jupyter note with html and some js

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import (\n",
    "    display_pretty, display_html, display_jpeg,\n",
    "    display_png, display_json, display_latex, display_svg\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "from IPython.display import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "i = Image(filename='/home/dennis/Documents/Untitled Folder/sample-icon.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FvQcohNrkIntN2NcVNwZihijqJdQEXX+BAv/7UAv53nJbRDY/mgL5NpDKaTEw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\nNIgUkaFTQraBdojo4q1Jgn4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Nvu8QvYwgrvKCNfDDwlXwfoX9XU1huUvAtk+GEPQIMS9R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\nMEEI+Io1z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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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FvQcohNrkIntN2NcVNwZihijqJdQEXX+BAv/7UAv53nJbRDY/mgL5NpDKaTEw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\nNIgUkaFTQraBdojo4q1Jgn4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Nvu8QvYwgrvKCNfDDwlXwfoX9XU1huUvAtk+GEPQIMS9R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\nAMjPtxFYbQpPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src=\"http://makeyourowntextminingtoolkit.blogspot.com/2016/09/interactive-d3v4js-in-jupyter-notebook.html\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(url='http://makeyourowntextminingtoolkit.blogspot.com/2016/09/interactive-d3v4js-in-jupyter-notebook.html')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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BDH19a1j19caXRkun9lYhJ9NP40dxvBnsIs3r6mjN6+ppbvL31G8vfEcaO4cGewi9fXGi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\nBCEIAEIQgAQhCABCEIAEIQgAQhCABCEIAEIQgAQhCAP/2Q==\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/sjfsUzECqK0\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fe39ca64438>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo('sjfsUzECqK0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import Javascript\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$.getScript('http://d3js.org/d3.v3.min.js')"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Javascript(\"\"\"$.getScript('http://d3js.org/d3.v3.min.js')\"\"\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.display import HTML\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "s = \"\"\"<table>\n",
    "<tr>\n",
    "<th>Header 1</th>\n",
    "<th>Header 2</th>\n",
    "</tr>\n",
    "<tr>\n",
    "<td>row 1, cell 1</td>\n",
    "<td>row 1, cell 2</td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td>row 2, cell 1</td>\n",
    "<td>row 2, cell 2</td>\n",
    "</tr>\n",
    "</table>\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<tr>\n",
       "<th>Header 1</th>\n",
       "<th>Header 2</th>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>row 1, cell 1</td>\n",
       "<td>row 1, cell 2</td>\n",
       "</tr>\n",
       "<tr>\n",
       "<td>row 2, cell 1</td>\n",
       "<td>row 2, cell 2</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h = HTML(s); h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "$.getScript('http://d3js.org/d3.v3.min.js')"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Javascript(\"\"\"$.getScript('http://d3js.org/d3.v3.min.js')\"\"\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-19-90048fdc7612>, line 22)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-19-90048fdc7612>\"\u001b[0;36m, line \u001b[0;32m22\u001b[0m\n\u001b[0;31m    In []:\u001b[0m\n\u001b[0m        ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "HTML(\"\"\"\n",
    "<style>\n",
    "\n",
    "circle {\n",
    "  fill: rgb(31, 119, 180);\n",
    "  fill-opacity: .25;\n",
    "  stroke: rgb(31, 119, 180);\n",
    "  stroke-width: 1px;\n",
    "}\n",
    "\n",
    ".leaf circle {\n",
    "  fill: #ff7f0e;\n",
    "  fill-opacity: 1;\n",
    "}\n",
    "\n",
    "text {\n",
    "  font: 10px sans-serif;\n",
    "}\n",
    "\n",
    "</style>\n",
    "\"\"\")\n",
    "In []:\n",
    "Javascript(\"\"\"\n",
    "\n",
    "// This unhides the output area\n",
    "container.show();\n",
    "\n",
    "// element is the jQuery element we will append to\n",
    "var e = element.get(0);\n",
    "    \n",
    "var diameter = 600,\n",
    "    format = d3.format(\",d\");\n",
    "\n",
    "var pack = d3.layout.pack()\n",
    "    .size([diameter - 4, diameter - 4])\n",
    "    .value(function(d) { return d.size; });\n",
    "\n",
    "var svg = d3.select(e).append(\"svg\")\n",
    "    .attr(\"width\", diameter)\n",
    "    .attr(\"height\", diameter)\n",
    "  .append(\"g\")\n",
    "    .attr(\"transform\", \"translate(2,2)\");\n",
    "\n",
    "d3.json(\"files/flare.json\", function(error, root) {\n",
    "  var node = svg.datum(root).selectAll(\".node\")\n",
