{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bed2046d",
   "metadata": {},
   "source": [
    "# New Scale Transformations: `log2` and `symlog`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b545b7bd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:10:21.721300Z",
     "iopub.status.busy": "2025-12-03T16:10:21.719904Z",
     "iopub.status.idle": "2025-12-03T16:10:23.688310Z",
     "shell.execute_reply": "2025-12-03T16:10:23.688069Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"FWOP4U\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \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@v4.8.1/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",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"FWOP4U\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"FWOP4U\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "            <div id=\"kotlin_out_0\"></div>\n",
       "            <script type=\"text/javascript\">\n",
       "                            if(!window.kotlinQueues) {\n",
       "                window.kotlinQueues = {};\n",
       "            }\n",
       "            if(!window.kotlinQueues[\"letsPlotJs\"]) {\n",
       "                var resQueue = [];\n",
       "                window.kotlinQueues[\"letsPlotJs\"] = resQueue;\n",
       "                window[\"call_letsPlotJs\"] = function(f) {\n",
       "                    resQueue.push(f);\n",
       "                }\n",
       "            }\n",
       "            (function (){\n",
       "                var modifiers = [(function(script) {\n",
       "    script.src = \"https://cdn.jsdelivr.net/gh/JetBrains/lets-plot@v4.8.1/js-package/distr/lets-plot.min.js\"\n",
       "    script.type = \"text/javascript\";\n",
       "})];\n",
       "                var e = document.getElementById(\"kotlin_out_0\");\n",
       "                modifiers.forEach(function (gen) {\n",
       "                    var script = document.createElement(\"script\");\n",
       "                    gen(script)\n",
       "                    script.addEventListener(\"load\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {f();};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"].forEach(function(f) {f();});\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                    }, false);\n",
       "                    script.addEventListener(\"error\", function() {\n",
       "                        window[\"call_letsPlotJs\"] = function(f) {};\n",
       "                        window.kotlinQueues[\"letsPlotJs\"] = [];\n",
       "                        var div = document.createElement(\"div\");\n",
       "                        div.style.color = 'darkred';\n",
       "                        div.textContent = 'Error loading resource letsPlotJs';\n",
       "                        document.getElementById(\"kotlin_out_0\").appendChild(div);\n",
       "                    }, false);\n",
       "                    \n",
       "                    e.appendChild(script);\n",
       "                });\n",
       "            })();\n",
       "            </script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%useLatestDescriptors\n",
    "%use lets-plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "23da856d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:10:23.690895Z",
     "iopub.status.busy": "2025-12-03T16:10:23.690442Z",
     "iopub.status.idle": "2025-12-03T16:10:23.725036Z",
     "shell.execute_reply": "2025-12-03T16:10:23.724898Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Lets-Plot Kotlin API v.4.12.0. Frontend: Notebook with dynamically loaded JS. Lets-Plot JS v.4.8.1.\n",
       "Outputs: Web (HTML+JS), Kotlin Notebook (Swing), Static SVG (hidden)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "LetsPlot.getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d3c457ce",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:10:23.727567Z",
     "iopub.status.busy": "2025-12-03T16:10:23.726948Z",
     "iopub.status.idle": "2025-12-03T16:10:23.960773Z",
     "shell.execute_reply": "2025-12-03T16:10:23.960502Z"
    }
   },
   "outputs": [],
   "source": [
    "fun getData(n: Int): Map<String, List<Double>> {\n",
    "    val x = (-n..n).map(Int::toDouble)\n",
    "    val y = x.map {\n",
    "        when {\n",
    "            it == 0.0 -> it\n",
    "            it > 0 -> exp(it)\n",
    "            else -> -exp(-it)\n",
    "        }\n",
    "    }\n",
    "    return mapOf(\"x\" to x, \"y\" to y)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4037b651",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:10:23.962650Z",
     "iopub.status.busy": "2025-12-03T16:10:23.962179Z",
     "iopub.status.idle": "2025-12-03T16:10:23.991201Z",
     "shell.execute_reply": "2025-12-03T16:10:23.990817Z"
    }
   },
   "outputs": [],
   "source": [
    "val data = getData(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1709c86a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-12-03T16:10:23.993299Z",
     "iopub.status.busy": "2025-12-03T16:10:23.992793Z",
     "iopub.status.idle": "2025-12-03T16:10:24.302982Z",
     "shell.execute_reply": "2025-12-03T16:10:24.303056Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "   <div id=\"6VIIk6\"></div>\n",
       "   <script type=\"text/javascript\" data-lets-plot-script=\"library\">\n",
       "       if(!window.letsPlotCallQueue) {\n",
       "           window.letsPlotCallQueue = [];\n",
       "       }; \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@v4.8.1/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",
       "               window.letsPlotCallQueue = [];\n",
       "               var div = document.createElement(\"div\");\n",
       "               div.style.color = 'darkred';\n",
       "               div.textContent = 'Error loading Lets-Plot JS';\n",
       "               document.getElementById(\"6VIIk6\").appendChild(div);\n",
       "           };\n",
       "           var e = document.getElementById(\"6VIIk6\");\n",
       "           e.appendChild(script);\n",
       "       })();\n",
       "   </script>"
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        "kind": "subplots",
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       "   // ----------\n",
       "   \n",
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       "   const responsive = false;\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>-1,000</tspan>\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "            <g transform=\"translate(0.0 115.0 ) \">\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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       "            <g transform=\"translate(0.0 72.28350984294983 ) \">\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>10</tspan>\n",
