{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "26"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "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": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": "[encoded data, 26368 characters]\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 \u003d np.arange(0.0, 2.0, 0.01)\ns \u003d 1 + np.sin(2 * np.pi * t)\n\nfig, ax \u003d plt.subplots()\nax.plot(t, s)\n\nax.set(xlabel\u003d\u0027time (s)\u0027, ylabel\u003d\u0027voltage (mV)\u0027,\n       title\u003d\u0027About as simple as it gets, folks\u0027)\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\u003dmtcars)"
    },
    {
      "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
}