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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"\n",
"import json\n",
"import pandas as pd\n",
"import numpy as np\n",
"import requests\n",
"import matplotlib.pyplot as plt\n",
"import operator\n",
"import math\n",
"\n",
"from pattern import web\n",
"from fnmatch import fnmatch\n",
"\n",
"# set some nicer defaults for matplotlib\n",
"from matplotlib import rcParams\n",
"\n",
"#these colors come from colorbrewer2.org. Each is an RGB triplet\n",
"dark2_colors = [(0.10588235294117647, 0.6196078431372549, 0.4666666666666667),\n",
" (0.8509803921568627, 0.37254901960784315, 0.00784313725490196),\n",
" (0.4588235294117647, 0.4392156862745098, 0.7019607843137254),\n",
" (0.9058823529411765, 0.1607843137254902, 0.5411764705882353),\n",
" (0.4, 0.6509803921568628, 0.11764705882352941),\n",
" (0.9019607843137255, 0.6705882352941176, 0.00784313725490196),\n",
" (0.6509803921568628, 0.4627450980392157, 0.11372549019607843),\n",
" (0.4, 0.4, 0.4)]\n",
"\n",
"rcParams['figure.figsize'] = (10, 6)\n",
"rcParams['figure.dpi'] = 150\n",
"rcParams['axes.color_cycle'] = dark2_colors\n",
"rcParams['lines.linewidth'] = 2\n",
"rcParams['axes.grid'] = False\n",
"rcParams['axes.facecolor'] = 'white'\n",
"rcParams['font.size'] = 14\n",
"rcParams['patch.edgecolor'] = 'none'\n",
"rcParams['font.family'] = 'sans-serif'\n",
"rcParams['font.sans-serif'] = 'Helvetica'\n",
"\n",
"def remove_border(axes=None, top=False, right=False, left=True, bottom=True):\n",
" \"\"\"\n",
" Minimize chartjunk by stripping out unnecessary plot borders and axis ticks\n",
" \n",
" The top/right/left/bottom keywords toggle whether the corresponding plot border is drawn\n",
" \"\"\"\n",
" ax = axes or plt.gca()\n",
" ax.spines['top'].set_visible(top)\n",
" ax.spines['right'].set_visible(right)\n",
" ax.spines['left'].set_visible(left)\n",
" ax.spines['bottom'].set_visible(bottom)\n",
" \n",
" #turn off all ticks\n",
" ax.yaxis.set_ticks_position('none')\n",
" ax.xaxis.set_ticks_position('none')\n",
" \n",
" #now re-enable visibles\n",
" if top:\n",
" ax.xaxis.tick_top()\n",
" if bottom:\n",
" ax.xaxis.tick_bottom()\n",
" if left:\n",
" ax.yaxis.tick_left()\n",
" if right:\n",
" ax.yaxis.tick_right()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 133
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# taken from http://en.wikipedia.org/wiki/List_of_countries_by_population\n",
"population = {\n",
" 'China' : 1361750000,\n",
" 'United States' : 317307000,\n",
" 'Japan' : 127290000,\n",
" 'Switzerland' : 8112200, \n",
" 'Germany' : 80548000,\n",
" 'France' : 65834000,\n",
" 'Italy' : 59859996, \n",
" 'United Kingdom': 63705000,\n",
" 'Australia' : 23320497,\n",
" 'Spain' : 46704314,\n",
" 'Russia' : 143600000, \n",
" 'India' : 1237980000, \n",
" 'Saudi Arabia' : 29994272, \n",
" 'Sweden' : 9633490,\n",
" 'Norway' : 5096300,\n",
" 'Canada' : 35295770, \n",
" 'Korea, South' : 50219669,\n",
" 'Poland' : 38502396, \n",
" 'Brazil' : 201032714, \n",
" 'Hong Kong' : 7184000,\n",
" 'Netherlands' : 16811000, \n",
" 'Finland' : 5448025, \n",
