8b/AJ0bCuObwv8AnRsK45vC/vARagmnj8L+8BFqCaePwv900GYUYw/C/3TQZhRjD8L+Cr3bW0r7wv4KvdtbSvvC/IuQp/d268L8i5Cn93brwv+6wKcJXmfC/7rApwleZ8L++Mg2cHm7wv74yDZwebvC/FuIwep0Z8L8W4jB6nRnwv5yk80u6AfC/nKTzS7oB8L8aL9nVaGfvvxov2dVoZ++/6yj6J/+I7r/rKPon/4juv5OPaf90Ze6/k49p/3Rl7r8OrHJMvE7uvw6scky8Tu6/CeJCABc57r8J4kIAFznuv7mrw6JREO6/uavDolEQ7r9DipHzll7tv0OKkfOWXu2/OAcsJKtL7b84Bywkq0vtvwcHh6ky4ey/BweHqTLh7L9mYNmbZo7sv2Zg2Ztmjuy/g1R45VCn67+DVHjlUKfrv0aarCx8k+u/RpqsLHyT679RqmxtM2Trv1GqbG0zZOu/zh5MEX5i67/OHkwRfmLrv80TovnV+eq/zROi+dX56r+8g0cuIiPqv7yDRy4iI+q/ZxIVS4Ui6r9nEhVLhSLqvymw05efA+q/KbDTl58D6r9AIUUOY/Lpv0AhRQ5j8um/0XUZ83Gp6b/RdRnzcanpv8/AAFGTY+m/z8AAUZNj6b9TNb8DY6Hov1M1vwNjoei/vB7721yd6L+8HvvbXJ3ov2vCh+nQaei/a8KH6dBp6L/nDR+c80Dov+cNH5zzQOi/O8Zz+tuy5787xnP627Lnv6ps8bCZkue/qmzxsJmS578En8ONrzDnvwSfw42vMOe/kKYiZMWj5r+QpiJkxaPmv8I3Fiejnea/wjcWJ6Od5r/VSyB7XTHmv9VLIHtdMea/DSuCODDR5b8NK4I4MNHlv4UwWXSSfuW/hTBZdJJ+5b+m4nkIyj7lv6bieQjKPuW/IjQfRu/P5L8iNB9G78/kv39mLmoguOS/f2YuaiC45L8jxVsRXKXkvyPFWxFcpeS/N7JaRmCf5L83slpGYJ/kv6S977E1YOS/pL3vsTVg5L9tbfaw1zPkv21t9rDXM+S/rAIdeMeY47+sAh14x5jjvyOtd3JGkeO/I613ckaR479i06+1mHLjv2LTr7WYcuO/1nhAyKm94r/WeEDIqb3iv8UXafmSqOK/xRdp+ZKo4r82PYa+pnTivzY9hr6mdOK/9luXqypu4r/2W5erKm7ivx0RQh69LOK/HRFCHr0s4r/XyYvyKAXiv9fJi/IoBeK/wbTxHJnT4b/BtPEcmdPhv6e/ZONbnuG/p79k41ue4b80IlmVw47hvzQiWZXDjuG/FqJO4e9q4b8Wok7h72rhv0IUFE3aWOG/QhQUTdpY4b/mJ14qklfhv+YnXiqSV+G/R7KfI8w14b9Hsp8jzDXhv9vwTvcrMuG/2/BO9ysy4b9iEQWfawLhv2IRBZ9rAuG/LztqnszG4L8vO2qezMbgvwR6DAVbweC/BHoMBVvB4L8AISZAv5DgvwAhJkC/kOC/w9r9lVx+4L/D2v2VXH7gv+cSeDkWN+C/5xJ4ORY34L+tL2E5cDDgv60vYTlwMOC/PYtoGY7t3789i2gZju3fv7yJOEpqz9+/vIk4SmrP379rtAj4RMffv2u0CPhEx9+/TA3WbYuL379MDdZti4vfv8s5gZ0rV9+/yzmBnStX37+mqKoA/sXdv6aoqgD+xd2/LuYpnIJ93b8u5imcgn3dv8/RwFAiV92/z9HAUCJX3b8AtSyzsTjdvwC1LLOxON2/8eSTzOcS27/x5JPM5xLbv9wIRVY1/dq/3AhFVjX92r9RIkubSOXav1EiS5tI5dq/tGeJB6ik2r+0Z4kHqKTav2lMCBKuk9q/aUwIEq6T2r/E4TVkk/PZv8ThNWST89m/9NJ8CQ/A2b/00nwJD8DZv/aWhkARttm/9paGQBG22b/ibwanRXrZv+JvBqdFetm/l/5F0B/u2L+X/kXQH+7Yv47jnJLQYdi/juOcktBh2L8JZLL9aAzYvwlksv1oDNi/2WzzyiyB17/ZbPPKLIHXv6lIRqUvQ9e/qUhGpS9D178OhNToFAvXvw6E1OgUC9e/jawXGYXZ1r+NrBcZhdnWv+Si1/N4nNa/5KLX83ic1r+lKBPMsW3Wv6UoE8yxbda/hoV5uuJr1r+GhXm64mvWv6nAKWsdUta/qcApax1S1r8o1eZP8TDWvyjV5k/xMNa/D84OfF4h1r8Pzg58XiHWvwVnuVlWIda/BWe5WVYh1r8rgqSW3ADWvyuCpJbcANa/SGqwZbHa1b9IarBlsdrVv50YZZfOxNW/nRhll87E1b9rgwdazQTVv2uDB1rNBNW/3rUf++Ds1L/etR/74OzUv4fo9cMUh9S/h+j1wxSH1L8fWOU5qYLUvx9Y5TmpgtS/QRZN7zJ71L9BFk3vMnvUv+Drrds4/9O/4Out2zj/07/aSVRxloPTv9pJVHGWg9O/8sQ6WKfV0r/yxDpYp9XSv6XyFZd4ztK/pfIVl3jO0r8J8BEcdp7SvwnwERx2ntK/CpaQYLtx0r8KlpBgu3HSv99C9goz89G/30L2CjPz0b+w+njfG9/Rv7D6eN8b39G/mqBmYj3O0b+aoGZiPc7Rv6NjEYaxvNG/o2MRhrG80b8qHxvs48bQvyofG+zjxtC/ThrhaWRHz79OGuFpZEfPv48lziCSRM+/jyXOIJJEz7/moFUThqPOv+agVROGo86/AaMO+1P1zb8Bow77U/XNv+OUlKqPts2/45SUqo+2zb/oHK6iURrNv+gcrqJRGs2/GhoOaTX7zL8aGg5pNfvMv4oKNSZ3Wcy/igo1JndZzL9c+W0GCEnMv1z5bQYIScy//J/m30u9y7/8n+bfS73Lv167TL2lTMu/XrtMvaVMy79QHVKskyrLv1AdUqyTKsu/SD6LAz8Yy79IPosDPxjLv56aocZm0Mi/npqhxmbQyL+Wdb79RnDIv5Z1vv1GcMi/0zkUwc0jyL/TORTBzSPIvxgPMCeFcMe/GA8wJ4Vwx7+tYXyIqCbHv61hfIioJse/ayg6zcpMxr9rKDrNykzGvzFWhDaO8MW/MVaENo7wxb8tS+N/MrXFvy1L438ytcW/JtmYg6FQxb8m2ZiDoVDFv3fn3wrpxcS/d+ffCunFxL93q3fl6dfDv3erd+Xp18O/ExthlL+Tw78TG2GUv5PDv4NmbDPT7MK/g2ZsM9Pswr+Jda0EH5bCv4l1rQQflsK/2I/xna+Qwr/Yj/Gdr5DCvzHk4QfzJcK/MeThB/Mlwr/T3C1u2NjBv9PcLW7Y2MG/VwENrurQwb9XAQ2u6tDBv3si4uFxxr+/eyLi4XHGv79YjU72Zae/v1iNTvZlp7+/MyMUBjt3vL8zIxQGO3e8v20rWCMvQLu/bStYIy9Au7+1mF+FCYC6v7WYX4UJgLq/yqIaYOpiur/Kohpg6mK6v1/unvzsy7W/X+6e/OzLtb8qYFy+R0q1vypgXL5HSrW/Dage+ZjIsr8NqB75mMiyv6vN6w0OfLC/q83rDQ58sL/wxkFvammwv/DGQW9qabC/1dD7qidcrb/V0PuqJ1ytvwBrDiRl6qu/AGsOJGXqq78vwF7KWmupvy/AXspaa6m/BuS870sXqb8G5LzvSxepv3z903u+hKW/fP3Te76Epb+lDDAvv8ukv6UMMC+/y6S/lLPSga0gpL+Us9KBrSCkvzfwTBvA0KG/N/BMG8DQob9vf9PDZxqgv29/08NnGqC/AjXyxc8unb8CNfLFzy6dv3h9uq3BGpq/eH26rcEamr8NOi2JYOOYvw06LYlg45i/+iXVojU4kL/6JdWiNTiQv4JYtoQqPYy/gli2hCo9jL/NJONOyfOLv80k407J84u/aAN67++ViL9oA3rv75WIvxaUOe7aiHa/FpQ57tqIdr90yuXxKhwPv3TK5fEqHA+/sr91LBWUbj+yv3UsFZRuPy3TpuvfGn4/LdOm698afj+0EXj7MmWDP7QRePsyZYM/Z3rZVZdPjz9netlVl0+PP+usbQbPPJA/66xtBs88kD+rtLfylmaUP6u0t/KWZpQ/MZvFQK0Nlj8xm8VArQ2WPzsVzGSGmZk/OxXMZIaZmT/BUxmJLJ+dP8FTGYksn50/ZGbe8Kq6qj9kZt7wqrqqP8w/KPuwKrA/zD8o+7AqsD/P9895kqKwP8/3z3mSorA/+S6iXA2TsT/5LqJcDZOxP3aN6ZA4vrI/do3pkDi+sj/yQ9nj+YGzP/JD2eP5gbM/Wa/y13r8tT9Zr/LXevy1P23UM+io0bY/bdQz6KjRtj9afrhOvWy4P1p+uE69bLg/q6EHcywbuT+roQdzLBu5P1X5C8osgLk/VfkLyiyAuT/2JqJ5Ctm5P/YmonkK2bk/DwiOBrBXuz8PCI4GsFe7P9tq+s/zmbs/22r6z/OZuz9wYSxSkUK9P3BhLFKRQr0/c8BJhLzLvT9zwEmEvMu9P7rN7eO4w78/us3t47jDvz+qSkIHmZLAP6pKQgeZksA/XqM7rwP5wD9eozuvA/nAP4e4OTYPdsE/h7g5Ng92wT8nxR+G71vCPyfFH4bvW8I/HqxiyRICxD8erGLJEgLEP3cCLNnIXMQ/dwIs2chcxD8dutvXAIDEPx2629cAgMQ/7bwzUYW7xD/tvDNRhbvEP0TDD2YnCcU/RMMPZicJxT+wMmaL9WLFP7AyZov1YsU/wr0O1GaFxT/CvQ7UZoXFP0fbQN4zYsY/R9tA3jNixj96/YLBglPHP3r9gsGCU8c/KFWs2tqoyj8oVaza2qjKP+AX2osRxMo/4BfaixHEyj8fbaIOaoDLPx9tog5qgMs/lPAqku4HzD+U8CqS7gfMPzpeeTLsFMw/Ol55MuwUzD9v54IK/tLMP2/nggr+0sw/fHhspFJqzT98eGykUmrNP9d5aizkm84/13lqLOSbzj8sAxOSlXfPPywDE5KVd88/sCqmqiuczz+wKqaqK5zPP4oksWuesdA/iiSxa56x0D9DUlQQFf7QP0NSVBAV/tA/MlVkLxw50T8yVWQvHDnRP1PBPZp8UNE/U8E9mnxQ0T/yPiJJF7jRP/I+IkkXuNE/YqIepeK80T9ioh6l4rzRP+eIuC0dItI/54i4LR0i0j/zkteyTFTSP/OS17JMVNI/FD7s3HRo0j8UPuzcdGjSP1KjD4fGn9I/UqMPh8af0j+dlH0cZe/SP52UfRxl79I/BfBJ3vcB0z8F8Ene9wHTP5algh2qhtM/lqWCHaqG0z/8fmyJkYzTP/x+bImRjNM/YQQlk+jG0z9hBCWT6MbTP9O68y1oPNQ/07rzLWg81D+JokdKXlPUP4miR0peU9Q/dCVQbKb41T90JVBspvjVPwuPb/i6u9Y/C49v+Lq71j8hQK0+1czWPyFArT7VzNY/LwDXzd4D1z8vANfN3gPXP0iUflPy4tc/SJR+U/Li1z9ixckeXOXXP2LFyR5c5dc/upFxJu8y2D+6kXEm7zLYP4pxlPJzVNg/inGU8nNU2D/0eDzN14TYP/R4PM3XhNg/tbO5/61a2T+1s7n/rVrZP05GJZa8Xtk/TkYllrxe2T/wAPtmKIrZP/AA+2Yoitk/7YT4tzC/2T/thPi3ML/ZP8sKe/EMxdk/ywp78QzF2T9WzrrqcP3ZP1bOuupw/dk/ZULULrCV2j9lQtQusJXaP6GcEPw8udo/oZwQ/Dy52j+45V5R7zfbP7jlXlHvN9s/JhSgWU5J2z8mFKBZTknbPxeN6zdVTts/F43rN1VO2z9s3E29H73bP2zcTb0fvds/1al+ch3A2z/VqX5yHcDbP9wIHhSyyNs/3AgeFLLI2z/3DV1JAQfcP/cNXUkBB9w/ViCbodBR3D9WIJuh0FHcP7Sd4i96Ztw/tJ3iL3pm3D8RoHE/vfrcPxGgcT+9+tw/gSCFv+ZG3T+BIIW/5kbdPxvTQ3sXXt0/G9NDexde3T883n6UQIvdPzzefpRAi90/Qa8/VQXV3T9Brz9VBdXdP3OBy7dlNd4/c4HLt2U13j/GvFf+cFTeP8a8V/5wVN4/KJF1i4+A3j8okXWLj4DeP5kDuR7NsN4/mQO5Hs2w3j91LLMFYNveP3UsswVg294/BPRnuydS3z8E9Ge7J1LfPw+v1tU1j98/D6/W1TWP3z+L6+IrcwngP4vr4itzCeA/vPvMvTJG4D+8+8y9MkbgP8X05GFOcuA/xfTkYU5y4D/6nsjk/7HgP/qeyOT/seA/CZysktz04D8JnKyS3PTgP8qM0rBc9eA/yozSsFz14D+JMCobHQ7hP4kwKhsdDuE/AeZ2gy1f4T8B5naDLV/hP0ZVphqFJ+I/RlWmGoUn4j9UnLRJ8TXiP1SctEnxNeI/1VZxi+Nh4j/VVnGL42HiPwI7BE4bYuI/AjsEThti4j/OJcYRpJfiP84lxhGkl+I/H7YuXKkX4z8fti5cqRfjP4WtzC6iW+M/ha3MLqJb4z8eQXD1O5TjPx5BcPU7lOM/REENGayg4z9EQQ0ZrKDjP70OQ34po+M/vQ5Dfimj4z+lpjv9scfjP6WmO/2xx+M/3svaI6j24z/ey9ojqPbjP5pjoHI3+eM/mmOgcjf54z9D41+6oijkP0PjX7qiKOQ/dAr939uY5D90Cv3f25jkPxqysS2A0OQ/GrKxLYDQ5D/n88aU2eLkP+fzxpTZ4uQ/Y/vPLx7t5D9j+88vHu3kPwro2+/sc+U/Cujb7+xz5T86yoOaGMXlPzrKg5oYxeU/b/WFsfg25j9v9YWx+DbmPxZL4iSrPOY/FkviJKs85j/HSviN7mLmP8dK+I3uYuY/KIxV4fO95j8ojFXh873mP7gAy6OZ3OY/uADLo5nc5j+GOZKNiw3nP4Y5ko2LDec/LcwWhjc+5z8tzBaGNz7nP1hQdB3fQ+c/WFB0Hd9D5z+7wMiJVUjnP7vAyIlVSOc/xh8Rdz505z/GHxF3PnTnPyZs5Ou5m+c/Jmzk67mb5z8XeXBGUb3nPxd5cEZRvec/WxF8XSXk5z9bEXxdJeTnPyjkV/pWFeg/KORX+lYV6D8pNvviyVLoPyk2++LJUug/onS/hnJz6D+idL+GcnPoP9fGYE49deg/18ZgTj116D/ZpLO+tvvoP9mks762++g/zBv/PKhk6T/MG/88qGTpP5pnMgjwlek/mmcyCPCV6T/NLEZ4rprpP80sRniumuk/ETweC4Kc6T8RPB4LgpzpP3/jxWPus+k/f+PFY+6z6T8xqyiMptjpPzGrKIym2Ok/wUjIgQbk6T/BSMiBBuTpP9hNRXPI8+k/2E1Fc8jz6T9fFj+4APbpP18WP7gA9uk/lBADhQAB6j+UEAOFAAHqP62j2dV3Guo/raPZ1Xca6j/18p00infqP/XynTSKd+o/fYSwF02H6j99hLAXTYfqPz9K1HQQyOo/P0rUdBDI6j+XOGRAtNfqP5c4ZEC01+o/8iZ9wMnn6j/yJn3AyefqPwayaONlOes/BrJo42U56z/sROOIrHTrP+xE44isdOs/hmjDERBn7D+GaMMREGfsP+gWbsKJqew/6BZuwomp7D/ksn+w26zsP+Syf7DbrOw/n7zo7cfA7D+fvOjtx8DsP3Sf/lWKWO0/dJ/+VYpY7T99UHdQxZrtP31Qd1DFmu0/09jjKc6x7T/T2OMpzrHtPwrCilOv3u0/CsKKU6/e7T+4J7sn+G/uP7gnuyf4b+4/iprlG5Ol7j+KmuUbk6XuP/ae0eoQxO4/9p7R6hDE7j9uyY9+6ATvP27Jj37oBO8/54L2u5lO7z/ngva7mU7vP1yuua+MT+8/XK65r4xP7z/qO2ZOuF7vP+o7Zk64Xu8/ffeyyrjD7z9997LKuMPvP1ZOah8N8+8/Vk5qHw3z7z+ftTQsZUTwP5+1NCxlRPA/wUBt9Y2U8D/BQG31jZTwP3cBTfZHvvA/dwFN9ke+8D8Gh42KccPwPwaHjYpxw/A/ZzolcvX58D9nOiVy9fnwP5LXt/MhRvE/kte38yFG8T80FlRXznTxPzQWVFfOdPE//4lPg8ih8T//iU+DyKHxP902ncBFp/E/3TadwEWn8T+fjmVOZ7/xP5+OZU5nv/E/tIPuHjTx8T+0g+4eNPHxPzD11djJ8fE/MPXV2Mnx8T+mH6VIbEHyP6YfpUhsQfI/Kcz++ESO8j8pzP74RI7yPwudnlmzrPI/C52eWbOs8j8n4NOzcxXzPyfg07NzFfM//SF/8C0g8z/9IX/wLSDzP/4zfzq9L/M//jN/Or0v8z+SmiTf1zXzP5KaJN/XNfM/Qzq3syBR8z9DOrezIFHzP0DUxlUGYPM/QNTGVQZg8z9W61VVfbTzP1brVVV9tPM/LRM2RdXT8z8tEzZF1dPzPwuOA8LT1/M/C44DwtPX8z/PHbFmnvHzP88dsWae8fM/GxKcdKsv9D8bEpx0qy/0PwpWbgK34fQ/ClZuArfh9D8YAFnbSzz1PxgAWdtLPPU/yRp6gkuL9T/JGnqCS4v1P76rQT7/nvU/vqtBPv+e9T/l7f71c+z1P+Xt/vVz7PU/qO1/fCvv9T+o7X98K+/1P7UnkDWaEPY/tSeQNZoQ9j+IxsYxG8H2P4jGxjEbwfY/Fv2t+JIS9z8W/a34khL3P6ohdRlLFPc/qiF1GUsU9z9UtxxwwzD3P1S3HHDDMPc/r9HLJ59Q9z+v0csnn1D3PyyQ0wXNVfc/LJDTBc1V9z8c0gISr8j4PxzSAhKvyPg/ySkqjs0d+j/JKSqOzR36P3FsRekYfPo/cWxF6Rh8+j8Jnw+/YJP6PwmfD79gk/o/Pc80bGPP+j89zzRsY8/6P6MgoFoDx/s/oyCgWgPH+z8dUNUa3Ar8Px1Q1RrcCvw/U8G9+EVI/D9Twb34RUj8P7LB/kl6IP0/ssH+SXog/T8FWAHC6039PwVYAcLrTf0/9e/mKLyQ/j/17+YovJD+P0n8ILrEov4/SfwgusSi/j8Ud1tQ6Of+PxR3W1Do5/4/+Y7TDwCW/z/5jtMPAJb/P4y4cNy9DABAjLhw3L0MAEAnuDkBnB8AQCe4OQGcHwBAuArTqRHvAEC4CtOpEe8AQO8BQ4ybGgFA7wFDjJsaAUD3syqwoXwBQPezKrChfAFAMYYpr26IAUAxhimvbogBQOrC8t1O8AFA6sLy3U7wAUB50dHszSkCQHnR0ezNKQJAuTTudS0dA0C5NO51LR0DQPHf6EFwJQNA8d/oQXAlA0AQpsTH/l0EQBCmxMf+XQRAQUjNQQeSBEBBSM1BB5IEQCBVt7SazQRAIFW3tJrNBEA=\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[1000],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2153\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2154\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2149\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2150\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2151\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2161\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2155\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2156\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2157\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2162\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2163\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2158\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":-3.6434352673893358},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2159\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":-3.6434352673893358},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2160\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":-3.6434352673893358},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2170\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2164\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2165\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2166\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2171\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2172\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2167\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2.600392734379639},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2168\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2.600392734379639},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2169\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2.600392734379639},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2120\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2133\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2134\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2135\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2136\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p2142\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p2141\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p2143\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2144\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2145\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2128\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2129\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2130\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2131\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2123\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2124\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2125\"},\"axis_label\":\"x\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2126\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2127\",\"attributes\":{\"axis\":{\"id\":\"p2123\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2132\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2128\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"dc2a5dec-ae8e-4c1f-9ad0-2573e9ad44db\",\"roots\":{\"p2112\":\"c1ff8a04-e00e-41e6-95d8-4ac2b334f5a9\"},\"root_ids\":[\"p2112\"]}];\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": "p2112" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(x)\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we understand what an ECDF is and how to plot it, let's make a set of ECDFs for our frog data." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "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 = {\"6a34431e-9d20-4bfc-a0e4-1c1987f7c8d7\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2175\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2176\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2177\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2184\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2185\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2182\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2215\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2209\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2210\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2211\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QAAAAAAA0H5AAAAAAADQfkAAAAAAAGCBQAAAAAAAYIFAAAAAAAA4iEAAAAAAADiIQAAAAAAA1JJAAAAAAADUkkAAAAAAAGCTQAAAAAAAYJNAAAAAAAAIlEAAAAAAAAiUQAAAAAAAbJRAAAAAAABslEAAAAAAAByYQAAAAAAAHJhAAAAAAAAkmEAAAAAAACSYQAAAAAAAUJhAAAAAAABQmEAAAAAAAHCaQAAAAAAAcJpAAAAAAABEm0AAAAAAAESbQAAAAAAAjJ1AAAAAAACMnUAAAAAAAKSdQAAAAAAApJ1AAAAAAAAgnkAAAAAAACCeQAAAAAAAwJ9AAAAAAADAn0AAAAAAAMihQAAAAAAAyKFAAAAAAAC+o0AAAAAAAL6jQAAAAAAAoqRAAAAAAACipEA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2216\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2217\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2212\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2213\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2214\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2224\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2218\