hcpml-sklearn.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "# Can we predict individual differences in behavior from brain activity?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "Developed at Neurohackweek 2017"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up the environment and data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kevinsitek/miniconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    }
   ],
   "source": [
    "from HCPML_plt import clfAccHist\n",
    "import os\n",
    "import platform\n",
    "import numpy as np\n",
    "import nibabel as nib\n",
    "import multiprocessing\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# location of the data on disk\n",
    "#datapath = os.path.abspath('/Users/kevinsitek/Dropbox (MIT)/projects/nhw17/hcp_data_sample/')\n",
    "datapath = '/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# select the task and parameter estimate files to run\n",
    "task = 'WM' # working memory task\n",
    "pe_list = ['9','10']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/100206\n",
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/100307\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/112112\n",
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/112314\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/113316\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/120414\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/957974\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/958976\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/959574\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/965367\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/965771\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/966975\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/969476\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/970764\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/971160\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/972566\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/973770\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/978578\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/979984\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/983773\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/984472\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/987074\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/987983\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/989987\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/990366\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/991267\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/992673\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/992774\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/994273\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/995174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Volumes/maloneHD/Data_noSync/HCP_ML/WM/betas/996782\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    }
   ],
   "source": [
    "sub_list=[] # subject index list\n",
    "pe_bin_list=[] # list of (binarized) PEs\n",
    "# add each subject to the data array\n",
    "for sx, subpath in enumerate(glob.glob(datapath+'/*')):    \n",
    "    print subpath\n",
    "    # for each of the two contrasts\n",
    "    for cx,pe in enumerate(pe_list):\n",
    "        sub_list.append(os.path.basename(subpath)) # save the subject ID to a subject list\n",
    "        pe_bin_list.append(cx) # save the (binarized) PE to a PE list\n",
    "        \n",
    "        # load the parameter estimates\n",
    "        fpath = os.path.join(subpath, 'MNINonLinear/Results/tfMRI_%s/'%task,\n",
    "                             'tfMRI_%s_hp200_s2_level2.feat/GrayordinatesStats/'%task,\n",
    "                             'cope%s.feat/pe1.dtseries.nii'%(pe))\n",
    "        pe1 = nib.load(fpath)\n",
    "        \n",
    "        # reshape the data into a 2-D array\n",
    "        sub_pe_data = np.array(pe1.get_data().reshape(pe1.get_data().shape[4:]))\n",
    "        \n",
    "        # add the parameter estimate data to the overall data matrix\n",
    "        if not sx and not cx:\n",
    "            group_data = sub_pe_data\n",
    "        else:\n",
    "            group_data = np.concatenate((group_data, sub_pe_data),axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# save to a text file for future reading\n",
    "np.savetxt('task-%s_contrast-data.txt'%task, group_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "print 'x shape: ', group_data.T.shape\n",
    "print 'y shape: ', len(pe_bin_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run the classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Set aside a master holdout test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# split the data for a master holdout test data set\n",
    "def split_data(x, y, sub_list, train_fraction):\n",
    "    import numpy as np\n",
    "    n_subs = len(y)/2\n",
