{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "26"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 1
    }
   ],
   "source": "import random\nrandom.Random().randint(1,100)\n"
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true,
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": "from matplotlib import pyplot as plt\nimport numpy as np\n%matplotlib inline\n\n# Data for plotting\nt = np.arange(0.0, 2.0, 0.01)\ns = 1 + np.sin(2 * np.pi * t)\n\nfig, ax = plt.subplots()\nax.plot(t, s)\n\nax.set(xlabel='time (s)', ylabel='voltage (mV)',\n       title='About as simple as it gets, folks')\nax.grid()\n\nfig.savefig(\"test.png\")\nplt.show()"
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {}
   },
   "outputs": [],
   "source": "# change to R kernel\n#library(ggplot2)\n#qplot(wt,mpg,data=mtcars)"
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {}
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AABAgS6ISAgdQPJKgQIECBAgAABAgQI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\ndVSzNlu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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": ""
  }
 ],
 "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}