{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vega backend examples\n",
    "\n",
    "**Note: for this notebook to work, you need to have `vega3` library installed.**\n",
    "\n",
    "```\n",
    "pip install vega3\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from physt.examples import normal_h1, normal_h2, normal_h3, munros\n",
    "from physt.plotting import set_default_backend\n",
    "\n",
    "import numpy as np\n",
    "np.random.seed(42)\n",
    "\n",
    "set_default_backend(\"vega\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"ee609d85-e885-4a3c-9eb9-5e9d028fb213\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed .vega-actions > a {\n",
       "    transition: opacity 200ms ease-in;\n",
       "    opacity: 0.3;\n",
       "    margin-right: 0.6em;\n",
       "    color: #444;\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions > a:hover {\n",
       "    color: #000;\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       ".vega-embed:hover .vega-actions > a {\n",
       "    opacity: 1;\n",
       "    transition: 0s;\n",
       "}\n",
       "\n",
       ".vega-embed .error p {\n",
       "    color: firebrick;\n",
       "    font-size: 1.2em;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#ee609d85-e885-4a3c-9eb9-5e9d028fb213"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"$schema\": \"https://vega.github.io/schema/vega/v3.json\", \"width\": 400, \"height\": 200, \"padding\": 5, \"data\": [{\"name\": \"table\", \"values\": [{\"x\": -3.529968353715609, \"y\": 10, \"c\": 0}, {\"x\": -2.745104557910142, \"y\": 88, \"c\": 0}, {\"x\": -1.9602407621046753, \"y\": 485, \"c\": 0}, {\"x\": -1.1753769662992084, \"y\": 1605, \"c\": 0}, {\"x\": -0.39051317049374146, \"y\": 2831, \"c\": 0}, {\"x\": 0.39435062531172527, \"y\": 2844, \"c\": 0}, {\"x\": 1.1792144211171922, \"y\": 1543, \"c\": 0}, {\"x\": 1.9640782169226592, \"y\": 498, \"c\": 0}, {\"x\": 2.7489420127281257, \"y\": 88, \"c\": 0}, {\"x\": 3.533805808533593, \"y\": 8, \"c\": 0}]}, {\"name\": \"labels\", \"values\": [\"normal\"]}], \"scales\": [{\"name\": \"xscale\", \"type\": \"linear\", \"range\": \"width\", \"nice\": true, \"zero\": null, \"domain\": [-3.9224002516183423, 3.9262377064363267]}, {\"name\": \"yscale\", \"type\": \"linear\", \"range\": \"height\", \"nice\": true, \"zero\": true, \"domain\": {\"data\": \"table\", \"field\": \"y\"}}, {\"name\": \"series\", \"type\": \"ordinal\", \"range\": \"category\", \"domain\": {\"data\": \"table\", \"field\": \"c\"}}, {\"name\": \"labels\", \"type\": \"ordinal\", \"range\": \"category\", \"domain\": {\"data\": \"labels\", \"field\": \"data\"}}], \"axes\": [{\"orient\": \"bottom\", \"scale\": \"xscale\", \"title\": \"x\"}, {\"orient\": \"left\", \"scale\": \"yscale\", \"title\": null}], \"marks\": [{\"type\": \"group\", \"from\": {\"facet\": {\"name\": \"series\", \"data\": \"table\", \"groupby\": \"c\"}}, \"marks\": [{\"type\": \"symbol\", \"from\": {\"data\": \"series\"}, \"encode\": {\"enter\": {\"x\": {\"scale\": \"xscale\", \"field\": \"x\"}, \"y\": {\"scale\": \"yscale\", \"field\": \"y\"}, \"shape\": {\"value\": \"circle\"}, \"fill\": {\"scale\": \"series\", \"field\": \"c\"}}}}]}]};\n",
       "var opt = {};\n",
       "var selector = \"#ee609d85-e885-4a3c-9eb9-5e9d028fb213\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#ee609d85-e885-4a3c-9eb9-5e9d028fb213"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega3": "#ee609d85-e885-4a3c-9eb9-5e9d028fb213"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "H = normal_h1()\n",
    "H.plot.scatter()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"b39ad46f-5eed-4689-b8c8-886fe404dc10\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed .vega-actions > a {\n",
