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"source": [
"# Absolute Unit Specification for `width` and `height` Aesthetics"
]
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{
"cell_type": "markdown",
"id": "bbba8dfc-38a5-4bb0-be7c-011843f0ae95",
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"Previously, the `width` and `height` aesthetics were limited to relative sizing based on data resolution, which sometimes made it difficult to maintain consistent visual dimensions across different data scales.\n",
"\n",
"Now multiple geometries also support absolute unit specification for their `width` and `height` aesthetics via the new `widthUnit` and `heightUnit` parameters:\n",
"\n",
"- `geomErrorBar()`\n",
"- `geomCrossbar()`\n",
"- `geomBoxplot()`\n",
"- `geomTile()`\n",
"- `geomHex()`\n",
"\n",
"Available Units:\n",
"\n",
"- `\"res\"` (default): Value 1 corresponds to the resolution along the axis - the minimum distance between data points\n",
"- `\"identity\"`: Value 1 corresponds to the distance from 0 to 1 on the axis\n",
"- `\"size\"`: Value 1 corresponds to the diameter of a point of size 1\n",
"- `\"px\"`: Value 1 corresponds to 1 pixel"
]
},
{
"cell_type": "code",
"execution_count": 1,
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" cursor: pointer;\n",
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"table.dataframe th.complex {\n",
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"}\n",
"\n",
"/* formatting */\n",
"\n",
"table.dataframe .null {\n",
" color: var(--text-color-pale);\n",
"}\n",
"\n",
"table.dataframe .structural {\n",
" color: var(--text-color-medium);\n",
" font-weight: bold;\n",
"}\n",
"\n",
"table.dataframe .dataFrameCaption {\n",
" font-weight: bold;\n",
"}\n",
"\n",
"table.dataframe .numbers {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
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"}\n",
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"source": [
"%useLatestDescriptors\n",
"%use dataframe\n",
"%use lets-plot"
]
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{
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"execution_count": 2,
"id": "749f81fa-c367-4d14-8b46-0823707d6cbb",
"metadata": {},
"outputs": [],
"source": [
"import kotlin.math.sqrt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ed133625-0d37-4727-bfe0-68870f950b7b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Lets-Plot Kotlin API v.4.10.0. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.4.6.1."
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"LetsPlot.getInfo()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "151c0d60-dd59-4251-9b2f-1932eb8c78db",
"metadata": {},
"outputs": [
{
"data": {
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"}\n",
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"\n",
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"\n",
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"}\n",
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"}\n",
"\n",
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"\n",
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"}\n",
"\n",
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},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"val df = DataFrame.readCSV(\"https://github.com/JetBrains/lets-plot-docs/raw/refs/heads/master/data/mpg.csv\")\n",
" .add(\"trans_type\") { row ->\n",
" val trans: String? = row[\"trans\"] as? String\n",
" trans?.split(\"(\")?.firstOrNull()\n",
" }\n",
"val dataMap = df.toMap()\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "edb60536-d576-4010-b0e3-4b9b91503080",
"metadata": {},
"source": [
"### 1. Uniform Width"
]
},
{
"cell_type": "markdown",
"id": "311cf0c4-0f80-46d4-8cef-fdbce6ea7350",
"metadata": {},
"source": [
