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@DimitryDushkin
Created December 26, 2013 13:35
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{
"metadata": {
"name": "data analysis"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import pylab as pl\n",
"import glob\n",
"import math\n",
"import itertools\n",
"import os\n",
"\n",
"font = {'family': 'Verdana',\n",
" 'weight': 'normal',\n",
" 'size': '14'}\n",
"rc('font', **font)\n",
"\n",
"os.getcwd()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 52,
"text": [
"'/Users/dndushkin/programming/shoottilka/results'"
]
}
],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#data = np.loadtxt('normal_images3_results.csv', delimiter='\\t', usecols=(24,25))\n",
"#data = np.loadtxt('base64_images3_results.csv', delimiter='; ', usecols=(12, 13))\n",
"#data_base64 = np.genfromtxt('chrome26_100reps/base64_images3.csv', dtype=None, invalid_raise=False, delimiter='; ', usecols=(12,13))\n",
"\n",
"#data = np.loadtxt('chrome25_400reps/base64+normal.csv', delimiter=';', usecols=(12, 13))\n",
"data = np.loadtxt('chrome25_200reps/elliptics.csv', delimiter=';', usecols=(12, 13))\n",
"print 'base64 size {}'.format(data.shape)\n",
"\n",
"data_base64 = data[0:99,:]\n",
"#data_base64 = np.loadtxt('chrome26_100reps/base64_images3.csv', delimiter=';;', usecols=(12, 13))\n",
"print 'base64 size {}'.format(data_base64.shape)\n",
"\n",
"data_norm = data[100:199, :]\n",
"#data_norm = np.genfromtxt('chrome26_100reps/normal_images3.csv', dtype=None, delimiter=';')\n",
"#data_norm = np.array(list(filter(lambda x: x[0] != -1, data_norm)))\n",
"print 'norm size {}'.format(data_norm.shape)\n",
"\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"base64 size (200, 2)\n",
"base64 size (99, 2)\n",
"norm size (99, 2)\n"
]
}
],
"prompt_number": 214
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(data_base64[:,0])\n",
"title(u'\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0440\u0435\u043c\u0435\u043d \u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b base64')\n",
"xlabel(u'\u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430, \u043c\u0441')\n",
"ylabel(u'\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0448\u0442')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 215,
"text": [
"<matplotlib.text.Text at 0x119912a10>"
]
},
{
"output_type": "display_data",
"png": 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37g1TU1O88847aNSoERwcHDB37ly1xvratWtwc3ODu7v7KwWsq9xG5+7du/JyAaB9+/Ya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\n"
}
],
"prompt_number": 215
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(data_norm[:,0])\n",
"title(u'\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0440\u0435\u043c\u0435\u043d \u043d\u0430\u0447\u0430\u043b\u0430 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b zelo')\n",
"xlabel(u'\u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430, \u043c\u0441')\n",
"ylabel(u'\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0448\u0442')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 216,
"text": [
"<matplotlib.text.Text at 0x1199e3dd0>"
]
},
{
"output_type": "display_data",
"png": 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7d28kJibyt0OlpaUhJiaGf/QsUR2rxtuvCCGkPAMGDKjwIVBi88En+7Kec/w+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\njDFm4zjZM8YYYzaOkz1jjDFm4/4HU9qS+6blQGcAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 216
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(data_base64[:,1])\n",
"title(u'\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0440\u0435\u043c\u0435\u043d \u043a\u043e\u043d\u0446\u0430 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b base64')\n",
"xlabel(u'\u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430, \u043c\u0441')\n",
"ylabel(u'\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0448\u0442')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 217,
"text": [
"<matplotlib.text.Text at 0x119d27090>"
]
},
{
"output_type": "display_data",
"png": 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cuNCkz77ekiVLxKuvvirs7e1FzZo1xbhx4xRTMHOqWrVqnlMu3333XVG9enVh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\nAAAASUVORK5CYII=\n"
}
],
"prompt_number": 217
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(data_norm[:,1])\n",
"title(u'\u0420\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0432\u0440\u0435\u043c\u0435\u043d \u043a\u043e\u043d\u0446\u0430 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b zelo')\n",
"xlabel(u'\u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430, \u043c\u0441')\n",
"ylabel(u'\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0448\u0442')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 218,
"text": [
"<matplotlib.text.Text at 0x119fc6310>"
]
},
{
"output_type": "display_data",
"png": 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aQ7169ZGb+0zUGAghmkVPbNMAeuoQqYj4TwoD6GlhdeE40DEoifrOmqPhdEII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\nQmCC\n"
}
],
"prompt_number": 218
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(data_base64[:,1] - data_base64[:, 0])\n",
"title(u'\u0412\u0440\u0435\u043c\u044f \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64')\n",
"xlabel(u'\u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430, \u043c\u0441')\n",
"ylabel(u'\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0448\u0442')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 219,
"text": [
"<matplotlib.text.Text at 0x119d88590>"
]
},
{
"output_type": "display_data",
