{
 "metadata": {
  "name": "ABCtests"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## ABC"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pymc as pm"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "obs = np.array( [0,0,1] )\n",
      "\n",
      "uni = pm.Uniform(\"prop\", 0, 1)\n",
      "fake_obs = pm.Bernoulli(\"fake_obs\", uni, size=3 )\n",
      "\n",
      "@pm.deterministic\n",
      "def accept(uni = uni, fake_obs = fake_obs, obs = obs):\n",
      "    if np.array_equal( fake_obs, obs ):\n",
      "        return uni\n",
      "    else:\n",
      "        return None"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 132
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mcmc = pm.MCMC([uni, fake_obs, accept] )"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 133
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mcmc.sample(10000)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " \r",
        "[****************100%******************]  10000 of 10000 complete"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 134
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "samples = mcmc.trace('accept')[:]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 135
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist( samples[samples > 0] )"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 136,
       "text": [
        "(array([  47.,  118.,  158.,  125.,  141.,   95.,   74.,   48.,   33.,   10.]),\n",
        " array([ 0.01977077,  0.11150485,  0.20323893,  0.29497301,  0.38670709,\n",
        "        0.47844116,  0.57017524,  0.66190932,  0.7536434 ,  0.84537748,\n",
        "        0.93711155]),\n",
        " <a list of 10 Patch objects>)"
       ]
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEACAYAAABWLgY0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAHxxJREFUeJzt3X90U/X9P/Bnaov6FagUJbU/YpG2K5EQ6JSKg2ENybA7\nYI+6HsvO7OjGdtbjNnUH7bo/EM+ZzeR4HNOxs+MUO1wBz7ZDezbsB1pAF7UWrUAOBUtrO/uLCJZS\nkUmh3O8f2Lys1JLkJnnH2+fjv5smeb/7JH2SvHrTmDRN00BERIYUp3oDREQUOSx5IiIDY8kTERkY\nS56IyMBY8kREBsaSJyIysHFLvrS0FGazGTabbdTlzz77LGbPno05c+bgscce819eWVmJrKws5OTk\nYOfOnZHZMRERBSx+vC+uWrUKP//5z/HAAw/4L9uzZw9qa2tx8OBBJCQk4Pjx4wCAlpYWbNu2DS0t\nLejp6cHSpUvR2tqKuDi+WCAiUmXcBl68eDGmTZs26rI//elP+PWvf42EhAQAwPXXXw8AqKmpQXFx\nMRISEpCRkYHMzEw0NTVFaNtERBSIoJ9mHz16FK+//jpuu+023HHHHXjnnXcAAL29vUhLS/NfLy0t\nDT09PeHbKRERBW3ccc1Yzp8/j5MnT6KxsRH79u1DUVERPvjggzGvazKZdG+QiIhCF3TJp6Wl4Z57\n7gEA3HrrrYiLi8OJEyeQmpqKrq4u//W6u7uRmpp6ye2rq6thNpt1bJmIaOI5ffo07r777qBvF3TJ\nFxYWYvfu3ViyZAlaW1sxNDSE6667DitWrMDKlSvxyCOPoKenB0ePHsWCBQsuub3ZbEZubm7QGzUi\nt9uN8vJy1duICcxCMAvBLERzc3NItxu35IuLi/Haa6/h448/Rnp6Op544gmUlpaitLQUNpsNkyZN\nwl//+lcAgNVqRVFREaxWK+Lj47Fx40aOay7jww8/RN/gWXx0ekjJ+jMmT8INU69UsvaXffjhh6q3\nEDOYhWAW+o1b8lu2bBnz8s2bN495eUVFBSoqKvTvagL56PQQ1uxoU7L2+oLMmCl5IooMnsSu0MqV\nK1VvIWYwC8EsBLPQjyWv0KJFi1RvIWYwC8EsBLPQjyWvkMfjUb2FmMEsBLMQzEI/ljwRkYGx5BXi\nS1HBLASzEMxCP5Y8EZGBseQV4rxRMAvBLASz0I8lT0RkYCx5hThvFMxCMAvBLPRjyRMRGRhLXiHO\nGwWzEMxCMAv9WPJERAbGkleI80bBLASzEMxCP5Y8EZGBseQV4rxRMAvBLASz0I8lT0RkYCx5hThv\nFMxCMAvBLPRjyRMRGRhLXiHOGwWzEMxCMAv9xi350tJSmM1m2Gy2S7729NNPIy4uDv39/f7LKisr\nkZWVhZycHOzcuTP8uyUioqCMW/KrVq1CXV3dJZd3dXVh165duPHGG/2XtbS0YNu2bWhpaUFdXR3K\nyspw4cKF8O/YQDhvFMxCMAvBLPQbt+QXL16MadOmXXL5I488gqeeemrUZTU1NSguLkZCQgIyMjKQ\nmZmJpqam8O6WiIiCEh/sDWpqapCWloa5c+eOury3txe33Xab/zgtLQ09PT36d2hgHo8HU26yq96G\nEn2DZ/HR6SH/8f6mtzBvwcKorD1j8iTcMPXKqKwVCo/Hw2ewn2MW+gVV8mfOnMGTTz6JXbt2+S/T\nNO0rr28ymULfGRnaR6eHsGZHm/94sL0HU0+0jXOL8FlfkBnTJU8UTkGVfHt7Ozo7O2G3X3z22d3d\njW9+85t4++23kZqaiq6uLv91u7u7kZqaOub9lJWVwWKxAAASExNhs9n8/1uP/DZ9IhwvWrQIVdt3\nXiy4WfMAAIPt+wEgaseqvv+RVzDR/n4H2/djf9Nx2AtdSr//yx2PiJX9qDoeuSxW9hPNY4/Hg+rq\nagCAxWKBy+VCKEzaeE/FAXR2dmL58uXwer2XfG3mzJl49913kZSUhJaWFqxcuRJNTU3o6enB0qVL\n0dbWdsmz+YaGBuTm5oa0WSM60PvJqGe00bS+IBP2lClK1p6o3zdRqJqbm+FwOIK+3bi/eC0uLsbt\nt9+O1tZWpKenY9OmTaO+/sUCt1qtKCoqgtVqxV133YWNGzdyXHMZPAdYjDzjJj4uvohZ6DfuuGbL\nli3j3viDDz4YdVxRUYGKigr9uyIiorDgO14V4lkDYmRmTnxcfBGz0I8lT0RkYCx5hThvFJzJCz4u\nBLPQjyVPRGRgLHmFOG8UnMkLPi4Es9CPJU9EZGAseYU4bxScyQs+LgSz0I8lT0RkYCx5hThvFJzJ\nCz4uBLPQjyVPRGRgLHmFOG8UnMkLPi4Es9CPJU9EZGAseYU4bxScyQs+LgSz0I8lT0RkYCx5hThv\nFJzJCz4uBLPQjyVPRGRgQX3GK4XXokWLcKD3E2XrXxEHZesPDV8YdcyZvOAcWjAL/VjyE9ipz4ax\nrr5Dydprl85Usi7RRMNxjUKcNwrO5AUfF4JZ6DduyZeWlsJsNsNms/kvW7NmDWbPng273Y577rkH\np06d8n+tsrISWVlZyMnJwc6dOyO3ayIiCsi4Jb9q1SrU1dWNuszlcuHQoUM4cOAAsrOzUVlZCQBo\naWnBtm3b0NLSgrq6OpSVleHChQtj3S19jvNGwZm84ONCMAv9xi35xYsXY9q0aaMuczqdiIu7eLO8\nvDx0d3cDAGpqalBcXIyEhARkZGQgMzMTTU1NEdo2EREFQtdM/sUXX0RBQQEAoLe3F2lpaf6vpaWl\noaenR9/uDI7zRsGZvODjQjAL/UI+u+a3v/0tJk2ahJUrV37ldUwm05iXl5WVwWKxAAASExNhs9n8\nL8tG/lEnyvH+prcw2N7jH1eMlJ3Rj/H52TVfLvdorL+/6TjshS4A6v/9xzr2er0xtR+Vx16vN6b2\nE81jj8eD6upqAIDFYoHLdfExGyyTpmnaeFfo7OzE8uXL/WEDwEsvvYTnn38eDQ0NuOqqqwAAbrcb\nAFBeXg4AWLZsGdatW4e8vLxR99fQ0IDc3NyQNmtEB3o/wZodbUrWXrt0ptJTKFWtvb4gE/aUKUrW\nJgpVc3MzHA5H0LcLelxTV1eH9evXo6amxl/wALBixQps3boVQ0ND6OjowNGjR7FgwYKgN0REROEz\n7rimuLgYr732Gk6cOIH09HSsW7cOlZWVGBoagtPpBAAsXLgQGzduhNVqRVFREaxWK+Lj