sorting_and_grouping_bars.ipynb
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examples/sorting_and_grouping_bars.ipynb
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378
examples/sorting_and_grouping_bars.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "228d57af-2bd1-458d-860b-e17b2fe7d445",
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"metadata": {},
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"source": [
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"## Example: Bar Ordering\n",
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"\n",
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"Don't neglect the role of ordering when working with categorical variables. These provide an additional opportunity to emphasize or highlight.\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "279c3be4-53f3-4db5-a4e3-8f55019529af",
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"metadata": {},
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"outputs": [],
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"source": [
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"import altair as alt\n",
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"import polars as pl"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "b071e9be-1fad-4852-87b8-38157be6de66",
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"metadata": {},
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"outputs": [],
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"source": [
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"countries = {\n",
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" \"AA\": 13, \"AB\": 45, \"AC\": 30, \"AD\": 14, \"AE\": 21,\n",
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" \"BA\": 17, \"BB\": 25, \"BC\": 29, \"BD\": 16, \"BE\": 21,\n",
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" \"CA\": 20, \"CB\": 22, \"CC\": 28, \"CD\": 18, \"CE\": 24,\n",
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" \"DA\": 40, \"DB\": 33, \"DC\": 30, \"DD\": 13, \"CE\": 28,\n",
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" \"EA\": 16, \"EB\": 45, \"EC\": 27, \"ED\": 80, \"CE\": 33,\n",
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" }"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "f9d54624-a50e-414e-a29c-c8371fe5b98f",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = pl.DataFrame(countries).unpivot(variable_name=\"country\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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||||
"id": "334fe526-2536-478c-9457-aad9e166eb1d",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"\n",
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"<style>\n",
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" #altair-viz-6128fc8afb7940f1ad0eba49c5b71e04.vega-embed {\n",
|
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" width: 100%;\n",
|
||||
" display: flex;\n",
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" }\n",
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"\n",
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" #altair-viz-6128fc8afb7940f1ad0eba49c5b71e04.vega-embed details,\n",
|
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" #altair-viz-6128fc8afb7940f1ad0eba49c5b71e04.vega-embed details summary {\n",
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" position: relative;\n",
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" }\n",
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"</style>\n",
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"<div id=\"altair-viz-6128fc8afb7940f1ad0eba49c5b71e04\"></div>\n",
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"<script type=\"text/javascript\">\n",
|
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" var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
|
||||
" (function(spec, embedOpt){\n",
|
||||
" let outputDiv = document.currentScript.previousElementSibling;\n",
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" outputDiv = document.getElementById(\"altair-viz-6128fc8afb7940f1ad0eba49c5b71e04\");\n",
|
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" }\n",
|
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" const paths = {\n",
|
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" \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
|
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" \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
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" \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
|
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" \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
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" };\n",
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"\n",
|
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" function maybeLoadScript(lib, version) {\n",
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" var key = `${lib.replace(\"-\", \"\")}_version`;\n",
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" return (VEGA_DEBUG[key] == version) ?\n",
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" Promise.resolve(paths[lib]) :\n",
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" new Promise(function(resolve, reject) {\n",
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" var s = document.createElement('script');\n",
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" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
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" s.async = true;\n",
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" s.onload = () => {\n",
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" VEGA_DEBUG[key] = version;\n",
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" return resolve(paths[lib]);\n",
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" };\n",
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" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
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" s.src = paths[lib];\n",
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" });\n",
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" }\n",
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"\n",
|
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" function showError(err) {\n",
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" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
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" throw err;\n",
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" }\n",
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"\n",
|
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" function displayChart(vegaEmbed) {\n",
|
||||
" vegaEmbed(outputDiv, spec, embedOpt)\n",
|
||||
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
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" }\n",
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"\n",
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" if(typeof define === \"function\" && define.amd) {\n",
|
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" requirejs.config({paths});\n",
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" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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" } else {\n",
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" maybeLoadScript(\"vega\", \"5\")\n",
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" .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
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" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
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" .catch(showError)\n",
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" .then(() => displayChart(vegaEmbed));\n",
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" }\n",
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" })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-9bd5b15557267b851df082199b597c82\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"x\": {\"field\": \"country\", \"type\": \"nominal\"}, \"y\": {\"field\": \"value\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.20.1.json\", \"datasets\": {\"data-9bd5b15557267b851df082199b597c82\": [{\"country\": \"AA\", \"value\": 13}, {\"country\": \"AB\", \"value\": 45}, {\"country\": \"AC\", \"value\": 30}, {\"country\": \"AD\", \"value\": 14}, {\"country\": \"AE\", \"value\": 21}, {\"country\": \"BA\", \"value\": 17}, {\"country\": \"BB\", \"value\": 25}, {\"country\": \"BC\", \"value\": 29}, {\"country\": \"BD\", \"value\": 16}, {\"country\": \"BE\", \"value\": 21}, {\"country\": \"CA\", \"value\": 20}, {\"country\": \"CB\", \"value\": 22}, {\"country\": \"CC\", \"value\": 28}, {\"country\": \"CD\", \"value\": 18}, {\"country\": \"CE\", \"value\": 33}, {\"country\": \"DA\", \"value\": 40}, {\"country\": \"DB\", \"value\": 33}, {\"country\": \"DC\", \"value\": 30}, {\"country\": \"DD\", \"value\": 13}, {\"country\": \"EA\", \"value\": 16}, {\"country\": \"EB\", \"value\": 45}, {\"country\": \"EC\", \"value\": 27}, {\"country\": \"ED\", \"value\": 80}]}}, {\"mode\": \"vega-lite\"});\n",
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"</script>"
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],
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"text/plain": [
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"alt.Chart(...)"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"alt.Chart(df).mark_bar().encode(x=\"country\", y=\"value\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e163a712-3674-48bf-b0d3-f1d279c5ba2b",
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"metadata": {},
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"source": [
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"This alphabetical ordering may serve you well if you want people to quickly be able to find their country. But you can consider other orderings & groupings that might make your point better."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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||||
"id": "7883c59e-0bb4-4713-8772-aca9441e6800",
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"metadata": {},
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"outputs": [
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{
|
||||
"data": {
|
||||
"text/html": [
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"\n",
|
||||
"<style>\n",
|
||||
" #altair-viz-1d055bbfea574170835834169a6b5fbf.vega-embed {\n",
|
||||
" width: 100%;\n",
|
||||
" display: flex;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" #altair-viz-1d055bbfea574170835834169a6b5fbf.vega-embed details,\n",
|
||||
" #altair-viz-1d055bbfea574170835834169a6b5fbf.vega-embed details summary {\n",
|
||||
" position: relative;\n",
|
||||
" }\n",
|
||||
"</style>\n",
|
||||
"<div id=\"altair-viz-1d055bbfea574170835834169a6b5fbf\"></div>\n",
|
||||
"<script type=\"text/javascript\">\n",
|
||||
" var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
|
||||
" (function(spec, embedOpt){\n",
|
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" let outputDiv = document.currentScript.previousElementSibling;\n",
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" if (outputDiv.id !== \"altair-viz-1d055bbfea574170835834169a6b5fbf\") {\n",
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" outputDiv = document.getElementById(\"altair-viz-1d055bbfea574170835834169a6b5fbf\");\n",
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" }\n",
|
||||
" const paths = {\n",
|
||||