" 'Israel' : 8107000, \n",
" 'Taiwan' : 23367320, \n",
" 'Denmark' : 5623501,\n",
" 'Austria' : 8501502, \n",
" 'Belgium' : 11180320, \n",
" 'Ireland' : 4593100\n",
"}"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 82
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"*css tweaks in this cell*\n",
"<style>\n",
"div.text_cell_render {\n",
" line-height: 150%;\n",
" font-size: 110%;\n",
" width: 800px;\n",
" margin-left:50px;\n",
" margin-right:auto;\n",
" }\n",
"</style>"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def get_top500_xml(year, month):\n",
" \"Year is an int, month is a string, either '06' or '11.'\"\n",
" if year not in range(1993, 2014):\n",
" raise Exception(\"Invalid year.\")\n",
" if month != '06' and month != '11':\n",
" raise Exception(\"Invalid month.\")\n",
" \n",
" xml = requests.get(\"http://s.top500.org/static/lists/xml/TOP500_{}{}_all.xml\".format(year, month)).text\n",
" return xml"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def top500_to_df(xml):\n",
" dom = web.Element(xml)\n",
" \n",
" ranks = [int(rank.content) for rank in dom.by_tag('top500:rank')]\n",
" manufacturers = [manufacturer.content for manufacturer in dom.by_tag('top500:manufacturer')]\n",
" r_maxs_mflops = [float(r_max.content)*1000 for r_max in dom.by_tag('top500:r-max')]\n",
" r_maxs_tflops = [float(r_max.content)/1000 for r_max in dom.by_tag('top500:r-max')]\n",
" countries = [country.content for country in dom.by_tag('top500:country')]\n",
" years = [int(year.content) for year in dom.by_tag('top500:year')]\n",
"\n",
" df = pd.DataFrame({\n",
" 'rank':ranks,\n",
" 'manufacturer': manufacturers,\n",
" 'r-max mflops': r_maxs_mflops,\n",
" 'r-max tflops': r_maxs_tflops,\n",
" 'country': countries,\n",
" 'year': years\n",
" })\n",
" \n",
" df = df.set_index('rank')\n",
" \n",
" return df"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 108
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Practice with DataFrames"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nov_2013_xml = get_top500_xml(2013, '11')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nov_2013 = top500_to_df(nov_2013_xml)\n",
"nov_2013.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>country</th>\n",
" <th>manufacturer</th>\n",
" <th>r-max mflops</th>\n",
" <th>r-max tflops</th>\n",
" <th>year</th>\n",
" </tr>\n",
" <tr>\n",
" <th>rank</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> China</td>\n",
" <td> NUDT</td>\n",
" <td> 33862700000</td>\n",
" <td> 33862.700</td>\n",
" <td> 2013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> United States</td>\n",
" <td> Cray Inc.</td>\n",
" <td> 17590000000</td>\n",
" <td> 17590.000</td>\n",
" <td> 2012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> United States</td>\n",
" <td> IBM</td>\n",
" <td> 17173224000</td>\n",
" <td> 17173.224</td>\n",
" <td> 2011</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> Japan</td>\n",
" <td> Fujitsu</td>\n",
" <td> 10510000000</td>\n",
" <td> 10510.000</td>\n",
" <td> 2011</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> United States</td>\n",