    "    rand_subs = np.random.choice(range(n_subs),n_subs,replace=False)\n",
    "    \n",
    "    rand_indices = []\n",
    "    for i, r in enumerate(rand_subs):\n",
    "        rand_indices.append(r*2)\n",
    "        rand_indices.append(r*2+1)  \n",
    "    Xtrain = x[:int(len(y)*train_fraction),:]\n",
    "    Ytrain = y[:int(len(y)*train_fraction)]\n",
    "    Xtest = x[int(len(y)*train_fraction):,:]\n",
    "    Ytest = y[int(len(y)*train_fraction):]\n",
    "    train_subjects = sub_list[:int(n_subs*train_fraction)]\n",
    "    test_subjects = sub_list[int(n_subs*train_fraction):]    \n",
    "    return Xtrain, Xtest, Ytrain, Ytest, rand_indices, train_subjects, test_subjects\n",
    "\n",
    "fraction = 0.7\n",
    "Xtrain, Xtest, Ytrain, Ytest, rand_indices, train_subjects, test_subjects = split_data(group_data, pe_bin_list, sub_list, fraction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1429, 91282)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "Xtrain.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Run a cross-validated classifier on the training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kr =  0\n",
      "kr =  1\n",
      "kr =  2\n",
      "kr =  3\n",
      "kr =  4\n",
      "kr =  5\n",
      "kr =  6\n",
      "kr =  7\n",
      "kr =  8\n",
      "kr =  9\n",
      "kr =  10\n",
      "kr =  11\n",
      "kr =  12\n",
      "kr =  13\n",
      "kr =  14\n",
      "kr =  15\n",
      "kr =  16\n",
      "kr =  17\n",
      "kr =  18\n",
      "kr =  19\n",
      "kr =  20\n",
      "kr =  21\n",
      "kr =  22\n",
      "kr =  23\n",
      "kr =  24\n",
      "kr =  25\n",
      "kr =  26\n",
      "kr =  27\n",
      "kr =  28\n",
      "kr =  29\n",
      "kr =  30\n",
      "kr =  31\n",
      "kr =  32\n",
      "kr =  33\n",
      "kr =  34\n",
      "kr =  35\n",
      "kr =  36\n",
      "kr =  37\n",
      "kr =  38\n",
      "kr =  39\n",
      "kr =  40\n",
      "kr =  41\n",
      "kr =  42\n",
      "kr =  43\n",
      "kr =  44\n",
      "kr =  45\n",
      "kr =  46\n",
      "kr =  47\n",
      "kr =  48\n",
      "kr =  49\n",
      "kr =  50\n",
      "kr =  51\n",
      "kr =  52\n",
      "kr =  53\n",
      "kr =  54\n",
      "kr =  55\n",
      "kr =  56\n",
      "kr =  57\n",
      "kr =  58\n",
      "kr =  59\n",
      "kr =  60\n",
      "kr =  61\n",
      "kr =  62\n",
      "kr =  63\n",
      "kr =  64\n",
      "kr =  65\n",
      "kr =  66\n",
      "kr =  67\n",
      "kr =  68\n",
      "kr =  69\n",
      "kr =  70\n",
      "kr =  71\n",
      "kr =  72\n",
      "kr =  73\n",
      "kr =  74\n",
      "kr =  75\n",
      "kr =  76\n",
      "kr =  77\n",
      "kr =  78\n",
      "kr =  79\n",
      "kr =  80\n",
      "kr =  81\n",
      "kr =  82\n",
      "kr =  83\n",
      "kr =  84\n",
      "kr =  85\n",
      "kr =  86\n",
      "kr =  87\n",
      "kr =  88\n",
      "kr =  89\n",
      "kr =  90\n",
      "kr =  91\n",
      "kr =  92\n",
      "kr =  93\n",
      "kr =  94\n",
      "kr =  95\n",
      "kr =  96\n",
      "kr =  97\n",
      "kr =  98\n",
      "kr =  99\n",
      "kr =  100\n",
      "kr =  101\n",
      "test indices =  [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203]\n",
      "train indices =  [ 204  205  206 ..., 1426 1427 1428]\n",
      "predicted values:  [0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0\n",
      " 1 1 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1\n",
      " 0 0 0 1 0 0 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 0 0 1 0 1\n",
      " 0 1 0 1 0 0 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 1 1]\n",
      "model accuracy:  0.921568627451\n",
      "\n",
      "kr =  102\n",
      "kr =  103\n",
      "kr =  104\n",
      "kr =  105\n",
      "kr =  106\n",
      "kr =  107\n",
      "kr =  108\n",
      "kr =  109\n",
      "kr =  110\n",
      "kr =  111\n",
      "kr =  112\n",
      "kr =  113\n",
      "kr =  114\n",
      "kr =  115\n",
      "kr =  116\n",
      "kr =  117\n",
      "kr =  118\n",
      "kr =  119\n",
      "kr =  120\n",
      "kr =  121\n",
      "kr =  122\n",
      "kr =  123\n",
      "kr =  124\n",
      "kr =  125\n",
      "kr =  126\n",
      "kr =  127\n",
      "kr =  128\n",
      "kr =  129\n",
      "kr =  130\n",
      "kr =  131\n",
      "kr =  132\n",
      "kr =  133\n",
      "kr =  134\n",
      "kr =  135\n",
      "kr =  136\n",
      "kr =  137\n",
      "kr =  138\n",
      "kr =  139\n",
      "kr =  140\n",
      "kr =  141\n",
      "kr =  142\n",
      "kr =  143\n",
      "kr =  144\n",
      "kr =  145\n",
      "kr =  146\n",
      "kr =  147\n",
      "kr =  148\n",
      "kr =  149\n",
      "kr =  150\n",
      "kr =  151\n",
      "kr =  152\n",
      "kr =  153\n",
      "kr =  154\n",
      "kr =  155\n",
      "kr =  156\n",
      "kr =  157\n",
      "kr =  158\n",
      "kr =  159\n",
      "kr =  160\n",
      "kr =  161\n",
      "kr =  162\n",
      "kr =  163\n",
      "kr =  164\n",
      "kr =  165\n",
      "kr =  166\n",