" \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
|
||||
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
|
||||
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
|
||||
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
|
||||
" };\n",
|
||||
"\n",
|
||||
" function maybeLoadScript(lib, version) {\n",
|
||||
" var key = `${lib.replace(\"-\", \"\")}_version`;\n",
|
||||
" return (VEGA_DEBUG[key] == version) ?\n",
|
||||
" Promise.resolve(paths[lib]) :\n",
|
||||
" new Promise(function(resolve, reject) {\n",
|
||||
" var s = document.createElement('script');\n",
|
||||
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
|
||||
" s.async = true;\n",
|
||||
" s.onload = () => {\n",
|
||||
" VEGA_DEBUG[key] = version;\n",
|
||||
" return resolve(paths[lib]);\n",
|
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" };\n",
|
||||
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
|
||||
" s.src = paths[lib];\n",
|
||||
" });\n",
|
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" }\n",
|
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"\n",
|
||||
" function showError(err) {\n",
|
||||
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
|
||||
" throw err;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" function displayChart(vegaEmbed) {\n",
|
||||
" vegaEmbed(outputDiv, spec, embedOpt)\n",
|
||||
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
|
||||
" }\n",
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||||
"\n",
|
||||
" if(typeof define === \"function\" && define.amd) {\n",
|
||||
" requirejs.config({paths});\n",
|
||||
" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
|
||||
" } else {\n",
|
||||
" maybeLoadScript(\"vega\", \"5\")\n",
|
||||
" .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
|
||||
" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
|
||||
" .catch(showError)\n",
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||||
" .then(() => displayChart(vegaEmbed));\n",
|
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" }\n",
|
||||
" })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-9bd5b15557267b851df082199b597c82\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"x\": {\"field\": \"country\", \"sort\": {\"field\": \"value\", \"order\": \"ascending\"}, \"type\": \"nominal\"}, \"y\": {\"field\": \"value\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.20.1.json\", \"datasets\": {\"data-9bd5b15557267b851df082199b597c82\": [{\"country\": \"AA\", \"value\": 13}, {\"country\": \"AB\", \"value\": 45}, {\"country\": \"AC\", \"value\": 30}, {\"country\": \"AD\", \"value\": 14}, {\"country\": \"AE\", \"value\": 21}, {\"country\": \"BA\", \"value\": 17}, {\"country\": \"BB\", \"value\": 25}, {\"country\": \"BC\", \"value\": 29}, {\"country\": \"BD\", \"value\": 16}, {\"country\": \"BE\", \"value\": 21}, {\"country\": \"CA\", \"value\": 20}, {\"country\": \"CB\", \"value\": 22}, {\"country\": \"CC\", \"value\": 28}, {\"country\": \"CD\", \"value\": 18}, {\"country\": \"CE\", \"value\": 33}, {\"country\": \"DA\", \"value\": 40}, {\"country\": \"DB\", \"value\": 33}, {\"country\": \"DC\", \"value\": 30}, {\"country\": \"DD\", \"value\": 13}, {\"country\": \"EA\", \"value\": 16}, {\"country\": \"EB\", \"value\": 45}, {\"country\": \"EC\", \"value\": 27}, {\"country\": \"ED\", \"value\": 80}]}}, {\"mode\": \"vega-lite\"});\n",
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||||
"</script>"
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||||
],
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||||
"text/plain": [
|
||||
"alt.Chart(...)"
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]
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||||
},
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||||
"execution_count": 10,
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||||
"metadata": {},
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||||
"output_type": "execute_result"
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||||
}
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||||
],
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"source": [
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"# ordering by value to emphasize outliers\n",
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"alt.Chart(df).mark_bar().encode(\n",
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" alt.X(\"country\", sort=alt.EncodingSortField(field=\"value\", order=\"ascending\")\n",
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" ),\n",
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" y=\"value\",\n",
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")"
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]
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||||
},
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||||
{
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||||
"cell_type": "code",
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||||
"execution_count": 23,
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||||
"id": "1b965691-7e32-45d7-b1db-833e353c230d",
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||||
"metadata": {},
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||||
"outputs": [],
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||||
"source": [
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"# adding a grouping column and using it for coloring/grouping\n",
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"# using first letter of country for a pretend grouping -- \n",
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"# in reality you could group by region/characteristics\n",
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"df_grouped = df.with_columns(grouping=pl.col(\"country\").str.slice(0, 1))"