" <td> IBM</td>\n",
" <td> 8586612000</td>\n",
" <td> 8586.612</td>\n",
" <td> 2012</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 109,
"text": [
" country manufacturer r-max mflops r-max tflops year\n",
"rank \n",
"1 China NUDT 33862700000 33862.700 2013\n",
"2 United States Cray Inc. 17590000000 17590.000 2012\n",
"3 United States IBM 17173224000 17173.224 2011\n",
"4 Japan Fujitsu 10510000000 10510.000 2011\n",
"5 United States IBM 8586612000 8586.612 2012"
]
}
],
"prompt_number": 109
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Primary goal is to visualize amount of computing power in teraFLOPS per country, and in megaFLOPS per capita by country."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tflops_per_country = {}\n",
"mflops_per_capita = {}\n",
"\n",
"for country in nov_2013['country'].unique():\n",
" country_df = nov_2013[nov_2013['country'] == country].head()\n",
" country_tflops = sum(country_df['r-max tflops'])\n",
" country_per_capita_mflops = sum(country_df['r-max mflops'])/population[country]\n",
" \n",
" tflops_per_country[country] = round(country_tflops, 4)\n",
" mflops_per_capita[country] = round(country_per_capita_mflops, 4)\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 181
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print tflops_per_country['China'], tflops_per_country['United States']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"39267.3 52811.252\n"
]
}
],
"prompt_number": 177
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print mflops_per_capita['China'], mflops_per_capita['United States']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"28.8359 166.4358\n"
]
}
],
"prompt_number": 182
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def hbar(title, item_count_dict, bar_color=dark2_colors[0], spacing=50, subplot=111):\n",
" \"\"\"\n",
" Visualize sorted item and count data with a horizontal bar graph.\n",
" \n",
" Parameters\n",
" -----------\n",
" title: str\n",
" the graph's title\n",
" \n",
" item_count_tuples: lst of tuples\n",
" each tuple contains the word and its count\n",
" \n",
" bar_color: RGB triple (default: dark2_colors[0])\n",
" the color of the bars\n",
" \n",
" spacing: int (default: 50)\n",
" the spacing between the bars and their count labels\n",
" \"\"\"\n",
"\n",
" item_count_tuples = item_count_dict.items()\n",
" get_count = operator.itemgetter(1)\n",
" item_count_tuples = sorted(item_count_tuples, key=get_count, reverse=True)\n",
" \n",
" items, counts = [], []\n",
" for item, count in item_count_tuples:\n",
" items.append(item)\n",
" counts.append(count)\n",
" \n",
" # plot\n",
" pos = np.arange(len(items))\n",
" \n",
" if str(subplot)[2] == '1':\n",
" plt.figure(figsize=(10, len(items)/3))\n",
" \n",
" plt.subplot(subplot)\n",
" \n",
" plt.title(title)\n",
" plt.barh(pos, counts, color=bar_color)\n",
" \n",
" # add the numbers to the side of each bar\n",
" for p, item, count in zip(pos, items, counts):\n",
" plt.annotate(str(count), xy=(count + spacing, p + .5), va='center')\n",
" \n",
" # customize ticks\n",