"Suppose we have the following plot, but we are not satisfied that different facets have different whisker widths:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7f647af8-7e5a-41f7-ae23-ab38776f40d1",
"metadata": {},
"outputs": [
{
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"source": [
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" geomErrorBar(stat = Stat.summary(), size = 1, width = .5)\n",
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{
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"source": [
"letsPlot(dataMap) +\n",
" geomErrorBar(stat = Stat.summary(), size = 1,\n",
" width = 10, // <-- set width - 10 px\n",
" widthUnit = \"px\")\n",
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"### 2. Matching 2D Grid"
]
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"When using `geomHex()` with the `Stat.identity`, you must prepare the data yourself to fit into a hexagonal grid.\n",
"\n",
"Let's assume you have prepared the following dataset:"
]
},
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" font-size: 12px;\n",
" background-color: var(--background);\n",
" color: var(--text-color-dark);\n",
" border: none;\n",
" border-collapse: collapse;\n",
"}\n",
"\n",
"table.dataframe th, td {\n",
" padding: 6px;\n",
" border: 1px solid transparent;\n",
" text-align: left;\n",
"}\n",
"\n",
"table.dataframe th {\n",
" background-color: var(--background);\n",
" color: var(--header-text-color);\n",
"}\n",
"\n",
"table.dataframe td {\n",
" vertical-align: top;\n",
" white-space: nowrap;\n",
"}\n",
"\n",
"table.dataframe th.bottomBorder {\n",
" border-bottom-color: var(--bold-border-color);\n",
"}\n",
"\n",
"table.dataframe tbody > tr:nth-child(odd) {\n",
" background: var(--background-odd);\n",
"}\n",
"\n",
"table.dataframe tbody > tr:nth-child(even) {\n",
" background: var(--background);\n",
"}\n",
"\n",
"table.dataframe tbody > tr:hover {\n",
" background: var(--background-hover);\n",
"}\n",
"\n",
"table.dataframe a {\n",
" cursor: pointer;\n",
" color: var(--link-color);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"table.dataframe tr:hover > td a {\n",
" color: var(--link-color-pale);\n",
"}\n",
"\n",
"table.dataframe a:hover {\n",
" color: var(--link-hover);\n",
" text-decoration: underline;\n",
"}\n",
"\n",
"table.dataframe img {\n",
" max-width: fit-content;\n",
"}\n",
"\n",
"table.dataframe th.complex {\n",
" background-color: var(--background);\n",
" border: 1px solid var(--background);\n",
"}\n",
"\n",
"table.dataframe .leftBorder {\n",
" border-left-color: var(--inner-border-color);\n",
"}\n",
"\n",
"table.dataframe .rightBorder {\n",
" border-right-color: var(--inner-border-color);\n",
"}\n",
"\n",
"table.dataframe .rightAlign {\n",
" text-align: right;\n",
"}\n",
"\n",
"table.dataframe .expanderSvg {\n",
" width: 8px;\n",
" height: 8px;\n",
" margin-right: 3px;\n",
"}\n",
"\n",
"table.dataframe .expander {\n",
" display: flex;\n",
" align-items: center;\n",
"}\n",
"\n",
"/* formatting */\n",
"\n",
"table.dataframe .null {\n",
" color: var(--text-color-pale);\n",
"}\n",
"\n",
"table.dataframe .structural {\n",
" color: var(--text-color-medium);\n",
" font-weight: bold;\n",
"}\n",
"\n",
"table.dataframe .dataFrameCaption {\n",
" font-weight: bold;\n",
"}\n",
"\n",
"table.dataframe .numbers {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
"table.dataframe td:hover .formatted .structural, .null {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
"table.dataframe tr:hover .formatted .structural, .null {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
"\n",
":root {\n",
" --background: #fff;\n",
" --background-odd: #f5f5f5;\n",
" --background-hover: #d9edfd;\n",
" --header-text-color: #474747;\n",
" --text-color: #848484;\n",
" --text-color-dark: #000;\n",
" --text-color-medium: #737373;\n",
" --text-color-pale: #b3b3b3;\n",
" --inner-border-color: #aaa;\n",
" --bold-border-color: #000;\n",