      "kr =  167\n",
      "kr =  168\n",
      "kr =  169\n",
      "kr =  170\n",
      "kr =  171\n",
      "kr =  172\n",
      "kr =  173\n",
      "kr =  174\n",
      "kr =  175\n",
      "kr =  176\n",
      "kr =  177\n",
      "kr =  178\n",
      "kr =  179\n",
      "kr =  180\n",
      "kr =  181\n",
      "kr =  182\n",
      "kr =  183\n",
      "kr =  184\n",
      "kr =  185\n",
      "kr =  186\n",
      "kr =  187\n",
      "kr =  188\n",
      "kr =  189\n",
      "kr =  190\n",
      "kr =  191\n",
      "kr =  192\n",
      "kr =  193\n",
      "kr =  194\n",
      "kr =  195\n",
      "kr =  196\n",
      "kr =  197\n",
      "kr =  198\n",
      "kr =  199\n",
      "kr =  200\n",
      "kr =  201\n",
      "kr =  202\n",
      "kr =  203\n",
      "test indices =  [204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 274, 275, 276, 277, 278, 279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 296, 297, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 308, 309, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 320, 321, 322, 323, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 334, 335, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 346, 347, 348, 349, 350, 351, 352, 353, 354, 355, 356, 357, 358, 359, 360, 361, 362, 363, 364, 365, 366, 367, 368, 369, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407]\n",
      "train indices =  [   0    1    2 ..., 1426 1427 1428]\n",
      "predicted values:  [1 1 0 1 0 1 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1\n",
      " 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1\n",
      " 0 0 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1 1\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 0 0 1]\n",
      "model accuracy:  0.911764705882\n",
      "\n",
      "kr =  204\n",
      "kr =  205\n",
      "kr =  206\n",
      "kr =  207\n",
      "kr =  208\n",
      "kr =  209\n",
      "kr =  210\n",
      "kr =  211\n",
      "kr =  212\n",
      "kr =  213\n",
      "kr =  214\n",
      "kr =  215\n",
      "kr =  216\n",
      "kr =  217\n",
      "kr =  218\n",
      "kr =  219\n",
      "kr =  220\n",
      "kr =  221\n",
      "kr =  222\n",
      "kr =  223\n",
      "kr =  224\n",
      "kr =  225\n",
      "kr =  226\n",
      "kr =  227\n",
      "kr =  228\n",
      "kr =  229\n",
      "kr =  230\n",
      "kr =  231\n",
      "kr =  232\n",
      "kr =  233\n",
      "kr =  234\n",
      "kr =  235\n",
      "kr =  236\n",
      "kr =  237\n",
      "kr =  238\n",
      "kr =  239\n",
      "kr =  240\n",
      "kr =  241\n",
      "kr =  242\n",
      "kr =  243\n",
      "kr =  244\n",
      "kr =  245\n",
      "kr =  246\n",
      "kr =  247\n",
      "kr =  248\n",
      "kr =  249\n",
      "kr =  250\n",
      "kr =  251\n",
      "kr =  252\n",
      "kr =  253\n",
      "kr =  254\n",
      "kr =  255\n",
      "kr =  256\n",
      "kr =  257\n",
      "kr =  258\n",
      "kr =  259\n",
      "kr =  260\n",
      "kr =  261\n",
      "kr =  262\n",
      "kr =  263\n",
      "kr =  264\n",
      "kr =  265\n",
      "kr =  266\n",
      "kr =  267\n",
      "kr =  268\n",
      "kr =  269\n",
      "kr =  270\n",
      "kr =  271\n",
      "kr =  272\n",
      "kr =  273\n",
      "kr =  274\n",
      "kr =  275\n",
      "kr =  276\n",
      "kr =  277\n",
      "kr =  278\n",
      "kr =  279\n",
      "kr =  280\n",
      "kr =  281\n",
      "kr =  282\n",
      "kr =  283\n",
      "kr =  284\n",
      "kr =  285\n",
      "kr =  286\n",
      "kr =  287\n",
      "kr =  288\n",
      "kr =  289\n",
      "kr =  290\n",
      "kr =  291\n",
      "kr =  292\n",
      "kr =  293\n",
      "kr =  294\n",
      "kr =  295\n",
      "kr =  296\n",
      "kr =  297\n",
      "kr =  298\n",
      "kr =  299\n",
      "kr =  300\n",
      "kr =  301\n",
      "kr =  302\n",
      "kr =  303\n",
      "kr =  304\n",
      "kr =  305\n",
      "test indices =  [408, 409, 410, 411, 412, 413, 414, 415, 416, 417, 418, 419, 420, 421, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 433, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 513, 514, 515, 516, 517, 518, 519, 520, 521, 522, 523, 524, 525, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574, 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587, 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600, 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611]\n",
      "train indices =  [   0    1    2 ..., 1426 1427 1428]\n",
      "predicted values:  [0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 1\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 0 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1\n",
      " 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 0 0 1 1\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1\n",
      " 0 0 1 1 0 1 0 0 0 1 0 0 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0\n",
      " 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1]\n",
      "model accuracy:  0.901960784314\n",
