edouardklein/DataNormalization.ipynb

## DataNormalization.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Normalization\n",
    "\n",
    "The goal here is to get the data to an easily usable format for later processing.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import piexif\n",
    "from dateutil import parser\n",
    "from datetime import datetime\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "show = lambda im: plt.imshow(np.asarray(im))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x718c940>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TVlr/LtET0o5WLtA2NNx2x5AuGKDmiMMBldStjuUJCemKZo047whxRpEuoupK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ByuMX6NcQ1d41FlIs0D4/GOtl/hmxZnNbvLt/BNj2tPiFWef86ZMM3sb55gXE8en6HzQJ4n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\nfwfHY6JvPVWVR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ZRiD175rTx583NsTh9IcEfSjOEK5wwq3oGpuPWr1Omp9OXLgNZrcjG4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\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dkPiJf/iPeO/3fR+3Hr1+hqnuiucOLsnp/DLJaLdrkLFgyFhgZCyKAAkxBpMzZQF/629+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\nTFM6uI4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x53cc400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = Image.open('./bloodpool 2016-02-02 Pascal left red tube/picture/Img0019.jpg')\n",
    "show(source)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xe5e9048>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HxJFsyOXtrH1YUl/Vwy9Upcc+nC1Xtw9P9Hz9/f2nl0ulkkql0oxeCAB0gnK5rHK5PO16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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x719e748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = Image.open('./normalized_data/series_001/mask.jpg')\n",
    "show(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(255, 255, 255)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maskdata = mask.load()\n",
    "maskdata[0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xe65b7b8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bluAt8/LNORIVrpqW7blgjFAJpJStfZu9Xd75j/93PnnuEg+fPsNu0yLeExxE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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd020c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "masked = source.copy().convert('RGBA')\n",
    "pixdata = masked.load()\n",
    "\n",
    "for y in range(masked.size[1]):\n",
    "    for x in range(masked.size[0]):\n",
    "        if maskdata[x, y] == (255, 255, 255):\n",
    "            pixdata[x, y] = (0, 0, 0, 0)\n",
    "show(masked)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xe6eda20>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jFNvN7LYXfPn/+XWe+8Lvc3lxyeVSOdSwBNiXmXkOk7S5VppFl6x5KEcMD68d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\nIStOv2kIDi5cGtWeddQez8WCMyZ93zxo7qHiwbp1xkfi5me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gC1DYqDIr82K7pN/OnKW+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Vmm+faLB8bpmu/73u+GnJhb5ebujs9+/ovc/cbn7R76OmlayJ5dDr5/Sq0M2a5xQM05px1NdhQy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\nBwwYMGCbYgjwAwYMGLBN8f8B12dZmUsw4tAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xe6264a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bbox = masked.getbbox()\n",
    "masked_array = np.asarray(masked)\n",
    "show(Image.fromarray(masked_array[bbox[1]:bbox[3],bbox[0]:bbox[2]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mask_and_crop(infile, mask, outfile):\n",
    "    '''Apply mask to infile, crop the resulting image and save to outfile'''\n",
    "    source = Image.open(infile)\n",
    "    maskdata = mask.load()\n",
    "    masked = source.copy().convert('RGBA')\n",
    "    pixdata = masked.load()\n",
    "    for y in range(masked.size[1]):\n",
    "        for x in range(masked.size[0]):\n",
    "            if maskdata[x, y] == (255, 255, 255):\n",
    "                pixdata[x, y] = (0, 0, 0, 0)\n",
    "    bbox = masked.getbbox()\n",
    "    masked_array = np.asarray(masked)\n",
    "    Image.fromarray(masked_array[bbox[1]:bbox[3],bbox[0]:bbox[2]]).save(outfile)\n",
    "#mask_and_crop('./bloodpool 2016-02-02 Pascal left red tube/picture/Img0019.jpg', mask, 'normalized_data/series_001/test.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2016, 4, 13, 14, 26, 20)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d = piexif.load('./bloodpool 2016-02-02 Pascal left red tube/picture/Img0019.jpg')\n",
    "start = parser.parse(d['0th'][306].decode('ascii'))\n",
    "start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "120"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2 = piexif.load('./bloodpool 2016-02-02 Pascal left red tube/picture/Img0020.jpg')\n",
    "other = parser.parse(d2['0th'][306].decode('ascii'))\n",
    "delta = other - start\n",
    "delta.seconds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_series(indir, start, mask_file, outdir):\n",
    "    '''Mask and crop all images from indir/start to outdir'''\n",
    "    infiles = sorted(glob(indir+'/*.jpg'))\n",
    "    start_index = infiles.index([f for f in infiles if f.endswith(start)][0])\n",
    "    mask = Image.open(mask_file)\n",
    "    start_date = parser.parse(piexif.load(indir + '/' + start)['0th'][306].decode('ascii'))\n",
    "    for infile in infiles[start_index:]:\n",
    "        curr_date = parser.parse(piexif.load(infile)['0th'][306].decode('ascii'))\n",
    "        mask_and_crop(infile, mask, '{}/{:0>10}.jpg'.format(outdir, (curr_date - start_date).seconds))\n",
    "    \n",
    "#normalize_series('./bloodpool 2016-02-02 Pascal left red tube/picture/', 'Img0019.jpg',\n",
    "#                 './normalized_data/series_001/mask.jpg', './normalized_data/series_001/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-02-02 Pascal left red tube/picture\n",
      "Starting point                                                 Img0019.jpg\n",
      "Mask Image                             normalized_data/series_001/mask.jpg\n",
      "Output Directory                                normalized_data/series_001\n",
      "Date of normalization                                                  NaN\n",
      "Name: 0, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-07 Celine left red tube/picture\n",
      "Starting point                                                 Img0018.jpg\n",
      "Mask Image                             normalized_data/series_002/mask.jpg\n",
      "Output Directory                                normalized_data/series_002\n",
      "Date of normalization                                                  NaN\n",
      "Name: 1, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-16 Nick right coagulation fa...\n",
      "Starting point                                                _LRX2021.JPG\n",
      "Mask Image                             normalized_data/series_003/mask.jpg\n",
      "Output Directory                                normalized_data/series_003\n",
      "Date of normalization                                                  NaN\n",
      "Name: 2, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-16 Nick right coagulation fa...\n",
      "Starting point                                                _LRX2021.JPG\n",
      "Mask Image                             normalized_data/series_004/mask.jpg\n",
      "Output Directory                                normalized_data/series_004\n",
      "Date of normalization                                                  NaN\n",
      "Name: 3, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-16 Nick right coagulation fa...\n",
      "Starting point                                                _LRX2021.JPG\n",
      "Mask Image                             normalized_data/series_005/mask.jpg\n",
      "Output Directory                                normalized_data/series_005\n",
      "Date of normalization                                                  NaN\n",
      "Name: 4, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-16 Nick right coagulation fa...\n",
      "Starting point                                                _LRX2021.JPG\n",
      "Mask Image                             normalized_data/series_006/mask.jpg\n",
      "Output Directory                                normalized_data/series_006\n",
      "Date of normalization                                                  NaN\n",
      "Name: 5, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-16 Nick right coagulation fa...\n",
      "Starting point                                                _LRX2021.JPG\n",
      "Mask Image                             normalized_data/series_007/mask.jpg\n",
      "Output Directory                                normalized_data/series_007\n",
      "Date of normalization                                                  NaN\n",
      "Name: 6, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-16 Nick right coagulation fa...\n",
      "Starting point                                                _LRX2021.JPG\n",
      "Mask Image                             normalized_data/series_008/mask.jpg\n",
      "Output Directory                                normalized_data/series_008\n",
      "Date of normalization                                                  NaN\n",
      "Name: 7, dtype: object\n",
      "Done !\n",
      "Normalizing...\n",
      "Original Directory       bloodpool 2016-03-17 Frank left pure blood/pic...\n",
      "Starting point                                                 Img0003.jpg\n",
      "Mask Image                             normalized_data/series_009/mask.jpg\n",
      "Output Directory                                normalized_data/series_009\n",
      "Date of normalization                                                  NaN\n",
      "Name: 8, dtype: object\n",
      "Done !\n"
     ]
    }
   ],
   "source": [