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2219\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2220\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2225\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2226\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2221\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2222\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2223\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2233\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2227\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2228\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2229\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2234\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2235\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2230\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2231\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2232\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2242\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2236\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2237\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2238\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQAAAAAAA0HBAAAAAAADQcEAAAAAAAJByQAAAAAAAkHJAAAAAAABwdEAAAAAAAHB0QAAAAAAA8HdAAAAAAADwd0AAAAAAADB7QAAAAAAAMHtAAAAAAACQfEAAAAAAAJB8QAAAAAAAGIBAAAAAAAAYgEAAAAAAAIiAQAAAAAAAiIBAAAAAAADogEAAAAAAAOiAQAAAAAAA6IJAAAAAAADogkAAAAAAAKCDQAAAAAAAoINAAAAAAAD4hUAAAAAAAPiFQAAAAAAA0IZAAAAAAADQhkAAAAAAAHiHQAAAAAAAeIdAAAAAAACQjUAAAAAAAJCNQAAAAAAAeJJAAAAAAAB4kkAAAAAAALSWQAAAAAAAtJZAAAAAAAAMmEAAAAAAAAyYQAAAAAAAMJlAAAAAAAAwmUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2243\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2244\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2239\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2240\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2241\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2251\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2245\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2246\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2247\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2252\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2253\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2248\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2249\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2250\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2260\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2254\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2255\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2256\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2261\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2262\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2257\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2258\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2259\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2269\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2263\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2264\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2265\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QAAAAAAAEHhAAAAAAAAQeEAAAAAAABB5QAAAAAAAEHlAAAAAAADgeUAAAAAAAOB5QAAAAAAAoHxAAAAAAACgfEAAAAAAALB8QAAAAAAAsHxAAAAAAACAfkAAAAAAAIB+QAAAAAAAuIBAAAAAAAC4gEAAAAAAANCAQAAAAAAA0IBAAAAAAAAAgUAAAAAAAACBQAAAAAAAAIFAAAAAAAAAgUAAAAAAABiCQAAAAAAAGIJAAAAAAAAYg0AAAAAAABiDQAAAAAAAMINAAAAAAAAwg0AAAAAAADCDQAAAAAAAMINAAAAAAABog0AAAAAAAGiDQAAAAAAAkINAAAAAAACQg0AAAAAAAMiEQAAAAAAAyIRAAAAAAABAiEAAAAAAAECIQAAAAAAAMIlAAAAAAAAwiUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2270\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2271\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2266\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2267\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2268\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2278\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2272\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2273\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2274\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2279\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2280\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2275\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2276\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2277\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2287\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2281\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2282\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2283\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2288\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2289\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2284\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2285\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2286\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2296\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2290\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2291\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2292\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QAAAAAAAgEJAAAAAAACAQkAAAAAAAMBhQAAAAAAAwGFAAAAAAACAZUAAAAAAAIBlQAAAAAAAwGhAAAAAAADAaEAAAAAAAMBoQAAAAAAAwGhAAAAAAAAQcUAAAAAAABBxQAAAAAAAMHZAAAAAAAAwdkAAAAAAACB5QAAAAAAAIHlAAAAAAABQfEAAAAAAAFB8QAAAAAAAQH1AAAAAAABAfUAAAAAAAGB/QAAAAAAAYH9AAAAAAAAggEAAAAAAACCAQAAAAAAAMIJAAAAAAAAwgkAAAAAAAKiCQAAAAAAAqIJAAAAAAADogkAAAAAAAOiCQAAAAAAAMINAAAAAAAAwg0AAAAAAADiGQAAAAAAAOIZAAAAAAACAhkAAAAAAAICGQAAAAAAAeIlAAAAAAAB4iUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2297\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2298\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2293\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2294\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2295\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2305\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2299\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2300\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2301\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2306\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2307\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2302\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2303\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2304\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2314\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2308\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2309\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2310\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2315\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2316\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2311\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2312\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2313\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2183\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2196\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2197\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2198\