examples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8fc33557",
   "metadata": {},
   "source": [
    "ggshow\n",
    "======\n",
    "Produce ggplot2 graphs from Python\n",
    "\n",
    "## Requirements\n",
    "\n",
    "- Python 3.7+ (but would work in some older versions)\n",
    "- `Rscript` command and the R environment with `ggplot2` package installed\n",
    "\n",
    "## Functionalities\n",
    "- `ggshow`: Draw graphs using ggplot2 on R and return the Image object that you can show on Jupyter notebook\n",
    "- `ggwrite`: Draw graphs using ggplot2 on R and save it to a file.\n",
    "- `%gg`, `%%gg`: ipython magic for drawing ggplot2 graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6d180cda",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ggshow import ggshow, ggwrite"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "79994d59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "image/png": {
       "width": 300
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Minimal example\n",
    "# pass R code to produce ggplot graph to ggshow function\n",
    "# note: ggplot2 is automatically imported\n",
    "ggshow(\"\"\"\n",
    "  x <- c(1,2,3)\n",
    "  y <- c(4,5,6)\n",
    "  ggplot(mapping=aes(x, y)) + geom_line()\n",
    "\"\"\", savesize=(3, 2))\n",
    "None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d5fe4f83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example with data frames\n",
    "# pass pandas data frames as keyword arguments\n",
    "# then you can use them in the R code\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "x = np.linspace(-20, 20, 500)\n",
    "y = np.sin(x)\n",
    "y2 = 0.4*np.cos(x)\n",
    "\n",
    "df1 = pd.DataFrame({\"x\":x, \"y\":y})\n",
    "df2 = pd.DataFrame({\"x\":x, \"y\":y2})\n",
    "ggshow(\"\"\"\n",
    "  ggplot(a, aes(x, y)) + \n",
    "    geom_line(color=\"blue\") +\n",
    "    geom_line(data=b, linetype=\"dashed\", color=\"red\") +\n",
    "    theme_bw()\n",
    "\"\"\", dispwidth=500, savesize=(4, 2), a=df1, b=df2)\n",
    "None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "10ef73ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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I37Su3OcYzj2rsItFtofDo0RXlNsLY228kb9pXbnOMZx7V2EWi20Ph0aIrym2FsbbeSN+0rtznGM49qj8O+H7Twzpf9n2ck8kXmGTdMwLZOPQD0qPw74ftPDOl/2fZyTyReYZN0zAtk49APSo/Dvh+08M6X/Z9nJPJF5hk3TMC2Tj0A9Kxde8AW+qao2q6dqNzpOouMPNbk4f3IBBz9DWLr3gC31TVG1XTtRudJ1Fxh5rcnD+5AIOfoaxde8AW+qao2q6dqNzpOouMPNbk4f3IBBz9DUvh3wLa6JqDapdXtxqepsNv2m4OSvGDgEk5xxkk8fjUvh3wLa6JqDapdXtxqepsNv2m4OSvGDgEk5xxkk8fjUvh3wLa6JqDapdXtxqepsNv2m4OSvGDgEk5xxkk8fjXV11ddXRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRVLV9Mh1nSbjTp5JY4rhdjtEQGAz2yCP0qlq+mQ6zpNxp08kscVwux2iIDAZ7ZBH6VS1fTIdZ0m406eSWOK4XY7REBgM9sgj9K4r/hTnh7/AJ/dU/7+x/8AxFcV/wAKc8Pf8/uqf9/Y/wD4iuK/4U54e/5/dU/7+x//ABFTWfwm0GyvYLqO81IyQSLIoaVMEqcjPydOKms/hNoNlewXUd5qRkgkWRQ0qYJU5Gfk6cVNZ/CbQbK9guo7zUjJBIsihpUwSpyM/J04rf8AEXhSx8TSWT3s1zGbNy8fksoyTjrkH+6K3/EXhSx8TSWT3s1zGbNy8fksoyTjrkH+6K3/ABF4UsfE0lk97NcxmzcvH5LKMk465B/uita9srbUbKazu4llt5lKujdCK1r2yttRsprO7iWW3mUq6N0IrWvbK21Gyms7uJZbeZSro3QiuF/4VlPaOY9I8VapYWZJJgVievurKP0rhf8AhWU9o5j0jxVqlhZkkmBWJ6+6so/SuF/4VlPaOY9I8VapYWZJJgVievurKP0rofDPg/TfC6Sta+ZNdTf625mOXbvj2Gef55rofDPg/TfC6Sta+ZNdTf625mOXbvj2Gef55rofDPg/TfC6Sta+ZNdTf625mOXbvj2Gef55roK6CugooooooooooooooooooooooooooooooooooooooorO1vRLHxBpkmn6hEXhfkEHDIw6Mp7Gs7W9EsfEGmSafqEReF+QQcMjDoynsaztb0Sx8QaZJp+oRF4X5BBwyMOjKexrjl+Gd7EBbweMNUjsANotwW4X04YD/wAdrjl+Gd7EBbweMNUjsANotwW4X04YD/x2uOX4Z3sQFvB4w1SOwA2i3BbhfThgP/Ha6rw74Z03wxYm10+NvnO6SWQ5eQ9sn+g4rqvDvhnTfDFibXT42+c7pJZDl5D2yf6Diuq8O+GdN8MWJtdPjb5zuklkOXkPbJ/oOKiXwpYr4ufxIJrn7Y6bDHuXy8bQvTGeg9aiXwpYr4ufxIJrn7Y6bDHuXy8bQvTGeg9aiXwpYr4ufxIJrn7Y6bDHuXy8bQvTGeg9am8ReHNP8Tad9jv0bAO6ORDh429Qf6VN4i8Oaf4m077Hfo2Ad0ciHDxt6g/0qbxF4c0/xNp32O/RsA7o5EOHjb1B/pXKx/DBp5I49W8SajqFjGwKWrsQBjtksfpwB+FcrH8MGnkjj1bxJqOoWMbApauxAGO2Sx+nAH4VysfwwaeSOPVvEmo6hYxsClq7EAY7ZLH6cAfhXfQwxW0EcEMaxxRqERFGAoHAArvoYYraCOCGNY4o1CIijAUDgAV30MMVtBHBDGscUahERRgKBwAKfT6fRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRRUdxPHa20txLu8uJC7bELnAGThQCSfYDNR3E8drbS3Eu7y4kLtsQucAZOFAJJ9gM1HcTx2ttLcS7vLiQu2xC5wBk4UAkn2AzWD4a8deGvGElxHoWqLdyW4DSp5TxkA5wcOoyOO3Tj1rB8NeOvDXjCS4j0LVFu5LcBpU8p4yAc4OHUZHHbpx61g+GvHXhrxhJcR6Fqi3cluA0qeU8ZAOcHDqMjjt049a1NY1nT/D+lT6nqt0ttZQAGSVgTjJAHAySckDArU1jWdP8P6VPqeq3S21lAAZJWBOMkAcDJJyQMCtTWNZ0/wAP6VPqeq3S21lAAZJWBOMkAcDJJyQMCodA8R6V4o03+0NHuTc2m8oJfKdASOuNwBPXrUOgeI9K8Uab/aGj3JubTeUEvlOgJHXG4Anr1qHQPEeleKNN/tDR7k3NpvKCXynQEjrjcAT161qVqVqUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUUV86eOtLuvhJ8TLPxjo0J/si+lImhThQW5ki9AGHzL6EdPlr508daXdfCT4mWfjHRoT/ZF9KRNCnCgtzJF6AMPmX0I6fLXzp460u6+EnxMs/GOjQn+yL6UiaFOFBbmSL0AYfMvoR0+WpPHHiCX4weM9K8IeGp2bSI9txcXIU4yQCzkeiKdoBxlmI9Kk8ceIJfjB4z0rwh4anZtIj23FxchTjJALOR6Ip2gHGWYj0qTxx4gl+MHjPSvCHhqdm0iPbcXFyFOMkAs5HoinaAcZZiPSvetH0mz0LSLXS9PhEVpaxiONB6DufUk8k9yTXvWj6TZ6FpFrpenwiK0tYxHGg9B3PqSeSe5Jr3rR9Js9C0i10vT4RFaWsYjjQeg7n1JPJPck1dq7V2iiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiiivJPj34nsrDwiPDxhS61HU2Xy4iMmJFYHzMDnORtHrz1wRXknx78T2Vh4RHh4wpdajqbL5cRGTEisD5mBznI2j1564IryT49+J7Kw8Ijw8YUutR1Nl8uIjJiRWB8zA5zkbR689cEVxfwWvz4H8eX/hXxDYrZ6hfCNI5XI3K4G5Y89MMGyMdwBznji/gtfnwP48v/AAr4hsVs9QvhGkcrkblcDcseemGDZGO4A5zxxfwWvz4H8eX/AIV8Q2K2eoXwjSOVyNyuBuWPPTDBsjHcAc54+j6+j6+j6KKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKr392LDT7i7MM84hjZ/KgjMkj4GcKo5JPYVXv7sWGn3F2YZ5xDGz+VBGZJHwM4VRySewqvf3YsNPuLswzziGNn8qCMySPgZwqjkk9hXh/gLwrr3jL4l3njXxhpl1ZR2rhrS1u4mT5/wCAKGA+VBznAy2D614f4C8K694y+Jd5418YaZdWUdq4a0tbuJk+f+AKGA+VBznAy2D614f4C8K694y+Jd5418YaZdWUdq4a0tbuJk+f+AKGA+VBznAy2D61v/G3wDceIdLg8QaLBK+tadgbIATJNFnOFxyWU8jHq3fFb/xt8A3HiHS4PEGiwSvrWnYGyAEyTRZzhccllPIx6t3xW/8AG3wDceIdLg8QaLBK+tadgbIATJNFnOFxyWU8jHq3fFdf8Ptd1XXvCdvNrmmXlhqkP7m4S6t2i8xgP9YoYDII546HIrr/AIfa7quveE7ebXNMvLDVIf3Nwl1btF5jAf6xQwGQRzx0ORXX/D7XdV17wnbza5pl5YapD+5uEurdovMYD/WKGAyCOeOhyK6quqrqqKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKK//9k=",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/jpeg": {
