{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vega backend examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from physt.examples import normal_h1, iris_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=\"2b5505e6-6580-4ec4-918e-479e9eaf3bf4\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#2b5505e6-6580-4ec4-918e-479e9eaf3bf4"
     },
     "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}, {\"x\": -2.745104557910142, \"y\": 88}, {\"x\": -1.9602407621046753, \"y\": 485}, {\"x\": -1.1753769662992084, \"y\": 1605}, {\"x\": -0.39051317049374146, \"y\": 2831}, {\"x\": 0.39435062531172527, \"y\": 2844}, {\"x\": 1.1792144211171922, \"y\": 1543}, {\"x\": 1.9640782169226592, \"y\": 498}, {\"x\": 2.7489420127281257, \"y\": 88}, {\"x\": 3.533805808533593, \"y\": 8}]}], \"title\": {\"text\": \"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\"}}], \"axes\": [{\"orient\": \"bottom\", \"scale\": \"xscale\", \"title\": \"x\"}, {\"orient\": \"left\", \"scale\": \"yscale\", \"title\": null}], \"marks\": [{\"type\": \"symbol\", \"from\": {\"data\": \"table\"}, \"encode\": {\"enter\": {\"x\": {\"scale\": \"xscale\", \"field\": \"x\"}, \"y\": {\"scale\": \"yscale\", \"field\": \"y\"}, \"shape\": {\"value\": \"circle\"}, \"strokeWidth\": {\"value\": 2}}}}]};\n",
       "var selector = \"#2b5505e6-6580-4ec4-918e-479e9eaf3bf4\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#2b5505e6-6580-4ec4-918e-479e9eaf3bf4"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega3": "#2b5505e6-6580-4ec4-918e-479e9eaf3bf4"
     },
     "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=\"fef85453-15a0-4d04-967f-8d81f1c35454\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#fef85453-15a0-4d04-967f-8d81f1c35454"
     },
     "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\": \"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\"}}], \"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}}, \"hover\": {\"fillOpacity\": {\"value\": 0.5}}}}]};\n",
       "var selector = \"#fef85453-15a0-4d04-967f-8d81f1c35454\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#fef85453-15a0-4d04-967f-8d81f1c35454"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega3": "#fef85453-15a0-4d04-967f-8d81f1c35454"
     },
     "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=\"1eee1f4c-cb28-4e48-b574-64105914d29f\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#1eee1f4c-cb28-4e48-b574-64105914d29f"
     },
     "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\": 4.300000000000001, \"y\": 1}, {\"x\": 4.5, \"y\": 9}, {\"x\": 4.700000000000001, \"y\": 16}, {\"x\": 4.9, \"y\": 22}, {\"x\": 5.1, \"y\": 41}, {\"x\": 5.300000000000001, \"y\": 46}, {\"x\": 5.5, \"y\": 65}, {\"x\": 5.700000000000001, \"y\": 80}, {\"x\": 5.9, \"y\": 83}, {\"x\": 6.1, \"y\": 95}, {\"x\": 6.300000000000001, \"y\": 108}, {\"x\": 6.5, \"y\": 122}, {\"x\": 6.700000000000001, \"y\": 133}, {\"x\": 6.9, \"y\": 137}, {\"x\": 7.1, \"y\": 139}, {\"x\": 7.300000000000001, \"y\": 143}, {\"x\": 7.5, \"y\": 145}, {\"x\": 7.700000000000001, \"y\": 149}, {\"x\": 7.9, \"y\": 150}]}], \"title\": {\"text\": \"iris\"}, \"scales\": [{\"name\": \"xscale\", \"type\": \"linear\", \"range\": \"width\", \"nice\": true, \"zero\": null, \"domain\": [4.2, 8.0]}, {\"name\": \"yscale\", \"type\": \"linear\", \"range\": \"height\", \"nice\": true, \"zero\": true, \"domain\": {\"data\": \"table\", \"field\": \"y\"}}], \"axes\": [{\"orient\": \"bottom\", \"scale\": \"xscale\", \"title\": \"sepal_length\"}, {\"orient\": \"left\", \"scale\": \"yscale\", \"title\": null}], \"marks\": [{\"type\": \"line\", \"from\": {\"data\": \"table\"}, \"encode\": {\"enter\": {\"x\": {\"scale\": \"xscale\", \"field\": \"x\"}, \"y\": {\"scale\": \"yscale\", \"field\": \"y\"}, \"strokeWidth\": {\"value\": 2}}}}]};\n",
       "var selector = \"#1eee1f4c-cb28-4e48-b574-64105914d29f\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#1eee1f4c-cb28-4e48-b574-64105914d29f"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega3": "#1eee1f4c-cb28-4e48-b574-64105914d29f"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "H = iris_h1()\n",
    "H.plot.line(cumulative=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"fc9958f1-340f-4cb7-a17c-3cbe23cf501c\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