      "\n",
      "kr =  306\n",
      "kr =  307\n",
      "kr =  308\n",
      "kr =  309\n",
      "kr =  310\n",
      "kr =  311\n",
      "kr =  312\n",
      "kr =  313\n",
      "kr =  314\n",
      "kr =  315\n",
      "kr =  316\n",
      "kr =  317\n",
      "kr =  318\n",
      "kr =  319\n",
      "kr =  320\n",
      "kr =  321\n",
      "kr =  322\n",
      "kr =  323\n",
      "kr =  324\n",
      "kr =  325\n",
      "kr =  326\n",
      "kr =  327\n",
      "kr =  328\n",
      "kr =  329\n",
      "kr =  330\n",
      "kr =  331\n",
      "kr =  332\n",
      "kr =  333\n",
      "kr =  334\n",
      "kr =  335\n",
      "kr =  336\n",
      "kr =  337\n",
      "kr =  338\n",
      "kr =  339\n",
      "kr =  340\n",
      "kr =  341\n",
      "kr =  342\n",
      "kr =  343\n",
      "kr =  344\n",
      "kr =  345\n",
      "kr =  346\n",
      "kr =  347\n",
      "kr =  348\n",
      "kr =  349\n",
      "kr =  350\n",
      "kr =  351\n",
      "kr =  352\n",
      "kr =  353\n",
      "kr =  354\n",
      "kr =  355\n",
      "kr =  356\n",
      "kr =  357\n",
      "kr =  358\n",
      "kr =  359\n",
      "kr =  360\n",
      "kr =  361\n",
      "kr =  362\n",
      "kr =  363\n",
      "kr =  364\n",
      "kr =  365\n",
      "kr =  366\n",
      "kr =  367\n",
      "kr =  368\n",
      "kr =  369\n",
      "kr =  370\n",
      "kr =  371\n",
      "kr =  372\n",
      "kr =  373\n",
      "kr =  374\n",
      "kr =  375\n",
      "kr =  376\n",
      "kr =  377\n",
      "kr =  378\n",
      "kr =  379\n",
      "kr =  380\n",
      "kr =  381\n",
      "kr =  382\n",
      "kr =  383\n",
      "kr =  384\n",
      "kr =  385\n",
      "kr =  386\n",
      "kr =  387\n",
      "kr =  388\n",
      "kr =  389\n",
      "kr =  390\n",
      "kr =  391\n",
      "kr =  392\n",
      "kr =  393\n",
      "kr =  394\n",
      "kr =  395\n",
      "kr =  396\n",
      "kr =  397\n",
      "kr =  398\n",
      "kr =  399\n",
      "kr =  400\n",
      "kr =  401\n",
      "kr =  402\n",
      "kr =  403\n",
      "kr =  404\n",
      "kr =  405\n",
      "kr =  406\n",
      "kr =  407\n",
      "test indices =  [612, 613, 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717, 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730, 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743, 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756, 757, 758, 759, 760, 761, 762, 763, 764, 765, 766, 767, 768, 769, 770, 771, 772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782, 783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795, 796, 797, 798, 799, 800, 801, 802, 803, 804, 805, 806, 807, 808, 809, 810, 811, 812, 813, 814, 815]\n",
      "train indices =  [   0    1    2 ..., 1426 1427 1428]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predicted values:  [0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 0 1 1 0 1 0 1 0 0 0 1 0 0 0 1 0 1 0 0 0\n",
      " 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1\n",
      " 0 1 0 1 0 1 0 1 1 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0\n",
      " 1 1 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0 1\n",
      " 0 0 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 0 1 1 1 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0\n",
      " 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1]\n",
      "model accuracy:  0.901960784314\n",
      "\n",
      "kr =  408\n",
      "kr =  409\n",
      "kr =  410\n",
      "kr =  411\n",
      "kr =  412\n",
      "kr =  413\n",
      "kr =  414\n",
      "kr =  415\n",
      "kr =  416\n",
      "kr =  417\n",
      "kr =  418\n",
      "kr =  419\n",
      "kr =  420\n",
      "kr =  421\n",
      "kr =  422\n",
      "kr =  423\n",
      "kr =  424\n",
      "kr =  425\n",
      "kr =  426\n",
      "kr =  427\n",
      "kr =  428\n",
      "kr =  429\n",
      "kr =  430\n",
      "kr =  431\n",
      "kr =  432\n",
      "kr =  433\n",
      "kr =  434\n",
      "kr =  435\n",
      "kr =  436\n",
      "kr =  437\n",
      "kr =  438\n",
      "kr =  439\n",
      "kr =  440\n",
      "kr =  441\n",
      "kr =  442\n",
      "kr =  443\n",
      "kr =  444\n",
      "kr =  445\n",
      "kr =  446\n",
      "kr =  447\n",
      "kr =  448\n",
      "kr =  449\n",
      "kr =  450\n",
      "kr =  451\n",
      "kr =  452\n",
      "kr =  453\n",
      "kr =  454\n",
      "kr =  455\n",
      "kr =  456\n",
      "kr =  457\n",
      "kr =  458\n",
      "kr =  459\n",
      "kr =  460\n",
      "kr =  461\n",
      "kr =  462\n",
      "kr =  463\n",
      "kr =  464\n",
      "kr =  465\n",
      "kr =  466\n",
      "kr =  467\n",
      "kr =  468\n",
      "kr =  469\n",
      "kr =  470\n",
      "kr =  471\n",
      "kr =  472\n",
      "kr =  473\n",
      "kr =  474\n",
      "kr =  475\n",
      "kr =  476\n",
      "kr =  477\n",
      "kr =  478\n",
      "kr =  479\n",
      "kr =  480\n",
      "kr =  481\n",
      "kr =  482\n",
      "kr =  483\n",