    "Log = pd.read_excel('./normalized_data/Log.xls')\n",
    "for i in range(len(Log)):\n",
    "    if Log.loc[i, 'Date of normalization'] == Log.loc[i, 'Date of normalization']:  # Not a NaN\n",
    "        print(\"Already normalized\")\n",
    "        print(Log.loc[i])\n",
    "    else:\n",
    "        print('Normalizing...')\n",
    "        print(Log.loc[i])\n",
    "        indir = Log.loc[i, 'Original Directory']\n",
    "        start = Log.loc[i, 'Starting point']\n",
    "        mask = Log.loc[i, 'Mask Image']\n",
    "        outdir = Log.loc[i, 'Output Directory']\n",
    "        normalize_series(indir, start, mask, outdir)\n",
    "        print('Done !')\n",
    "        Log.loc[i, 'Date of normalization'] = datetime.now()\n",
    "        Log.to_excel('./normalized_data/Log.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2019.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2020.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2021.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2022.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2023.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2024.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2025.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2026.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2027.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2028.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2029.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2030.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2031.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2032.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2033.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2034.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2035.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2036.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2037.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2038.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2039.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2040.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2041.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2042.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2043.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2044.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2045.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2046.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2047.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2048.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2049.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2050.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2051.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2052.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2053.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2054.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2055.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2056.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2057.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2058.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2059.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2060.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2061.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2062.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2063.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2064.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2065.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2066.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2067.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2068.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2069.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2070.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2071.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2072.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2073.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2074.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2075.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2076.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2077.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2078.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2079.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2080.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2081.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2082.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2083.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2084.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2085.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2086.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2087.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2088.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2089.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2090.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2091.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2092.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2093.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2094.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2095.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2096.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2097.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2098.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2099.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2100.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2101.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2102.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2103.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2104.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2105.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2106.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2107.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2108.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2109.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2110.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2111.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2112.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2113.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2114.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2115.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2116.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2117.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2118.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2119.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2120.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2121.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2122.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2123.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2124.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2125.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2126.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2127.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2128.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2129.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2130.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2131.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2132.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2133.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2134.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2135.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2136.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2137.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2138.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2139.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2140.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2141.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2142.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2143.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2144.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2145.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2146.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2147.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2148.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2149.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2150.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2151.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2152.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2153.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2154.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2155.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2156.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2157.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2158.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2159.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2160.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2161.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2162.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2163.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2164.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2165.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2166.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2167.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2168.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2169.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2170.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2171.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2172.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2173.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2174.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2175.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2176.