" --link-color: #296eaa;\n",
" --link-color-pale: #296eaa;\n",
" --link-hover: #1a466c;\n",
"}\n",
"\n",
":root[theme=\"dark\"], :root [data-jp-theme-light=\"false\"], .dataframe_dark{\n",
" --background: #303030;\n",
" --background-odd: #3c3c3c;\n",
" --background-hover: #464646;\n",
" --header-text-color: #dddddd;\n",
" --text-color: #b3b3b3;\n",
" --text-color-dark: #dddddd;\n",
" --text-color-medium: #b2b2b2;\n",
" --text-color-pale: #737373;\n",
" --inner-border-color: #707070;\n",
" --bold-border-color: #777777;\n",
" --link-color: #008dc0;\n",
" --link-color-pale: #97e1fb;\n",
" --link-hover: #00688e;\n",
"}\n",
"\n",
"p.dataframe_description {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
"table.dataframe {\n",
" font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n",
" font-size: 12px;\n",
" background-color: var(--background);\n",
" color: var(--text-color-dark);\n",
" border: none;\n",
" border-collapse: collapse;\n",
"}\n",
"\n",
"table.dataframe th, td {\n",
" padding: 6px;\n",
" border: 1px solid transparent;\n",
" text-align: left;\n",
"}\n",
"\n",
"table.dataframe th {\n",
" background-color: var(--background);\n",
" color: var(--header-text-color);\n",
"}\n",
"\n",
"table.dataframe td {\n",
" vertical-align: top;\n",
" white-space: nowrap;\n",
"}\n",
"\n",
"table.dataframe th.bottomBorder {\n",
" border-bottom-color: var(--bold-border-color);\n",
"}\n",
"\n",
"table.dataframe tbody > tr:nth-child(odd) {\n",
" background: var(--background-odd);\n",
"}\n",
"\n",
"table.dataframe tbody > tr:nth-child(even) {\n",
" background: var(--background);\n",
"}\n",
"\n",
"table.dataframe tbody > tr:hover {\n",
" background: var(--background-hover);\n",
"}\n",
"\n",
"table.dataframe a {\n",
" cursor: pointer;\n",
" color: var(--link-color);\n",
" text-decoration: none;\n",
"}\n",
"\n",
"table.dataframe tr:hover > td a {\n",
" color: var(--link-color-pale);\n",
"}\n",
"\n",
"table.dataframe a:hover {\n",
" color: var(--link-hover);\n",
" text-decoration: underline;\n",
"}\n",
"\n",
"table.dataframe img {\n",
" max-width: fit-content;\n",
"}\n",
"\n",
"table.dataframe th.complex {\n",
" background-color: var(--background);\n",
" border: 1px solid var(--background);\n",
"}\n",
"\n",
"table.dataframe .leftBorder {\n",
" border-left-color: var(--inner-border-color);\n",
"}\n",
"\n",
"table.dataframe .rightBorder {\n",
" border-right-color: var(--inner-border-color);\n",
"}\n",
"\n",
"table.dataframe .rightAlign {\n",
" text-align: right;\n",
"}\n",
"\n",
"table.dataframe .expanderSvg {\n",
" width: 8px;\n",
" height: 8px;\n",
" margin-right: 3px;\n",
"}\n",
"\n",
"table.dataframe .expander {\n",
" display: flex;\n",
" align-items: center;\n",
"}\n",
"\n",
"/* formatting */\n",
"\n",
"table.dataframe .null {\n",
" color: var(--text-color-pale);\n",
"}\n",
"\n",
"table.dataframe .structural {\n",
" color: var(--text-color-medium);\n",
" font-weight: bold;\n",
"}\n",
"\n",
"table.dataframe .dataFrameCaption {\n",
" font-weight: bold;\n",
"}\n",
"\n",
"table.dataframe .numbers {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
"table.dataframe td:hover .formatted .structural, .null {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
"table.dataframe tr:hover .formatted .structural, .null {\n",
" color: var(--text-color-dark);\n",
"}\n",
"\n",
"\n",
" </style>\n",
" </head>\n",
" <body>\n",
" <table class=\"dataframe\" id=\"df_1342177282\"></table>\n",
"\n",
"<p class=\"dataframe_description\">DataFrame: rowsCount = 5, columnsCount = 4</p>\n",