      "kr =  484\n",
      "kr =  485\n",
      "kr =  486\n",
      "kr =  487\n",
      "kr =  488\n",
      "kr =  489\n",
      "kr =  490\n",
      "kr =  491\n",
      "kr =  492\n",
      "kr =  493\n",
      "kr =  494\n",
      "kr =  495\n",
      "kr =  496\n",
      "kr =  497\n",
      "kr =  498\n",
      "kr =  499\n",
      "kr =  500\n",
      "kr =  501\n",
      "kr =  502\n",
      "kr =  503\n",
      "kr =  504\n",
      "kr =  505\n",
      "kr =  506\n",
      "kr =  507\n",
      "kr =  508\n",
      "kr =  509\n",
      "test indices =  [816, 817, 818, 819, 820, 821, 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834, 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847, 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860, 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873, 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886, 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899, 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912, 913, 914, 915, 916, 917, 918, 919, 920, 921, 922, 923, 924, 925, 926, 927, 928, 929, 930, 931, 932, 933, 934, 935, 936, 937, 938, 939, 940, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 955, 956, 957, 958, 959, 960, 961, 962, 963, 964, 965, 966, 967, 968, 969, 970, 971, 972, 973, 974, 975, 976, 977, 978, 979, 980, 981, 982, 983, 984, 985, 986, 987, 988, 989, 990, 991, 992, 993, 994, 995, 996, 997, 998, 999, 1000, 1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010, 1011, 1012, 1013, 1014, 1015, 1016, 1017, 1018, 1019]\n",
      "train indices =  [   0    1    2 ..., 1426 1427 1428]\n",
      "predicted values:  [0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1\n",
      " 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1\n",
      " 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 1\n",
      " 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1]\n",
      "model accuracy:  0.96568627451\n",
      "\n",
      "kr =  510\n",
      "kr =  511\n",
      "kr =  512\n",
      "kr =  513\n",
      "kr =  514\n",
      "kr =  515\n",
      "kr =  516\n",
      "kr =  517\n",
      "kr =  518\n",
      "kr =  519\n",
      "kr =  520\n",
      "kr =  521\n",
      "kr =  522\n",
      "kr =  523\n",
      "kr =  524\n",
      "kr =  525\n",
      "kr =  526\n",
      "kr =  527\n",
      "kr =  528\n",
      "kr =  529\n",
      "kr =  530\n",
      "kr =  531\n",
      "kr =  532\n",
      "kr =  533\n",
      "kr =  534\n",
      "kr =  535\n",
      "kr =  536\n",
      "kr =  537\n",
      "kr =  538\n",
      "kr =  539\n",
      "kr =  540\n",
      "kr =  541\n",
      "kr =  542\n",
      "kr =  543\n",
      "kr =  544\n",
      "kr =  545\n",
      "kr =  546\n",
      "kr =  547\n",
      "kr =  548\n",
      "kr =  549\n",
      "kr =  550\n",
      "kr =  551\n",
      "kr =  552\n",
      "kr =  553\n",
      "kr =  554\n",
      "kr =  555\n",
      "kr =  556\n",
      "kr =  557\n",
      "kr =  558\n",
      "kr =  559\n",
      "kr =  560\n",
      "kr =  561\n",
      "kr =  562\n",
      "kr =  563\n",
      "kr =  564\n",
      "kr =  565\n",
      "kr =  566\n",
      "kr =  567\n",
      "kr =  568\n",
      "kr =  569\n",
      "kr =  570\n",
      "kr =  571\n",
      "kr =  572\n",
      "kr =  573\n",
      "kr =  574\n",
      "kr =  575\n",
      "kr =  576\n",
      "kr =  577\n",
      "kr =  578\n",
      "kr =  579\n",
      "kr =  580\n",
      "kr =  581\n",
      "kr =  582\n",
      "kr =  583\n",
      "kr =  584\n",
      "kr =  585\n",
      "kr =  586\n",
      "kr =  587\n",
      "kr =  588\n",
      "kr =  589\n",
      "kr =  590\n",
      "kr =  591\n",
      "kr =  592\n",
      "kr =  593\n",
      "kr =  594\n",
      "kr =  595\n",
      "kr =  596\n",
      "kr =  597\n",
      "kr =  598\n",
      "kr =  599\n",
      "kr =  600\n",
      "kr =  601\n",
      "kr =  602\n",
      "kr =  603\n",
      "kr =  604\n",
      "kr =  605\n",
      "kr =  606\n",
      "kr =  607\n",
      "kr =  608\n",
      "kr =  609\n",
      "kr =  610\n",
      "kr =  611\n",
      "test indices =  [1020, 1021, 1022, 1023, 1024, 1025, 1026, 1027, 1028, 1029, 1030, 1031, 1032, 1033, 1034, 1035, 1036, 1037, 1038, 1039, 1040, 1041, 1042, 1043, 1044, 1045, 1046, 1047, 1048, 1049, 1050, 1051, 1052, 1053, 1054, 1055, 1056, 1057, 1058, 1059, 1060, 1061, 1062, 1063, 1064, 1065, 1066, 1067, 1068, 1069, 1070, 1071, 1072, 1073, 1074, 1075, 1076, 1077, 1078, 1079, 1080, 1081, 1082, 1083, 1084, 1085, 1086, 1087, 1088, 1089, 1090, 1091, 1092, 1093, 1094, 1095, 1096, 1097, 1098, 1099, 1100, 1101, 1102, 1103, 1104, 1105, 1106, 1107, 1108, 1109, 1110, 1111, 1112, 1113, 1114, 1115, 1116, 1117, 1118, 1119, 1120, 1121, 1122, 1123, 1124, 1125, 1126, 1127, 1128, 1129, 1130, 1131, 1132, 1133, 1134, 1135, 1136, 1137, 1138, 1139, 1140, 1141, 1142, 1143, 1144, 1145, 1146, 1147, 1148, 1149, 1150, 1151, 1152, 1153, 1154, 1155, 1156, 1157, 1158, 1159, 1160, 1161, 1162, 1163, 1164, 1165, 1166, 1167, 1168, 1169, 1170, 1171, 1172, 1173, 1174, 1175, 1176, 1177, 1178, 1179, 1180, 1181, 1182, 1183, 1184, 1185, 1186, 1187, 1188, 1189, 1190, 1191, 1192, 1193, 1194, 1195, 1196, 1197, 1198, 1199, 1200, 1201, 1202, 1203, 1204, 1205, 1206, 1207, 1208, 1209, 1210, 1211, 1212, 1213, 1214, 1215, 1216, 1217, 1218, 1219, 1220, 1221, 1222, 1223]\n",
