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@atavory
Created June 20, 2015 10:38
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{
"metadata": {
"name": "",
"signature": "sha256:d8c7e72155ab940d95865495f3fb32846441e9e7c47e2e981b8c22791b135d56"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.read_csv('res.csv', header=None)\n",
"df.columns = ['dummy', 'op', 'desc', 'test_size', 'time']\n",
"df.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>dummy</th>\n",
" <th>op</th>\n",
" <th>desc</th>\n",
" <th>test_size</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>test_res</td>\n",
" <td>op_1</td>\n",
" <td>completely_random</td>\n",
" <td>50</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>test_res</td>\n",
" <td>op_1</td>\n",
" <td>completely_random</td>\n",
" <td>50</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>test_res</td>\n",
" <td>op_1</td>\n",
" <td>completely_random</td>\n",
" <td>50</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>test_res</td>\n",
" <td>op_2</td>\n",
" <td>completely_random</td>\n",
" <td>50</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>test_res</td>\n",
" <td>op_2</td>\n",
" <td>completely_random</td>\n",
" <td>50</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
" dummy op desc test_size time\n",
"0 test_res op_1 completely_random 50 9\n",
"1 test_res op_1 completely_random 50 7\n",
"2 test_res op_1 completely_random 50 4\n",
"3 test_res op_2 completely_random 50 7\n",
"4 test_res op_2 completely_random 50 4"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[df.desc == 'completely_random'].groupby([df.test_size.name, df.op.name]).mean().unstack().plot();\n",
"title('completely_random');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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EIPgCmqZcSCNHQuPGMHUq1Knj6VoJbkJiEIIgOGbXLjWe4fhx+OwzkFzggpOQ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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f07ff668850>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[df.desc == 'fixed_100'].groupby([df.test_size.name, df.op.name]).mean().unstack().plot();\n",
"title('fixed_100');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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FjFkzhidaPsE7d71DpbKVjC6WcCHS5yCEmzkUf4jQFaGcTj7NsieW0a5uO6OL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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f07ff579b10>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[df.desc == 'hinnant'].groupby([df.test_size.name, df.op.name]).mean().unstack().plot();\n",
"title('hinnant');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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qOADcQ10xlAE6Ab/p238HOuvLnS22B6F6SZUF2gKr9de4B6zRtwkhrCA6Lpqx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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f07ff513b10>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[df.desc == 'random_low_eq'].groupby([df.test_size.name, df.op.name]).mean().unstack().plot();\n",