47Fx48av\nHNfEor7Bs/jo9FBU19zf9Bas38y7/BUngMH2/TzD5nMej4dnlXyOWeg3bslv2bLlkstKS0u/8voV\nFRWoqKjQvysFPjo9FPWxyWB7D56eN+60jIhIF77jVSE+cxXMQvCZq2AW+rHkiYgMjCWvEM8NF8xC\n8NxwwSz0Y8kTERkYS14hzqEFsxCcQwtmoR9LnojIwFjyCnEOLZiF4BxaMAv9WPJERAbGkleIc2jB\nLATn0IJZ6MeSJyIyMJa8QpxDC2YhOIcWzEI/ljwRkYGx5BXiHFowC8E5tGAW+rHkiYgMjCWvEOfQ\nglkIzqEFs9CPJU9EZGAseYU4hxbMQnAOLZiFfix5IiIDY8krxDm0YBaCc2jBLPQbt+RLS0thNpth\ns9n8l/X398PpdCI7OxsulwsDAwP+r1VWViIrKws5OTnYuXNn5HZNREQBGbfkV61ahbq6ulGXud1u\nOJ1OtLa2wuFwwO12AwBaWlqwbds2tLS0oK6uDmVlZbhw4ULkdm4AnEMLZiE4hxbMQr9xS37x4sWY\nNm3aqMtqa2tRUlICACgpKcH27dsBADU1NSguLkZCQgIyMjKQmZmJpqamCG2biIgCEfRM3ufzwWw2\nAwDMZjN8Ph8AoLe3F2lpaf7rpaWloaenJ0zbNCbOoQWzEJxDC2ahX7yeG5tMJphMpnG/PpaysjJY\nLBYAQGJiImw2m/9l2cg/arSPp9xkByBlMzI+iPSx951GDLb3RW29WDnG0pmjjz8XjfX3Nx2HvdAF\nQN3jbbxjr9cbU/tReez1emNqP9E89ng8qK6uBgBYLBa4XBcfs8EyaZqmjXeFzs5OLF++3B92Tk4O\n9u7di+TkZPT19SE/Px9Hjhzxz+bLy8sBAMuWLcO6deuQl5c36v4aGhqQm5sb0mYj6UDvJ1izoy3q\n665dOhPr6juivu5EXnt9QSbsKVOUrE0UqubmZjgcjqBvF/S4ZsWKFaiqqgIAVFVVobCw0H/51q1b\nMTQ0hI6ODhw9ehQLFiwIekNERBQ+45Z8cXExbr/9drz//vtIT0/Hpk2bUF5ejl27diE7Oxu7d+/2\nP3O3Wq0oKiqC1WrFXXfdhY0bN447yiHOob+IWQjOoQWz0G/cmfyWLVvGvLy+vn7MyysqKlBRUaF/\nV0REFBZ8x6tCPDdcMAvBc8MFs9CPJU9EZGC6TqEkfQbb9/tPJZzoBtv3R+3Z/BVxF8+mirYZkyfh\nhqlXXvZ6Ho+Hz2A/xyz0Y8nThHPqs2Elp2+uL8gMqOSJwonjGoU4hxbMQvCZq2AW+rHkiYgMjCWv\nEM8NF8xC8NxwwSz0Y8kTERkYS14hzqEFsxCcQwtmoR9LnojIwFjyCnEOLZiF4BxaMAv9WPJERAbG\nkleIc2jBLATn0IJZ6MeSJyIyMJa8QpxDC2YhOIcWzEI/ljwRkYGx5BXiHFowC8E5tGAW+rHkiYgM\njCWvEOfQglkIzqEFs9Av5JKvrKzEzTffDJvNhpUrV+Ls2bPo7++H0+lEdnY2XC4XBgYGwrlXIiIK\nUkgl39nZieeffx7Nzc3wer0YHh7G1q1b4Xa74XQ60draCofDAbfbHe79Ggrn0IJZCM6hBbPQL6SS\nnzp1KhISEnDmzBmcP38eZ86cQUpKCmpra1FSUgIAKCkpwfbt28O6WSIiCk5IJZ+UlIRf/epXsFgs\nSElJwbXXXgun0wmfzwez2QwAMJvN8Pl8Yd2s0XAOLZiF4BxaMAv9QvqM1/b2dvz+979HZ2cnEhMT\n8b3vfQ8vv/zyqOuYTCaYTKYxb19WVgaLxQIASExMhM1m878sG/lHjfbxlJvsAKRsRsYHkT72vtOI\nwfa+qK0XK8cjH2D+5XKPxvrea30AzEq+/0Aej16vV/nPQ6wce73emNpPNI89Hg+qq6sBABaLBS6X\nC6EwaZqmBXujbdu2YdeuXfjLX/4CANi8eTMaGxuxe/du7NmzB8nJyejr60N+fj6OHDky6rYNDQ3I\nzc0NabORdKD3E6zZ0Rb1ddcunankQ6W5tpoP8ranTIn6umQMzc3NcDgcQd8upHFNTk4OGhsb8b//\n/Q+apqG+vh5WqxXLly9HVVUVAKCqqgqFhYWh3D0REYVJSCVvt9vxwAMP4JZbbsHcuXMBAD/5yU9Q\nXl6OXbt2ITs7G7t370Z5eXlYN2s0nEMLZiE4hxbMQr+QZvIA8Oijj+LRRx8ddVlSUhLq6+t1b4qI\niMKD73hViOeGC2YheG64YBb6seSJiAyMJa8Q59CCWQjOoQWz0I8lT0RkYCH/4pX04xxaTIQsroi7\n+H6My5lykz2g6wVjxuRJuGHqlWG9z2jgTF4/ljxRlJz6bFjZG8DWF2R+LUue9OO4RiHOoQWzEMxC\ncCavH0ueiMjAWPIKTYQ5dKCYhWAWgjN5/VjyREQGxpJXiLNXwSwEsxCcyevHkiciMjCWvEKcvQpm\nIZiF4ExeP5Y8EZGBseQV4uxVMAvBLARn8vqx5ImIDIwlrxBnr4JZCGYhOJPXjyVPRGRgLHmFOHsV\nzEIwC8GZvH4hl/zAwADuu+8+zJ49G1arFW+//Tb6+/vhdDqRnZ0Nl8uFgYGBcO6ViIiCFHLJ//KX\nv0RBQQEOHz6MgwcPIicnB263G06nE62trXA4HHC73eHcq+Fw9iqYhWAWgjN5/UIq+VOnTuE///kP\nSktLAQDx8fFITExEbW0tSkpKAAAlJSXYvn17+HZKRERBC6nkOzo6cP3112PVqlXIzc3F6tWr8emn\nn8Ln88FsNgMAzGYzfD5fWDdrNJy9CmYhmIXgTF6/kD4Z6vz582hubsZzzz2HW2+9FQ899NAloxmT\nyQSTyTTm7cvKymCxWAAAiYmJsNls/pdlI/+o0T6ecpMdgPyAjbxkjvSx951GDLb3RW29WDnG0pmj\njz8XjfW91/oAmGMqjy8en+ltC3/eyASg7ucr1GOv1xtT+4nmscfjQXV1NQDAYrHA5XIhFCZN07Rg\nb3Ts2DEsXLgQHR0d/o1VVlbigw8+wJ49e5CcnIy+vj7k5+fjyJEjo27b0NCA3NzckDYbSQd6P8Ga\nHW1RX3ft0pnKPhKOa0+MdYGLH/9nT5miZG0Kj+bmZjgcjqBvF9K4Jjk5Genp6WhtbQUA1NfX4+ab\nb8by5ctRVVUFAKiqqkJhYWEod09ERGES8gd5P/vss/j+97+PoaEhzJo1C5s2bcLw8DCKiorwwgsv\nICMjA6+88ko492o4g+37/WOLiW6wfT/PKvkcsxAej4dn2OgUcsnb7Xbs27fvksvr6+t1bYiIiMKH\n73hViM/WBLMQzELwWbx+LHkiIgNjySvE86EFsxDMQvA8ef1Y8kREBsaSV4izV8EsBLMQnMnrx5In\nIjIwlrxCnL0KZiGYheBMXj+WPBGRgbHkFeLsVTALwSwEZ/L6seSJiAyMJa8QZ6+CWQhmITiT148l\nT0RkYCH/gTLSj7NXwSxEJLK4Iu7iZyaoMGPyJNww9cqQbsuZvH4xVfIHej9Bz+DZqK87e8Y1UV+T\nKJpOfTas9ANLQi150i+mSv7/Wj9GfdvJqK/74O1puPHaq6K+Lv+evODfUBfMQvDvyevHmTwRkYGx\n5BXiszXBLASzEHwWrx9LnojIwFjyCvF8aMEsBLMQPE9eP10lPzw8jPnz52P58uUAgP7+fjidTmRn\nZ8PlcmFgYCAsmyQiotDoKvkNGzbAarXCZDIBANxuN5xOJ1pbW+FwOOB2u8OySaPi7FUwC8EsBGfy\n+oVc8t3d3dixYwd+/OMfQ9M0AEBtbS1KSkoAACUlJdi+fXt4dklERCEJueQffvhhrF+/HnFxchc+\nnw9msxkAYDab4fP59O/QwDh7FcxCMAvBmbx+Ib0Z6l//+hdmzJiB+fPnY+/evWNex2Qy+cc4X1ZW\nVgaLxQIASExMhM1m878sG3mAj7xkjcbx4at6cOOdS5Ss732nEYPtfVH9fmPheORNYF8utGis773W\nB8AcU3l88fhMb1vE847m97O/6TjshS4AUtojP++XO/Z6vUFd30jHHo8H1dXVAACLxQKX62KGwTJp\nI7OWIFRUVGDz5s2Ij4/HZ599hsHBQdxzzz3Yt28f9u7di+TkZPT19SE/Px9HjhwZdduGhgbk5uaO\neb9P7e1U+o7XNTvaor722qUzlb3dnGtPjHVVr72+IBP2lClK1jaS5uZmOByOoG8X0rjmySefRFdX\nFzo6OrB161bceeed2Lx5M1asWIGqqioAQFVVFQoLC0O5eyIiCpOwnCc/MpYpLy/Hrl27kJ2djd27\nd6O8vDwcd29YnL0KZiGYheBMXj/df6BsyZIlWLLk4jw7KSkJ9fX1ujdFREThwXe8KsTzoQWzEMxC\n8Dx5/VjyREQGxpJXiLNXwSwEsxCcyevHkiciMjCWvEKcvQpmIZiF4Exev5j6+D8iMh5VHyKu5wPE\njYQlrxA/41Xwc02F0bLQ8yHierLgB4hfxHENEZGBseQVMtKzNb2YhWAWglnox5InIjIwlrxCPB9a\nMAvBLASz0I8lT0RkYCx5hThvFMxCMAvBLPRjyRMRGRhLXiHOGwWzEMxCMAv9WPJERAbGkleI80bB\nLASzEMxCP5Y8EZGBhVTyXV1dyM/Px80334w5c+bgD3/4AwCgv78fTqcT2dnZcLlcGBgYCOtmjYbz\nRsEsBLMQzEK/kEo+ISEBzzzzDA4dOoTGxkb88Y9/xOHDh+F2u+F0OtHa2gqHwwG32x3u/RIRURBC\nKvnk5GTMm3dxVjZ58mTMnj0bPT09qK2tRUlJCQCgpKQE27dvD99ODYjzRsEsBLMQzEI/3TP5zs5O\nvPfee8jLy4PP54PZbAYAmM1m+Hw+3RskIqLQ6Sr506dP495778WGDRswZcqUUV8zmUwwmUy6Nmd0\nnDcKZiGYhWAW+