      "train indices =  [   0    1    2 ..., 1426 1427 1428]\n",
      "predicted values:  [0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 0 0 1 0 1 0 1 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1\n",
      " 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0\n",
      " 1 0 1 0 0 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1\n",
      " 1 1 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0\n",
      " 1 0 1 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1]\n",
      "model accuracy:  0.921568627451\n",
      "\n",
      "kr =  612\n",
      "kr =  613\n",
      "kr =  614\n",
      "kr =  615\n",
      "kr =  616\n",
      "kr =  617\n",
      "kr =  618\n",
      "kr =  619\n",
      "kr =  620\n",
      "kr =  621\n",
      "kr =  622\n",
      "kr =  623\n",
      "kr =  624\n",
      "kr =  625\n",
      "kr =  626\n",
      "kr =  627\n",
      "kr =  628\n",
      "kr =  629\n",
      "kr =  630\n",
      "kr =  631\n",
      "kr =  632\n",
      "kr =  633\n",
      "kr =  634\n",
      "kr =  635\n",
      "kr =  636\n",
      "kr =  637\n",
      "kr =  638\n",
      "kr =  639\n",
      "kr =  640\n",
      "kr =  641\n",
      "kr =  642\n",
      "kr =  643\n",
      "kr =  644\n",
      "kr =  645\n",
      "kr =  646\n",
      "kr =  647\n",
      "kr =  648\n",
      "kr =  649\n",
      "kr =  650\n",
      "kr =  651\n",
      "kr =  652\n",
      "kr =  653\n",
      "kr =  654\n",
      "kr =  655\n",
      "kr =  656\n",
      "kr =  657\n",
      "kr =  658\n",
      "kr =  659\n",
      "kr =  660\n",
      "kr =  661\n",
      "kr =  662\n",
      "kr =  663\n",
      "kr =  664\n",
      "kr =  665\n",
      "kr =  666\n",
      "kr =  667\n",
      "kr =  668\n",
      "kr =  669\n",
      "kr =  670\n",
      "kr =  671\n",
      "kr =  672\n",
      "kr =  673\n",
      "kr =  674\n",
      "kr =  675\n",
      "kr =  676\n",
      "kr =  677\n",
      "kr =  678\n",
      "kr =  679\n",
      "kr =  680\n",
      "kr =  681\n",
      "kr =  682\n",
      "kr =  683\n",
      "kr =  684\n",
      "kr =  685\n",
      "kr =  686\n",
      "kr =  687\n",
      "kr =  688\n",
      "kr =  689\n",
      "kr =  690\n",
      "kr =  691\n",
      "kr =  692\n",
      "kr =  693\n",
      "kr =  694\n",
      "kr =  695\n",
      "kr =  696\n",
      "kr =  697\n",
      "kr =  698\n",
      "kr =  699\n",
      "kr =  700\n",
      "kr =  701\n",
      "kr =  702\n",
      "kr =  703\n",
      "kr =  704\n",
      "kr =  705\n",
      "kr =  706\n",
      "kr =  707\n",
      "kr =  708\n",
      "kr =  709\n",
      "kr =  710\n",
      "kr =  711\n",
      "kr =  712\n",
      "kr =  713\n",
      "test indices =  [1224, 1225, 1226, 1227, 1228, 1229, 1230, 1231, 1232, 1233, 1234, 1235, 1236, 1237, 1238, 1239, 1240, 1241, 1242, 1243, 1244, 1245, 1246, 1247, 1248, 1249, 1250, 1251, 1252, 1253, 1254, 1255, 1256, 1257, 1258, 1259, 1260, 1261, 1262, 1263, 1264, 1265, 1266, 1267, 1268, 1269, 1270, 1271, 1272, 1273, 1274, 1275, 1276, 1277, 1278, 1279, 1280, 1281, 1282, 1283, 1284, 1285, 1286, 1287, 1288, 1289, 1290, 1291, 1292, 1293, 1294, 1295, 1296, 1297, 1298, 1299, 1300, 1301, 1302, 1303, 1304, 1305, 1306, 1307, 1308, 1309, 1310, 1311, 1312, 1313, 1314, 1315, 1316, 1317, 1318, 1319, 1320, 1321, 1322, 1323, 1324, 1325, 1326, 1327, 1328, 1329, 1330, 1331, 1332, 1333, 1334, 1335, 1336, 1337, 1338, 1339, 1340, 1341, 1342, 1343, 1344, 1345, 1346, 1347, 1348, 1349, 1350, 1351, 1352, 1353, 1354, 1355, 1356, 1357, 1358, 1359, 1360, 1361, 1362, 1363, 1364, 1365, 1366, 1367, 1368, 1369, 1370, 1371, 1372, 1373, 1374, 1375, 1376, 1377, 1378, 1379, 1380, 1381, 1382, 1383, 1384, 1385, 1386, 1387, 1388, 1389, 1390, 1391, 1392, 1393, 1394, 1395, 1396, 1397, 1398, 1399, 1400, 1401, 1402, 1403, 1404, 1405, 1406, 1407, 1408, 1409, 1410, 1411, 1412, 1413, 1414, 1415, 1416, 1417, 1418, 1419, 1420, 1421, 1422, 1423, 1424, 1425, 1426, 1427]\n",
      "train indices =  [   0    1    2 ..., 1222 1223 1428]\n",
      "predicted values:  [0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 0 0 1 0 1 0\n",
      " 1 0 0 0 1 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1\n",
      " 1 1 0 1 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 1 1 0 1 0\n",
      " 0 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 0 1 1 1 0 1 0 1 0 1 0 1\n",
      " 0 1 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0\n",
      " 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 0]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model accuracy:  0.906862745098\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# define the number of folds for cross-validation\n",
    "k_folds = 7\n",
    "\n",