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2199\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p2205\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p2204\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p2206\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2207\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2208\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2191\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2192\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2193\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2194\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p2317\",\"attributes\":{\"location\":\"center\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2318\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"I\"},\"renderers\":[{\"id\":\"p2215\"},{\"id\":\"p2233\"},{\"id\":\"p2224\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2319\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"II\"},\"renderers\":[{\"id\":\"p2242\"},{\"id\":\"p2260\"},{\"id\":\"p2251\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2320\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"III\"},\"renderers\":[{\"id\":\"p2269\"},{\"id\":\"p2287\"},{\"id\":\"p2278\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2321\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"IV\"},\"renderers\":[{\"id\":\"p2296\"},{\"id\":\"p2314\"},{\"id\":\"p2305\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2186\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2187\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2188\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2189\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2190\",\"attributes\":{\"axis\":{\"id\":\"p2186\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2195\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2191\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"6a34431e-9d20-4bfc-a0e4-1c1987f7c8d7\",\"roots\":{\"p2175\":\"df882569-314d-4659-a03b-3eb9cfbfd11b\"},\"root_ids\":[\"p2175\"]}];\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": "p2175" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each dot in the ECDF is a single data point that we measured. Given the above definition of the ECDF, it is defined for all real $x$. So, formally, the ECDF is a continuous function (with discontinuous derivatives at each data point). So, it should be plotted like a staircase according to the formal definition. We can plot it that way using the `style` keyword argument." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "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 = {\"859f4533-7975-4b79-a7a9-34484de59579\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2330\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2331\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2332\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2339\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2340\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2337\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2370\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2364\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2365\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2366\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QAAAAAAA0H5AAAAAAADQfkAAAAAAAGCBQAAAAAAAYIFAAAAAAAA4iEAAAAAAADiIQAAAAAAA1JJAAAAAAADUkkAAAAAAAGCTQAAAAAAAYJNAAAAAAAAIlEAAAAAAAAiUQAAAAAAAbJRAAAAAAABslEAAAAAAAByYQAAAAAAAHJhAAAAAAAAkmEAAAAAAACSYQAAAAAAAUJhAAAAAAABQmEAAAAAAAHCaQAAAAAAAcJpAAAAAAABEm0AAAAAAAESbQAAAAAAAjJ1AAAAAAACMnUAAAAAAAKSdQAAAAAAApJ1AAAAAAAAgnkAAAAAAACCeQAAAAAAAwJ9AAAAAAADAn0AAAAAAAMihQAAAAAAAyKFAAAAAAAC+o0AAAAAAAL6jQAAAAAAAoqRAAAAAAACipEA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2371\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2372\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2367\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2368\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2369\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2379\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2373\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2374\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2375\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2380\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2381\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2376\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2377\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2378\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2388\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2382\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2383\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2384\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2389\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2390\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2385\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2386\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2387\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2397\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2391\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2392\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2393\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQAAAAAAA0HBAAAAAAADQcEAAAAAAAJByQAAAAAAAkHJAAAAAAABwdEAAAAAAAHB0QAAAAAAA8HdAAAAAAADwd0AAAAAAADB7QAAAAAAAMHtAAAAAAACQfEAAAAAAAJB8QAAAAAAAGIBAAAAAAAAYgEAAAAAAAIiAQAAAAAAAiIBAAAAAAADogEAAAAAAAOiAQAAAAAAA6IJAAAAAAADogkAAAAAAAKCDQAAAAAAAoINAAAAAAAD4hUAAAAAAAPiFQAAAAAAA0IZAAAAAAADQhkAAAAAAAHiHQAAAAAAAeIdAAAAAAACQjUAAAAAAAJCNQAAAAAAAeJJAAAAAAAB4kkAAAAAAALSWQAAAAAAAtJZAAAAAAAAMmEAAAAAAAAyYQAAAAAAAMJlAAAAAAAAwmUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2398\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2399\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2394\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2395\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2396\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2406\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2400\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2401\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2402\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2407\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2408\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2403\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2404\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2405\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2415\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2409\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2410\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2411\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2416\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2417\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2412\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2413\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2414\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2424\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2418\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