{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pick Sampling"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"7fw9lO\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
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" }; \n",
" window.letsPlotCall = function(f) {\n",
" window.letsPlotCallQueue.push(f);\n",
" };\n",
" (function() {\n",
" var script = document.createElement(\"script\");\n",
" script.type = \"text/javascript\";\n",
" script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v2.5.1/js-package/distr/lets-plot.min.js\";\n",
" script.onload = function() {\n",
" window.letsPlotCall = function(f) {f();};\n",
" window.letsPlotCallQueue.forEach(function(f) {f();});\n",
" window.letsPlotCallQueue = [];\n",
" \n",
" \n",
" };\n",
" script.onerror = function(event) {\n",
" window.letsPlotCall = function(f) {};\n",
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" e.appendChild(script);\n",
" })();\n",
" </script>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%useLatestDescriptors\n",
"%use lets-plot"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"fun genWord(length:Int):String {\n",
" val letters = ('a'..'z')\n",
" return List(length) { letters.random() }.joinToString(\"\")\n",
"} \n",
"\n",
"fun genWordSet(n:Int):Set<String> {\n",
" val words = HashSet<String>()\n",
" while(words.size < n) {\n",
" words.add(genWord(5))\n",
" }\n",
" return words\n",
"}\n",
"\n",
"fun data(n:Int, words:Set<String>):Map<String, *> {\n",
" return mapOf(\n",
" \"word\" to List(n) { words.random() },\n",
" \"g\" to List(n) { listOf('a','b','c').random() }\n",
" )\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"// Number of unique words exceeds threshold (50) of default 'pick' sampling on bar chart.\n",
"val words = genWordSet(500)\n",
"val dat = data(1000, words)\n",
"val p = ggplot(dat) { x = \"word\" }"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"iDfdUi\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
" (function() {\n",
" var plotSpec={\n",
"\"mapping\":{\n",
"\"x\":\"word\"\n",
"},\n",
"\"data\":{\n",
"},\n",
"\"kind\":\"plot\",\n",
"\"scales\":[],\n",
"\"layers\":[{\n",
"\"mapping\":{\n",
"},\n",
"\"stat\":\"count\",\n",
"\"sampling\":\"none\",\n",
"\"position\":\"stack\",\n",
"\"geom\":\"bar\",\n",
"\"data\":{\n",
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"}\n",
"}]\n",
"};\n",
" var plotContainer = document.getElementById(\"iDfdUi\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Disable sampling to see the overplotting.\n",
"p + geomBar(sampling = samplingNone)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Draw plot with default sampling.\n",
"p + geomBar()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"a1otPn\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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"}\n",
"}],\n",
"\"computation_messages\":[\"sampling_pick(n=50) was applied to [bar/count stat] layer\"]\n",
"};\n",
" var plotContainer = document.getElementById(\"a1otPn\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// 'pick' sampling preserves groups on bar chart.\n",
