Plotly_17_4_2015.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Plot.ly\n",
    "\n",
    "\n",
    "####CMI Python meeting 17/4/2015\n",
    "####Rich Lewis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotly is a company focused on plotting. They operate like github, offering free service for public data, and paid for private data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotly requires an API key to work from python.  This can be found on their [website after making an account](https://plot.ly/settings/api)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then add it to python plotly config..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import plotly.tools as tls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tls.set_credentials_file(username='RichLewis', api_key='xaitfq8ln6')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotly uses D3 to produce interactive plots.  Their API is detailed on their site. Here are a few examples inline, real time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~RichLewis/44.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly.plotly as py\n",
    "from plotly.graph_objs import *\n",
    "\n",
    "trace1 = Scatter(\n",
    "    x=[1, 2, 3, 4],\n",
    "    y=[10, 15, 13, 17]\n",
    ")\n",
    "trace2 = Scatter(\n",
    "    x=[1, 2, 3, 4],\n",
    "    y=[16, 5, 11, 9]\n",
    ")\n",
    "data = Data([trace1, trace2])\n",
    "py.iplot(data, filename='basic-line')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~RichLewis/37.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly.plotly as py\n",
    "from plotly.graph_objs import *\n",
    "\n",
    "data = Data([\n",
    "    Heatmap(\n",
    "        z=[[1, 20, 30, 50, 1], [20, 1, 60, 80, 30], [30, 60, 1, -10, 20]],\n",
    "        x=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday'],\n",
    "        y=['Morning', 'Afternoon', 'Evening']\n",
    "    )\n",
    "])\n",
    "py.iplot(data, filename='labelled-heatmap')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is also an adaptor for matplotlib figures:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/RichLewis/anaconda/lib/python2.7/site-packages/matplotlib/figure.py:387: UserWarning:\n",
      "\n",
      "matplotlib is currently using a non-GUI backend, so cannot show the figure\n",
      "\n"
     ]
    },
    {
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       "TQAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1163289d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "n = 50\n",
    "x, y, z, s, ew = np.random.rand(5, n)\n",
    "c, ec = np.random.rand(2, n, 4)\n",
    "area_scale, width_scale = 500, 5\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "sc = ax.scatter(x, y, c=c,\n",
    "                s=np.square(s)*area_scale,\n",
    "                edgecolor=ec,\n",
    "                linewidth=ew*width_scale)\n",
    "ax.grid()\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~RichLewis/45.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "py.iplot_mpl(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Really interestingly, there are 3D."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~RichLewis/12.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace1 = Scatter3d(\n",
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    "    autosize=False,\n",
    "    width=500,\n",
    "    height=500,\n",
    "    margin=Margin(\n",
    "        l=0,\n",
    "        r=0,\n",
    "        b=0,\n",
    "        t=65\n",
    "    )\n",
    ")\n",
    "fig = Figure(data=data, layout=layout)\n",
    "py.iplot(fig, filename='random-walk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~RichLewis/20.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import plotly.plotly as py\n",
    "from plotly.graph_objs import *\n",
    "\n",
    "data = Data([\n",
    "    Surface(\n",