oX8oSHnzp3Dvffeix/84AcoLCwEcPHZ+7Fjx5CcnIy+vj7MmDFjzNuWlZXBYrEA\nABITE2Gz2fwf8zXyjzryMi0ax4ev6sGNdy5Rsr73nUYMtvdF9fuNheORD0v58g9xNNb3XusDYI6p\nPL54fKa3LeJ5R/P70ZP3md42XeuPfBD4SL98nY49Hg+qq6sBABaLBS6XC6EwaZqmBXsjTdNQUlKC\n6dOn45lnnvFf/uijj2L69Ol47LHH4Ha7MTAwcMkvXxsaGpCbmzvm/T61txP1bSeD3Y5uD96ehhuv\nvQprdrRFfe21S2eG/Kk5XPvrtfZE/J5Vrr2+IBP2lCmXv+LXRHNzMxwOR9C3C+mZ/BtvvIGXX34Z\nc+fOxfz58wEAlZWVKC8vR1FREV544QVkZGTglVdeCeXuiYgoTEIq+UWLFuHChQtjfq2+vl7XhiYS\nfsarMNrnmurBLASz0I/veCUiMjCWvEJ8hiKYhWAWglnox5InIjIwlrxCPAdYMAvBLASz0I8lT0Rk\nYCx5hThvFMxCMAvBLPRjyRMRGRhLXiHOGwWzEMxCMAv9WPJERAbGkleI80bBLASzEMxCv5D/CiUR\nUSy7Ig440PuJkrVnTJ6EG6ZeqWTtL2PJK8S/XSP4N0oEsxB6sjj12bCyv7y5viAzZkqe4xoiIgNj\nySvEZ2uCWQhmIZiFfix5IiIDY8krxHOABbMQzEIwC/1Y8kREBsaSV4jzRsEsBLMQzEI/ljwRkYGF\nveTr6uqQk5ODrKws/O53vwv33RsK542CWQhmIZiFfmEt+eHhYTz44IOoq6tDS0sLtmzZgsOHD4dz\nCUM509umegsxg1kIZiGYhX5hLfmmpiZkZmYiIyMDCQkJuP/++1FTUxPOJQxl+H+fqt5CzGAWglkI\nZqFfWEu+p6cH6enp/uO0tDT09PSEcwkiIgpCWP92jclk0nX7OzOTMGv6/wvTbgJnnXENPh0ajvq6\nZ08ei/qasYpZCGYhmIV+Jk3TtHDdWWNjIx5//HHU1dUBACorKxEXF4fHHnvMf52amhpMnjw5XEsS\nEU0Ip0+fxt133x307cJa8ufPn8c3vvENNDQ0ICUlBQsWLMCWLVswe/bscC1BRERBCOu4Jj4+Hs89\n9xy+853vYHh4GD/60Y9Y8ERECoX1mTwREcWWiL3jNZA3Rf3iF79AVlYW7HY73nvvvUhtRbnLZfG3\nv/0Ndrsdc+fOxbe+9S0cPHhQwS6jI9A3y+3btw/x8fH45z//GcXdRVcgWezduxfz58/HnDlzcMcd\nd0R3g1F0uSxOnDiBZcuWYd68eZgzZw5eeuml6G8yCkpLS2E2m2Gz2b7yOkH3phYB58+f12bNmqV1\ndHRoQ0NDmt1u11paWkZd59///rd21113aZqmaY2NjVpeXl4ktqJcIFm8+eab2sDAgKZpmvbqq69O\n6CxGrpefn69997vf1f7+978r2GnkBZLFyZMnNavVqnV1dWmapmnHjx9XsdWICySLtWvXauXl5Zqm\nXcwhKSlJO3funIrtRtTrr7+uNTc3a3PmzBnz66H0ZkSeyQfypqja2lqUlJQAAPLy8jAwMACfzxeJ\n7SgVSBYLFy5EYmIigItZdHd3q9hqxAX6Zrlnn30W9913H66//noFu4yOQLKorq7Gvffei7S0NADA\nddddp2KrERdIFjfccAMGBwcBAIODg5g+fTri44336aWLFy/GtGnTvvLrofRmREo+kDdFjXUdI5Zb\nsG8Qe+GFF1BQUBCNrUVdoI+Lmpoa/OxnPwOg/70XsSqQLI4ePYr+/n7k5+fjlltuwebNm6O9zagI\nJIvVq1fj0KFDSElJgd1ux4YNG6K9zZgQSm9G5L/CQH8wtS/9zteIP9DBfE979uzBiy++iDfeeCOC\nO1InkCweeughuN1umEwmaJp2yWPEKALJ4ty5c2hubkZDQwPOnDmDhQsX4rbbbkNWVlYUdhg9gWTx\n5JNPYt68edi7dy/a29vhdDpx4MABTJkyJQo7jC3B9mZESj41NRVdXV3+466uLv9Lzq+6Tnd3N1JT\nUyOxHaUCyQIADh48iNWrV6Ourm7cl2tfZ4Fk8e677+L+++8HcPGXba+++ioSEhKwYsWKqO410gLJ\nIj09Hddddx2uvvpqXH311fj2t7+NAwcOGK7kA8nizTffxG9+8xsAwKxZszBz5ky8//77uOWWW6K6\nV9VC6s2w/cbgC86dO6fddNNNWkdHh3b27NnL/uL1rbfeMuwvGwPJ4r///a82a9Ys7a233lK0y+gI\nJIsv+uEPf6j94x//iOIOoyeQLA4fPqw5HA7t/Pnz2qeffqrNmTNHO3TokKIdR04gWTz88MPa448/\nrmmaph07dkxLTU3VPv74YxXbjbiOjo6AfvEaaG9G5Jn8V70p6s9//jMA4Kc//SkKCgqwY8cOZGZm\n4pprrsGmTZsisRXlAsniiSeewMmTJ/1z6ISEBDQ1NancdkQEksVEEUgWOTk5WLZsGebOnYu4uDis\nXr0aVqtV8c7DL5AsKioqsGrVKtjtdly4cAFPPfUUkpKSFO88/IqLi/Haa6/hxIkTSE9Px7p163Du\n3DkAofcm3wxFRGRg/Pg/IiIDY8kTERkYS56IyMBY8kREBsaSJyIyMJY8EZGBseSJiAyMJU9EZGD/\nH24GAWo9QhTkAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 136