       "    transition: opacity 200ms ease-in;\n",
       "    opacity: 0.3;\n",
       "    margin-right: 0.6em;\n",
       "    color: #444;\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions > a:hover {\n",
       "    color: #000;\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       ".vega-embed:hover .vega-actions > a {\n",
       "    opacity: 1;\n",
       "    transition: 0s;\n",
       "}\n",
       "\n",
       ".vega-embed .error p {\n",
       "    color: firebrick;\n",
       "    font-size: 1.2em;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#b39ad46f-5eed-4689-b8c8-886fe404dc10"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"$schema\": \"https://vega.github.io/schema/vega/v3.json\", \"width\": 400, \"height\": 200, \"padding\": 5, \"title\": {\"text\": \"1D normal distribution\"}, \"scales\": [{\"name\": \"xscale\", \"type\": \"linear\", \"range\": \"width\", \"nice\": true, \"zero\": null, \"domain\": [-3.9224002516183423, 3.9262377064363267]}, {\"name\": \"yscale\", \"type\": \"linear\", \"range\": \"height\", \"nice\": true, \"zero\": true, \"domain\": {\"data\": \"table\", \"field\": \"y\"}}], \"axes\": [{\"orient\": \"bottom\", \"scale\": \"xscale\", \"title\": \"Other label\"}, {\"orient\": \"left\", \"scale\": \"yscale\", \"title\": null}], \"data\": [{\"name\": \"table\", \"values\": [{\"x\": -3.9224002516183423, \"x2\": -3.1375364558128753, \"y\": 10}, {\"x\": -3.1375364558128753, \"x2\": -2.352672660007409, \"y\": 98}, {\"x\": -2.352672660007409, \"x2\": -1.5678088642019419, \"y\": 583}, {\"x\": -1.5678088642019419, \"x2\": -0.7829450683964749, \"y\": 2188}, {\"x\": -0.7829450683964749, \"x2\": 0.0019187274089920159, \"y\": 5019}, {\"x\": 0.0019187274089920159, \"x2\": 0.7867825232144585, \"y\": 7863}, {\"x\": 0.7867825232144585, \"x2\": 1.571646319019926, \"y\": 9406}, {\"x\": 1.571646319019926, \"x2\": 2.3565101148253924, \"y\": 9904}, {\"x\": 2.3565101148253924, \"x2\": 3.141373910630859, \"y\": 9992}, {\"x\": 3.141373910630859, \"x2\": 3.9262377064363267, \"y\": 10000}]}], \"marks\": [{\"type\": \"rect\", \"from\": {\"data\": \"table\"}, \"encode\": {\"enter\": {\"x\": {\"scale\": \"xscale\", \"field\": \"x\"}, \"x2\": {\"scale\": \"xscale\", \"field\": \"x2\"}, \"y\": {\"scale\": \"yscale\", \"value\": 0}, \"y2\": {\"scale\": \"yscale\", \"field\": \"y\"}, \"strokeWidth\": {\"value\": 2}}, \"update\": {\"fillOpacity\": [{\"value\": 1}]}}}]};\n",
       "var opt = {};\n",
       "var selector = \"#b39ad46f-5eed-4689-b8c8-886fe404dc10\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#b39ad46f-5eed-4689-b8c8-886fe404dc10"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega3": "#b39ad46f-5eed-4689-b8c8-886fe404dc10"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "H.plot.bar(cumulative=True, xlabel=\"Other label\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"1848fa78-5c03-48b3-bc5d-38b48f712c9a\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed .vega-actions > a {\n",
       "    transition: opacity 200ms ease-in;\n",
       "    opacity: 0.3;\n",
       "    margin-right: 0.6em;\n",
       "    color: #444;\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions > a:hover {\n",
       "    color: #000;\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       ".vega-embed:hover .vega-actions > a {\n",
       "    opacity: 1;\n",
       "    transition: 0s;\n",
       "}\n",
       "\n",
       ".vega-embed .error p {\n",
       "    color: firebrick;\n",