    "      .data(pack.nodes)\n",
    "    .enter().append(\"g\")\n",
    "      .attr(\"class\", function(d) { return d.children ? \"node\" : \"leaf node\"; })\n",
    "      .attr(\"transform\", function(d) { return \"translate(\" + d.x + \",\" + d.y + \")\"; });\n",
    "\n",
    "  node.append(\"title\")\n",
    "      .text(function(d) { return d.name + (d.children ? \"\" : \": \" + format(d.size)); });\n",
    "\n",
    "  node.append(\"circle\")\n",
    "      .attr(\"r\", function(d) { return d.r; });\n",
    "\n",
    "  node.filter(function(d) { return !d.children; }).append(\"text\")\n",
    "      .attr(\"dy\", \".3em\")\n",
    "      .style(\"text-anchor\", \"middle\")\n",
    "      .text(function(d) { return d.name.substring(0, d.r / 3); });\n",
    "});\n",
    "\n",
    "d3.select(self.frameElement).style(\"height\", diameter + \"px\");\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "\n",
       "circle {\n",
       "  fill: rgb(31, 119, 180);\n",
       "  fill-opacity: .25;\n",
       "  stroke: rgb(31, 119, 180);\n",
       "  stroke-width: 1px;\n",
       "}\n",
       "\n",
       ".leaf circle {\n",
       "  fill: #ff7f0e;\n",
       "  fill-opacity: 1;\n",
       "}\n",
       "\n",
       "text {\n",
       "  font: 10px sans-serif;\n",
       "}\n",
       "\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML(\"\"\"\n",
    "<style>\n",
    "\n",
    "circle {\n",
    "  fill: rgb(31, 119, 180);\n",
    "  fill-opacity: .25;\n",
    "  stroke: rgb(31, 119, 180);\n",
    "  stroke-width: 1px;\n",
    "}\n",
    "\n",
    ".leaf circle {\n",
    "  fill: #ff7f0e;\n",
    "  fill-opacity: 1;\n",
    "}\n",
    "\n",
    "text {\n",
    "  font: 10px sans-serif;\n",
    "}\n",
    "\n",
    "</style>\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "\n",
       "// This unhides the output area\n",
       "container.show();\n",
       "\n",
       "// element is the jQuery element we will append to\n",
       "var e = element.get(0);\n",
       "    \n",
       "var diameter = 600,\n",
       "    format = d3.format(\",d\");\n",
       "\n",
       "var pack = d3.layout.pack()\n",
       "    .size([diameter - 4, diameter - 4])\n",
       "    .value(function(d) { return d.size; });\n",
       "\n",
       "var svg = d3.select(e).append(\"svg\")\n",
       "    .attr(\"width\", diameter)\n",
       "    .attr(\"height\", diameter)\n",
       "  .append(\"g\")\n",
       "    .attr(\"transform\", \"translate(2,2)\");\n",
       "\n",
       "d3.json(\"files/flare.json\", function(error, root) {\n",
       "  var node = svg.datum(root).selectAll(\".node\")\n",
       "      .data(pack.nodes)\n",
       "    .enter().append(\"g\")\n",
       "      .attr(\"class\", function(d) { return d.children ? \"node\" : \"leaf node\"; })\n",
       "      .attr(\"transform\", function(d) { return \"translate(\" + d.x + \",\" + d.y + \")\"; });\n",
       "\n",
       "  node.append(\"title\")\n",
       "      .text(function(d) { return d.name + (d.children ? \"\" : \": \" + format(d.size)); });\n",
       "\n",
       "  node.append(\"circle\")\n",
       "      .attr(\"r\", function(d) { return d.r; });\n",
       "\n",
       "  node.filter(function(d) { return !d.children; }).append(\"text\")\n",
       "      .attr(\"dy\", \".3em\")\n",
       "      .style(\"text-anchor\", \"middle\")\n",
       "      .text(function(d) { return d.name.substring(0, d.r / 3); });\n",
       "});\n",
       "\n",
       "d3.select(self.frameElement).style(\"height\", diameter + \"px\");\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Javascript(\"\"\"\n",
    "\n",
    "// This unhides the output area\n",
    "container.show();\n",
    "\n",
    "// element is the jQuery element we will append to\n",
    "var e = element.get(0);\n",
    "    \n",
    "var diameter = 600,\n",
    "    format = d3.format(\",d\");\n",
    "\n",
    "var pack = d3.layout.pack()\n",
    "    .size([diameter - 4, diameter - 4])\n",
    "    .value(function(d) { return d.size; });\n",
    "\n",
    "var svg = d3.select(e).append(\"svg\")\n",
    "    .attr(\"width\", diameter)\n",
    "    .attr(\"height\", diameter)\n",
    "  .append(\"g\")\n",
    "    .attr(\"transform\", \"translate(2,2)\");\n",
    "\n",
    "d3.json(\"files/flare.json\", function(error, root) {\n",
    "  var node = svg.datum(root).selectAll(\".node\")\n",
    "      .data(pack.nodes)\n",
    "    .enter().append(\"g\")\n",
    "      .attr(\"class\", function(d) { return d.children ? \"node\" : \"leaf node\"; })\n",
    "      .attr(\"transform\", function(d) { return \"translate(\" + d.x + \",\" + d.y + \")\"; });\n",
    "\n",
    "  node.append(\"title\")\n",
    "      .text(function(d) { return d.name + (d.children ? \"\" : \": \" + format(d.size)); });\n",
    "\n",
    "  node.append(\"circle\")\n",