2419\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2420\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QAAAAAAAEHhAAAAAAAAQeEAAAAAAABB5QAAAAAAAEHlAAAAAAADgeUAAAAAAAOB5QAAAAAAAoHxAAAAAAACgfEAAAAAAALB8QAAAAAAAsHxAAAAAAACAfkAAAAAAAIB+QAAAAAAAuIBAAAAAAAC4gEAAAAAAANCAQAAAAAAA0IBAAAAAAAAAgUAAAAAAAACBQAAAAAAAAIFAAAAAAAAAgUAAAAAAABiCQAAAAAAAGIJAAAAAAAAYg0AAAAAAABiDQAAAAAAAMINAAAAAAAAwg0AAAAAAADCDQAAAAAAAMINAAAAAAABog0AAAAAAAGiDQAAAAAAAkINAAAAAAACQg0AAAAAAAMiEQAAAAAAAyIRAAAAAAABAiEAAAAAAAECIQAAAAAAAMIlAAAAAAAAwiUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2425\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2426\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2421\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2422\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2423\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2433\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2427\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2428\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2429\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2434\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2435\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2430\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2431\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2432\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2442\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2436\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2437\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2438\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2443\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2444\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2439\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2440\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2441\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2451\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2445\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2446\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2447\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QAAAAAAAgEJAAAAAAACAQkAAAAAAAMBhQAAAAAAAwGFAAAAAAACAZUAAAAAAAIBlQAAAAAAAwGhAAAAAAADAaEAAAAAAAMBoQAAAAAAAwGhAAAAAAAAQcUAAAAAAABBxQAAAAAAAMHZAAAAAAAAwdkAAAAAAACB5QAAAAAAAIHlAAAAAAABQfEAAAAAAAFB8QAAAAAAAQH1AAAAAAABAfUAAAAAAAGB/QAAAAAAAYH9AAAAAAAAggEAAAAAAACCAQAAAAAAAMIJAAAAAAAAwgkAAAAAAAKiCQAAAAAAAqIJAAAAAAADogkAAAAAAAOiCQAAAAAAAMINAAAAAAAAwg0AAAAAAADiGQAAAAAAAOIZAAAAAAACAhkAAAAAAAICGQAAAAAAAeIlAAAAAAAB4iUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2452\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2453\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2448\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2449\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2450\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2460\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2454\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2455\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2456\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2461\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2462\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2457\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2458\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2459\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2469\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2463\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2464\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2465\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2470\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2471\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2466\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2467\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2468\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2338\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2351\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2352\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2353\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2354\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p2360\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p2359\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p2361\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2362\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2363\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2346\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2347\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2348\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2349\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p2472\",\"attributes\":{\"location\":\"center\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2473\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"I\"},\"renderers\":[{\"id\":\"p2370\"},{\"id\":\"p2388\"},{\"id\":\"p2379\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2474\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"II\"},\"renderers\":[{\"id\":\"p2397\"},{\"id\":\"p2415\"},{\"id\":\"p2406\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2475\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"III\"},\"renderers\":[{\"id\":\"p2424\"},{\"id\":\"p2442\"},{\"id\":\"p2433\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2476\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"IV\"},\"renderers\":[{\"id\":\"p2451\"},{\"id\":\"p2469\"},{\"id\":\"p2460\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2341\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2342\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2343\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2344\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2345\",\"attributes\":{\"axis\":{\"id\":\"p2341\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2350\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2346\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"859f4533-7975-4b79-a7a9-34484de59579\",\"roots\":{\"p2330\":\"ea32d132-6d67-4265-bcdb-d1c60856631c\"},\"root_ids\":[\"p2330\"]}];\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": "p2330" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", " style=\"staircase\",\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is still plotting all of your data. The concave corners of the staircase correspond to the measured data. This can be seen by overlaying the \"dot\" version of the ECDFs." