{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "\n",
       "    /* DOWNLOAD COMPUTER MODERN FONT JUST IN CASE */\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunss.otf');\n",
       "    }\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        font-weight: bold;\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunsx.otf');\n",
       "    }\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        font-style: oblique;\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunsi.otf');\n",
       "    }\n",
       "    @font-face {\n",
       "        font-family: \"Computer Modern\";\n",
       "        font-weight: bold;\n",
       "        font-style: oblique;\n",
       "        src: url('http://9dbb143991406a7c655e-aa5fcb0a5a4ec34cff238a2d56ca4144.r56.cf5.rackcdn.com/cmunso.otf');\n",
       "    }\n",
       "\n",
       "    /* GLOBAL TEXT FONT */\n",
       "    div#notebook,\n",
       "    div.output_area pre,\n",
       "    div.output_wrapper,\n",
       "    div.prompt {\n",
       "      font-family: Times new Roman, monospace !important;\n",
       "    }\n",
       "\n",
       "    /* CENTER FIGURE */\n",
       "    .output_png {\n",
       "        display: table-cell;\n",
       "        text-align: center;\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    /* LINK */\n",
       "    a {\n",
       "        color: #FF8000;\n",
       "    }\n",
       "\n",
       "    /* H1 */\n",
       "    h1 {\n",
       "        font-size: 42px !important;\n",
       "        text-align: center;\n",
       "        color: #FF8000;\n",
       "    }\n",
       "\n",
       "    /* H2 */\n",
       "    h2 {\n",
       "        font-size: 32px !important;\n",
       "    }\n",
       "\n",
       "    /* H2 */\n",
       "    h3 {\n",
       "        font-size: 24px !important;\n",
       "    }\n",
       "\n",
       "    /* H2 */\n",
       "    h4 {\n",
       "        font-size: 20px !important;\n",
       "    }\n",
       "\n",
       "    /* PARAGRAPH */\n",
       "    p {\n",
       "        font-size: 16px !important;\n",
       "        text-align: center;\n",
       "    }\n",
       "\n",
       "\n",
       "\n",
       "</style>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# All imports and setups \n",
    "\n",
    "%run common/import_all.py\n",
    "\n",
    "from common.setup_notebook import *\n",
    "\n",
    "config_ipython()\n",
    "setup_matplotlib(matplotlib_file_path='styles_files/matplotlibrc.json')\n",
    "set_css_style('styles_files/custom.css')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "[I am a link](link.com)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# This is a h1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## This is a h2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "### This is a h3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "#### This is a h4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "This is a paragraph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "**bold** and _italics_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "This contains some $\\TeX$, both inline, $a = 3$ and in a new line $$y(x) = x^3$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
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qyMdUSGRJ93D7Xbt2eZZedXV1Kigo6LGyq76+XpKi3s6YnZ0tqev5XwAAAAAA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\nTzoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c793780>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 388,
       "width": 607
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([i for i in range(10)], [i**2 for i in range(10)], label='$x^2$')\n",
    "plt.title('A matplotlib plot')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}