    "      .attr(\"r\", function(d) { return d.r; });\n",
    "\n",
    "  node.filter(function(d) { return !d.children; }).append(\"text\")\n",
    "      .attr(\"dy\", \".3em\")\n",
    "      .style(\"text-anchor\", \"middle\")\n",
    "      .text(function(d) { return d.name.substring(0, d.r / 3); });\n",
    "});\n",
    "\n",
    "d3.select(self.frameElement).style(\"height\", diameter + \"px\");\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pandas.set_option('display.notebook_repr_html',True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing data.csv\n"
     ]
    }
   ],
   "source": [
    "%%file data.csv\n",
    "Date,Open,High,Low,Close,Volume,Adj Close\n",
    "2012-06-01,569.16,590.00,548.50,584.00,14077000,581.50\n",
    "2012-05-01,584.90,596.76,522.18,577.73,18827900,575.26\n",
    "2012-04-02,601.83,644.00,555.00,583.98,28759100,581.48\n",
    "2012-03-01,548.17,621.45,516.22,599.55,26486000,596.99\n",
    "2012-02-01,458.41,547.61,453.98,542.44,22001000,540.12\n",
    "2012-01-03,409.40,458.24,409.00,456.48,12949100,454.53"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pandas.read_csv('data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-06-01</td>\n",
       "      <td>569.16</td>\n",
       "      <td>590.00</td>\n",
       "      <td>548.50</td>\n",
       "      <td>584.00</td>\n",
       "      <td>14077000</td>\n",
       "      <td>581.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012-05-01</td>\n",
       "      <td>584.90</td>\n",
       "      <td>596.76</td>\n",
       "      <td>522.18</td>\n",
       "      <td>577.73</td>\n",
       "      <td>18827900</td>\n",
       "      <td>575.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012-04-02</td>\n",
       "      <td>601.83</td>\n",
       "      <td>644.00</td>\n",
       "      <td>555.00</td>\n",
       "      <td>583.98</td>\n",
       "      <td>28759100</td>\n",
       "      <td>581.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-03-01</td>\n",
       "      <td>548.17</td>\n",
       "      <td>621.45</td>\n",
       "      <td>516.22</td>\n",
       "      <td>599.55</td>\n",
       "      <td>26486000</td>\n",
       "      <td>596.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012-02-01</td>\n",
       "      <td>458.41</td>\n",
       "      <td>547.61</td>\n",
       "      <td>453.98</td>\n",
       "      <td>542.44</td>\n",
       "      <td>22001000</td>\n",
       "      <td>540.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2012-01-03</td>\n",
       "      <td>409.40</td>\n",
       "      <td>458.24</td>\n",
       "      <td>409.00</td>\n",
       "      <td>456.48</td>\n",
       "      <td>12949100</td>\n",
       "      <td>454.53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date    Open    High     Low   Close    Volume  Adj Close\n",
       "0  2012-06-01  569.16  590.00  548.50  584.00  14077000     581.50\n",
       "1  2012-05-01  584.90  596.76  522.18  577.73  18827900     575.26\n",
       "2  2012-04-02  601.83  644.00  555.00  583.98  28759100     581.48\n",
       "3  2012-03-01  548.17  621.45  516.22  599.55  26486000     596.99\n",
       "4  2012-02-01  458.41  547.61  453.98  542.44  22001000     540.12\n",
       "5  2012-01-03  409.40  458.24  409.00  456.48  12949100     454.53"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "EOL while scanning string literal (<ipython-input-29-7ca7739c71e7>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-29-7ca7739c71e7>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    HTML(\"<iframe src=http://soundcloud.com//?useformat=mobile width=700 height=350></iframe>')\u001b[0m\n\u001b[0m                                                                                               ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m EOL while scanning string literal\n"
     ]
    }
   ],
   "source": [
    "HTML(\"<iframe src=http://soundcloud.com//?useformat=mobile width=700 height=350></iframe>')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-30-5b64f75bfada>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-30-5b64f75bfada>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    echo: let's try another one'\u001b[0m\n\u001b[0m        ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "echo: let's try another one'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe src=http://www.cnn.org/?useformat=mobile width=700 height=350></iframe>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HTML('<iframe src=http://www.cnn.org/?useformat=mobile width=700 height=350></iframe>')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$F(k) = \\int_{-\\infty}^{\\infty} f(x) e^{2\\pi i k} dx$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Math\n",
    "Math(r'F(k) = \\int_{-\\infty}^{\\infty} f(x) e^{2\\pi i k} dx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}