"png": 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T80x+xsqHzl0qRqFQwNPTE0ZGRpJyIoIgCLhw4YLaAiwNJxjN4gTDWMWgyQQj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\nqQUnGMYYY2rBCYYxxphacIJhjDGmFv8fjRPbTPBdjQgAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 219
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"hist(data_norm[:,1] - data_norm[:, 0])\n",
"title(u'\u0412\u0440\u0435\u043c\u044f \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 normal')\n",
"xlabel(u'\u0417\u0430\u0434\u0435\u0440\u0436\u043a\u0430, \u043c\u0441')\n",
"ylabel(u'\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432, \u0448\u0442')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 220,
"text": [
"<matplotlib.text.Text at 0x11a1c0a50>"
]
},
{
"output_type": "display_data",
"png": 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x7NkzXcdIREQGSNERzM2bN9GkSRMAL55kef/+fQBAu3btsGrVKt1FR0REBktR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\nmGCIiEgnmGCIiEgnmGCIiEgn/h/7AI6U8f0j+QAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 220
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"title(u'\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b zelo vs beta with base64 on leon42')\n",
"axis('off')\n",
"text(-0.1, 0.9, u'\u041c\u0435\u0434\u0438\u0430\u043d\u0430 \u043d\u0430\u0447\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 original = {} \u043c\u0441'.format(np.median(data_norm[:,0])), color='b')\n",
"text(-0.1, 0.8, u'\u041c\u0435\u0434\u0438\u0430\u043d\u0430 \u043d\u0430\u0447\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64 = {} \u043c\u0441'.format(np.median(data_base64[:,0])), color='g')\n",
"text(-0.1, 0.7, u'\u041c\u0435\u0434\u0438\u0430\u043d\u0430 \u043a\u043e\u043d\u0446\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 original = {} \u043c\u0441'.format(np.median(data_norm[:,1])), color='b')\n",
"text(-0.1, 0.6, u'\u041c\u0435\u0434\u0438\u0430\u043d\u0430 \u043a\u043e\u043d\u0446\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64 = {} \u043c\u0441'.format(np.median(data_base64[:,1])), color='g')\n",
"text(-0.1, 0.5, u'\u041c\u0435\u0434\u0438\u0430\u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 original = {} \u043c\u0441'.format(np.median(data_norm[:,1] - data_norm[:, 0])), color='b')\n",
"text(-0.1, 0.4, u'\u041c\u0435\u0434\u0438\u0430\u043d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64 = {} \u043c\u0441'.format(np.median(data_base64[:,1] - data_base64[:, 0])), color='g')\n",
"\n",
"text(-0.1, 0.2, u'\u0412 \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u0435\u043d\u0435 \u0438\u0437-\u0437\u0430 \u0441\u0442\u0430\u0442\u0438\u043a\u0438 (\u0438 \u043f\u043e\u0447\u0435\u043c\u0443-\u0442\u043e \u043d\u0430 -300 \u041a\u0431) \u043d\u0430\u0447\u0430\u043b\u043e \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 \u0431\u044b\u0441\u0442\u0440\u0435\u0435 \u043d\u0430 4 \u0441\u0435\u043a\u0443\u043d\u0434\u044b', color='r')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 221,
"text": [
"<matplotlib.text.Text at 0x11a523d10>"
]
},
{
"output_type": "display_data",
"png": 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zJrUCqavTfvboIXs/KhIeLilLWRnQ06O7B0VFND4jg8YtWkRfljo6gIMDkJws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Q6TaiaY22Eu0vPS4VLTRZRf37I+DPQMkJ6XDj8XPxW10HWTX9jcfnlboUxRWRHGnRiHdZ+tQw2j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\ngknbtgioJ0xA5eG0c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}
],
"prompt_number": 221
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"title(u'\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b zelo vs beta with base64 on leon42')\n",
"axis('off')\n",
"text(-0.1, 0.9, u'\u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u043d\u0430\u0447\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 original = {} \u043c\u0441'.format(np.mean(data_norm[:,0])), color='b')\n",
"text(-0.1, 0.8, u'\u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u043d\u0430\u0447\u0430\u043b\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64 = {} \u043c\u0441'.format(np.mean(data_base64[:,0])), color='g')\n",
"text(-0.1, 0.7, u'\u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u043a\u043e\u043d\u0446\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 original = {} \u043c\u0441'.format(np.mean(data_norm[:,1])), color='b')\n",
"text(-0.1, 0.6, u'\u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u043a\u043e\u043d\u0446\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64 = {} \u043c\u0441'.format(np.mean(data_base64[:,1])), color='g')\n",
"text(-0.1, 0.5, u'\u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 original = {} \u043c\u0441'.format(np.mean(data_norm[:,1] - data_norm[:, 0])), color='b')\n",
"text(-0.1, 0.4, u'\u0421\u0440\u0435\u0434\u043d\u0435\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64 = {} \u043c\u0441'.format(np.mean(data_base64[:,1] - data_base64[:, 0])), color='g')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 222,
"text": [
"<matplotlib.text.Text at 0x11ab4bf90>"
]
},
{
"output_type": "display_data",
"png": 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RrS1RcbHst9RUoqws9n+OY4P2oEFEhoYsTFCQ0H9iItHw4UQmJkSdOrEKk5Mj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\niEiGGNBEREQyxIAmIiKSof8DQXulDAdwE3YAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 222
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 222
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x\u00a7"
],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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