"<table class=\"dataframe\" id=\"static_df_1342177283\"><thead><tr><th class=\"bottomBorder\" style=\"text-align:left\">x</th><th class=\"bottomBorder\" style=\"text-align:left\">y</th><th class=\"bottomBorder\" style=\"text-align:left\">v</th><th class=\"bottomBorder\" style=\"text-align:left\">g</th></tr></thead><tbody><tr><td style=\"vertical-align:top\">0.000000</td><td style=\"vertical-align:top\">0</td><td style=\"vertical-align:top\">0.730968</td><td style=\"vertical-align:top\">group 0</td></tr><tr><td style=\"vertical-align:top\">0.000000</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">0.385189</td><td style=\"vertical-align:top\">group 0</td></tr><tr><td style=\"vertical-align:top\">1.000000</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">0.613036</td><td style=\"vertical-align:top\">group 0</td></tr><tr><td style=\"vertical-align:top\">1.000000</td><td style=\"vertical-align:top\">4</td><td style=\"vertical-align:top\">0.705175</td><td style=\"vertical-align:top\">group 0</td></tr><tr><td style=\"vertical-align:top\">2.000000</td><td style=\"vertical-align:top\">2</td><td style=\"vertical-align:top\">0.984842</td><td style=\"vertical-align:top\">group 0</td></tr></tbody></table>\n",
" </body>\n",
" <script>\n",
" /*<!--*/\n",
"call_DataFrame(function() { DataFrame.addTable({ cols: [{ name: \"<span title=\\\"x: Double\\\">x</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">1.0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2.0</span></span>\"] }, \n",
"{ name: \"<span title=\\\"y: Int\\\">y</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">4</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">2</span></span>\"] }, \n",
"{ name: \"<span title=\\\"v: Float\\\">v</span>\", children: [], rightAlign: true, values: [\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.730968</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.385189</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.613036</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.705175</span></span>\",\"<span class=\\\"formatted\\\" title=\\\"\\\"><span class=\\\"numbers\\\">0.984842</span></span>\"] }, \n",
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"], id: 1342177282, rootId: 1342177282, totalRows: 5 } ) });\n",
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"\n",
"document.getElementById(\"static_df_1342177283\").style.display = \"none\";\n",
" </script>\n",
" </html>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fun getData(n: Int, m: Int, sizes: List<Int>, seed: Long): DataFrame<*> {\n",
" val rand = java.util.Random(seed)\n",
" fun generateFullDataset(): DataFrame<*> {\n",
" return dataFrameOf(\n",
" \"x\" to (0 until m).map { i -> (0 until n).map { j -> j + ((i % 2) / 2.0) } }.flatten(),\n",
" \"y\" to (0 until m).map { j -> (0 until n).map { i -> j } }.flatten(),\n",
" \"v\" to List(n * m) { rand.nextFloat() }\n",
" )\n",
" }\n",
" fun getRandomSample(df: DataFrame<*>, size: Int, reg: Boolean = false): DataFrame<*> {\n",
" val subDf = if (reg) {\n",
" df.filter { \"y\"<Int>() % 2 == 0 }.sortBy(\"x\", \"y\")\n",
" } else {\n",
" df\n",
" }\n",
" val limit = min(subDf.rowsCount(), size)\n",
" val indices = (0 until subDf.rowsCount()).shuffled(java.util.Random(seed)).take(limit)\n",
" return subDf.filter { index() in indices }\n",
" }\n",
" return sizes.mapIndexed { i, size -> getRandomSample(generateFullDataset(), size, i == 0).add(\"g\") { \"group $i\" } }.concat()\n",
"}\n",
"\n",
"val df = getData(6, 5, listOf(8, 9, 7), seed = 0)\n",
"val dataMap = df.toMap()\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "a86c035a-8db1-4508-b595-9ab111a1baf0",
"metadata": {},
"source": [
"The Lets-Plot tries to choose the sizes of the hexagons by itself, but in some situations the result may be unsatisfactory, as in the plot below. Namely in the facet with 'group 0', the hexagons are too large to fit into the grid:"
]
},
{
"cell_type": "markdown",
"id": "497817ef-a93b-4aef-9f7a-901746401514",
"metadata": {},
"source": [
"#### - The Problem: data resolution varies across the plot facets."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "db7d0946-cb57-4fdb-8a0f-00acc5b20e51",
"metadata": {},