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       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
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       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#fc9958f1-340f-4cb7-a17c-3cbe23cf501c"
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     "output_type": "display_data"
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    {
     "data": {
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       "var selector = \"#fc9958f1-340f-4cb7-a17c-3cbe23cf501c\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#fc9958f1-340f-4cb7-a17c-3cbe23cf501c"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {
      "jupyter-vega3": "#fc9958f1-340f-4cb7-a17c-3cbe23cf501c"
     },
     "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=\"862e78a9-b757-4f44-ad61-3c75d22753c7\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#862e78a9-b757-4f44-ad61-3c75d22753c7"
     },
     "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\": [-3.856375329240597, 4.479084251025757]}, {\"name\": \"yscale\", \"type\": \"linear\", \"range\": \"height\", \"nice\": true, \"zero\": null, \"domain\": [-3.655086515104106, 3.6916245011978046]}, {\"name\": \"color\", \"type\": \"sequential\", \"domain\": [0.0, 570.003334516459], \"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\", \"values\": [{\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": -1.0837376593984374, \"y1\": -1.4510732102135329, \"y2\": -0.7164021085833419, \"k\": 2, \"c\": 1.993018652155451, \"label\": \"2.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": -1.0837376593984374, \"y1\": -1.4510732102135329, \"y2\": -0.7164021085833419, \"k\": 5, \"c\": 1.993018652155451, \"label\": \"2.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": -0.34906655776824635, \"y1\": -0.7164021085833419, \"y2\": 0.018268993046849147, \"k\": 4, \"c\": 1.99301865215545, \"label\": \"2.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": -0.34906655776824635, \"y1\": -0.7164021085833419, \"y2\": 0.018268993046849147, \"k\": 5, \"c\": 7.972074608621804, \"label\": \"8.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": -0.34906655776824635, \"y1\": -0.7164021085833419, \"y2\": 0.018268993046849147, \"k\": 6, \"c\": 1.9930186521554487, \"label\": \"2.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": 0.38560454386194465, \"y1\": 0.018268993046849147, \"y2\": 0.7529400946770402, \"k\": 4, \"c\": 3.9860373043109, \"label\": \"4.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": 1.1202756454921357, \"y1\": 0.7529400946770402, \"y2\": 1.4876111963072312, \"k\": 3, \"c\": 1.99301865215545, \"label\": \"2.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": 1.1202756454921357, \"y1\": 0.7529400946770402, \"y2\": 1.4876111963072312, \"k\": 6, \"c\": 1.9930186521554487, \"label\": \"2.0\"}, {\"x\": -3.439602350227279, \"x1\": -3.856375329240597, \"x2\": -3.0228293712139616, \"y\": 1.8549467471223267, \"y1\": 1.4876111963072312, \"y2\": 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{\"x\": {\"scale\": \"xscale\", \"field\": \"x1\"}, \"x2\": {\"scale\": \"xscale\", \"field\": \"x2\"}, \"y\": {\"scale\": \"yscale\", \"field\": \"y1\"}, \"y2\": {\"scale\": \"yscale\", \"field\": \"y2\"}, \"fill\": {\"scale\": \"color\", \"field\": \"c\"}, \"stroke\": {\"value\": 0}}}}, {\"type\": \"text\", \"from\": {\"data\": \"table\"}, \"encode\": {\"enter\": {\"align\": {\"value\": \"center\"}, \"baseline\": {\"value\": \"middle\"}, \"fontSize\": {\"value\": 13}, \"fontWeight\": {\"value\": \"bold\"}, \"text\": {\"field\": \"label\"}, \"x\": {\"scale\": \"xscale\", \"field\": \"x\"}, \"y\": {\"scale\": \"yscale\", \"field\": \"y\"}}}}]};\n",
       "var selector = \"#862e78a9-b757-4f44-ad61-3c75d22753c7\";\n",
       "var type = \"vega\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega3/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega3": "#862e78a9-b757-4f44-ad61-3c75d22753c7"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {
      "jupyter-vega3": "#862e78a9-b757-4f44-ad61-3c75d22753c7"
     },
     "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}