{ "metadata": { "name": "ascii_read_bench", "signature": "sha256:8d55e87ed2c00afdc498a9d9e093a20094edc02ebc238573bd3d90fdfef88f29" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": "import timeit\nfrom astropy.io import ascii\nimport pandas\nimport numpy as np\nfrom astropy.table import Table, Column\nfrom tempfile import NamedTemporaryFile\nimport random\nimport string\nimport matplotlib.pyplot as plt\n%matplotlib inline", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": "def make_table(table, size=10000, n_floats=10, n_ints=0, n_strs=0, float_format=None, str_val=None):\n if str_val is None:\n str_val = \"abcde12345\"\n cols = []\n for i in xrange(n_floats):\n dat = np.random.uniform(low=1, high=10, size=size)\n cols.append(Column(dat, name='f{}'.format(i)))\n for i in xrange(n_ints):\n dat = np.random.randint(low=-9999999, high=9999999, size=size)\n cols.append(Column(dat, name='i{}'.format(i)))\n for i in xrange(n_strs):\n if str_val == 'random':\n dat = np.array([''.join([random.choice(string.letters) for j in range(10)]) for k in range(size)])\n else:\n dat = np.repeat(str_val, size)\n cols.append(Column(dat, name='s{}'.format(i)))\n t = Table(cols)\n\n if float_format is not None:\n for col in t.columns.values():\n if col.name.startswith('f'):\n col.format = float_format\n\n t.write(table.name, format='ascii')", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": "def plot_case(n_floats=10, n_ints=0, n_strs=0, float_format=None, str_val=None, genfromtxt=True):\n global table1\n n_rows = (100, 200, 500, 1000, 2000, 5000, 10000, 20000, 50000) # include 50000 for publish run\n numbers = (10, 10, 5, 2, 1, 1, 1, 1, 1)\n repeats = (3, 3, 3, 3, 3, 3, 3, 2, 1)\n times_slow = []\n times_fast = []\n times_fast_converter = []\n times_pandas = []\n times_genfromtxt = []\n for n_row, number, repeat in zip(n_rows, numbers, repeats):\n table1 = NamedTemporaryFile()\n make_table(table1, n_row, n_floats, n_ints, n_strs, float_format, str_val)\n t = timeit.repeat(\"ascii.read(table1.name, use_fast_reader=False, format='basic', guess=False)\", \n setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n times_slow.append(min(t) / number)\n t = timeit.repeat(\"ascii.read(table1.name, format='basic', guess=False)\", \n setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n times_fast.append(min(t) / number)\n if n_floats > 0:\n t = timeit.repeat(\"ascii.read(table1.name, format='basic', guess=False, use_fast_converter=True)\", \n setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n times_fast_converter.append(min(t) / number)\n t = timeit.repeat(\"pandas.read_csv(table1.name, sep=' ', header=0)\", \n setup='from __main__ import table1, pandas', number=number, repeat=repeat)\n times_pandas.append(min(t) / number)\n if genfromtxt:\n t = timeit.repeat(\"np.genfromtxt(table1.name, names=True)\", \n setup='from __main__ import table1, np', number=number, repeat=repeat)\n times_genfromtxt.append(min(t) / number)\n plt.loglog(n_rows, times_slow, '-ob', label='io.ascii Python')\n plt.loglog(n_rows, times_fast, '-or', label='io.ascii Fast-c')\n if n_floats > 0:\n plt.loglog(n_rows, times_fast_converter, '-oy', label='Fast converter')\n plt.loglog(n_rows, times_pandas, '-oc', label='Pandas')\n if genfromtxt:\n plt.loglog(n_rows, times_genfromtxt, '-om', label='np.genfromtxt', alpha=0.5)\n plt.grid()\n plt.legend(loc='best')\n plt.title('n_floats={} n_ints={} n_strs={} float_format={}'.format(n_floats, n_ints, n_strs, float_format))\n plt.xlabel('Number of rows')\n plt.ylabel('Time (sec)')\n print('Fast-C to Python speed ratio: {:.2f} : 1'.format(times_slow[-1] / times_fast[-1]))\n if n_floats > 0:\n print('Fast-C with converter to Fast-C speed ratio: {:.2f} : 1'.format(times_fast[-1] / times_fast_converter[-1]))\n print('Pandas to Fast-C with converter speed ratio: {:.2f} : 1'.format(times_fast_converter[-1] / times_pandas[-1]))\n else:\n print('Pandas to Fast-C speed ratio: {:.2f} : 1'.format(times_fast[-1] / times_pandas[-1]))", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=0, n_strs=0, float_format=None)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 3.93 : 1\nFast-C with converter to Fast-C speed ratio: 1.53 : 1\nPandas to Fast-C with converter speed ratio: 1.01 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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DBjB//nyioqLIzMzk/fffp3///uXyuiqMzMxMnJycsLCw4K+//uK7774zKAw3NzdMTEwK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\nMmkL60QEMw8PROXlYXd0NG6XlsLbxwcjzMwwKDkZ9vr6GNK5c5vxtzH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"text": "" } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=10, n_strs=10, float_format=None)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.15 : 1\nFast-C with converter to Fast-C speed ratio: 1.33 : 1\nPandas to Fast-C with converter speed ratio: 1.17 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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u3rxZLb0ZdQPzcbRgauicb1AA0MqVK+ncuXOvpDdmHB0dKSoqioiUo6oCAwOp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\nVdbZm+GPwkLmpqay9upVhvn5sSYqiugqSsAKBC2FRhGO6Oho/vzzTy5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"text": "" } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=10, n_strs=10, float_format='%.4f')", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.79 : 1\nFast-C with converter to Fast-C speed ratio: 1.35 : 1\nPandas to Fast-C with converter speed ratio: 1.01 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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Klld5MoKCgjBp0iSIRCIcPXoUT58+5cafe/XqhU8//RQ+Pj4Vvn5A08BMTU2xfv16HDhw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\nXVwqKeGjtDR25ufzir8/c/382qRgCMwfs4xxNCYPw1VVVnankkXF7ci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"text": "" } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=0, n_strs=0, float_format='%.4f')", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 3.83 : 1\nFast-C with converter to Fast-C speed ratio: 1.90 : 1\nPandas to Fast-C with converter speed ratio: 1.11 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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3RUdH0+PHj4mI6PTp06Sjo0PXr18nIqJFixbRrFmzSCqVklQqpXPnzhERkVQq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\n9uzbZ7562C0eg0FZ61vpkK703l+4oPgjQkIUMejUCUPHLrh6ZlKo7oI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"text": "" } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=0, n_ints=0, n_strs=10)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.37 : 1\nPandas to Fast-C speed ratio: 1.76 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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fX1y6dEkt9MfJkyfRvXv3KsuKjo7GxIkTkZycrE0V1eDuAd1Tl4bj0b1HiDsZ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\n/+53sGQJBAZau6SN0yx95JmZsHu3etuzR13FHRlJWS0L8sz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"text": "" } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=0, n_ints=0, n_strs=10, str_val=\"'asdf asdfa'\", genfromtxt=False)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.24 : 1\nPandas to Fast-C speed ratio: 1.88 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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Oldj3m2++wcqVK2Fubo7169cjKysLH3zwAUxNTdGlSxd4eHg02klr2bJlEAgEcHZ2xttv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\n7dj9GEd7+G1GbMyfuJg7sZkrf0IWDl6yRGzMn7iYO7GZK39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"text": "" } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=0, n_ints=0, n_strs=10, str_val=\"random\")", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.97 : 1\nPandas to Fast-C speed ratio: 0.54 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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B1/dc0fGdjuAlvRaMchE4QznQd1WuYGRnAytXAhcuABs2ALNnA+ptc75bPqgN\nU1/z60u/cv48rXByIpL0KokAWuHkRFfOn290nYoow97eni5dukRERDwejwICAsja2pqsra1p4cKF\nxOfz6zzu4MGD1LVrV2Kz2eTo6Eh79+6V7svJySFvb2/icDhkbGxM7u7uJBaLiYgoNTWVPvzwQzIz\nMyMTExNasGABERGFhobSkCFDpGWwWCxKSEios25PT086cOBArfSPPvqILC0tycjIiDw8PCg+Pl66\nLzw8nFxcXIjNZpONjQ1t376dysrKSEdHh9TU1MjAwIDYbDZlZWXVWee1a9do4MCBxOFwyM7OjsLC\nwhq6rDK08UeboQESniTQyWUnKTEwUfp3bP4xurnxJqUFp1HJ/RISi8RKbQOPR/T110QmJkRffUVU\nWKjU6hROc9+PNj85Lg+RwcHYmJAgk7YxIQF/hoS0aBltPXRsdby9vfHixQvk5OSgd+/emD59unTf\nvHnzsG/fPhQXFyM+Ph7Dhg2Dnp4eLl68CGtra5SUlKC4uFgmMFMVKSkpeP/99xEQEIDc3Fzcu3cP\nPXv2bFK7GZRDaxmlxF+KRx/tPgAAYaEQpfdK4ZLsgrSSNNh8aQOD7gZK62UQAb//Dri5VZnZAt98\nAxgZKaU6laVdCYcGn19nunpEROPixrJY0Kgr/B8AdR6vSW1qi6FjuVwu+vbtCwCYPXs29PX1oamp\nicDAQNy/fx8lJSXSNsXHx6O4uBhGRkbo1auXtKzGXJeRI0diypQpUFdXh7GxMXr06CF3uxneQioB\nUbEIpfdLUf6kHFqWWjDsbwhtC22lDks9egSMHi0xsQ0JkQjIO+8orTqVpl0Jh1Bbu850kZdXtYGn\nhv+Er0Oz1ipDp2mBXOQNHTtgwACYmJiAy+XiwoULyMvLAyAJHevs7IxRo0bByckJW7duBQCFh44t\nKChAQUEBbt++DbFYjGXLlsHZ2RlGRkbo2LEjWCwWcnNzAQC//vorLly4AAcHB3h6euLmzZv1lm9g\nYAA2mw1DQ0OkpaUhPT0djo5tMx5ze6E15jgErwQoeVCCsvgyaJppwrC/IbQstQAWAC3l1FlQIJn4\nHjoUeP994MEDiYC0Z9qVcIzy98dKJyeZtBVOThjp59eiZVSnLYeOPXr0KM6dO4eoqCgUFRUhKSkJ\nRCRtU9++fXHmzBnk5ORg/PjxmDx5MoC6A0KVlpZKh67s7OxgZ2eHhBpDggztl8r8SuSczkH2T9lw\nG+WGpz1z79/pAAAgAElEQVSfQttaW/oL9i//X7iOcFVonUIhsHs30KULIBBIehwBAYCmpkKraZO0\nK6uqKsun1SEhUOfxINLRwWg/P7ksohRRRnXacujY0tJSaGtrw9jYGGVlZVixYoV0X2VlJU6cOIGx\nY8fCyMgIbDYb6q/NTSwsLJCXl4fi4mIYGhrWWdf06dOxadMmnDx5Eh9++CGKioqQnp7ODFepEC1h\njissFqLwaiHKH5XD8F1DmHiboIN2Bxj0MkBcVBwgAKAF9B7RG46dFddDvXxZIhImJkBkJMA8djVo\n7ux8awKAAgMD6fLly7XSVRkHBweKiooiIolVlb+/P1lZWZGVlRUFBARIraqOHDlCrq6u0uN++OEH\nsrCwIA6HQzNmzKCpU6fS6tWriYhox44d5ODgQPr6+mRra0sbNmyQHpeamkrjx48nExMTMjU1pYCA\nACIiCgsLI3d3d2k+NTU1uayqSktLady4ccRms8nBwYEOHTokLUMgENDo0aOJy+WSoaEh9e/fn65f\nvy49du7cuWRiYkJcLrdBq6p3332XDA0Nyc7Ojg4dOtToa6zqz8DbQM33TpEIy4SUF5FHKVtSKC8y\nj4RlQqXVVZ3ERKIJE4gcHIhOnSISK9c4q8W5fPkyBQYGNvv9YBYAMryVMM9A20TEE6H472KUxJZA\n300fRh5G0GArf2CktBTYsgXYswdYtAj4738B3bc4nDizAJCBgaHNI64UoyS2BEU3iqDrrAurz6yg\nyVX+ZIJYDBw7BixbBgwbBty/D9jYKL3aNg8jHAwMDE1CEXMcJCKU3ClB0dUiaNtpw3K2JbTMlGQe\nVYPYWMk8hkgEnDwJDBzYItW+FTDCwcDA0OKQmFD2sAyFMYXQMNGA+VRziZVUC5CVBSxfLpn03rwZ\nmDEDaKa1eruDmeNgeCthngHVhKrCtEYXQk1XDdwRXOjYN20NlLzweMB33wHbtgGffgqsWAGw2S1S\ntcrBzHEwMDCoPFTl4jy6ECCAO4oLXWfFxvWuv27g7Flg8WKge3fg1i2gxlIsBjlhhIOBgaFJNHaO\ng5fKQ0FUAURlInCHcZUaE6MmcXHAwoUSL7Z79wLvvdci1b71MMLBwMCgFPhZfBRGF0KQIwDHk6NU\n54M1ycuTROE7cULy7+efAxrMr53CYOY4GN5KmGeg9RDkClB4uRD8VD6M3I1g0NsAahotM/ssFErW\nYqxbB0yZAgQFSVZ/qwLh0dEIPnMGfBYL2kTwHz8e3sOHt0pbmDkOhlo4ODjgwIEDGDFiRGs3haEd\nUVlYiaIrRSh/Wg7DQYYwHWcKNS3lCEZ4+FUEB0eCz9eAtrYQ/v6joK3tgYULAUtLIDpa4vpcVQiP\njkbA8eNIqBZ2IOHoUQBoNfFoDiorHElJSdi4cSOKiopw8uTJ1m6OwnBwcMCrV6+grq4OfX19jBkz\nBjt37oS+vr7C6qge74OBQdFURd97+PghunXths4DO8PkpQnKHpSB3Y8NG38bqOsoLwxeePhVBARE\nICFhozTt+vWVMDAA9u71wAcfSKIgqBLfnzkjIxoAkDB9OkJ++61NCofKWi937NgR+/fvV3i54dHR\n8PL3h2dAALz8/REeHd2iZbBYLJw/fx4lJSW4c+cObt++XW/gJgYGVSPxaSLuhN2BW44bHAod4HzL\nGdcWX0NqRipsFtiAO5yrVNEAgODgSBnRAICyso3o3v1PjBunWqJBRDiTk4O/Skvr3N+0KD6tj9KF\nY+7cubCwsJB6ca3i4sWL6NKlCzp16iSNHaFsqrqLkRMm4MqHHyJywgQEHD8u1w+/IsqowtraGmPG\njMHDhw/h4+MDc3NzGBsbw8fHBxkZGdJ8np6eWLNmDYYMGQJDQ0N4eXlJ43AAwOHDh2Fvbw9TU1Ns\n2rRJpo7Y2FgMHDgQXC4X1tbW8PPzQ2VlpXT/okWLYGFhASMjI3Tv3h3x8fFynwdD+yH+Ujx6a/QG\nL4UHl5cuEFeK4fmuJ9IF6VDXb5lg2+XldQ+UCASqFez7RlERhty9izXJyehaTyygllnBoniULhxz\n5szBxYsXZdJEIhEWLFiAixcv4tGjRzh+/DgeP36Mw4cPY9GiRfUGMmouwfV1F8+ebdEyqial0tLS\ncOHCBTg5OWHu3LlITU1FamoqdHV1sWDBApljjh8/jrCwMLx69QoCgQDbtm0DADx69AhffPEFjh49\niszMTOTl5SE9PV16nIaGBr7//nvk5eXh77//RlRUFHbt2gUAiIiIwLVr1/D8+XPpkKCJqswkMqgc\nJCLwEngouVUCUZkI7F5s6HXWg5qOmsS9uZKpWsAXGyusc7+OjuJjzjSFJ2Vl+DAuDr6PHuEza2vc\n7dsX6yZNgtPrOY0qnI4cgd+4ca3Uyuah9DkOd3d3mUBFgOQr2NnZGQ4ODgAAX19fnD17FsuWLZPG\nosjPz8eKFStw7949bN26FUuXLm12W/j19GEjiorAamz85OLiOpMb2+UkIowfPx4aGhowMjLC2LFj\n8fXXX0O72hfJihUrMLzauCeLxcKcOXPg7OwMAJg8eTLOnTsHADh16hR8fHwwZMgQAMD69euxc+dO\n6bG9e/eW/t/e3h6fffYZrly5goCAAGhqaqKkpASPHz9Gv3790Llz50aeBUN7gohQ/qgcBdEFEOQJ\noN9NH+psddxMvokBDgMkmZToXkogAA4cADZuBPr1A7ZvH4XvvlspM1zl5LQCfn6tG5Yvi89HUHIy\nTufmYomdHY537Qqd1zFoquYxQn77DTxIehp+06a1yfkNoJUmxzMyMmBnZyfdtrW1xa1bt2TyGBsb\nY8+ePQqtV7se8zMvIyNcbKSzNq/Tp1FX1PHGdjlZLBbOnj0rIwzl5eX4/PPPERERgYKCAgCSIElE\nJJ3ktrS0lObX1dVF6esx08zMTNja2kr36enpyfQanj17hv/+97/4999/UV5eDqFQKI0XPnz4cCxY\nsABffvklUlJSMGHCBGzbtg3s9uqHgaEWFUkVKLhUAIgBk/dNMHDUQNwJu4M+6CPN8y//X/Qe0buB\nUpqGUAgcPiwxre3SBfjtN4lwAB7o2BEICVkNHk8dOjoi+PmNhre3h8Lb0BiKhUJ8nZqK3ZmZmGtl\nhaf9+8O4jjCB3sOHt1mhqEmrCIciLX5mz54t7blwOBz07Nmz3rz+48cj4ehRmaEmpyNH4DdtWqPr\nU0QZNdm+fTuePXuG2NhYmJub4969e+jdu7eMcNSHtbU1Hj9+LN0uLy+Xmf/4z3/+gz59+uCXX36B\nvr4+vvvuO/z666/S/X5+fvDz80NOTg4mT56Mb775BuvWrWvyuagSMa97kVWrm5ntxm/zs/gI3xkO\nUbEIYz4fA31XfVy5cgUA0Ht2b8RFxSEpNwlJhUnw/Y8vHDs7Kqx+Dw9P/PILsGRJDExMgMOHPTFk\niGR/TIwkv7e3B/T1xa16vf6Mjsa5vDyctLbGaGNj7Covh0VaGoxf+zNRpfsZExODsLAwAJD+XjaL\nZoWBaiRJSUnk5uYm3f7777/Jy8tLur1p0ybasmWL3OXW1/yGTut8VBR5+fvTUH9/8vL3p/OvI/HJ\nQ3PKqB79r4olS5bQmDFjiMfjUV5eHo0fP55YLBaJRCIikkTf279/vzR/aGgoDRkyhIiI4uLiyMDA\ngP766y/i8/m0ePFi0tDQkNbRv39/WrduHYnFYnr8+DG988470qh///zzD928eZMEAgGVlpbS6NGj\nKSgoSO7roYq00KP91iHIF9CrU68o5ZsUKootIrGw5ULgicVEp08TubkRvfsu0aVLqhmBTyQW0/Hs\nbHL8+28ac/8+3S8pae0myU1z349WEY7KykpydHSkpKQk4vP51KNHD3r06JHc5aINho6tSzgyMzPJ\n09OTDAwMqHPnzrR3715SU1OTEY7qYVtrhnz96aefqEOHDmRiYkIbN26kjh07Suu4evUqdenShQwM\nDMjd3Z3WrFkjPTYqKoq6d+9OBgYGZGpqSh9//DGVlZUp+xK0CKr8DKgiwlIh5V7IpZStKVQQU0Ai\nvuiNxygqdKxYTHThAlGfPkQ9exKdP6+agkFEFJWfT33++Yf63r5N0fn5rd0cuWkzoWOnTp2KK1eu\nIC8vD+bm5li3bh3mzJmDP/74AwsXLoRIJMK8efOwfPlyuctmXI4w1AfzDDQOMV+Mor+LUHKrBPo9\n9MFx5zTarFYRgZwuXwZWrQIKCyVzGR9+qJqxMR6UlmJpYiKelZdjk6MjJpmZQU2VFozISXPfD8ZX\nFcNbCfMMNAyJCCX/lqDwaiF0HXXBGcZpkVCtVfz9t0QwUlKAtWsBX19AXbWWYQAAUnk8rE5KQkR+\nPlba2+Nza2toqaKyyUm791UVFBQET0/PZn/5MDC0B4gIZXFlKIyWRN6z+NgC2pYtE3kPAO7cAVav\nlrg7X7MGmDkTqMMAqdXJr6zE5tRUHMzKwhc2Nnj27rswfAvc60oMDGKaXQ7T42B4K2GeAVmICLxE\nnsS0Vg3gvseFbkfdZpUpz1BVXJzEvfnNm5LIe598AtSzmLpVqRCJEJKRgW/S0jDR1BSBDg6wUlBD\nr4aHIzI4GBp8PoTa2hjl7w8Pb2+FlC0v7b7HwcDA0DD8DD4KLhVAWCwEdwQXel1bLpDS8+cS1+aX\nLgFLlkjWZejptUjVciEiwuHsbKxJTkZfNhvXevZEFwU6Hr0aHo6IgABsTEiQpq18/f/WEo/m0OaF\ngxmqYmCom8q8ShREF0jiYgw1ArsXGyx1xQlGQ+9ccjKwfj1w7pwkAt+ePaoZ35uI8Ed+PpYlJsJQ\nXR0/u7hgkJGRwuuJDA6WEQ0A2JiQgNUhIS0qHMxQFZihKob6ac/PgLBEiMIrhSh/VA7DgYYwfNdQ\naXExapKRAWzaBPz8M/DFF8B//wtwuS1Stdz8U1yMJYmJyBYIsMXRER+YmCitJxY0eDCCbtyonT50\nKIIU8EMuL8xQFQMDA4DXprXXi1DyTwkMehrAZoEN1PWUZ6pUfY7j1Stg61YgNBSYNw948gQwM1Na\n1c3iRXk5ViYl4a+iIgQ5OGCOpSU0lGUpJRAAu3ZB+M8/de4W6bRN/7iMcDAwtHHEQjFKbpeg6FoR\ndDvpwupzK2hylGeqVBV97+XLdBgbX4Kp6ShERXlg2jQgPh6wslJa1c3ilUCA9SkpOP7yJRbZ2eFg\nly7QV5YNMBHw++/AV18Bjo4Y9d13WPnttzLDVSucnDDaz0859SuZNi8czByH4tm9ezeCgoJQUVGB\nlJQUcFV1rKGdURV5D5UANAGX4S6wEFig4HIBtMy1YDnTEloWSnRTi7qj77HZK/H998CcOa3jZPBN\nlAqF+DY9HcHp6fjYwgJP+veHqZYSr9O9e8DixUB2NhAcDIweDQ8AsLfH6pAQqPN4EOnoYLSfX4tP\njDNzHGDmOJRBZWUljIyMEBsbC7cWCNocExODGTNmIC0trVH5w8LCcODAAVy7dq3BfG/bM1AVea+P\ndh+AgMr8Svz17C+4uruix4we0LFvmSGP4cNX4fLl2hErvbxW4+LF9S3ShsZSKRbjQFYW1qWkwJPD\nwYaOHeGo2zwT5AbJypKsagwPl9gef/opoKJrP5g5Djmp+dXm+p4rHDs7tngZqkp2djZ4PB66du1a\n536hUAgNFX0Z3mbiL8Wjj3YfCIuE4CXyIK4UY0inIXjCfdIiovHqFfDtt8DVq9XvfQwATwAAj6c6\ny76JCL/l5mJ5YiLstLXxe7du6KNMk66KCsnF2bEDmDtXMsHD4SivPhWg7a+dl4Pq8ZLdCt3gluOG\nO2F3kPg0scXKcHBwwPbt29GjRw9wOBz4+vqCz+cjJiYGtra22Lx5M8zMzNCxY0ccO3as3nLu3LmD\nXr16wdDQEJMnT8aUKVOwevVq6f7z58+jZ8+e4HK5GDx4MB4+fPjGNjx79kwqGBwOB++99x4AQE1N\nDbt27UKnTp2kwZ5+/PFHdOrUCSYmJhg3bhyysrKk5aupqWH37t3o1KkTDA0NsWbNGiQkJGDgwIHS\n+iorK1FWVoYxY8YgMzMTbDYbhoaGyMrKwvvvv4+vvvpKWp6vry8++eQTPHnyBPPnz8fff/8NNpsN\nY2PjRl3zt4HKV5UovV+K8sfl0LLUgmE/Q2iaaoJVqdz1GOnpQECAJB5GcTEwaJBqR9/7q7AQg+/e\nxbrkZAR36oQ/e/RQnmiIxcCxY5KLc+8ecOsW8PXXb71oAGjbLkQhp3fcczvPUWJgYq2/cz+ca3Sd\nzS3DwcGB3n33XcrKyqL8/Hzq2rUr7dmzh2JiYkhDQ4MWL15MAoGArly5Qvr6+vT06dNaZfD5fOrQ\noQMFBweTUCik06dPk5aWFq1evZqIiO7cuUPm5uYUGxtLYrGYfvrpJ3JwcCCBQNBgG4iIkpOTZVy6\nExGxWCwaNWoUFRQUEI/Ho6ioKDI1NaW7d+8Sn88nPz8/8vDwkMk/fvx4Kikpofj4eNLS0qJhw4ZR\nUlISFRUVkYuLC/30009ERBQTE0O2trYy55ednU3m5uYUHR1NR44cIScnJyotLSUiiWfgKpfyDdHG\nH20pFakVlHUoi36a8BM9+fQJJa5u+rMrDy9eEH3yCRGXS7R4MVFmpiT9/Pkr5OS0giSzv5I/J6fl\ndP78FaW0oz7OR0XRKD8/GurvT6P8/OiH8HD64MEDsr9xgw5lZZFI2e51r18n6t+fqG9foqtXlVuX\nAlGUd9w2P+YQFBTU+MyV///fwphC6f/zdfKR9CqpUUXk38xHIe//j+V4vv66kCPmsr+/vzSin4+P\nD+7du4cuXboAkIR+1dTUhIeHB7y9vXHixAmsWrVK5vibN29CJBLB77VFxocffoj+/ftL9+/btw+f\nf/45+knCpWHmzJnYtGkTbt68CXd393rbAKDecc/ly5eD8/pL6ujRo5g3b540aNbmzZvB5XKRmpqK\nDh06AACWLFkCAwMDuLi4oFu3bhgzZow0gMyYMWNw9+5dzJw5s876LCwssHv3bsycORM8Hg9nz56F\n/utVvPW1722Dl85DYUwhKnMqYeRuhMF9BuPu4bvoo6bcyHvx8ZJ1GBERknUYz58D1cPQV0XZa83o\ne+HR0Qg4flwmmNqlAwcwZ+xYPPnoI2m4VqWQnAwsXQrcuCG5UNOnq6Y733qoMiRau3Zts8pp88Ih\nF9UsFKU/+ACMzY3R8YuOjSoi7oc4cHLq6IrKYaRRPQysnp4eMjMzAQBcLhe61Sbv7O3tpfuqk5mZ\nCRsbG5m06qF4U1JScOjQIYSEhEjTKisrZcqqGYq2rnrqKz8rK0safhYA9PX1YWJigoyMDKlwWFhY\nyJRffVtHRwcvX75ssL6xY8diwYIF6NKlCwYNGtRg3reJmoJh4GsANQ01GMIQrNksxEXFST5StIDe\nI3orbG7t338lMb2vX5es9N61C6hvAbW3twe8vT0U4la9KQSfOSMjGgAgnjcP6b/9Bp0pU5RTaXEx\nsHkzsG+fZOzu4EFAgS5J2hrtSjhc33PFv2H/SixTXiPvV5siyqiPgoIClJeXQ++1M5+UlBR07969\nVj4rKytkZGTIpKWmpsLZ2RkA0KFDB6xcuRIrVqxoVL2NWS1bPY+1tTWSk5Ol22VlZcjLy6slZo0p\nq766V65cCRcXFyQnJ+Pnn3+Gr69vo9vaFuFn8FEYUwjBS4GMYFTHsbOjwo0wrl2TCEZcHPC//wFH\njqimL6kqykQiPBPU3b3nKaNCoVAiEoGBwOjRwIMHQCOf87eZttPHUgCOnR0l8ZLN4xDHiUOceRx6\nz5bvq00RZVSn5tBLYGAgKisrce3aNYSHh2PSpEm1jhk0aBDU1dWxc+dOCIVCnD17Fv9UW5n66aef\nYs+ePYiNjZW40S4rQ3h4OEpLSxvVhjcxdepUhIaG4v79++Dz+VixYgUGDBgg7W28qY7q/7ewsEBe\nXh6Ki4ulaVevXkVYWBgOHz6MsLAw+Pn5SXtElpaWSE9PR2VltXHHNgw/g4+XR1/i1S+voPuOLmz8\nbWDYz7CWaCgSIiAyEhg6FJg9G5g4EUhIkHxIyyMaLdnbEIjF+CEjA51u3UJFPfde4bZlf/4J9OoF\nHD0qMbENDWVE4zXtqscBKOarTZFffiwWS/oVbWlpCS6XC2tra+jr62Pv3r145513AACbNm3CX3/9\nhQsXLkBTUxOnT5/GJ598guXLl2PMmDEYO3YstF4vaurTpw9+/PFHLFiwAM+fP4euri7c3d3rfdGr\nt6Fqu+b+6owYMQLr16/HxIkTUVBQgMGDB+Pnn3+uN3/NtOr1denSBVOnToWjoyPEYjHu37+PWbNm\n4YcffoCVlRWsrKwwb948zJkzBxERERg+fDhcXV1haWkJdXV1vHr1qrGXWqXgZ/BReKUQgmxJD8Ns\niplSxQKQGAGdOyfpYZSVSdyb+/qq7FIDABKvtcdfvsSa5GR01tPD+W7dkDV9OgKOHpUZrnI6cgR+\n06YpptLHjyUrvp8+Bb75Bhg/HnhLe7pNppmT9K0K2mDM8fq4fPlyLesieejfvz+FhYUpsEVtG1V9\nBngZPMo+mk2p21Op6FYRiSrfHNu7uQiFRMeOEbm5EfXuTfTrr0QiBVSrqJjjdSEWi+lcTg65xcbS\nwH//pZiCApn956OiyMvfn4b6+5OXvz+dj4pqfqU5OUQLFhCZmhJt307E5ze/TBVDUVZVqvl2NZL6\nTl5VfzQaQl7huHLlCmVlZVFlZSWFhYWRnp4eZWdnK7GFbQtVewZ4GTzKPtaygsHnE+3fT+TsTDR4\nMNGFC0SKtFJVlnDEFBTQwH//JbfYWDqXk0NiZZvW8vkSoTA1lQhHTo5y61MBmvt+qHAntf0hz8Tv\n06dPMXnyZJSVlcHJyQmnTp2SsVxiUA34Wa8nvTMFMBpiBLNJyh+SqqgADhyQrEXr0gXYvx/w8FD8\naIui5zjulJRgRWIinlVUYJ2DA6ZaWEBdmUNERMCZMxKrgM6dgatXgXo8JjDIwviqYngrae1noKZg\nGPQ2gJqmcgWjpATYvVvi+aJ/f2DlSsm/qs7T8nKsfu3mfJW9PT6xsoKWstdG3LkjCRaSlwds3w6M\nGqXc+lQMxlcVA4MKwc9+LRgZAhgONoTZR2ZKF4z8fCAkBNi5E3jvPYnFVLduSq0SgHwxx+sincfD\n2pQUnMnNxWJbW4Qq0815FZmZEquAiAhg7VqJbylVtg5QUZgrxsCgAGoJxkTFC0ZVHAw+XwPa2kLM\nmDEKDx96YP9+ieHPjRtAp04KrVIp5AoE2JyairDsbHxmbY1n/fuDq6m8+CEAgPJyYNs24Pvvgc8+\nk1hMGRoqt863GEY4GBiaAT+bj6IrReCl8WA02EgpggHUHQfjzz9XYswY4M4dD9jbK7zKNyJvb6NE\nKMSO9HR8n54OX3NzxPXrByttbeU0rgqxWLIOY8UKYPBg4PZtoGPjvEQw1E+bF466Ajlxudy3doUx\nQ+NQdvApwUsBCmMKpYJhOsFUqUNSwcGRMqIBAEQbIRKthr29agZQqoInEmFPZia2pKbiPS4XsX36\nwEmZcTGquHZNMo+hpgb88gvQjlzX1AcTyAmtPwHK0Dxay9dRcxC8FKDwSiF4qRLBYPdlK1UwBALg\n1Clg/vwglJQE1do/dGgQYmJqp7cEb7p/QrEYh16+xNrkZHQ3MMDGjh3R3cBA+Q1LTASWLAFiY4Et\nWySrHNuQI8KWoEUmxx8/fozk5GSoqanB3t5e6smVgaG9ICMYg4xgOt4UalrK+zHKzgb27pX8de0K\nODkJ8dqBsQyqEgejOkSE07m5WJWUBHNNTRxzccHg+jwmNpGr4eGIDA6GBp8PobY2Rvn7w2PIEMmy\n+IMHgUWLgEOHVNvxVhum3h5HUlISduzYgQsXLsDGxgbW1tYgImRlZSE9PR1jx47FokWLpK6yWwOm\nx8GgbASvXgtGikQw2H3ZShWMW7ckFlLh4cCUKcCCBYCbW91zHE5OK/D99y3r0vxNXMrPx/KkJIiI\nsKljR3gZGyt82PhqeDgiAgKwMSFBmrbS1BRelZXw+OgjYP16wMpKoXW+bTT3t7Ne4Zg8eTI+/fRT\neHp6QrOGxUNlZSUuX76M/fv348SJE02uvLkwwsGgLKSCkfxaMPopTzD4fODECYlg5OZKxGLOHKDm\nNE14+FWEhPxZLQ7GyFYRjfDoaASfOQM+iwVtIviPHw+zvn2xPDERaXw+1nfsiElmZlBT0jzjKi8v\nbIiMrJW+euBArL9xQyl1vm0oTTjaAoxwtG1ae46jrtjxtlzbFhOMzExgzx5JiIfu3QE/P+D99wFl\nL2VoDjJBlO7dA3r2hP7Bg9AZMACbx4/HbEtLaCp5PiFoyBAEXb9eO33oUAQpYOK3PdDc38433uGd\nO3eioKBAul1QUIBdu3Y1uUIGBlWgZuz4rsldcW35NcR+EwstKy3YBtjCaLCRwkWDSLLewtdXMgSV\nlwdcvixZtOfjo9qiAdQdRKls7lz0evoUn1pbK1c07t4F5s+H8NatOneLdBTuWJ2hHt54l3/88UcZ\n00Yul4t9+/YptVEM7YPW7G3EX4pHH+0+EJWJUPaoDKX3StGf0x/5dvngDOEoXDB4PCAsDOjbF5g1\nCxg4EEhKAn74oW25Ryqs/pX6OnQwIBOVWbGUlUkcb/XvD4wbB9jYYNT+/Vjp5CSTbYWTE0a+DqXM\noHzeaFUlFoshFouh9vpLQiQSvTVBdBjaL5U5lSiLK4OwSAhtW23ovaMHlgYLLLFix+XT0yX+o/bv\nB3r3lszbjh7d9qxDH5eVYVNqKu4UFdW5X+Hf+g8fSkzKjh2TLNxbswYYMwZQV4cHAJiaYnVICNR5\nPIh0dDDazw8e3t6KbgVDPbxROLy8vODr64vPP/8cRIS9e/di9OjRLdE2hreclp7jICJUJFSg6K8i\nlD4shQZXA3pd9cBSryYWcsSOr78e4K+/gOBgICoKmDFDshbtdUyuNsWD0lJsSElBTGEhAmxtcXTm\nTKmfq90AACAASURBVKyoCqL0eo5DYUGUKiqAkyclEz+pqcC8eZI66ogs6eHtzQhFK/JG4di6dSv2\n7duH3bt3AwBGjhyJTz75ROkNayx1rRxnYKgOiQll8WUoul4EiAGjIUYY3H8w7h6+iz7qiosdX1Eh\n+UAOCZEMTS1YIFlSwGYr4ixaltvFxdiQkoJbJSVYbGuLg507w0BDA7C3h76aGkJ++w3Z6emwTEqC\n37Rp8B4+vOmVPX4s6V0cOQL06wcsXQp4ezPOB5VAi64cLy8vR2pqqsot/GOsqhgaQlwpRundUhT/\nXQx1Q3UYDTaCbidd6bqCxKeJiI+KBwQAtADXEa5NCgmcmgrs2iURif79JdZRI0e2veEoALheVIQN\nKSmIKyvDEjs7fGJlBV1lzNjz+cCvv0p6F8+fS7zUfvop0IrrwtoTSjfHPXfuHP73v/+Bz+cjOTkZ\nd+/eRWBgIM6dO9fkShUFIxwMdSGqEKHknxIU3yqGtq02jIYYQcdOsaPwRMCVK5LhqCtXJBPeX3wB\nODsrtJoWgYhwubAQG1JSkMTjYXmHDphlaQltZSjfs2cS++NDh4AePYD584EPPgCU7R2XQQaluxwJ\nCgrCrVu3MGzYMABAr169kJiY2OQKGRiqUPQch7BYiOK/i1F6rxS6nXVhOdsSWmYKmLSoRlmZxNlq\nSAggEkl6F4cOAS3hgknREBEi8vOxPiUFuZWVWGFvj2nm5o02qW30/RMIJJH29uwB4uOB2bMlNslt\nUWUZADRCODQ1NcHhcGTS1NpiH5zhrUWQI0DxjWKUPymHfg99WM+3hoaRYsfHk5Ikw1GhoRIjn+++\nA4YPV3w41pZATITf8/KwISUFFSIRVtnbY5K5ueLDtCYmSnoXYWESm+P58yWBQ5TtSp1B6bzx7XJ1