       "width": 300
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Example to save the graph to a file\n",
    "ggshow(\"\"\"\n",
    "  x <- c(1,2,3)\n",
    "  y <- c(4,5,6)\n",
    "  ggplot(mapping=aes(x, y)) + geom_line()\n",
    "\"\"\", outfile=\"foo.jpg\", savesize=(3, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2e2da4be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/jpeg": {
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Example to \"only\" save the graph to a file, not to show\n",
    "ggshow(\"\"\"\n",
    "  x <- c(1,2,3)\n",
    "  y <- c(4,5,6)\n",
    "  ggplot(mapping=aes(x, y)) + geom_line()\n",
    "\"\"\", outfile=\"bar.jpg\", savesize=(3, 2))\n",
    "\n",
    "# Confirm the file has been created\n",
    "from IPython.display import Image\n",
    "Image(\"bar.jpg\", width=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6fb05e81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "image/png": {
       "width": 300
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
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       "<polyline points=\"202.57,115.01 202.57,112.27 \" style=\"stroke-width: 1.07; stroke: #333333; stroke-linecap: butt;\"/>\n",
       "<text x=\"43.65\" y=\"123.50\" text-anchor=\"middle\" style=\"font-size: 8.80px;fill: #4D4D4D; font-family: &quot;Arial&quot;;\" textLength=\"12.23px\" lengthAdjust=\"spacingAndGlyphs\">1.0</text>\n",
       "<text x=\"83.38\" y=\"123.50\" text-anchor=\"middle\" style=\"font-size: 8.80px;fill: #4D4D4D; font-family: &quot;Arial&quot;;\" textLength=\"12.23px\" lengthAdjust=\"spacingAndGlyphs\">1.5</text>\n",
       "<text x=\"123.11\" y=\"123.50\" text-anchor=\"middle\" style=\"font-size: 8.80px;fill: #4D4D4D; font-family: &quot;Arial&quot;;\" textLength=\"12.23px\" lengthAdjust=\"spacingAndGlyphs\">2.0</text>\n",
       "<text x=\"162.84\" y=\"123.50\" text-anchor=\"middle\" style=\"font-size: 8.80px;fill: #4D4D4D; font-family: &quot;Arial&quot;;\" textLength=\"12.23px\" lengthAdjust=\"spacingAndGlyphs\">2.5</text>\n",
       "<text x=\"202.57\" y=\"123.50\" text-anchor=\"middle\" style=\"font-size: 8.80px;fill: #4D4D4D; font-family: &quot;Arial&quot;;\" textLength=\"12.23px\" lengthAdjust=\"spacingAndGlyphs\">3.0</text>\n",
       "<text x=\"123.11\" y=\"136.09\" text-anchor=\"middle\" style=\"font-size: 11.00px; font-family: &quot;Arial&quot;;\" textLength=\"5.50px\" lengthAdjust=\"spacingAndGlyphs\">x</text>\n",
       "<text transform=\"translate(13.37,67.80) rotate(-90)\" text-anchor=\"middle\" style=\"font-size: 11.00px; font-family: &quot;Arial&quot;;\" textLength=\"5.50px\" lengthAdjust=\"spacingAndGlyphs\">y</text>\n",
