R Practice [Under Construction].ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QIECExVwADppry3z9ua5rt+rk65XT78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\nAAECBAgQIDAdAv8HGENxYzBEh4kAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x <- seq(0, 2*pi, length.out=50)\n",
    "plot(x, sin(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.4.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}