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "samples[:1000]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 104,
       "text": [
        "array([None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       0.641398409499, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, 0.346642876027, None, None, 0.307153130839,\n",
        "       None, None, None, None, None, None, None, None, None, 0.14974390582,\n",
        "       None, None, 0.760792945516, None, None, None, None, 0.273355388346,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, 0.762049281736, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, 0.386238065957, None,\n",
        "       0.474620548494, None, None, None, None, None, None, None,\n",
        "       0.233549246555, None, None, None, None, None, None, None,\n",
        "       0.25702449777, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, 0.219752257765, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None,\n",
        "       0.30753209596, None, None, None, None, None, None, None,\n",
        "       0.604963812539, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, 0.600129961666, None, None, None, 0.423292896498,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, 0.416366401192, None, None, None, None,\n",
        "       None, None, None, 0.206467531249, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None,\n",
        "       0.827333806075, 0.367881810314, None, None, None, 0.463397296568,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       0.210841925823, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, 0.540566216778, None, None, 0.448174456742,\n",
        "       None, 0.392659849708, 0.210200730086, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, 0.583595071636, None, None,\n",
        "       None, None, None, None, None, None, None, 0.263724512974, None,\n",
        "       None, None, None, None, None, None, None, 0.310354018644, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, 0.707879317692, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, 0.274577981416, None, None, None, None, None,\n",
        "       0.632703271583, None, None, None, None, None, None, None, None,\n",
