gistfile1.json

{
 "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",
      "print 'base64 size {}'.format(data.shape)\n",
      "\n",
      "data_base64 = data[0:199,:]\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[200:399, :]\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 (400, 2)\n",
        "base64 size (199, 2)\n",
        "norm size (199, 2)\n"
       ]
      }
     ],
     "prompt_number": 157
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist(data_base64[:,0], 20)\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')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 158,
       "text": [
        "<matplotlib.text.Text at 0x111bc6a10>"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAhcAAAESCAYAAABO/PdmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYnJBREREqmJyQURERKpickFERESq+v9HJ2gtBprjlwAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 158
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist(data_norm[:,0],20)\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')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 159,
       "text": [
        "<matplotlib.text.Text at 0x111db0890>"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAfsAAAESCAYAAAD6wHyYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n"
      }
     ],
     "prompt_number": 159
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist(data_base64[:,1], 20)\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')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 160,
       "text": [
        "<matplotlib.text.Text at 0x111b1a190>"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAg0AAAESCAYAAAB+cOZHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 160
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist(data_norm[:,1], 20)\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')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 161,
       "text": [
        "<matplotlib.text.Text at 0x1123addd0>"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAfEAAAESCAYAAADt4uxRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
      }
     ],
     "prompt_number": 161
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist(data_base64[:,1] - data_base64[:, 0], 20)\n",
      "title(u'\u0412\u0440\u0435\u043c\u044f \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 base64')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 162,
       "text": [
        "<matplotlib.text.Text at 0x112485ed0>"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAESCAYAAAASQMmzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n"
      }
     ],
     "prompt_number": 162
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist(data_norm[:,1] - data_norm[:, 0], 20)\n",
      "title(u'\u0412\u0440\u0435\u043c\u044f \u043e\u0442\u0440\u0438\u0441\u043e\u0432\u043a\u0438 normal')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 163,
       "text": [
        "<matplotlib.text.Text at 0x1124d3e90>"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAESCAYAAAD5d3KwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIhIwsRARESS/wOTykZCzyMhUQAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 163
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 163
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}