" ticks = plt.yticks(pos + .5, items)\n",
" xt = plt.xticks()[0]\n",
" plt.xticks(xt, [' '] * len(xt))\n",
" \n",
" # minimize chartjunk\n",
" remove_border(left=False, bottom=False)\n",
" plt.grid(axis = 'x', color ='white', linestyle='-')\n",
" \n",
" # set plot limits\n",
" plt.ylim(pos.max() + 1, pos.min())\n",
" \n",
" plt.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 120
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"log_tflops_per_country = {}\n",
"\n",
"for country, tflops in tflops_per_country.iteritems():\n",
" log_tflops_per_country[country] = round(math.log(tflops), 4)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 174
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hbar(\"TFLOPS per Country\", tflops_per_country, subplot=121, spacing=1500)\n",
"hbar(\"Log TFLOPS per Country\", log_tflops_per_country, subplot=122, bar_color=dark2_colors[1], spacing=0.5)\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=1.2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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jRkZGTJo0iS5dunD06FEGDhyoU7eTkxMajYZ169bRoEEDTE1NsbCwoFevXvTq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\n0dHs3buXP//8kwMHDtC+fXusrKwYOHAg8GK2GCc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TzsWpV68e169fZ8OGDTRv3pz9+/dL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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1092773d0>"
]
}
],
"prompt_number": 179
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"log_mflops_per_capita = {}\n",
"\n",
"for country, mflops in mflops_per_capita.iteritems():\n",
" log_mflops_per_capita[country] = round(math.log(mflops), 4)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 172
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hbar(\"MFLOPS per capita, by Country\", mflops_per_capita, subplot=121, bar_color=dark2_colors[2], spacing=25)\n",
"hbar(\"Log MFLOPS per capita, by Country\", log_mflops_per_capita, subplot=122, bar_color=dark2_colors[3], spacing=0.15)\n",
"plt.tight_layout()\n",
"plt.subplots_adjust(wspace=1.2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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AdevWpUqVKuzbtw/IG/INCgri0KFD5ObmcvHiRf7++2+5YH2Wuro6BgYGKBQK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\nu02XLl3Yu3cvt2/fJi0tjaCgIBo3bsyhQ4dISkrC3t4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GjRun9FHu7u6kpKRo3QsvfYV4\nVqlKyjs1FzXKzsQz+Pdy+F9XQwghxCO4FbmfW5EHKg98REYTOijlN8mc8cT2I0RtIbOICCGEEEII\noUMygi2EEEIIIYQOyQi2EEIIIYQQOiQJthBCCCGEEDokCbYQQgghhBA6JNP01RIyi4gQQlRfVZ1F\nRGYCEeJ/S0awhRBCCCGE0CFJsIUQQgghhNAhSbCFEEIIIYTQIUmwn2Evv/wyo0aNUt77+voyefLk\n/2GNhBBCPCxpw4WovSTBfkKCgoLo27fvY5WhUqlQqVTK+4SEBObPn/+4VVOkpKQQEBCAtbU1arWa\n6Ojoh9puyZIlODk5Ub9+faysrAgJCVHWJSUloVarS73OnDmjVcaWLVtwdnamfv36tGrVioSEBK31\nkZGRuLm5YWpqiqmpKR06dGD79u2Pf9BCCPEQqkMbXlUrVqygefPmGBgY4OHhwb59+8qNPX/+fJlt\n+Y4dO7TikpOTadeuHQYGBrRo0YLVq1drrT9x4gSvvvoqLVq0QK1WM2fOnCdybEI8ayTBfkL+3rDq\nwnPPPUeDBg10Vl5ubi6urq5ERERgYGDwUPWdNm0aK1euZMGCBZw6dYr//Oc/dOnSpVRcZmYmGo1G\nednb2yvrUlNTee211xgxYgQZGRkMGzaMQYMGcejQISXGxsaG8PBwjhw5wk8//US3bt3