        "       0.244699027015, None, None, 0.703190955046, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, 0.339908119414, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None,\n",
        "       0.451298757871, None, None, 0.653381413287, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, 0.602144732268,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, 0.445724522823, None, None,\n",
        "       None, None, None, None, None, 0.315490930854, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None,\n",
        "       0.318855322497, None, None, None, 0.717182055351, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, 0.670501111935, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, 0.363765665679, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, 0.305447088556, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None,\n",
        "       0.282125872166, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, 0.251070061765, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       0.50442411879, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, 0.641889799058, None, None, None, 0.178913518161, None, None,\n",
        "       None, None, None, None, 0.194966290843, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, 0.59455012334, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, 0.153238190081, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, 0.500331587088, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None,\n",
        "       0.443738792346, None, None, None, None, None, 0.530030253902, None,\n",
        "       None, None, None, None, None, None, None, None, None,\n",
        "       0.372842415902, None, None, None, None, None, None, 0.690298120711,\n",
        "       None, None, 0.750438143415, None, None, 0.280714706648, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, 0.350938621096, None, None,\n",
        "       None, None, None, None, None, 0.714571072204, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, 0.897063779285, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None,\n",
        "       0.319977971294, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, 0.141266113341, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, None, None, None, None, None, None, None, None, None,\n",
        "       None, None, 0.0703177567736, None, None, None, None, None, None], dtype=object)"
       ]
      }
     ],
     "prompt_number": 104
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}