       "    font-size: 1.2em;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#1848fa78-5c03-48b3-bc5d-38b48f712c9a"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"$schema\": \"https://vega.github.io/schema/vega/v3.json\", \"width\": 400, \"height\": 200, \"padding\": 5, \"data\": [{\"name\": \"table\", \"values\": [{\"x\": -3.439602350227279, \"y\": 13, \"c\": 0}, {\"x\": -2.6060563922006437, \"y\": 156, \"c\": 0}, {\"x\": -1.772510434174008, \"y\": 836, \"c\": 0}, {\"x\": -0.9389644761473728, \"y\": 2996, \"c\": 0}, {\"x\": -0.10541851812073744, \"y\": 6219, \"c\": 0}, {\"x\": 0.7281274399058981, \"y\": 8701, \"c\": 0}, {\"x\": 1.5616733979325335, \"y\": 9760, \"c\": 0}, {\"x\": 2.395219355959169, \"y\": 9973, \"c\": 0}, {\"x\": 3.2287653139858046, \"y\": 9998, \"c\": 0}, {\"x\": 4.0623112720124395, \"y\": 10000, \"c\": 0}]}, {\"name\": \"labels\", \"values\": [\"normal\"]}], \"scales\": [{\"name\": \"xscale\", \"type\": \"linear\", \"range\": \"width\", \"nice\": true, \"zero\": null, \"domain\": [-3.856375329240597, 4.479084251025757]}, {\"name\": \"yscale\", \"type\": \"linear\", \"range\": \"height\", \"nice\": true, \"zero\": true, \"domain\": {\"data\": \"table\", \"field\": \"y\"}}, {\"name\": \"series\", \"type\": \"ordinal\", \"range\": \"category\", \"domain\": {\"data\": \"table\", \"field\": \"c\"}}, {\"name\": \"labels\", \"type\": \"ordinal\", \"range\": \"category\", \"domain\": {\"data\": \"labels\", \"field\": \"data\"}}], \"axes\": [{\"orient\": \"bottom\", \"scale\": \"xscale\", \"title\": \"x\"}, {\"orient\": \"left\", \"scale\": \"yscale\", \"title\": null}], \"marks\": [{\"type\": \"group\", \"from\": {\"facet\": {\"name\": \"series\", \"data\": \"table\", \"groupby\": \"c\"}}, \"marks\": [{\"type\": \"line\", \"encode\": {\"enter\": {\"x\": {\"scale\": \"xscale\", \"field\": \"x\"}, \"y\": {\"scale\": \"yscale\", \"field\": \"y\"}, \"stroke\": {\"scale\": \"series\", \"field\": \"c\"}, \"strokeWidth\": {\"value\": 2}}}, \"from\": {\"data\": \"series\"}}]}]};\n",
       "var opt = {};\n",
       "var selector = \"#1848fa78-5c03-48b3-bc5d-38b48f712c9a\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#1848fa78-5c03-48b3-bc5d-38b48f712c9a"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega3": "#1848fa78-5c03-48b3-bc5d-38b48f712c9a"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "H = normal_h1()\n",
    "H.plot.line(cumulative=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"d43547d8-883d-472a-b12c-6278a11f628e\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed .vega-actions > a {\n",
       "    transition: opacity 200ms ease-in;\n",
       "    opacity: 0.3;\n",
       "    margin-right: 0.6em;\n",
       "    color: #444;\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions > a:hover {\n",
       "    color: #000;\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       ".vega-embed:hover .vega-actions > a {\n",
       "    opacity: 1;\n",
       "    transition: 0s;\n",
       "}\n",
       "\n",
       ".vega-embed .error p {\n",
       "    color: firebrick;\n",
       "    font-size: 1.2em;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#d43547d8-883d-472a-b12c-6278a11f628e"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"$schema\": \"https://vega.github.io/schema/vega/v3.json\", \"width\": 333, \"height\": 333, \"padding\": 5, \"title\": {\"text\": \"Munros of Scotland\"}, \"scales\": [{\"name\": \"xscale\", \"type\": \"linear\", \"range\": \"width\", \"nice\": true, \"zero\": null, \"domain\": [-6.333333333333333, -2.833333333333333]}, {\"name\": \"yscale\", \"type\": \"linear\", \"range\": \"height\", \"nice\": true, \"zero\": null, \"domain\": [56.166666666666664, 