       "<text x=\"35.71\" y=\"14.94\" style=\"font-size: 13.20px; font-family: &quot;Arial&quot;;\" textLength=\"27.86px\" lengthAdjust=\"spacingAndGlyphs\">SVG</text>\n",
       "</g>\n",
       "</svg>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example to specify the image file format\n",
    "# But there may not be significant differences to human eyes\n",
    "# Default: png\n",
    "ggshow(\"\"\"\n",
    "  x <- c(1,2,3)\n",
    "  y <- c(4,5,6)\n",
    "  ggplot(mapping=aes(x, y)) + geom_line() + ggtitle(\"PNG\")\n",
    "\"\"\", savesize=(3, 2), imageformat=\"png\")\n",
    "\n",
    "ggshow(\"\"\"\n",
    "  x <- c(1,2,3)\n",
    "  y <- c(4,5,6)\n",
    "  ggplot(mapping=aes(x, y)) + geom_line() + ggtitle(\"JPEG\")\n",
    "\"\"\", savesize=(3, 2), imageformat=\"jpeg\")\n",
    "\n",
    "ggshow(\"\"\"\n",
    "  x <- c(1,2,3)\n",
    "  y <- c(4,5,6)\n",
    "  ggplot(mapping=aes(x, y)) + geom_line() + ggtitle(\"SVG\")\n",
    "\"\"\", savesize=(3, 2), imageformat=\"svg\")\n",
    "None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "07358e61",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example using %gg magic\n",
    "%load_ext ggshow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fe47b1ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "image/jpeg": {
       "width": 300
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## line magic\n",
    "%gg ggplot(mapping=aes(1, 2)) + geom_point() -s 4 3 --dispwidth 300 --outfile buz.jpeg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "595facd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## line magic with the code as a string variable\n",
    "x = np.linspace(-20, 20, 500)\n",
    "y = np.sin(x)\n",
    "y2 = 0.4*np.cos(x)\n",
    "\n",
    "df1 = pd.DataFrame({\"x\":x, \"y\":y})\n",
    "df2 = pd.DataFrame({\"x\":x, \"y\":y2})\n",
    "code = \"\"\"\n",
    "ggplot(a, aes(x, y)) + \n",
    "  geom_line(color=\"blue\") +\n",
    "  geom_line(data=b, linetype=\"dashed\", color=\"red\") +\n",
    "  theme_bw() +\n",
    "  ggtitle(\"Sine and Cosine Waves\")\n",
    "\"\"\"\n",
    "\n",
    "%gg {code} -s 4 2 --dispwidth 400 --data a=df1 b=df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f375cb66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "image/png": {
       "width": 400
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%gg -s 4 2 --dispwidth 400 --data a=df1 b=df2\n",
    "\n",
    "## cell magic\n",
    "ggplot(a, aes(x, y)) + \n",
    "  geom_line(color=\"blue\") +\n",
    "  geom_line(data=b, linetype=\"dashed\", color=\"red\") +\n",
    "  theme_bw() +\n",
    "  ggtitle(\"Sine and Cosine Waves\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7a1fb824",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method gg in module ggshow.ggshow:\n",
      "\n",
      "gg(line, cell=None) method of ggshow.ggshow.GGMagic instance\n",
      "    ::\n",
      "\n",
      "      %gg [--help] [--outfile OUTFILE] [-s SAVESIZE SAVESIZE] [--scale SCALE]\n",