o168fGRkZ\nujl4IYSoQHVow6siLi6OKVOmMGvWLNLT0+nQoQO9e/fm0qVLFW73/fffa7XlXbt2Vdb9+uuv/OMf\n/8DHx4f09HRCQkKYNGkS8fHxSkxeXh52dnaEhYXRvHlznX+mQjyrJMF+Qh78Bvr7IyERERFYW1vT\nsGFDRo8eTV5enhJz+/ZtgoKCMDY2pkmTJsoox4Pl+Pr6MmnSJOV9bGwsnp6emJiYYGFhweDBg7ly\n5cpD17F3796EhYUxcOBA1OrK/xROnz7N8uXL+eabb+jbty+2tra4ubnRq1evUrFmZmaYm5srrwfL\nX7JkCd26dSMkJARHR0fef/99fH19WbJkiRITEBBAz549sbOzw97enrCwMIyNjbWScCGEeFKqQxte\nFYsWLWLUqFGMGTMGR0dHli5diqWlJStXrqxwu4YNG2q15Xp6esq6VatWYW1tTUREBI6OjowdO5aR\nI0fy2WefKTEeHh6Eh4cTGBiIoaHhEzk2IZ5FkmA/JT/88AOZmZns3r2buLg4vv76ayIiIpT177zz\nDrt27SI+Pp7du3dz5MgRUlJStM72/z6iUlhYyCeffMLRo0f57rvvuHbtGoGBgU/sGLZu3YqdnR3b\nt2/Hzs6O5s2bExQUxNWrV0vFenh4YGVlRffu3UlKStJad/DgQXr06KG1rEePHhw4UPYcr0VFRWzY\nsIE7d+7QuXNnnR2PEEI8rOrchhcUFPDzzz9Xqd29b8CAAVhYWODj48OWLVu01qWmppZZ5uHDhykq\nKtJN5YWopuSLZp4SU1NTVq1ahUqlwtHRkUGDBrF7927ee+89bt26xRdffEFUVBT+/v4AREVFYW1t\nXWGZDz48Y2try4oVK3B2dubKlStYWVnp/BiysrK4cOECGzdu5MsvvwTudSp9+/YlNTUVlUqFlZUV\nq1atwtPTk/z8fGJiYvDz8yM5ORkfHx8ANBoNFhYWWmVbWFig0Wi0lh07dgxvb2/y8/MxMDBg48aN\nODo66vy4hBCiMtW5Db927RpFRUWl2l1zc/NS7e59xsbGLFy4kI4dO1K3bl22bt3KkCFDiI6OZtiw\nYQDk5OSU2ZbfvXuXa9eulVonRG0iCfZT4uzsrDVyYWlpyY8//gjAL7/8QkFBAd7e3sr6Bg0a0Lp1\n6wrL/Pnnn5kzZw4ZGRn88ccfyqXIixcvPpEEu7i4WEma799THRMTg6OjI4cPH8bT0xMHBwccHP7/\nGyPbt2/P+fPnWbBggZJgPywnJyeOHj3K9evX2bRpE6+99hp79+7Fw8NDp8clhBCVqQlteFU0atSI\nqVOnKu/d3d35/fffCQ8PVxJsIUT55BaRp6RuXe1zGZVKRXFxcYXbPHjv3t/l5ubSs2dPjIyMiI2N\n5fDhwyQmJgL3Lgc+CZaWltStW1frgUV7e3vq1KnDxYsXy93Oy8uLs2fPKu+bNGlSatQkJyeHJk2a\naC3T09PDzs6Otm3bMm/ePNq3b09kZKSOjkYIIR5edW7DGzduTJ06dcjJydFanpOTg6Wl5UOX4+np\n+VBted26dWncuPHjVVqIak4S7KekoienW7RogZ6eHqmpqcqy3Nxcjh8/Xu42p06d4vfff2fevHn4\n+Pjg4OBQqvHUNR8fH+7evUtWVpayLCsri6KiIpo1a1budunp6VqjMd7e3uzcuVMrZufOnXTs2LHC\n/RcVFVXaoQkhxJNQndtwfX192rVrV2qKvZ07d9KhQ4eHLudh23JPT0/q1KnzeJUWopqTW0SeoAdH\nLyoayTAyMmLMmDHMnDkTMzMzLC0t+fjjj0slkyUlJUo5L7zwAvXq1WPZsmW8/fbbnDx5ktmzZ1ep\nfrm5ucpoRHFxMRcuXCA9PZ1GjRphY2NDSEgIaWlp7Nq1C4Du3bvj7u7O6NGjWbJkCSUlJUyZMoX2\n7dsrt20sWbKE5s2b4+zsTEFBAbGxsWzdulVr2qbg4GA6d+7Mp59+yiuvvMLXX39NUlIS+/fvV2Le\ne+89Xn75Zaytrbl58yZfffUVycnJygiPEEI8ac96G14V06ZNY8SIEXh5edGhQwdWrVqFRqPhzTff\nBCjV3kdHR6Ovr0+bNm1Qq9V8++23rFixgvDwcKXMN998k+XLlzN16lTGjRvH/v37iY6OZsOGDUpM\nYWEhJ06cAO5N2ZednU16ejpGRkZaV0OFqGkkwX5CHnxavKz5VP++7LPPPiM3N5f+/fvToEEDJk2a\nxO3bt8vdxszMjOjoaN5//33lS1kWL15M7969H7qOaWlpdOvWTSk7NDSU0NBQgoKC+OKLL9BoNFqj\n1SqViu+++47JkyfTuXNnDAwM6NGjB4sWLVJiCgsLmTFjBpcvX8bAwAAXFxe2b9+uNZWft7c3GzZs\nYNasWXz44YfY29uzceNGPD09lZicnByGDx+ORqPB1NQUNzc3EhMTlQeIhBDiSaoObXhVDB48mN9/\n/52wsDCys7Np3bo127dvx8bGBqDM9j4sLIwLFy5Qp04dHB0diYqKYujQoUqMra0t27dvZ+rUqaxc\nuZKmTZuybNky+vfvr8T897//xd3dXSlz9erVrF69Gl9fX/bs2fNEjlWIZ4GqpKLTclFj7Ew8g38v\nh8oDhRBCPHNuRe7nVmTFU+o9qEnmjCdYGyFEZeQebCGEEEIIIXRIEmwhhBBCCCF0SG4REUIIIYQQ\nQodkBFsIIYQQQggdkgRbCCGEEEIIHZIEWwghhBBCCB2SBFsIIYQQQggdkgRbCCGEEEIIHZIEWwgh\nhBBCCB2SBFsIIYQQQggdkgRbCCGEEEIIHZIEWwghhBBCCB2SBFsIIYQQQggd+j+uGeNEIKVkiQAA\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1076b2910>"
]
}
],
"prompt_number": 194
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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