58.5]}, {\"name\": \"color\", \"type\": \"sequential\", \"domain\": [0.0, 14.0], \"range\": {\"scheme\": \"YellowGreen\"}, \"zero\": false, \"nice\": false}], \"axes\": [{\"orient\": \"bottom\", \"scale\": \"xscale\", \"title\": \"long\"}, {\"orient\": \"left\", \"scale\": \"yscale\", \"title\": \"lat\"}], \"legends\": [{\"fill\": \"color\", \"type\": \"gradient\"}], \"data\": [{\"name\": \"table\", \"values\": [{\"x\": -6.25, \"x1\": -6.333333333333333, \"x2\": -6.166666666666666, \"y\": 56.25, \"y1\": 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       "var opt = {};\n",
       "var selector = \"#d43547d8-883d-472a-b12c-6278a11f628e\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, opt, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#d43547d8-883d-472a-b12c-6278a11f628e"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {
      "jupyter-vega3": "#d43547d8-883d-472a-b12c-6278a11f628e"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "H2 = munros().T\n",
    "H2.plot(cmap=\"YellowGreen\", show_values=True, height=333, width=333, value_format=\".:;oO##############\".__getitem__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example of an interactive 3D histogram\n",
    "\n",
    "**Note:** Unfortunately, this example does not render properly nor in GitHub renderer or notebook viewer. A live notebook must be running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"c2551b4a-55fa-46bf-bd99-80adcb073053\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed .vega-actions > a {\n",
       "    transition: opacity 200ms ease-in;\n",
       "    opacity: 0.3;\n",
       "    margin-right: 0.6em;\n",
       "    color: #444;\n",
       "    text-decoration: none;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions > a:hover {\n",
       "    color: #000;\n",
       "    text-decoration: underline;\n",
       "}\n",
       "\n",
       ".vega-embed:hover .vega-actions > a {\n",
       "    opacity: 1;\n",
       "    transition: 0s;\n",
       "}\n",
       "\n",
       ".vega-embed .error p {\n",
       "    color: firebrick;\n",
       "    font-size: 1.2em;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#c2551b4a-55fa-46bf-bd99-80adcb073053"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"$schema\": \"https://vega.github.io/schema/vega/v3.json\", \"width\": 400, \"height\": 200, \"padding\": 5, \"title\": {\"text\": \"3D normal distribution\"}, \"scales\": [{\"name\": \"xscale\", \"type\": \"linear\", \"range\": \"width\", \"nice\": true, \"zero\": null, \"domain\": [-3.655086515104106, 3.6916245011978046]}, {\"name\": \"yscale\", \"type\": \"linear\", \"range\": \"height\", \"nice\": true, \"zero\": null, \"domain\": [-4.4656038635288775, 3.7278333447631873]}, {\"name\": \"color\", \"type\": \"sequential\", \"domain\": [0.0, 596.0447183402192], \"range\": {\"scheme\": \"Blues\"}, \"zero\": false, \"nice\": false}], \"axes\": [{\"orient\": \"bottom\", \"scale\": \"xscale\", \"title\": \"first\"}, {\"orient\": \"left\", \"scale\": \"yscale\", \"title\": \"second\"}], \"signals\": [{\"name\": \"k\", \"value\": 5, \"bind\": {\"input\": \"range\", \"min\": 0, \"max\": 9, \"step\": 1, \"name\": \"third [slice]\"}}], \"data\": [{\"name\": \"table\", 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"
     },
     "metadata": {
      "jupyter-vega3": "#c2551b4a-55fa-46bf-bd99-80adcb073053"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "H3 = normal_h3()\n",
    "H3.axis_names = (\"first\", \"second\", \"third\")\n",
    "H3.plot(show_values=True, show_zero=False, cmap=\"Blues\", density=True, show_colorbar=False, value_format=\".1f\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}