"p + geomBar { fill=\"g\" }"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" <div id=\"NwjcVS\"></div>\n",
" <script type=\"text/javascript\" data-lets-plot-script=\"plot\">\n",
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"\"x\":\"@as_discrete@word\",\n",
"\"fill\":\"g\"\n",
"},\n",
"\"stat\":\"count\",\n",
"\"position\":\"stack\",\n",
"\"geom\":\"bar\",\n",
"\"data_meta\":{\n",
"\"mapping_annotations\":[{\n",
"\"aes\":\"x\",\n",
"\"annotation\":\"as_discrete\",\n",
"\"parameters\":{\n",
"\"label\":\"word\",\n",
"\"order_by\":\"..count..\"\n",
"}\n",
"}]\n",
"},\n",
"\"data\":{\n",
"\"..count..\":[1.0,1.0,2.0,3.0,1.0,2.0,2.0,3.0,2.0,2.0,1.0,3.0,1.0,4.0,1.0,3.0,3.0,2.0,2.0,1.0,2.0,4.0,3.0,2.0,3.0,3.0,3.0,2.0,2.0,2.0,3.0,2.0,2.0,1.0,3.0,1.0,2.0,1.0,2.0,1.0,2.0,1.0,2.0,2.0,2.0,3.0,3.0,4.0,2.0,2.0,2.0,2.0,3.0,2.0,1.0,4.0,2.0,1.0,1.0,1.0,1.0,2.0,1.0,3.0,2.0,2.0,4.0,2.0,1.0,1.0,4.0,2.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,1.0,1.0,3.0,1.0,2.0,2.0,1.0,1.0,4.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,2.0,2.0,1.0,2.0,2.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0],\n",
"\"@as_discrete@word\":[\"zrhmk\",\"tbqqq\",\"ymzkc\",\"fsntm\",\"qgbmv\",\"dbapq\",\"xyyvf\",\"mgzru\",\"qohai\",\"iocbg\",\"yynvw\",\"mfezu\",\"oupws\",\"kkbxm\",\"aflay\",\"tcnrz\",\"uftlc\",\"jqtef\",\"bswzk\",\"fnppi\",\"iicxe\",\"fbrzx\",\"qlqsc\",\"dyiek\",\"tffdb\",\"wzmam\",\"dtkqx\",\"zjdik\",\"rntkk\",\"xqvqu\",\"uzhwk\",\"wdnmp\",\"vmdib\",\"wfwgj\",\"nlypb\",\"vinmc\",\"wsxcn\",\"ckmkt\",\"sqvck\",\"emeue\",\"puuxy\",\"znwkh\",\"zrhmk\",\"wortr\",\"emeue\",\"ckmkt\",\"orepm\",\"szxsv\",\"wdnmp\",\"qqtja\",\"xqvqu\",\"yynvw\",\"znwkh\",\"puuxy\",\"zjdik\",\"winja\",\"fsntm\",\"nlypb\",\"tbqqq\",\"uftlc\",\"vmdib\",\"oupws\",\"dtkqx\",\"qgbmv\",\"iicxe\",\"wfwgj\",\"fnppi\",\"jqtef\",\"tffdb\",\"ymzkc\",\"wzmam\",\"aflay\",\"rntkk\",\"mgzru\",\"iocbg\",\"tztll\",\"oprie\",\"yqvdt\",\"mfezu\",\"dyiek\",\"vinmc\",\"xyyvf\",\"wsxcn\",\"dbapq\",\"sqvck\",\"kkbxm\",\"emeue\",\"xyyvf\",\"dyiek\",\"qohai\",\"zrhmk\",\"kkbxm\",\"tztll\",\"oupws\",\"orepm\",\"tbqqq\",\"fbrzx\",\"jqtef\",\"aflay\",\"wzmam\",\"dbapq\",\"qqtja\",\"mgzru\",\"zjdik\",\"bswzk\",\"iicxe\",\"ymzkc\",\"yynvw\",\"ckmkt\",\"tcnrz\",\"mfezu\",\"nlypb\",\"yqvdt\",\"rntkk\",\"oprie\",\"uftlc\",\"wfwgj\",\"vinmc\",\"iocbg\",\"vmdib\",\"dtkqx\",\"uzhwk\",\"qlqsc\",\"sqvck\",\"wortr\",\"wsxcn\",\"xqvqu\"],\n",
"\"g\":[\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"b\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"c\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\",\"a\"]\n",
"}\n",
"}],\n",
"\"computation_messages\":[\"sampling_pick(n=50) was applied to [bar/count stat] layer\"]\n",
"};\n",
" var plotContainer = document.getElementById(\"NwjcVS\");\n",
" window.letsPlotCall(function() {{\n",
" LetsPlot.buildPlotFromProcessedSpecs(plotSpec, -1, -1, plotContainer);\n",
" }});\n",
" })(); \n",
" </script>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"// Orgering words by `count` might be a good idea.\n",
"p + geomBar {\n",
" fill = \"g\"\n",
" x = asDiscrete(\"word\", orderBy = \"..count..\")\n",
"}"
]
}
],
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