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2177.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2178.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2179.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2180.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2181.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2182.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2183.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2184.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2185.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2186.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2187.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2188.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2189.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2190.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2191.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2192.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2193.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2194.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2195.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2196.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2197.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2198.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2199.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2200.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2201.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2202.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2203.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2204.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2205.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2206.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2207.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2208.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2209.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2210.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2211.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2212.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2213.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2214.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2215.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2216.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2217.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2218.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2219.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2220.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2221.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2222.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2223.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2224.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2225.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2226.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2227.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2228.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2229.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2230.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2231.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2232.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2233.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2234.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2235.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2236.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2237.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2238.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2239.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2240.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2241.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2242.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2243.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2244.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2245.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2246.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2247.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2248.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2249.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2250.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2251.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2252.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2253.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2254.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2255.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2256.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2257.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2258.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2259.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2260.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2261.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2262.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2263.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2264.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2265.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2266.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2267.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2268.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2269.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2270.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2271.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2272.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2273.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2274.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2275.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2276.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2277.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2279.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2280.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2281.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2282.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2283.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2284.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2285.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2286.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2287.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2288.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2289.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2290.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2291.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2292.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2293.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2294.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2295.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2296.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2297.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2298.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2299.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2300.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2301.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2302.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2303.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2304.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2305.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2306.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2307.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2308.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2309.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2310.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2311.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2312.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2313.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2314.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2315.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2316.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2317.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2318.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2319.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2320.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2321.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2322.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2323.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2324.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2325.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2326.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2327.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2328.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2329.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2330.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2331.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2332.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2333.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2334.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2335.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2336.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2337.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2338.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2339.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2340.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2341.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2342.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2343.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2344.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2345.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2346.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2347.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2348.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2349.