    "        z=[[27.80985, 49.61936, 83.08067, 116.6632, 130.414, 150.7206, 220.1871, 156.1536, 148.6416, 203.7845, 206.0386, 107.1618, 68.36975, 45.3359, 49.96142, 21.89279, 17.02552, 11.74317, 14.75226, 13.6671, 5.677561, 3.31234, 1.156517, -0.147662], [27.71966, 48.55022, 65.21374, 95.27666, 116.9964, 133.9056, 152.3412, 151.934, 160.1139, 179.5327, 147.6184, 170.3943, 121.8194, 52.58537, 33.08871, 38.40972, 44.24843, 69.5786, 4.019351, 3.050024, 3.039719, 2.996142, 2.967954, 1.999594], [30.4267, 33.47752, 44.80953, 62.47495, 77.43523, 104.2153, 102.7393, 137.0004, 186.0706, 219.3173, 181.7615, 120.9154, 143.1835, 82.40501, 48.47132, 74.71461, 60.0909, 7.073525, 6.089851, 6.53745, 6.666096, 7.306965, 5.73684, 3.625628], [16.66549, 30.1086, 39.96952, 44.12225, 59.57512, 77.56929, 106.8925, 166.5539, 175.2381, 185.2815, 154.5056, 83.0433, 62.61732, 62.33167, 60.55916, 55.92124, 15.17284, 8.248324, 36.68087, 61.93413, 20.26867, 68.58819, 46.49812, 0.2360095], [8.815617, 18.3516, 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[0, 48.08919, 142.5558, 140.3777, 154.7261, 87.9361, 58.11092, 52.83869, 67.14822, 83.66798, 118.9242, 150.0681, 272.9709, 341.1366, 238.664, 190.2, 116.8943, 91.48672, 14.0157, 42.29277, 5.115252, 0, 0, 0], [0, 54.1941, 146.3839, 99.48143, 96.19411, 102.9473, 76.14089, 57.7844, 47.0402, 64.36799, 84.23767, 162.7181, 121.3275, 213.1646, 328.482, 285.4489, 283.8319, 212.815, 164.549, 92.29631, 7.244015, 1.167, 0, 0], [0, 6.919659, 195.1709, 132.5253, 135.2341, 89.85069, 89.45549, 60.29967, 50.33806, 39.17583, 59.06854, 74.52159, 84.93402, 187.1219, 123.9673, 103.7027, 128.986, 165.1283, 249.7054, 95.39966, 10.00284, 2.39255, 0, 0], [0, 21.73871, 123.1339, 176.7414, 158.2698, 137.235, 105.3089, 86.63255, 53.11591, 29.03865, 30.40539, 39.04902, 49.23405, 63.27853, 111.4215, 101.1956, 40.00962, 59.84565, 74.51253, 17.06316, 2.435141, 2.287471, -0.0003636982, 0], [0, 0, 62.04672, 136.3122, 201.7952, 168.1343, 95.2046, 58.90624, 46.94091, 49.27053, 37.10416, 17.97011, 30.93697, 33.39257, 44.03077, 55.64542, 78.22423, 14.42782, 9.954997, 7.768213, 13.0254, 21.73166, 2.156372, 0.5317867], [0, 0, 79.62993, 139.6978, 173.167, 192.8718, 196.3499, 144.6611, 106.5424, 57.16653, 41.16107, 32.12764, 13.8566, 10.91772, 12.07177, 22.38254, 24.72105, 6.803666, 4.200841, 16.46857, 15.70744, 33.96221, 7.575688, -0.04880907], [0, 0, 33.2664, 57.53643, 167.2241, 196.4833, 194.7966, 182.1884, 119.6961, 73.02113, 48.36549, 33.74652, 26.2379, 16.3578, 6.811293, 6.63927, 6.639271, 8.468093, 6.194273, 3.591233, 3.81486, 8.600739, 5.21889, 0], [0, 0, 29.77937, 54.97282, 144.7995, 207.4904, 165.3432, 171.4047, 174.9216, 100.2733, 61.46441, 50.19171, 26.08209, 17.18218, 8.468093, 6.63927, 6.334467, 6.334467, 5.666687, 4.272203, 0, 0, 0, 0], [0, 0, 31.409, 132.7418, 185.5796, 121.8299, 185.3841, 160.6566, 116.1478, 118.1078, 141.7946, 65.56351, 48.84066, 23.13864, 18.12932, 10.28531, 6.029663, 6.044627, 5.694764, 3.739085, 3.896037, 0, 0, 0], [0, 0, 19.58994, 42.30355, 96.26777, 187.1207, 179.6626, 221.3898, 154.2617, 142.1604, 148.5737, 67.17937, 40.69044, 39.74512, 26.10166, 14.48469, 8.65873, 3.896037, 3.571392, 3.896037, 3.896037, 3.896037, 1.077756, 0], [0.001229679, 3.008948, 5.909858, 33.50574, 104.3341, 152.2165, 198.1988, 191.841, 228.7349, 168.1041, 144.2759, 110.7436, 57.65214, 42.63504, 27.91891, 15.41052, 8.056102, 3.90283, 3.879774, 3.936718, 3.968634, 0.1236256, 3.985531, -0.1835741], [0, 5.626141, 7.676256, 63.16226, 45.99762, 79.56688, 227.311, 203.9287, 172.5618, 177.1462, 140.4554, 123.9905, 110.346, 65.12319, 34.31887, 24.5278, 9.561069, 3.334991, 5.590495, 5.487353, 5.909499, 5.868994, 5.833817, 3.568177]]\n",
    "    )\n",
    "])\n",
    "layout = Layout(\n",
    "    title='Mt Bruno Elevation',\n",
    "    autosize=False,\n",
    "    width=500,\n",
    "    height=500,\n",
    "    margin=Margin(\n",
    "        l=65,\n",
    "        r=50,\n",
    "        b=65,\n",
    "        t=90\n",
    "    )\n",
    ")\n",
    "fig = Figure(data=data, layout=layout)\n",
    "py.iplot(fig, filename='elevations-3d-surface')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\"seamless=\"seamless\" src=\"https://plot.ly/~RichLewis/26.embed\" height=\"525\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trace1 = Scatter3d(\n",
    "    x=[-0.8589277629138969, 0.7596781017628838, 1.61783515919754, 1.8783028206536234, 0.8098471708630735, 0.26855576028272055, 2.308104162391564, 0.2828880115612382, 1.7522576891165338, -0.08585848254269424, -0.6649268092214574, -0.548288732800771, 0.9352361914627618, -1.0242123077888015, 0.6448471524880746, 0.07935683490269163, 0.37671986806312685, 0.4622405131729532, 0.9730281031508587, -0.11426998542812283, -0.033940830122012544, 0.8113770101769262, 0.1732167620980798, 1.1305037827855093, 0.5534846618667755, 0.440805181912142, 0.1489908379348417, -0.49321925742443506, -0.4004950758904364, 0.6243569360030254, -1.3471427125542452, -1.3310904712398093, 0.5804077522047182, 1.312281897981616, 1.1662510447879084, 0.37297665901743815, 0.3359597934701638, -0.7912638895864381, 2.9567934652147625, -1.4463585312666045, 0.8023717332125813, 2.695946397206469, -1.8057711501175784, -0.5854437821822209, 1.74147234305567, 0.0551660441536721, 0.21899581979205562, 1.5694460641313674, 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    "    mode='markers',\n",