"title('random_low_eq');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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BJNxIYNUzq2hetbnRIgkGYI5XASt2YxCCIOQPN5Nu8uHOD/ns1894u+3bDGsx\njEIFXOI90qORGIQgCE5l64mtDAwdyH3l7uPAwANUv6t61icJbo1LxCA8EfGvWhFdWHGGLi5ev8jz\nPz9Pn5/6MKXjFH5++meXMA7yXDgfMRCC4KFomsZXh76i/uz6lC5ampghMTxRV3ooCVbM9iRIDEIQ\n8oG/Lv7FoNBBXE68zOePfE6zKs2MFknIAzKSWhCEPHMz6SYTtk6g1YJWPHLfI/w24DcxDkKGiIEw\nKeJftSK6sJIXXWw9sZVGcxux/9x+Dgw8wKsPverSPZTkuXA+WRmIasA2IBL4E3hDzy8LbAQOA+sB\nH5tzpgPRwAGgsU1+Pz0/GuibV8EFQcgeF65foP/P/enzUx/e7/S+ywShBePJymdVCagARAGlUJX+\nU8CLwFFgGvAKUAMYDvQEngMeRxmHRYA/UBnYru8DRACtgbh095MYhCA4CEsQ+o1Nb/BMg2eY2H4i\n3kW9jRZLcAJGjYOIw1qJX0O1GKoC3QHLFI5LgD0oAxEEfK3nH9Sv7wt0ANbq1wBYB3TWzxUEwcH8\neeFPBq0exJWbV1j9f6slziDkipzEIPyA5sAOVKviop5/Aaio71cFTtucE4syEFX1/fT5QgaIf9WK\n6MJKVrq4mXST8eHjab2wNY/XeZxfX/zVbY2DPBfOJ7sRqlLA96hWwpUsyuapmRMcHIyfnx8APj4+\n+Pv7p85JZHkgJO1ZaQtmkcfIdERERIbHp307jY93f0yzVs04OPAgRw8eZce2HaaS35HpiIgIU8mT\nn+nw8HAWL14MkFpfOoPsVOaFgVCUW+hTPe8o0ALVeqgA7AZqAQtQrqTv9XJRQFeUi6kFMFTPnwXs\nAr5Jdy+JQQhCDrlw/QIjN4xky/EtTA+czuP3P260SEI+Y9Q4CC9UpR+D1TgArAH66Pt99LQl/1l9\nvwmQDJwBNgPdAG996wZsyqPsguDRaJrG4ojF1J9dnzLFyhA9JFqMg+BQsjIQrVEGoD0q6HwQVbm/\ngwpIHwYCgXF6+R9QBiEa+ALor+efBSYBv+rbBO7swSTYkN694smILqxYdPHnhT/p8FUHZvw2gzX/\nt4ZPu33qcT2U5LlwPlnFIHaQsRHpnEH+0AzyF+mbIAi55FbyLd4Nf5eZv81k7MNjeenBl1x6sJtg\nbmQuJkFwEcKOhzFo9SDqV6jP9MDp+JaWjoCezuHD8OWX8Mknsh6EIHgktkHoGYEzeOz+x4wWSTCQ\nCxdg6VITJfYVAAAgAElEQVRYvFjt93XivBQyF5NJEf+qFU/VhaZpLDq4iPqz61O2eFmih0Rz1z93\nGS2WafCk5+L2bVi1Cv73P6hVC/buhY8+ghMn4L33nHdfaUEIggn548IfDAodxLVb11j77FqaVG5i\ntEiCAVhcSN98A7VrQ3CwajmULp0/95cYhCCYiMSkRKZsn8KsvbMY124cLzV/iYIFChotlpCPpHch\n9eun3Ei1a2d8jqxJLQhuzpbjWxgUOogGFRsQMShCgtAexO3bsG4dLFoEW7ZAjx7KhdS+PRQwMBAg\nMQiT4kn+1axwd12c/+88/Vb2o//P/ZnaZSo/9v4xQ+Pg7rrICe6gi8OHYcQIqFYNPvgAuneHkydh\nyRLo2NFY4wDSghAEw7CMhH5r81v0eaAP0UOiKVWklNFiCU7mwgVYtky5kM6fV+6j7dszdyEZhcQg\nBMEAfj//O4NWD+L67evM6zFPgtBujsWFtHgxbN6sXEjBwcqFVNABISZnxSDEQAhCPpKYlMjk7ZOZ\nvXc277R7hyHNh0gQ2o2JjFRG4ZtvVPfU4GB46im4y8G9lY2arE8wCHfwrzoKd9HF5mObaTinIdHn\no4kYFMGwFsNybBzcRReOwKy6uHABZsyApk0hKAiKF1cupB074MUXHW8cnInEIATByZz/7zwjNoxg\n68mtzAycySN1HjFaJMHB2HMhffCB41xIRiEuJkFwEilaCosOLmLU5lE81/A5xrcfL0FoNyO/XEhZ\nIeMgBMGF+P387wwMHUhiUiLr+6ynceXGRoskOAjbXkjx8Wogm1l7IeUViUGYFLP6V43AlXSRmJTI\nuLBxtF3Ull71e7H7hd0ONQ6upAtnk5+6sMyF1LOnain8+qtyIVnmQnJH4wDSghAEh7Hp2CYGrx5M\no0qNODToEFVLVzVaJCGP2HMhLVzoWoHmvCAxCEHII/H/xTNiwwi2ndwmQWg3wJ4LqW9fuO8+oyXL\nGIlBCILJsA1C92vUT0ZCuzDu2gspr0gMwqSIr9mKGXURcz6GgMUBzNs/jw3PbeCjLh/li3Ewoy6M\nwhG6iIxMOxdSYKB1LqROnTzbOIC0IAQhR9y4fYNJ2ycxd99c3g14l8HNBstIaBfDngtp2zZzu5CM\nQmIQgpBNNh