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]
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||||
},
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||||
{
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||||
"cell_type": "code",
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||||
"execution_count": 24,
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||||
"id": "c7735212-e6aa-405d-9b76-87a92565e88b",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
"<style>\n",
|
||||
" #altair-viz-21fe0d7284524faaa93049adb64dd794.vega-embed {\n",
|
||||
" width: 100%;\n",
|
||||
" display: flex;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" #altair-viz-21fe0d7284524faaa93049adb64dd794.vega-embed details,\n",
|
||||
" #altair-viz-21fe0d7284524faaa93049adb64dd794.vega-embed details summary {\n",
|
||||
" position: relative;\n",
|
||||
" }\n",
|
||||
"</style>\n",
|
||||
"<div id=\"altair-viz-21fe0d7284524faaa93049adb64dd794\"></div>\n",
|
||||
"<script type=\"text/javascript\">\n",
|
||||
" var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
|
||||
" (function(spec, embedOpt){\n",
|
||||
" let outputDiv = document.currentScript.previousElementSibling;\n",
|
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|
||||
" outputDiv = document.getElementById(\"altair-viz-21fe0d7284524faaa93049adb64dd794\");\n",
|
||||
" }\n",
|
||||
" const paths = {\n",
|
||||
" \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
|
||||
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
|
||||
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
|
||||
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
|
||||
" };\n",
|
||||
"\n",
|
||||
" function maybeLoadScript(lib, version) {\n",
|
||||
" var key = `${lib.replace(\"-\", \"\")}_version`;\n",
|
||||
" return (VEGA_DEBUG[key] == version) ?\n",
|
||||
" Promise.resolve(paths[lib]) :\n",
|
||||
" new Promise(function(resolve, reject) {\n",
|
||||
" var s = document.createElement('script');\n",
|
||||
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
|
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" s.async = true;\n",
|
||||
" s.onload = () => {\n",
|
||||
" VEGA_DEBUG[key] = version;\n",
|
||||
" return resolve(paths[lib]);\n",
|
||||
" };\n",
|
||||
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
|
||||
" s.src = paths[lib];\n",
|
||||
" });\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" function showError(err) {\n",
|
||||
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
|
||||
" throw err;\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" function displayChart(vegaEmbed) {\n",
|
||||
" vegaEmbed(outputDiv, spec, embedOpt)\n",
|
||||
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
|
||||
" }\n",
|
||||
"\n",
|
||||
" if(typeof define === \"function\" && define.amd) {\n",
|
||||
" requirejs.config({paths});\n",
|
||||
" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
|
||||
" } else {\n",
|
||||
" maybeLoadScript(\"vega\", \"5\")\n",
|
||||
" .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
|
||||
" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
|
||||
" .catch(showError)\n",
|
||||
" .then(() => displayChart(vegaEmbed));\n",
|
||||
" }\n",
|
||||
" })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-e05227b311c61468e366e00d8c0d9aa3\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"grouping\", \"type\": \"nominal\"}, \"x\": {\"field\": \"country\", \"sort\": {\"field\": \"group\", \"order\": \"ascending\"}, \"type\": \"nominal\"}, \"y\": {\"field\": \"value\", \"type\": \"quantitative\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.20.1.json\", \"datasets\": {\"data-e05227b311c61468e366e00d8c0d9aa3\": [{\"country\": \"AA\", \"value\": 13, \"grouping\": \"A\"}, {\"country\": \"AB\", \"value\": 45, \"grouping\": \"A\"}, {\"country\": \"AC\", \"value\": 30, \"grouping\": \"A\"}, {\"country\": \"AD\", \"value\": 14, \"grouping\": \"A\"}, {\"country\": \"AE\", \"value\": 21, \"grouping\": \"A\"}, {\"country\": \"BA\", \"value\": 17, \"grouping\": \"B\"}, {\"country\": \"BB\", \"value\": 25, \"grouping\": \"B\"}, {\"country\": \"BC\", \"value\": 29, \"grouping\": \"B\"}, {\"country\": \"BD\", \"value\": 16, \"grouping\": \"B\"}, {\"country\": \"BE\", \"value\": 21, \"grouping\": \"B\"}, {\"country\": \"CA\", \"value\": 20, \"grouping\": \"C\"}, {\"country\": \"CB\", \"value\": 22, \"grouping\": \"C\"}, {\"country\": \"CC\", \"value\": 28, \"grouping\": \"C\"}, {\"country\": \"CD\", \"value\": 18, \"grouping\": \"C\"}, {\"country\": \"CE\", \"value\": 33, \"grouping\": \"C\"}, {\"country\": \"DA\", \"value\": 40, \"grouping\": \"D\"}, {\"country\": \"DB\", \"value\": 33, \"grouping\": \"D\"}, {\"country\": \"DC\", \"value\": 30, \"grouping\": \"D\"}, {\"country\": \"DD\", \"value\": 13, \"grouping\": \"D\"}, {\"country\": \"EA\", \"value\": 16, \"grouping\": \"E\"}, {\"country\": \"EB\", \"value\": 45, \"grouping\": \"E\"}, {\"country\": \"EC\", \"value\": 27, \"grouping\": \"E\"}, {\"country\": \"ED\", \"value\": 80, \"grouping\": \"E\"}]}}, {\"mode\": \"vega-lite\"});\n",
|
||||
"</script>"
|
||||
],
|
||||
"text/plain": [
|
||||
"alt.Chart(...)"
|
||||
]
|
||||
},
|
||||
"execution_count": 24,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"alt.Chart(df_grouped).mark_bar().encode(\n",
|
||||
" alt.X(\"country\", sort=alt.EncodingSortField(field=\"group\", order=\"ascending\")),\n",
|
||||
" y=\"value\",\n",
|
||||
" color=\"grouping:N\",\n",
|
||||
")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"id": "a721eddb-a9b1-457a-9648-e9606b62f044",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": "Python 3 (ipykernel)",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.10.15"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 5
|
||||
}
|
||||
Loading…
Reference in New Issue
Block a user