"outputs": [
{
"data": {
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"group 0",
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"group 1",
"group 1",
"group 1",
"group 1",
"group 1",
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"group 1",
"group 1",
"group 2",
"group 2",
"group 2",
"group 2",
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0.984841525554657,
0.02323812246322632,
0.9828194975852966,
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2,
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3,
5,
1,
4,
1.5,
2.5,
3.5,
4,
2.5,
4,
5,
4,
1.5,
2.5,
3.5,
4,
2.5,
4
],
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0,
2,
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4,
2,
4,
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0,
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1,
1,
1,
2,
3,
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]
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"column": "x",
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{
"column": "y",
"type": "int"
},
{
"column": "v",
"type": "float"
},
{
"column": "g",
"type": "str"
}
]
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"facet": {
"dir": "h",
"facets": "g",
"name": "wrap",
"nrow": 1,
"order": 1
},
"kind": "plot",
"layers": [
{
"geom": "hex",
"mapping": {},
"position": "identity",
"size": 0.5,
"stat": "identity"
}
],
"mapping": {
"fill": "v",
"x": "x",
"y": "y"
},
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"swing_enabled": true
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"}],\n",
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" fig.updateView({});\n",
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}
],
"source": [
"letsPlot(dataMap) { x = \"x\"; y = \"y\"; fill = \"v\" } +\n",
" geomHex(stat = Stat.identity, size = .5,\n",
" width = .5, height = .5) +\n",
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{
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"id": "49209742-0a26-4ede-b19e-85f5c65b315b",
"metadata": {},
"source": [
"#### - The Solution: switch to `'identity'` units to express hexagon `width`/`height` in consistent X/Y-axis units."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "17a77b72-8391-45a6-8a5e-c301f997cfd2",
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]
},
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"id": "e50a23f5-9eb9-430b-9513-bbdc7b3dba62",
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" <tspan>4</tspan>\n",
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" <text class=\"plot-title\" y=\"16.0\">\n",
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" </g>\n",
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"</svg>\n",
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]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fun getPlot(\n",
" width: Double,\n",
" height: Double,\n",
" widthUnit: String,\n",
" heightUnit: String\n",
"): org.jetbrains.letsPlot.intern.Plot {\n",
" val w = 7\n",
" val h = 5\n",
" val dataMap = mapOf(\n",
" \"x\" to listOf(-w, -w, w, w),\n",
" \"y\" to listOf(-h, h, -h, h),\n",
" \"c\" to listOf(\"a\", \"b\", \"c\", \"d\")\n",
" )\n",
" return letsPlot(dataMap) { x = \"x\"; y = \"y\"; fill = \"c\" } +\n",
" geomTile(width = width, widthUnit = widthUnit,\n",
" height = height, heightUnit = heightUnit,\n",
" showLegend = false) +\n",
" geomPoint(shape = 21, fill = \"white\") +\n",
" coordFixed() +\n",
" ggtitle(\"width=$width, width_unit=\\\"$widthUnit\\\"\\nheight=$height, height_unit=\\\"$heightUnit\\\"\")\n",
"}\n",
"\n",
"gggrid(listOf(\n",
" getPlot(.9, .9, \"res\", \"res\"),\n",
" getPlot(12.0, 8.0, \"identity\", \"identity\"),\n",
" getPlot(100.0, 70.0, \"size\", \"size\"),\n",
" getPlot(200.0, 150.0, \"px\", \"px\"),\n",
"), ncol = 2)"
]
}
],
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