    "n_subs = len(Ytrain)/2\n",
    "k_size = n_subs/k_folds\n",
    "\n",
    "predicted_values = np.zeros(len(Ytrain))\n",
    "model_accuracies = np.zeros(k_folds)\n",
    "\n",
    "if n_subs%k_folds:\n",
    "    # hacky way to keep the # of subjects per fold the same across folds\n",
    "    raise ValueError('subject number not divisible by number of folds')\n",
    "else:\n",
    "    # run the classifier for each cross-validated test set\n",
    "    for k in range(k_folds):        \n",
    "        k_pe_indices = []\n",
    "        \n",
    "        # split the kth-fold of subjects into the CV test set\n",
    "        k_sub_range = range(k*k_size,(k+1)*k_size)\n",
    "        \n",
    "        # set indices for both PEs per test subject\n",
    "        for kr in k_sub_range:\n",
    "            k_pe_indices.append(2*kr)\n",
    "            k_pe_indices.append(2*kr+1)\n",
    "\n",
    "        # assign data to the cross-validated test set\n",
    "        print \"test indices = \", k_pe_indices\n",
    "        cv_Xtest = Xtrain[k_pe_indices,:]\n",
    "        cv_Ytest = [Ytrain[i] for i in k_pe_indices]\n",
    "\n",
    "        # assign data to the cross-validation training set\n",
    "        train_pe_indices = np.delete(range(len(Ytrain)), k_pe_indices)\n",
    "        print \"train indices = \", train_pe_indices\n",
    "        cv_Xtrain = Xtrain[train_pe_indices]\n",
    "        cv_Ytrain = [Ytrain[i] for i in train_pe_indices]\n",
    "\n",
    "        #import the model\n",
    "        svc = SVC(kernel='linear')\n",
    "\n",
    "        # fit the model on the training data\n",
    "        svc.fit(cv_Xtrain, cv_Ytrain)\n",
    "\n",
    "        # predict the labels of the test data\n",
    "        prediction = svc.predict(cv_Xtest)\n",
    "        print \"predicted values: \", prediction\n",
    "        \n",
    "        # store predicted values to a cross-validated prediction array\n",
    "        predicted_values[k_pe_indices] = prediction\n",
    "        \n",
    "        # check the accuracy of the model's predictions\n",
    "        model_accuracies[k] = svc.score(cv_Xtest, cv_Ytest)\n",
    "        print \"model accuracy: \", model_accuracies[k]\n",
    "        print \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.92156863,  0.91176471,  0.90196078,  0.90196078,  0.96568627,\n",
       "        0.92156863,  0.90686275])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_accuracies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x11ca6efd0>,\n",
       " <matplotlib.text.Text at 0x11cbf3c50>,\n",
       " <matplotlib.text.Text at 0x11cc48090>]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O/QZBSVpPpPrelo9THQr82V7Xo3Xri4mapZT5VOOBg+fSX5e3UKXWwUl0lyR5KtWx4j8f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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ca7a390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.barplot(range(7),model_accuracies, palette='Blues')\n",
    "ax.set(xlabel = 'kth fold', ylabel = 'accuracy', \n",
    "       title = \"Support vector classifier accuracy\",)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### Create a classification model based on all the training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import the model\n",
    "svc = SVC(kernel='linear')\n",
    "\n",
    "# fit the model on the training data\n",
    "svc.fit(Xtrain, Ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Dot Product , Behaviour Data --> Predictive Error"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Load the Beta Signature from Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "beta_signature = svc.coef_\n",
    "subs_test = test_subjects\n",
    "subs_test = np.asarray(list(set(subs_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load behavioral data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "csvFile = pd.read_csv('HCP_behavioraldata.csv')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def getBehaviourData(subs_test, df):\n",
    "    subs  = [int(s) for s in subs_test] #convert str to int\n",
    "    allSubjectsIndex = df['Subject']\n",
    "    df2   = df.loc[df['Subject'].isin(subs)]\n",
    "    bdata = df2['ListSort_AgeAdj']\n",
    "\n",
    "    behaviourData = np.asarray(bdata)\n",
    "    behaviourData = np.reshape(behaviourData, [behaviourData.shape[0], 1])\n",
    "    return behaviourData"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def dotProduct(subs_test):\n",
    "    dotProduct = np.zeros([len(subs_test),1])\n",
    "    subs_test = set(subs_test)\n",
    "\n",
    "    for index, s in enumerate(subs_test):\n",
    "        path = os.path.join(datapath, s,\n",
    "                                     'MNINonLinear', 'Results', 'tfMRI_'+task,\n",
    "                                     'tfMRI_'+task+'_hp200_s2_level2.feat',\n",
    "                                     'GrayordinatesStats','cope10.feat','pe1.dtseries.nii')\n",
    "        beta_map  = nib.load(path)\n",