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2350.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2351.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2352.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2353.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2354.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2355.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2356.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2357.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2358.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2359.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2360.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2361.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2362.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2363.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2364.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2365.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2366.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2367.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2368.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2369.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2370.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2371.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2372.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2373.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2374.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2375.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2376.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2377.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2378.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2379.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2380.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2381.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2382.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2383.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2384.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2385.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2386.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2387.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2388.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2389.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2390.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2391.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2392.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2393.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2394.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2395.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2396.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2397.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2398.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2399.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2400.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2401.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2402.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2403.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2404.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2405.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2406.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2407.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2408.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2409.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2410.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2411.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2412.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2413.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2414.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2415.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2416.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2417.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2418.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2419.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2420.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2421.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2422.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2423.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2424.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2425.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2426.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2427.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2428.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2429.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2430.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2431.JPG',\n",
       " './bloodpool 2016-03-16 Nick right coagulation factors/picture\\\\_LRX2432.JPG']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "infiles = sorted(glob('./bloodpool 2016-03-16 Nick right coagulation factors/picture'+'/*.jpg'))\n",
    "infiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Original Directory</th>\n",
       "      <th>Starting point</th>\n",
       "      <th>Mask Image</th>\n",
       "      <th>Output Directory</th>\n",
       "      <th>Date of normalization</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> bloodpool 2016-02-02 Pascal left red tube/picture</td>\n",
       "      <td>  Img0019.jpg</td>\n",
       "      <td> normalized_data/series_001/mask.jpg</td>\n",
       "      <td> normalized_data/series_001</td>\n",
       "      <td>2016-04-03 16:16:08.911981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>         bloodpool 2016-03-07 Celine left red tube</td>\n",
       "      <td>  Img0018.jpg</td>\n",
       "      <td> normalized_data/series_002/mask.jpg</td>\n",
       "      <td> normalized_data/series_002</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> bloodpool 2016-03-16 Nick right coagulation fa...</td>\n",
       "      <td> _LRX2021.jpg</td>\n",
       "      <td> normalized_data/series_003/mask.jpg</td>\n",
       "      <td> normalized_data/series_003</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> bloodpool 2016-03-16 Nick right coagulation fa...</td>\n",
       "      <td> _LRX2021.jpg</td>\n",
       "      <td> normalized_data/series_004/mask.jpg</td>\n",
       "      <td> normalized_data/series_004</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> bloodpool 2016-03-16 Nick right coagulation fa...</td>\n",
       "      <td> _LRX2021.jpg</td>\n",
       "      <td> normalized_data/series_005/mask.jpg</td>\n",
       "      <td> normalized_data/series_005</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td> bloodpool 2016-03-16 Nick right coagulation fa...</td>\n",
       "      <td> _LRX2021.jpg</td>\n",
       "      <td> normalized_data/series_006/mask.jpg</td>\n",
       "      <td> normalized_data/series_006</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td> bloodpool 2016-03-16 Nick right coagulation fa...</td>\n",
       "      <td> _LRX2021.jpg</td>\n",
       "      <td> normalized_data/series_007/mask.jpg</td>\n",
       "      <td> normalized_data/series_007</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td> bloodpool 2016-03-16 Nick right coagulation fa...</td>\n",
       "      <td> _LRX2021.jpg</td>\n",
       "      <td> normalized_data/series_008/mask.jpg</td>\n",
       "      <td> normalized_data/series_008</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>        bloodpool 2016-03-17 Frank left pure blood</td>\n",
       "      <td>  Img0003.jpg</td>\n",
       "      <td> normalized_data/series_009/mask.jpg</td>\n",
       "      <td> normalized_data/series_009</td>\n",
       "      <td>                       NaT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  Original Directory Starting point  \\\n",
       "0  bloodpool 2016-02-02 Pascal left red tube/picture    Img0019.jpg   \n",
       "1          bloodpool 2016-03-07 Celine left red tube    Img0018.jpg   \n",
       "2  bloodpool 2016-03-16 Nick right coagulation fa...   _LRX2021.jpg   \n",
       "3  bloodpool 2016-03-16 Nick right coagulation fa...   _LRX2021.jpg   \n",
       "4  bloodpool 2016-03-16 Nick right coagulation fa...   _LRX2021.jpg   \n",
       "5  bloodpool 2016-03-16 Nick right coagulation fa...   _LRX2021.jpg   \n",
       "6  bloodpool 2016-03-16 Nick right coagulation fa...   _LRX2021.jpg   \n",
       "7  bloodpool 2016-03-16 Nick right coagulation fa...   _LRX2021.jpg   \n",
       "8         bloodpool 2016-03-17 Frank left pure blood    Img0003.jpg   \n",
       "\n",
       "                            Mask Image            Output Directory  \\\n",
       "0  normalized_data/series_001/mask.jpg  normalized_data/series_001   \n",
       "1  normalized_data/series_002/mask.jpg  normalized_data/series_002   \n",
       "2  normalized_data/series_003/mask.jpg  normalized_data/series_003   \n",
       "3  normalized_data/series_004/mask.jpg  normalized_data/series_004   \n",
       "4  normalized_data/series_005/mask.jpg  normalized_data/series_005   \n",
       "5  normalized_data/series_006/mask.jpg  normalized_data/series_006   \n",
       "6  normalized_data/series_007/mask.jpg  normalized_data/series_007   \n",
       "7  normalized_data/series_008/mask.jpg  normalized_data/series_008   \n",
       "8  normalized_data/series_009/mask.jpg  normalized_data/series_009   \n",
       "\n",
       "       Date of normalization  \n",
       "0 2016-04-03 16:16:08.911981  \n",
       "1                        NaT  \n",
       "2                        NaT  \n",
       "3                        NaT  \n",
       "4                        NaT  \n",
       "5                        NaT  \n",
       "6                        NaT  \n",
       "7                        NaT  \n",
       "8                        NaT  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Log"
   ]
  }
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