{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import pandas as pd\n",
    "import xml.etree.ElementTree as et\n",
    "import datetime\n",
    "from skimage.io import imread, imsave\n",
    "from imageio import volread as imread\n",
    "\n",
    "import tifffile\n",
    "import pystackreg\n",
    "from pystackreg import StackReg\n",
    "from skimage.filters import threshold_otsu\n",
    "\n",
    "from pystackreg.util import to_uint16   # make sure version 0.2.5 (not anything below)\n",
    "#from ims_to_tiff import convert_to_tif  \n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "import seaborn as sns\n",
    "import pylab as pl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "CYCLE_NUMS = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Converting to TIF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "cycles = glob.glob('Cycle_*') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "Z Levels: 14\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 5/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 9/13\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 11/13\n",
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      "File Breakdown\n",
      "______________\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
      "______________\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
      "TimePoint 0/0 Z 2/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "TimePoint 0/0 Z 3/13\n"
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      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 6/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
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     "text": [
      "TimePoint 0/0 Z 8/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 5/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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      "Z Levels: 14\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "Time Points: 1\n",
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      "TimePoint 0/0 Z 2/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 3/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 5/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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      "File Breakdown\n",
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      "Time Points: 1\n",
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      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Time Points: 1\n",
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      "File Breakdown\n",
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      "File Breakdown\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "TimePoint 0/0 Z 2/13\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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      "Z Levels: 14\n",
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      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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      "File Breakdown\n",
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      "File Breakdown\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "TimePoint 0/0 Z 3/13\n"
     ]
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    {
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     "output_type": "stream",
     "text": [
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      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 5/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 9/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 12/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
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     "output_type": "stream",
     "text": [
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 5/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 11/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Z Levels: 14\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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      "Time Points: 1\n",
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      "Native (rows, cols): (2048,2048)\n",
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      "Native (rows, cols): (2048,2048)\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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      "Z Levels: 14\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 7/13\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "File Breakdown\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 2\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "Time Points: 1\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 7/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "File Breakdown\n",
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      "Native (rows, cols): (2048,2048)\n",
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 2\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
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      "Channels: 2\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 10/13\n",
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      "Time Points: 1\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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      "Z Levels: 14\n",
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     ]
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0 Z 3/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 4/13\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Native (rows, cols): (2048,2048)\n",
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      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 2/13\n",
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      "Time Points: 1\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "TimePoint 0/0 Z 3/13\n"
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     "text": [
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      "Native (rows, cols): (2048,2048)\n",
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      "______________\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
      "Cycle_F080.ims has B-tree error or import error\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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    {