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "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 = {\"005fa7dc-35f5-4f63-8220-fbd0c27eb28f\":{\"version\":\"3.7.3\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p2330\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2331\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p2332\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2339\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p2340\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p2337\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2370\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2364\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2365\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2366\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QAAAAAAA0H5AAAAAAADQfkAAAAAAAGCBQAAAAAAAYIFAAAAAAAA4iEAAAAAAADiIQAAAAAAA1JJAAAAAAADUkkAAAAAAAGCTQAAAAAAAYJNAAAAAAAAIlEAAAAAAAAiUQAAAAAAAbJRAAAAAAABslEAAAAAAAByYQAAAAAAAHJhAAAAAAAAkmEAAAAAAACSYQAAAAAAAUJhAAAAAAABQmEAAAAAAAHCaQAAAAAAAcJpAAAAAAABEm0AAAAAAAESbQAAAAAAAjJ1AAAAAAACMnUAAAAAAAKSdQAAAAAAApJ1AAAAAAAAgnkAAAAAAACCeQAAAAAAAwJ9AAAAAAADAn0AAAAAAAMihQAAAAAAAyKFAAAAAAAC+o0AAAAAAAL6jQAAAAAAAoqRAAAAAAACipEA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2371\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2372\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2367\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2368\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2369\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2379\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2373\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2374\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2375\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2380\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2381\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2376\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2377\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2378\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2388\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2382\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2383\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2384\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2389\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2390\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2385\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2386\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2387\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2397\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2391\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2392\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2393\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQAAAAAAA0HBAAAAAAADQcEAAAAAAAJByQAAAAAAAkHJAAAAAAABwdEAAAAAAAHB0QAAAAAAA8HdAAAAAAADwd0AAAAAAADB7QAAAAAAAMHtAAAAAAACQfEAAAAAAAJB8QAAAAAAAGIBAAAAAAAAYgEAAAAAAAIiAQAAAAAAAiIBAAAAAAADogEAAAAAAAOiAQAAAAAAA6IJAAAAAAADogkAAAAAAAKCDQAAAAAAAoINAAAAAAAD4hUAAAAAAAPiFQAAAAAAA0IZAAAAAAADQhkAAAAAAAHiHQAAAAAAAeIdAAAAAAACQjUAAAAAAAJCNQAAAAAAAeJJAAAAAAAB4kkAAAAAAALSWQAAAAAAAtJZAAAAAAAAMmEAAAAAAAAyYQAAAAAAAMJlAAAAAAAAwmUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2398\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2399\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2394\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2395\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2396\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2406\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2400\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2401\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2402\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2407\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2408\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2403\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2404\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2405\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2415\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2409\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2410\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2411\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2416\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2417\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2412\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2413\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2414\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2424\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2418\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2419\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2420\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QAAAAAAAEHhAAAAAAAAQeEAAAAAAABB5QAAAAAAAEHlAAAAAAADgeUAAAAAAAOB5QAAAAAAAoHxAAAAAAACgfEAAAAAAALB8QAAAAAAAsHxAAAAAAACAfkAAAAAAAIB+QAAAAAAAuIBAAAAAAAC4gEAAAAAAANCAQAAAAAAA0IBAAAAAAAAAgUAAAAAAAACBQAAAAAAAAIFAAAAAAAAAgUAAAAAAABiCQAAAAAAAGIJAAAAAAAAYg0AAAAAAABiDQAAAAAAAMINAAAAAAAAwg0AAAAAAADCDQAAAAAAAMINAAAAAAABog0AAAAAAAGiDQAAAAAAAkINAAAAAAACQg0AAAAAAAMiEQAAAAAAAyIRAAAAAAABAiEAAAAAAAECIQAAAAAAAMIlAAAAAAAAwiUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2425\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2426\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2421\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2422\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2423\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2433\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2427\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2428\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2429\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2434\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2435\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2430\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2431\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2432\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2442\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2436\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2437\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2438\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2443\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2444\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2439\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2440\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2441\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2451\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2445\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2446\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2447\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QAAAAAAAgEJAAAAAAACAQkAAAAAAAMBhQAAAAAAAwGFAAAAAAACAZUAAAAAAAIBlQAAAAAAAwGhAAAAAAADAaEAAAAAAAMBoQAAAAAAAwGhAAAAAAAAQcUAAAAAAABBxQAAAAAAAMHZAAAAAAAAwdkAAAAAAACB5QAAAAAAAIHlAAAAAAABQfEAAAAAAAFB8QAAAAAAAQH1AAAAAAABAfUAAAAAAAGB/QAAAAAAAYH9AAAAAAAAggEAAAAAAACCAQAAAAAAAMIJAAAAAAAAwgkAAAAAAAKiCQAAAAAAAqIJAAAAAAADogkAAAAAAAOiCQAAAAAAAMINAAAAAAAAwg0AAAAAAADiGQAAAAAAAOIZAAAAAAACAhkAAAAAAAICGQAAAAAAAeIlAAAAAAAB4iUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2452\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2453\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2448\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2449\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2450\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2460\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2454\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2455\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2456\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2461\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2462