      "              [--units UNITS] [--dpi DPI] [--message_encoding MESSAGE_ENCODING]\n",
      "              [--rscriptcommand RSCRIPTCOMMAND] [-w DISPWIDTH] [-h DISPHEIGHT]\n",
      "              [--imageformat {png,jpeg,svg}] [--libs [LIBS ...]]\n",
      "              [--data [DATA ...]]\n",
      "              [plotcode ...]\n",
      "\n",
      "    positional arguments:\n",
      "      plotcode              R code\n",
      "\n",
      "    options:\n",
      "      --help\n",
      "      --outfile OUTFILE     File path to save the graph\n",
      "      -s <SAVESIZE SAVESIZE>, --savesize <SAVESIZE SAVESIZE>\n",
      "                            height, width\n",
      "      --scale SCALE         ggsave option scale\n",
      "      --units UNITS         ggsave option units\n",
      "      --dpi DPI             ggsave option dpi\n",
      "      --message_encoding MESSAGE_ENCODING\n",
      "                            Encoding of the subprocess outputs\n",
      "      --rscriptcommand RSCRIPTCOMMAND\n",
      "                            Rscript command name\n",
      "      -w DISPWIDTH, --dispwidth DISPWIDTH\n",
      "                            display width\n",
      "      -h DISPHEIGHT, --dispheight DISPHEIGHT\n",
      "                            display width\n",
      "      --imageformat <{png,jpeg,svg}>\n",
      "                            imagefile format\n",
      "      --libs <[LIBS ...]>   R libraries to use\n",
      "      --data <[DATA ...]>   data frames mapping as {name in r}={name in python}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# show the full command options\n",
    "%gg --help"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "290e6d51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "image/png": {
       "width": 300
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/usr/local/bin/Rscript\n"
     ]
    }
   ],
   "source": [
    "# By default, we use 'Rscript' as the command to run R code.\n",
    "# If this is not a valid command on the environment,\n",
    "# we can specify the command by `rscriptcommand` option \n",
    "ggshow(\"\"\"\n",
    "  x <- c(1,2,3)\n",
    "  y <- c(4,5,6)\n",
    "  ggplot(mapping=aes(x, y)) + geom_line()\n",
    "\"\"\", savesize=(3, 2), rscriptcommand=\"/usr/local/bin/Rscript\")\n",
    "\n",
    "\n",
    "# Or set the new command path as the default using set_rscript function.\n",
    "from ggshow import config, set_rscript\n",
    "\n",
    "set_rscript(\"/usr/local/bin/Rscript\")  \n",
    "print(config.rscript)\n",
    "# this is just the full path of the command on this environment\n",
    "# so the command will work in the same way"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "34365cb6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (sandbox)",
   "language": "python",
   "name": "sandbox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}