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       "            </g>\n",
       "            <g transform=\"translate(0.0 29.567019685899652 ) \">\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>1,000</tspan>\n",
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       "        <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-y\" text-anchor=\"middle\">\n",
       "          <tspan>y</tspan>\n",
       "        </text>\n",
       "      </g>\n",
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       "        <text style=\"font-size:15.0px;\" y=\"0.0\" class=\"axis-title-x\" text-anchor=\"middle\">\n",
       "          <tspan>x</tspan>\n",
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       "    <style type=\"text/css\">\n",
       "    .plt-container {\n",
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       "   user-select: none;\n",
       "   -webkit-user-select: none;\n",
       "   -moz-user-select: none;\n",
       "   -ms-user-select: none;\n",
       "}\n",
       "text {\n",
       "   text-rendering: optimizeLegibility;\n",
       "}\n",
       "#pfITlqw .plot-title {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 16.0px;\n",
       "\n",
       "}\n",
       "#pfITlqw .plot-subtitle {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
       "\n",
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       "#pfITlqw .plot-caption {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
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       "#pfITlqw .hyperlink-element {\n",
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       "font-weight: normal;\n",
       "font-style: normal;\n",
       "\n",
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       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
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       "#pfITlqw .legend-item {\n",
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       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
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       "#pfITlqw .axis-title-x {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
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       "font-size: 15.0px;\n",
       "\n",
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       "font-weight: normal;\n",
       "font-style: normal;\n",
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       "font-size: 13.0px;\n",
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       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
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       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 15.0px;\n",
       "\n",
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       "#pfITlqw .axis-text-y {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
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       "\n",
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       "#d9GQJE4 .axis-tooltip-text-y {\n",
       "fill: #ffffff;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
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       "#pfITlqw .facet-strip-text-x {\n",
       "fill: #474747;\n",
       "font-weight: normal;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
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       "#pfITlqw .facet-strip-text-y {\n",
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       "font-weight: normal;\n",
       "font-style: normal;\n",
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       "font-size: 13.0px;\n",
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       "font-size: 13.0px;\n",
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       "fill: #474747;\n",
       "font-weight: bold;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
       "\n",
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       "#d9GQJE4 .tooltip-label {\n",
       "fill: #474747;\n",
       "font-weight: bold;\n",
       "font-style: normal;\n",
       "font-family: sans-serif;\n",
       "font-size: 13.0px;\n",
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       "              <g transform=\"translate(0.0 6.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                  <tspan>-10</tspan>\n",
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       "              <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
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       "              <g transform=\"translate(0.0 6.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                  <tspan>-5</tspan>\n",
       "                </text>\n",
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       "            <g transform=\"translate(184.01174120665698 0.0 ) \">\n",
       "              <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                  <tspan>0</tspan>\n",
       "                </text>\n",
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       "            <g transform=\"translate(267.6534417551374 0.0 ) \">\n",
       "              <line stroke-width=\"1.0\" stroke=\"rgb(71,71,71)\" stroke-opacity=\"1.0\" x2=\"0.0\" y2=\"4.0\">\n",
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       "              <g transform=\"translate(0.0 6.0 ) \">\n",
       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                  <tspan>5</tspan>\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-x\" text-anchor=\"middle\" dy=\"0.7em\">\n",
       "                  <tspan>10</tspan>\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>10</tspan>\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
       "                  <tspan>100</tspan>\n",
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       "                <text style=\"font-size:13.0px;\" y=\"0.0\" class=\"axis-text-y\" text-anchor=\"end\" dy=\"0.35em\">\n",
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val p = letsPlot(data) { x = \"x\"; y = \"y\" } + geomPoint()\n",
    "\n",
    "gggrid(\n",
    "    listOf(\n",
    "        p + ggtitle(\"Default\"),\n",
    "        p + scaleYContinuous(trans=\"symlog\") + ggtitle(\"trans='symlog'\"),\n",
    "        p + scaleYContinuous(trans=\"log10\") + ggtitle(\"trans='log10'\"),\n",
    "        p + scaleYContinuous(trans=\"log2\") + ggtitle(\"trans='log2'\"),\n",
    "    ), \n",
    "    ncol=2\n",
    ")"
   ]
  }
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