\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2457\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2458\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2459\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2469\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2463\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2464\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2465\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2470\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2471\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2466\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2467\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2468\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2491\",\"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\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACQfUAAAAAAAJB9QAAAAAAA0H5AAAAAAADQfkAAAAAAAGCBQAAAAAAAYIFAAAAAAAA4iEAAAAAAADiIQAAAAAAA1JJAAAAAAADUkkAAAAAAAGCTQAAAAAAAYJNAAAAAAAAIlEAAAAAAAAiUQAAAAAAAbJRAAAAAAABslEAAAAAAAByYQAAAAAAAHJhAAAAAAAAkmEAAAAAAACSYQAAAAAAAUJhAAAAAAABQmEAAAAAAAHCaQAAAAAAAcJpAAAAAAABEm0AAAAAAAESbQAAAAAAAjJ1AAAAAAACMnUAAAAAAAKSdQAAAAAAApJ1AAAAAAAAgnkAAAAAAACCeQAAAAAAAwJ9AAAAAAADAn0AAAAAAAMihQAAAAAAAyKFAAAAAAAC+o0AAAAAAAL6jQAAAAAAAoqRAAAAAAACipEA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2492\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2493\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2488\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2489\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2490\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#1f77b3\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2500\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2494\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2495\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2496\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2501\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2502\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2497\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2498\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2499\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":473.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2509\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2503\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2504\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2505\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2510\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2511\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2506\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2507\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2508\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":2641.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b3\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2518\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2512\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2513\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2514\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAACgbkAAAAAAAKBuQAAAAAAA0HBAAAAAAADQcEAAAAAAAJByQAAAAAAAkHJAAAAAAABwdEAAAAAAAHB0QAAAAAAA8HdAAAAAAADwd0AAAAAAADB7QAAAAAAAMHtAAAAAAACQfEAAAAAAAJB8QAAAAAAAGIBAAAAAAAAYgEAAAAAAAIiAQAAAAAAAiIBAAAAAAADogEAAAAAAAOiAQAAAAAAA6IJAAAAAAADogkAAAAAAAKCDQAAAAAAAoINAAAAAAAD4hUAAAAAAAPiFQAAAAAAA0IZAAAAAAADQhkAAAAAAAHiHQAAAAAAAeIdAAAAAAACQjUAAAAAAAJCNQAAAAAAAeJJAAAAAAAB4kkAAAAAAALSWQAAAAAAAtJZAAAAAAAAMmEAAAAAAAAyYQAAAAAAAMJlAAAAAAAAwmUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2519\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2520\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2515\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2516\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2517\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#ff7e0e\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2527\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2521\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2522\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2523\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2528\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2529\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2524\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2525\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2526\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":245.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2536\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2530\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2531\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2532\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2537\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2538\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2533\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2534\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2535\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":1612.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#ff7e0e\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2545\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2539\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2540\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2541\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAABAdEAAAAAAAEB0QAAAAAAAEHhAAAAAAAAQeEAAAAAAABB5QAAAAAAAEHlAAAAAAADgeUAAAAAAAOB5QAAAAAAAoHxAAAAAAACgfEAAAAAAALB8QAAAAAAAsHxAAAAAAACAfkAAAAAAAIB+QAAAAAAAuIBAAAAAAAC4gEAAAAAAANCAQAAAAAAA0IBAAAAAAAAAgUAAAAAAAACBQAAAAAAAAIFAAAAAAAAAgUAAAAAAABiCQAAAAAAAGIJAAAAAAAAYg0AAAAAAABiDQAAAAAAAMINAAAAAAAAwg0AAAAAAADCDQAAAAAAAMINAAAAAAABog0AAAAAAAGiDQAAAAAAAkINAAAAAAACQg0AAAAAAAMiEQAAAAAAAyIRAAAAAAABAiEAAAAAAAECIQAAAAAAAMIlAAAAAAAAwiUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2546\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2547\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2542\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2543\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2544\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#2ba02b\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2554\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2548\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2549\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2550\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2555\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2556\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2551\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2552\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2553\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":324.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2563\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2557\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2558\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2559\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2564\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2565\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2560\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2561\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2562\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":806.