    "    marker=Marker(\n",
    "        size=12,\n",
    "        line=Line(\n",
    "            color='rgba(217, 217, 217, 0.14)',\n",
    "            width=0.5\n",
    "        ),\n",
    "        opacity=0.8\n",
    "    )\n",
    ")\n",
    "trace2 = Scatter3d(\n",
    "    x=[-0.10038767859903519, -0.8410983624323062, -0.08690033727899549, -0.418153015988562, -0.19712245885195911, 0.03919337740194195, -0.7593299675992721, -1.2926664099220897, 0.9506245266219253, 1.527255535545807, 2.2523190194785694, 1.8493696290203347, 0.8336187142047349, 2.4299833117230634, 1.7358332289133194, 3.1969496555178596, -0.9095124783846018, 0.9839322650508395, -0.9924494244594568, 2.349425424997654, -1.6055078404570446, 2.6821612241637807, 2.226651691572669, -0.7757078300078768, 0.569030921894139, 0.3108492826245337, 2.3993520613116237, -1.660457024107223, 3.7674787805743435, 3.0533345917239623, -3.3593236818563, 3.437304825516266, -3.0761100180669327, -0.8428503435265227, 3.500085563450332, 0.16508559671927947, -0.3395612682870641, -1.747474485363358, 3.5614888650262575, 1.835333013203209, -1.9042808659567498, -0.9126889598705898, -2.3782536299103674],\n",
    "    y=[0.14252201109030704, 0.7452536874879443, 1.1625059972521345, 2.471764891247374, -1.6947623955205633, -0.4899132368398339, 1.8440942521892416, 0.3675265891928581, -0.3286957189047859, 2.140810573009518, 2.030644863781496, -0.9049177043885246, -0.7360995539533353, -0.4799451865546314, 1.0507671716682994, 2.3104524686234997, 3.5621486010241394, -1.2435609257293674, 2.812515691051303, 0.03545679478561703, -0.7645434630485435, -0.4635340949671618, 0.12196988126328268, 3.103723873341445, -3.0780326670117626, 3.9472215856657655, -2.3010720086022887, 0.5224051647182673, 2.0939911405588747, -0.20680795703628263, -0.10293755300865592, 1.9374148209295412, 2.139399298077235, 2.3173171119454516, 2.0426696667317525, -2.8304406230726817, -1.2961722285495954, -0.060262452929363164, -0.2882155343285284, 3.934789998331908, 0.18570836926266, -0.49594463925627486, -0.14752771570819434],\n",
    "    z=[-0.08502169817428529, 0.07724956022153107, 0.8221009571782674, 0.23449302337207634, 1.3248698703091093, 1.3580654210143075, -0.7372868166621205, -0.563373179749056, -0.05518754441421314, -0.10472717245457575, 0.653748756691594, 1.9999387000346545, 2.118142522904014, 1.5259703197991574, -0.6212288860250719, 0.4098656975867603, 0.6558445311097818, 2.1151905091821854, 0.311775993159372, 1.7832116569540708, 0.4728568019605186, 0.9184087228585174, 3.3635786789091497, 0.25312132386455977, 2.004942454481638, 0.7258188920256083, -0.7914144277183586, 0.3398002509165039, 1.4363369222691038, -0.6447592863905061, 1.0625201148672914, -0.8846043935793337, 0.5908380978028103, -1.7751760160456687, 1.0338677502735933, -0.4510817152448203, 2.899003564750065, 1.5048507430656421, -0.19997062293596946, 2.7185015740642084, -2.3789649390511602, -1.0329530246873673, 1.4231843273210043],\n",
    "    mode='markers',\n",
    "    marker=Marker(\n",
    "        color='rgb(127, 127, 127)',\n",
    "        size=12,\n",
    "        symbol='circle',\n",
    "        line=Line(\n",
    "            color='rgb(204, 204, 204)',\n",
    "            width=1\n",
    "        ),\n",
    "        opacity=0.9\n",
    "    )\n",
    ")\n",
    "data = Data([trace1, trace2])\n",
    "layout = Layout(\n",
    "    margin=Margin(\n",
    "        l=0,\n",
    "        r=0,\n",
    "        b=0,\n",
    "        t=0\n",
    "    )\n",
    ")\n",
    "fig = Figure(data=data, layout=layout)\n",
    "py.iplot(fig, filename='simple-3d-scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "No module named gist",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-17-2ff0435e5062>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmagic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mu'load_ext gist'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Users/RichLewis/anaconda/lib/python2.7/site-packages/IPython/core/interactiveshell.pyc\u001b[0m in \u001b[0;36mmagic\u001b[0;34m(self, arg_s)\u001b[0m\n\u001b[1;32m   2302\u001b[0m         \u001b[0mmagic_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmagic_arg_s\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0marg_s\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpartition\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2303\u001b[0m         \u001b[0mmagic_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmagic_name\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlstrip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprefilter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mESC_MAGIC\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2304\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmagic_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmagic_arg_s\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2305\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2306\u001b[0m     \u001b[0;31m#-------------------------------------------------------------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/RichLewis/anaconda/lib/python2.7/site-packages/IPython/core/interactiveshell.pyc\u001b[0m in \u001b[0;36mrun_line_magic\u001b[0;34m(self, magic_name, line)\u001b[0m\n\u001b[1;32m   2223\u001b[0m                 \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'local_ns'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getframe\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstack_depth\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf_locals\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2224\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbuiltin_trap\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2225\u001b[0;31m                 \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2226\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2227\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/RichLewis/anaconda/lib/python2.7/site-packages/IPython/core/magics/extension.pyc\u001b[0m in \u001b[0;36mload_ext\u001b[0;34m(self, module_str)\u001b[0m\n",
      "\u001b[0;32m/Users/RichLewis/anaconda/lib/python2.7/site-packages/IPython/core/magic.pyc\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(f, *a, **k)\u001b[0m\n\u001b[1;32m    191\u001b[0m     \u001b[0;31m# but it's overkill for just that one bit of state.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    192\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mmagic_deco\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 193\u001b[0;31m         \u001b[0mcall\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    194\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    195\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mcallable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/RichLewis/anaconda/lib/python2.7/site-packages/IPython/core/magics/extension.pyc\u001b[0m in \u001b[0;36mload_ext\u001b[0;34m(self, module_str)\u001b[0m\n\u001b[1;32m     61\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mmodule_str\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mUsageError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Missing module name.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshell\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextension_manager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_extension\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_str\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     65\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'already loaded'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/RichLewis/anaconda/lib/python2.7/site-packages/IPython/core/extensions.pyc\u001b[0m in \u001b[0;36mload_extension\u001b[0;34m(self, module_str)\u001b[0m\n\u001b[1;32m     83\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mmodule_str\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodules\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     84\u001b[0m                 \u001b[0;32mwith\u001b[0m \u001b[0mprepended_to_syspath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mipython_extension_dir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 85\u001b[0;31m                     \u001b[0m__import__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_str\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     86\u001b[0m             \u001b[0mmod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodules\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmodule_str\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     87\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call_load_ipython_extension\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmod\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mImportError\u001b[0m: No module named gist"
     ]
    }
   ],
   "source": [
    "%load_ext gist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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