\ndcXRo0chFArx/PlzBAcHYxDjnphBATS3t8FL56HoryLw0/gw7G8IGz8bqOspbjyeCIiOlgxHXb8u\ncQPyzz9tN5yDiAi/5uRgQ0oKNFgsrLK3x3hT0ya7Bqnz/lVWAr//Luld3L0LzJwpGcvr3Ll5jWdQ\nKd44x1FWVoaNGzci8rVvGC8vL6xevRo6KrBKk5njaH8QESpeVKDoehGEhUIYDTKCQS/FxvMuLQUO\nH5aEYlVTkwxHTZ8O6OsrrIoWRSgW4/irV9iUmgqOhgZW29tjTDOcD9bpmdbNDfjxR4mFgLMz8Pnn\nwMSJgAr8TjDUpkV9VYlEIpSWlsJIwS6SmwojHG0beeY4ZExqCTAabAR9V33ZNRhyUjMU60cfjcKj\nRx44dAgYOhTw95f82xaHowBAIBbjUHY2Nqemwk5bG6sdHDCcw2mWt9rqnmljAHgCWKmnBy81NXjM\nnSsRDBcXBZ0Bg7JQ+uT41KlTsXfvXqirq6Nfv34oKipCQEAAlixZ0uRKGRgaS5VJbdGNImgYaYA7\nggtdZ91mu+quy035pUsrMWFC64ViVRQ8kQgHsrOxNTUVXfX0ENalC9xrzFM2lcjgYBl35gCwsbwc\nq997Dx7ff6+QOhhUnzf27x89egRDQ0OcOXMGY8aMQXJyMg4fPtwSbWN4y2motyGqEKHwaiHSv09H\nRWIFzCaawWqOFfQ66SkkvsOOHbVDsYrFG1FS8mebFY0ykQjfpqXB8dYtROTn46SrKyJ69FCMaJSX\nA0eOQKOag0HParvVGTdE7Yo39jiEQiEqKytx5swZfPnll9DU1GTieTMojVomtbMUa1KblSVxLHjl\nSt2PPo+n4u5p66BYKMQPGRn4Lj0d7kZGuNCtG3oqYrk6EXDzpsSU7NQpYMAACO3tgQcPamVlPNO2\nL94oHJ9//jkcHBzQvXt3eHh4IDk5ucXmOM6ePYvw8HAUFxdj3rx5GDlyZIvUy6BcquJgPHz8EN26\ndpPEwTC2lZrUGvQ0ULhJ7b17wI4dEoOfadOAd98Voo6QDv/X3p3HRV3tjx9/Dcgim6BCsqkJLrnl\nhvkzwdQEy9But5TKumpqt67y9bZpWjct6+ptu6m3xSW19JpamnoxVFTcyi01UzMFRVEwEYSBQbaZ\nz++Pj4wgIAzbzEfez8djHjDDZz7zGY7Om3Pe57yPTW7FWuzWDZTGRkZyqm1b5l+6RLiXF9u7daNT\nbWTwU1PV2QFLlqiLVcaMUYsO+vsTHhPD9FtyHNOCghgilWkbFIs3clIUhaKiojK7AtalzMxMXnnl\nFRYtWlTqcUmOa0/xPhg9nXqyL2kfvZr24sfEHwlqF0TnRzrj3tsd+8a181e/yQQ//AAffQS//67O\njho/Hpo21c5WrMVKbaB0g93ixQwcPJhPH3+ctjXdW7ugQI2qS5aoc4///Gc1YPTtW2Z2wK6YGLbO\nm0fy5csEtmjBYKlMqzl1Nqtq6dKljBo1ikYVFBorKChgxYoVjBkzptIXGTt2LDExMfj4+PDrr7+a\nH4+NjWXy5MkYjUbGjRvHlClTyn3+K6+8wqhRo+hWov4/SODQoo3/2UjnK50pulZE3oU8THkmnAKd\nON31NMMmDauV18jNVVdz//vf6hTal16CJ54Ax1tGvGxlK9aqiIiOZstjj5V9fN06YmuSlP7lFzVY\nrFgBnTqpNaP+/Gftzj0WVVJns6pycnIICQmhQ4cO9OrVC19fXxRF4fLlyxw6dIhTp04xfvz4Kr3I\nmDFjmDRpEs8++6z5MaPRyMSJE4mLi8Pf35+QkBCGDRvGoUOHOHz4MK+++iq+vr5MnTqVhx56qEzQ\nENqjKAqFlwrJ/jUbjODUyglHH0fQgc5Y87xZSoqav1i4UP1DecECCA2teDrt0KFhNhsoil03Glmd\nlsZPBkO5P8+rzknT09UyvkuWqJucjx6t5jJu2RxJiIpUGDgmTpzI3/72N/bu3cuePXvYs2cPAK1a\ntWLixIn07du3ykny0NBQkpKSSj124MABgoODaX2jGmZUVBTr169n6tSpPPPMMwDMnTuXbdu2odfr\nSUhI4Pnnn6/GWxTWpigKub/nkrUzi9zEXJwDnXHwdmDf+X300fVRD6pB/rtk/uLpp++MMki/GQx8\nkZLC8j/+oLeHB0GOjhwt57gqp6SNRnV/2iVL1K8PPwxz5qh1U6pZ/dbae8YL67lt9lGn09GvXz/6\n9etX6y986dIlAgMDzfcDAgLYf8tewtHR0URHR9/2PKNHjzYHH09PT7p162b+x1xcd17uW+f+jh07\nyDufR9e8ruh0On5p/Au6oTqO/XaMnrqenLx8EgAHXwd6DOph0flNJpgzJ541a+DKlQeYNAkefzwe\nd3cIDraN92/p/S3bt7M7M5Ndd9/N6evXGZSUxPxmzYjq14+YJ55gwvvvkzJ4sHnLVr/336f/oEEU\nK/f8yck8cPIkfPUV8e7u8PDDPJCUBJ6e6s9376729R49etSmfn9yv+L78fHxLF26FMD8eVkTFifH\nqyspKYnIyEhzjuO7774jNjaWhQsXArB8+XL279/PvHnzqnxOyXHYJsWkYDhpIGtXFjoHHZ79PWtt\nH4zcXFi2TM1fuLnByy+r+QstV+U+k5vLgtRUll2+zL1ubjzv68vw5s3LVKmN2b6deevXk4fa05g0\nfHj5Gyjp9bB6tdq7SEyEUaPURHenTvXyfoTtq/OV43XF39+f5ORk8/3k5GQCAgKsdTmiFigmBcNx\nA5m7MrFvbI9XuBeNg8qu8m7Tvo3FGyYV5y8WLFCr0y5cePv8ha0rNJlYf/Uqn6ekcMxgYHSLFvzY\nvTvBt5kdNXTgwIp32jOZYNcuNVisXw8PPKDupPfQQ9qOqsImWS1w9OrVizNnzpCUlISfnx+rVq1i\n5cqVFp9Hto61PsWokHMsh6zdWdi729Ps4WY43+1caQ4svgpj5LfmL376Sdv5i6Tr11mYmsqXly/T\nvnFjnvfz4zFv7yptmlRhccFly9TS5a6uas/i/ffBx6fO30tV2k/Ylvha2joWpRKpqanK2LFjlYiI\nCEVRFOXEiRPKokWLKntaKVFRUYqvr6/i6OioBAQEKF9++aWiKIqyadMmpV27dkpQUJDy3nvvWXTO\nG0NsFj9H1B5TkUnRH9Iryf9OVlKXpSq553Itev6OHTvKfdxoVJSNGxVlwABF8fdXlNmzFSUjoxYu\n2EoKjUbl+7Q0ZcgvvyjNdu9WJp85o5zMybHoHDv/9z9lWlCQoqjruRUFlGmNGys73dwU5YUXFOXg\nQUUxmeroHZSvovYTtq+mn52V5jiGDBnCmDFjePfddzl27BiFhYV0796d48eP1zxq1ZDkOKzDVHSj\n8OCeLBy8HfAM88S5Zc1LThgMN9df3An5i4t5eSxKTWVRaiotnZ35q58fT3h7V2sP7zciIph1Y2uD\nkt4cPJh3ynlciNup8xzH1atXGTlyJLNnzwbUHQErWhRoDTJUVX9MhSZyDueQtTcLxxaO+Izwwcnf\n8t3cbi1n/vTT4fz+exgLFkC/ftrOXxhvbMf6RUoKu7OyeMrHhx+6dqVLdfeWvXpVLS54Yzr8rewL\nCmpwtaKhqa2hqkojgJubG+np6eb7+/bts5n9OEANHKJumQpMZP+cjf5HPY7+jvhE+eDkV73tP0uX\n+ogHHmDr1uk8/DD89FOYZvMXqfn5fHn5MgtTUvB2dOSvfn78t2NHXKuzRqJ4zcWXX8LWrRAZSVHH\njnDoUNlDrVhcUHIc2lP8R/bMmTNrdJ5KA8eHH35IZGQkZ8+epW/fvqSlpfHtt9/W6EWFNpjyTegP\n6tHv0+Pc0hmfp31walH9/aIVBWbNKlvOXFHepajoTYKDbXsV961MisK2a9f4IiWFbZmZPOHtzXed\nO9OzupVpExPVWVFLl4KvLzz3nNr98vQsVVywmBQXFNZSaeDo2bMnO3fu5PTp0yiKQvv27eu1wGFl\nZKiq9hnzjGQfyEa/X4/z3c60eLaFWhqkGvLy1H27N25Ub+npJf/JPVDiOO2UM08rKGDJ5cssSEnB\nzd6ev/r58WWHDnhUZwg3Nxe++07tXRw/rq652LQJunYtdVhxEcE3583DPi8Po7MzQ6xcXFD+z2lP\nbQ1VVZocLyoqIiYmhqSkJIqKitQn6XS89NJLNX7xmpLkeO0yXjei368n+0A2jds2pkloExybWx4w\n/vgDYmJgwwbYsUNd6BwZqd6io99gy5ZZZZ4TEfEmsbHv1MbbqBOKorArK4vPU1KIzcjg0ebNed7X\nl/s8PCzfn0ZR4OBBNVisXg19+qjFBSMjwan6PTohqqrOk+ORkZE0btyYLl26YFeFueZCe4y5RvT7\n9GQfysalvQu+43xxaFr1XqWiqH8sb9ig9ip+/x3Cw+Hxx2HxYmjW7Oax0dHhJCZOL5XjCAqaxqRJ\nQ2r7bdWKjMJCvrp8mS9SU7EDnvfz49O2bfGqTq87LQ2WL1cDRm6uGiyOHQONLnyVHEfDVWnguHTp\nEsfK2fFLaE/xBkoUAg7QoW8HmqU3I+fnHFw6uuA73hcHr6p9IBYUwM6daqDYsEGdATVsGMyaBWFh\nZUuYFyuuRjtv3ptcvpxMixbbmDTJtvbAUBSFn/R6Pk9JYcPVqzzSrBkL2rWjX5MmlvcuiopuJrrj\n4tRf0rx56i9J/hATGlXpUNUrr7zC4MGDiYiIqK9rqjKdTsdbb70lOY4qKLmBkqnARH5yPj9d/Inu\nI7vT9cmuVdptLz1dHX7fsEGd7HPPPernYGSkWgZJa9Nnb91R77lhw0i75x4+T0kh32TieT8//nLX\nXTSvKAreTkKCmuhetgz8/NREd1QU2NCMRNHwFOc4Zs6cWTcbORVbu3Yto0aNwmQymZPiOp0OvV5f\n7RetLZLjqLqN/9lIx/MdybuYR+GVQhzvcsSppRMnA08S+WJkuc9RFHXYqbhXcewYDBqkBoqhQ+ul\nqkWdKW9HPd3ixdw/cCAzH32UAZ6elvcuDAY10b14Mfz2283igl261PLVC1EzNf3srLSv/NJLL7Fv\n3z5yc3PJzs4mOzvbJoKGqLq85Dyy92eTfSQbOwc7PHp70LhtY+yc7NQKtSUUFkJ8vLprXrt28OCD\ncO4cTJumJr3XrlU/C2sjaNRKzZxqmvv996WCBoDy3HO4Hj3KQC+vqgcNRYH9++H55yEwEL75BqKj\n4eJFdc/aOzhoWLP9hHVVOj7RsmVLOnXqJIlxjVFM6uZJ+h/1GA1GHFo4cKUgk/17zmI02mFvb+K+\n+9pAP8jMhNhYtVcRGwtt2qhDUKtXqzOitDYEdTtFJhOr09LYnZNT7s+rvKPelSs3E915eZpPdAth\niUoDx913382AAQN46KGHcLwx1msr03FB1nHcylRoIudoDvqf9Ni52NGkbxNcOriQs8DE5wu/JTDz\nZfOxm1M+JPNQKBemQv/+6hDUBx+oQ/L1oT7brNBk4us//uCfFy5wl4MD9zg5cbic4267DruoCDZv\nVoPFtm0wfLha6z0s7M6KrlUk/+e0p97WcRSX9CjuuiuKYk5KW5vkOG4yGozoD+rJPpiNU6ATTfo2\nwSnQydxugwa9we7tY2nBCRxRR6gu04nO3ZewZ8873GYbCE3LMxpZcvkycy5coK2LC2+0akVYkyZs\n2rGjTI4jaPlyPnnqqbJ7Xpw5czPRHRio9i5GjpREt9CsOl/HIbWgbFtheiFZP2VhOG7AtZMrLca0\nwLG5I0VF6t4VcXHqbe/eRphoQzKlN1Dy8LC3WtCoy3UABqORBSkpfJCcTA93d77p2JE+JT7oi4PD\nvHXrbu6oVzJoGAzw7bdqovvUKXjmGbW30blznVyvFsk6joarwsAxceJE5s+fT2Rk2Rk3Op2ODRs2\n1OmFidvLS84ja28W+cn5uPdyx39iAAkX7Vm5Ug0UO3fC3Xerye3p0+H994vYtq3seZydjfV/8XVI\nX1TEfy5d4t8XLxLapAn/69KF7hXUjnK/fp1ep06ZN0ZyHzwY9u1Th6LWrFG3Gpw8GR55pOKFKUI0\nQBUOVbm7u5OdnV3ueJhOp6N///51fW2VamhDVaUS3jlGCtt58OMVN7busCMuDuztYfBgNVgMHFh6\n5lPpqrSqoKBpfPKJbS2+q66MwkLmXrzIf1JSiPDy4vVWrejk6lrh8btiYth8S9HA6Q4ORDRrRlh0\nNDz7LPj718elC1HvavrZWWHg6N69O0eOHKn2ietDQwkcxQnvtHg9CRft2JvZhPWHXbhwUceAAWqg\nGDxY3VL1djnamJhdzJu3lbw8e5ydjUyaNFjzQeNKQQEfJSezMDWVR5s3Z2rLlrStwtjbG6GhzCpn\nj4s3IyJ4Jza2Li5VCJtRZzmOtLQ0Pvroo3JPLrOq6kd+lpF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"text": "" } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=0, n_ints=10, n_strs=0)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 8.34 : 1\nPandas to Fast-C speed ratio: 1.16 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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HdHQ0L774IlOnTiU5OZnz58/Tvn37h+q3RNVQ1+04Cgth0yZo3hwOH4YDB+Db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\n14oB9lYtz8EAH4iaFIVAfSDkJ+TQq/XwetjL4mXNje6fCAu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