7dyODVg2lcuTHTuk6TILQL4ey5kIxG5mISBIOI/y+e19a/xo5TO5jZfSY97uthtEhC\nNrHthXTvvcoo9Orlfr2QZC4mD0N8zVaM0kWKlsIXB76gwewGVC5Vmegh0YYbB3kurGSkC9u5kLp3\nh2LFlAtp504YMMD9jIMzyU4MYiEQBMQDD+h57wIvAuf19Ghgrb4/CngOSAZGABv0/G7AR0BB4Evg\ng7yJLgjOI+Z8DANDB3Ir+RYbntuA/93+RoskZEJ6F1JQELz/PnTo4B4uJKPITpOkLXAN+AqrgXgH\nuAp8kq5sU2Au0BK4G9gB3IdqqfwBtAHigN1ACHAw3fniYhIMxRKEnrd/HuMDxjOw6UAJQpsYT3Eh\nZYWR4yC2A3528u0JEwR8i2o9nAGigRYoAxGt5wEs18umNxCCYBiWIHSTyk04NOgQVbyrGC2SYIeL\nF629kOLi1CA26YXkHPISg3gJ+B1YApTV86oCsTZlYgFfPf+0nXwhA8TXbMXZuoi7FsezPz7LgFUD\n+KzbZ6x4aoVpjYOnPhe3b0NoKDz5pGop7N4NTz8dzokTMGmSGAdnkdtxELOACfr+u8B0oI8jBAoO\nDsbPzw8AHx8f/P39CQgIAKx/Dkl7VtqCo6+/JWwLa/5aw1dXviLYP5g59edQ/Gxx5RQ10fe3TUdE\nRJhKHmenjx2DmJgAliyB8uXD6dYNTp4M4K67YNq0CLZvN5e8+ZUODw9n8eLFAKn1pTPIrs/KD1iF\nNQZhSxUgDKgDjAVuAFP1Y6HAFFRL5U3A0gXkdaAIMCndtSQGIeQL0fHRDAwdSFJKEvN6zKPR3Y2M\nFknQsedC6tdPWgmZYbZurhVt9nui4gsAa4DeqJaJL9AA+A3Yq+9XBQoDvbD2ehKEfOPG7Ru8vflt\nAr4M4P8e+D92Pr9TjIMJsOdCmjIFcSEZTHYMxDJgF6qFcBp4HvgYOISKQQQBw/Sy+4GfgMPAOmAg\ncBtIBAYD6/XzfgQOOOpLuCPp3SuejKN0seHoBh6Y8wB/J/zNoUGHGNJ8iMv1UHK35yIqCkaOVHMh\nTZkCXbuquZC++QY6d868i6q76cKMZCcG8YydvIWZlJ+sb+lZi7QaBAOIuxbHaxteY9fpXczqPovu\ntbsbLZJHI72QXAeZakNwWywjocdsGUN///6MazeOkkVKGi2WR5KUZB3ItmmTGsgWHCwD2RyFrAch\nCDkgKj6KgaEDSU5JZlPfTTSs1NBokTySqChlFJYssQ5kW7DA8wayuSoyF5NJEf+qlZzo4vrt64ze\nPJr2X7anzwN92Pn8TrcyDq7wXFy8CDNnQrNman2FokWdMxeSK+jC1ZEWhOA2rP97PUPWDKFZlWYc\nHnSYyt6VjRbJY7DnQpoyRVxIro7EIASX559r//Dq+lfZE7uH2d1nE1g70GiRPAZ7LiRPnAvJaMw2\nDkIQDCdFS2Hevnk8MOcB7rnrHqKHRItxyAfsuZC2bpXptN0RMRAmRfyrVuzpIio+iraL2rL40GI2\n993M+53ep0ThEvkvXD5j1HORlJT5QLY6dfJfJvmPOB+JQQguxfXb15m4dSJfHPyCie0nEtI0hAJe\n8p7jLKQXkmcjMQjBZVj39zqGrB7Cg1Uf5NOun0oQ2knYDmT75x/rXEhGtBKE7CFrUgseiwShnU/6\nXkjdu6vWQseO0gvJFZAgtYch/lUVhJ67by51RtaRILSOo58Ly1xIvr4weTJ06aLiCkuXqn0zGwf5\njzgfiUEIpiQyLpKBoQMB+LTLpzzf6XmDJXIf7LmQtm4VF5JwJ+JiEkzF9dvXmbB1AgsOLuC99u8x\noOkACUI7gKQkWL9eGYWNG8WF5G7IXEyC22MJQrfwbUHk4EjuLnW30SK5PFFR8OWXqhdSjRrKKMyf\nDz4+RksmuALyamZSPMm/eu7qOZ7+/mmGrB7C7KDZLOu5LI1x8CRdZEV2dHHxIsyaBc2bQ7duULgw\nhIfDrl0QEuI+xkGeC+cjBkIwDEsQuuHchtQsU5OoIVF0q9XNaLFckqQkWL0annpKjVfYuVMNYDt5\nUgWfJb4g5AaJQQiGEBkXSUioGuQ2r8c8GlRsYLRILok9F1KvXu7TShCyh8QgBLfgv1v/MWHrBBZG\nLJQgdC65dMnaC+ncOdULKTxcWgmC45F/pklxR//q2iNraTCnAaevnCZycCQDmw3MlnFwR13kFIsL\nqV27cGrWFBcSyHORH0gLQnA6566e45X1r7Dv7D7mBs2la62uRovkMkRHW+dCqlEDHnoIfv5ZXEhC\n/iAxCMFpWKbjHhc+jgFNBjDm4TEeMeNqXrHnQpK5kITMkBiE4FIcjjtMyKoQChYoSFi/MAlCZ4G9\ngWyTJslANsFYJAZhUlzVv/rfrf94c+ObdPqqEy80foHt/bfn2Ti4qi6yQ3Q0vP46VKumDELnzpnP\nheTOusgpogvnkx0DsRCIAyJ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PsHatciH172+CXkiWyj+zgK+l8s8q4FuiRNb3EwTB5RAD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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f07ff60ef90>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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