{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "satisfied-trinity",
   "metadata": {},
   "source": [
    "## Set up ScalaPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "active-knitting",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Map(jna.library.path -> /home/kien/.pyenv/versions/miniconda3-latest/lib/python3.7/config-3.7m-x86_64-linux-gnu:/home/kien/.pyenv/versions/miniconda3-latest/lib, scalapy.python.library -> python3.7m)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\u001b[32mimport \u001b[39m\u001b[36m$ivy.$                                  \n",
       "\u001b[39m\n",
       "\u001b[32mimport \u001b[39m\u001b[36mai.kien.python.Python\n",
       "\n",
       "\u001b[39m"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import $ivy.`ai.kien::python-native-libs:0.1.0`\n",
    "import ai.kien.python.Python\n",
    "\n",
    "Python().scalapyProperties.fold(\n",
    "  ex => println(s\"Error while getting ScalaPy properties: $ex\"),\n",
    "  props => {\n",
    "      props.foreach(Function.tupled(System.setProperty _))\n",
    "      println(props)\n",
    "  }\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "enhanced-balance",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[32mimport \u001b[39m\u001b[36m$ivy.$                              \n",
       "\u001b[39m\n",
       "\u001b[32mimport \u001b[39m\u001b[36mme.shadaj.scalapy.py\n",
       "\u001b[39m\n",
       "\u001b[32mimport \u001b[39m\u001b[36mme.shadaj.scalapy.py.PyQuote\n",
       "\u001b[39m\n",
       "\u001b[32mimport \u001b[39m\u001b[36mme.shadaj.scalapy.py.SeqConverters\u001b[39m"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import $ivy.`me.shadaj::scalapy-core:0.5.0`\n",
    "import me.shadaj.scalapy.py\n",
    "import me.shadaj.scalapy.py.PyQuote\n",
    "import me.shadaj.scalapy.py.SeqConverters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sustainable-wilderness",
   "metadata": {},
   "source": [
    "## Enable display of rich representations (image, html, ...) for Python objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "attempted-gardening",
   "metadata": {},
   "outputs": [],
   "source": [
    "// import $ivy.`sh.almond::almond-scalapy:...`\n",
    "// automatically pulled in when scalapy ivy import is detected\n",
    "almond.scalapy.initDisplay"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "worldwide-legend",
   "metadata": {},
   "source": [
    "## Some examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "central-custody",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[36mdisplay\u001b[39m: \u001b[32mpy\u001b[39m.\u001b[32mModule\u001b[39m = <module 'IPython.core.display' from '/home/kien/.pyenv/versions/miniconda3-latest/lib/python3.7/site-packages/IPython/core/display.py'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val display = py.module(\"IPython.core.display\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "enormous-headquarters",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "val img = display.Image(\"image.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "trained-constant",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "var e=this||self,f=function(a){return a};var g;var l=function(a,b){this.g=b===h?a:\"\"};l.prototype.toString=function(){return this.g+\"\"};var h={};function m(){var a=u;google.lx=function(){n(a);google.lx=function(){}};google.bx||google.lx()}\n",
       "function n(a){google.timers&&google.timers.load&&google.tick&&google.tick(\"load\",\"xjsls\");var b=document;var c=\"SCRIPT\";\"application/xhtml+xml\"===b.contentType&&(c=c.toLowerCase());c=b.createElement(c);if(void 0===g){b=null;var k=e.trustedTypes;if(k&&k.createPolicy){try{b=k.createPolicy(\"goog#html\",{createHTML:f,createScript:f,createScriptURL:f})}catch(p){e.console&&e.console.error(p.message)}g=b}else g=b}a=(b=g)?b.createScriptURL(a):a;a=new l(a,h);c.src=a instanceof l&&a.constructor===l?a.g:\"type_error:TrustedResourceUrl\";var d;a=(c.ownerDocument&&c.ownerDocument.defaultView||window).document;(d=(a=null===(d=a.querySelector)||void 0===d?void 0:d.call(a,\"script[nonce]\"))?a.nonce||a.getAttribute(\"nonce\")||\"\":\"\")&&c.setAttribute(\"nonce\",d);document.body.appendChild(c);google.psa=!0};setTimeout(function(){m()},0);})();(function(){window.google.xjsu='/xjs/_/js/k\\x3dxjs.hp.en.JRh4tN6N9QQ.O/m\\x3dsb_he,d/am\\x3dAHgCLA/d\\x3d1/ed\\x3d1/rs\\x3dACT90oGYDOHwsB3rPn3m-ZHj8pe2l1LEYg';})();function _DumpException(e){throw e;}\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "val html = display.HTML(url = \"https://google.com\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "informed-rebate",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "// If pandas is installed\n",
    "py.module(\"pandas\").read_csv(\"https://raw.githubusercontent.com/uiuc-cse/data-fa14/gh-pages/data/iris.csv\").head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "allied-carnival",
   "metadata": {},
   "source": [
    "## Compared with almond display API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "subject-screw",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[32mimport \u001b[39m\u001b[36malmond.interpreter.api.DisplayData\u001b[39m"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import almond.interpreter.api.DisplayData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bound-uncle",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "almond.display.Image.from(new java.io.File(\"./image.png\").toURI.toURL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "entire-melissa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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