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#2ba02b\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2572\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2566\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2567\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2568\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAANkAAAAAAAAA2QAAAAAAAgEJAAAAAAACAQkAAAAAAAMBhQAAAAAAAwGFAAAAAAACAZUAAAAAAAIBlQAAAAAAAwGhAAAAAAADAaEAAAAAAAMBoQAAAAAAAwGhAAAAAAAAQcUAAAAAAABBxQAAAAAAAMHZAAAAAAAAwdkAAAAAAACB5QAAAAAAAIHlAAAAAAABQfEAAAAAAAFB8QAAAAAAAQH1AAAAAAABAfUAAAAAAAGB/QAAAAAAAYH9AAAAAAAAggEAAAAAAACCAQAAAAAAAMIJAAAAAAAAwgkAAAAAAAKiCQAAAAAAAqIJAAAAAAADogkAAAAAAAOiCQAAAAAAAMINAAAAAAAAwg0AAAAAAADiGQAAAAAAAOIZAAAAAAACAhkAAAAAAAICGQAAAAAAAeIlAAAAAAAB4iUA=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACamZmZmZmpP5qZmZmZmak/mpmZmZmZuT+amZmZmZm5PzMzMzMzM8M/MzMzMzMzwz+amZmZmZnJP5qZmZmZmck/AAAAAAAA0D8AAAAAAADQPzMzMzMzM9M/MzMzMzMz0z9mZmZmZmbWP2ZmZmZmZtY/mpmZmZmZ2T+amZmZmZnZP83MzMzMzNw/zczMzMzM3D8AAAAAAADgPwAAAAAAAOA/mpmZmZmZ4T+amZmZmZnhPzMzMzMzM+M/MzMzMzMz4z/NzMzMzMzkP83MzMzMzOQ/ZmZmZmZm5j9mZmZmZmbmPwAAAAAAAOg/AAAAAAAA6D+amZmZmZnpP5qZmZmZmek/MzMzMzMz6z8zMzMzMzPrP83MzMzMzOw/zczMzMzM7D9mZmZmZmbuP2ZmZmZmZu4/AAAAAAAA8D8=\"},\"shape\":[40],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2573\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2574\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2569\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2570\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p2571\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":\"#d62628\",\"line_alpha\":0.2,\"line_width\":2}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2581\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2575\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2576\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2577\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2582\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2583\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2578\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2579\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2580\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":22.0},\"y\":{\"type\":\"value\",\"value\":0},\"angle\":{\"type\":\"value\",\"value\":3.141592653589793},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p2590\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p2584\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p2585\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p2586\"},\"data\":{\"type\":\"map\"}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p2591\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p2592\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2587\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2588\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Ray\",\"id\":\"p2589\",\"attributes\":{\"x\":{\"type\":\"value\",\"value\":815.0},\"y\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#d62628\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p2338\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p2351\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p2352\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p2353\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p2354\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"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\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p2360\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p2359\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p2361\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p2362\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p2363\"}]}},\"toolbar_location\":\"above\",\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2346\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2347\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2348\"},\"axis_label\":\"ECDF\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2349\"}}}],\"right\":[{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p2472\",\"attributes\":{\"location\":\"center\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2473\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"I\"},\"renderers\":[{\"id\":\"p2370\"},{\"id\":\"p2388\"},{\"id\":\"p2379\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2474\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"II\"},\"renderers\":[{\"id\":\"p2397\"},{\"id\":\"p2415\"},{\"id\":\"p2406\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2475\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"III\"},\"renderers\":[{\"id\":\"p2424\"},{\"id\":\"p2442\"},{\"id\":\"p2433\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p2476\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"IV\"},\"renderers\":[{\"id\":\"p2451\"},{\"id\":\"p2469\"},{\"id\":\"p2460\"}]}}]}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p2341\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p2342\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p2343\"},\"axis_label\":\"impact force (mN)\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p2344\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2345\",\"attributes\":{\"axis\":{\"id\":\"p2341\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p2350\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p2346\"}}}],\"frame_width\":375,\"frame_height\":275}}]}};\n const render_items = [{\"docid\":\"005fa7dc-35f5-4f63-8220-fbd0c27eb28f\",\"roots\":{\"p2330\":\"ade45b19-43a2-4d2f-833e-7d8abac85d64\"},\"root_ids\":[\"p2330\"]}];\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": "p2330" } }, "output_type": "display_data" } ], "source": [ "p = iqplot.ecdf(\n", " data=df,\n", " q=\"impact force (mN)\",\n", " cats=\"ID\",\n", " p=p,\n", " show_legend=False,\n", ")\n", "\n", "bokeh.io.show(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Don't make bar graphs\n", "\n", "Bar graphs, especially with error bars (in which case they are called dynamite plots), are typically awful. They are pervasive in biology papers. I have yet to find a single example where a bar graph is the best choice. Strip plots (with jitter) or even box plots, are more informative and almost always preferred. In fact, ECDFs are often better even than these. Here is a simple message:\n", "\n", "
\n", " \n", "Don't make bar graphs.\n", " \n", "
\n", "\n", "What should I do instead you ask? The answer is simple: **plot all of your data** when you can. If you can't, box plots are always better than bar graphs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing environment" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python implementation: CPython\n", "Python version : 3.13.5\n", "IPython version : 9.4.0\n", "\n", "numpy : 2.2.6\n", "polars : 1.31.0\n", "bokeh : 3.7.3\n", "iqplot : 0.3.7\n", "jupyterlab: 4.4.5\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -v -p numpy,polars,bokeh,iqplot,jupyterlab" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "default", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 4 }