    "        beta_map  = np.array(beta_map.dataobj)\n",
    "        beta_map  = beta_map[0, 0, 0, 0, :, 0:]\n",
    "        dotProduct[index] = np.dot(beta_signature,beta_map.transpose())\n",
    "    return dotProduct"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running Everything"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10611.338066071272, 'N: ', 50)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 11250.630084189523, 'N: ', 60)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10835.804923333726, 'N: ', 70)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
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      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10727.519221757229, 'N: ', 80)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10932.036849455344, 'N: ', 90)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10635.250775252192, 'N: ', 100)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10837.13675167574, 'N: ', 110)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10966.352917569604, 'N: ', 120)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10630.012741815177, 'N: ', 130)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10867.230215556259, 'N: ', 140)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10617.661287214623, 'N: ', 150)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10479.157027820534, 'N: ', 160)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 11076.087416703616, 'N: ', 170)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10862.234311818429, 'N: ', 180)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10881.253054810521, 'N: ', 190)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10909.328490882648, 'N: ', 200)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10661.549463006908, 'N: ', 210)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10719.705822744187, 'N: ', 220)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10722.597476523515, 'N: ', 230)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10730.800516270951, 'N: ', 240)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10628.098911186851, 'N: ', 250)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10815.194873728182, 'N: ', 260)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10736.991973405804, 'N: ', 270)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10878.64122078035, 'N: ', 280)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 11089.490693589716, 'N: ', 290)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n",
      "pixdim[1,2,3] should be non-zero; setting 0 dims to 1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('predictiveError: ', 10995.441964740023, 'N: ', 300)\n"
     ]
    }
   ],
   "source": [
    "totalTestSamples = subs_test.shape[0]\n",
    "\n",
    "perm = np.arange(totalTestSamples)\n",
    "np.random.shuffle(perm)\n",
    "subs_test = subs_test[perm]\n",
    "\n",
    "#N = [50, 100, 150]\n",
    "ns = range(50,301,10)\n",
    "PE = []\n",
    "for n in ns:\n",
    "    start = 0\n",
    "\n",
    "    perm = np.arange(totalTestSamples)\n",
    "    np.random.shuffle(perm)\n",
    "    subs_test = subs_test[perm]\n",
    "\n",
    "    currentTestSubjects = subs_test[start : start + n]\n",
    "    \n",
    "    dp = dotProduct(currentTestSubjects)\n",
    "    beh = getBehaviourData(currentTestSubjects, csvFile)\n",
    "    predictiveError =  np.sum((dp - beh) ** 2) / n\n",
    "    print(\"predictiveError: \", predictiveError, \"N: \", n)\n",
    "    PE.append(predictiveError)    \n",
    "    start = start + n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the Predictive Error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pe_sqrt = np.sqrt(PE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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73L4WLlzIhAkThqR1dHTQ0dFRcf7NzMzGi66uLrq6uoakbdiwoab7bIaA5iFA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\nJtf7qqQHc72V5El5/ZI6h80ApgBPAC+/8V6ZmZl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      "text/plain": [
       "<matplotlib.figure.Figure at 0x117563610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "ax = plt.scatter(ns, pe_sqrt)\n",
    "plt.xlabel(\"Number of Samples\")\n",
    "plt.ylabel(\"Predictive Error (RMSE)\")\n",
    "plt.title(\"Effect of Sample Size on Predictive Error on Test Set\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 105.25736751,  104.29821698,  105.22072975,  105.60240312,\n",
       "        105.49427081,  105.43326126,  105.78280324,  105.66642368,\n",
       "        105.28869557,  105.57047902,  105.57487458,  105.68953916,\n",
       "        105.57592928,  105.51510879,  105.36792132,  105.20579762,\n",
       "        105.1162258 ,  105.30418349,  105.30771816,  105.08206119,\n",
       "        104.91048274,  104.55036253,  104.36971562,  104.28393242,\n",
       "        104.28800641,  104.28407358])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pe_sqrt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}