     "name": "stdout",
     "output_type": "stream",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "File Breakdown\n",
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      "File Breakdown\n",
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      "______________\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 8/13\n",
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      "Z Levels: 14\n",
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      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
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    {
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      "TimePoint 0/0 Z 11/13\n",
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      "File Breakdown\n",
      "______________\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
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      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
      "TimePoint 0/0 Z 2/13\n",
      "TimePoint 0/0 Z 3/13\n",
      "TimePoint 0/0 Z 4/13\n",
      "TimePoint 0/0 Z 5/13\n",
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      "TimePoint 0/0 Z 9/13\n",
      "TimePoint 0/0 Z 10/13\n",
      "TimePoint 0/0 Z 11/13\n",
      "TimePoint 0/0 Z 12/13\n",
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
      "TimePoint 0/0 Z 2/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
      "TimePoint 0/0 Z 2/13\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
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      "File Breakdown\n",
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      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
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      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
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      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
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      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
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      "TimePoint 0/0 Z 12/13\n",
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
      "TimePoint 0/0 Z 2/13\n",
      "TimePoint 0/0 Z 3/13\n",
      "TimePoint 0/0 Z 4/13\n",
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      "TimePoint 0/0 Z 6/13\n",
      "TimePoint 0/0 Z 7/13\n",
      "TimePoint 0/0 Z 8/13\n",
      "TimePoint 0/0 Z 9/13\n",
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      "TimePoint 0/0 Z 11/13\n",
      "TimePoint 0/0 Z 12/13\n",
      "TimePoint 0/0 Z 13/13\n",
      "File Breakdown\n",
      "______________\n",
      "Channels: 4\n",
      "Time Points: 1\n",
      "Z Levels: 14\n",
      "Native (rows, cols): (2048,2048)\n",
      "______________\n",
      "TimePoint 0/0\n",
      "TimePoint 0/0 Z 1/13\n",
      "TimePoint 0/0 Z 2/13\n",
      "TimePoint 0/0 Z 3/13\n",
      "TimePoint 0/0 Z 4/13\n",
      "TimePoint 0/0 Z 5/13\n",
      "TimePoint 0/0 Z 6/13\n",
      "TimePoint 0/0 Z 7/13\n",
      "TimePoint 0/0 Z 8/13\n",
      "TimePoint 0/0 Z 9/13\n",
      "TimePoint 0/0 Z 10/13\n",
      "TimePoint 0/0 Z 11/13\n",
      "TimePoint 0/0 Z 12/13\n",
      "TimePoint 0/0 Z 13/13\n"
     ]
    }
   ],
   "source": [
    "error_files = []\n",
    "for ims in cycles:\n",
    "    try:\n",
    "        sourceFile = ims\n",
    "        destFile = \"tif/\" + ims[:-4]+'.tif'\n",
    "        convert_to_tif(sourceFile, destFile)\n",
    "    except:\n",
    "        print(f'{ims} has B-tree error or import error')\n",
    "        error_files.append(ims)\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Cycle_1_F213.ims',\n",
       " 'Cycle_2_F117.ims',\n",
       " 'Cycle_2_F128.ims',\n",
       " 'Cycle_2_F177.ims',\n",
       " 'Cycle_5_F003.ims',\n",
       " 'Cycle_7_F000.ims',\n",
       " 'Cycle_7_F043.ims',\n",
       " 'Cycle_9_F139.ims',\n",
       " 'Cycle_F011.ims',\n",
       " 'Cycle_F037.ims',\n",
       " 'Cycle_F080.ims']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "error_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir tif"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_FOVS = 225 - len(error_files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# remove all erroneous files \n",
    "for i in error_files:\n",
    "    command = f'rm tif/*{i[-7:-4]}*'\n",
    "    ! {command}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for c in range(CYCLE_NUMS):\n",
    "    os.makedirs(f'tif/Cycle_{c}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "for c in range(CYCLE_NUMS):\n",
    "    if c == 0:\n",
    "        command = 'mv tif/Cycle_F* tif/Cycle_0'\n",
    "    else:\n",
    "        command = f'mv tif/Cycle_{c}_F* tif/Cycle_{c}'    \n",
    "    ! {command}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Registration (Testing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13, 4, 2048, 2048)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test image sizes\n",
    "im1 = imread('tif/Cycle_0/Cycle_F001.tif')\n",
    "im1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ref = imread('tif/Cycle_0/Cycle_F121.tif')\n",
    "mov = imread('tif/Cycle_1/Cycle_1_F121.tif')\n",
    " \n",
    "ref_max = ref.max(0)   # max proj of z for each channel in reference\n",
    "ref_binary = ref_max[0] > threshold_otsu(ref_max[0])  # binarizing for channels - T/F\n",
    "\n",
    "mov_max = mov.max(0)  # max projection by each cycle in for loop (ref above)\n",
    "mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # binary of moved image\n",
    "    \n",
    "sr = StackReg(StackReg.RIGID_BODY)\n",
    "tmat = sr.register(ref_binary, mov_binary)   # creating transformation matrix \n",
    "out_binary = sr.transform(mov_binary) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 9.99999998e-01, -5.78643668e-05, -6.12333926e-01],\n",
       "       [ 5.78643668e-05,  9.99999998e-01, -1.31286747e+00],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  1.00000000e+00]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x4320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1,2,figsize = (20,60))\n",
    "axs = axs.ravel()\n",
    "\n",
    "im_reg = np.zeros((2048, 2048,3)) # empty color image\n",
    "im_reg[...,0] = ref_binary\n",
    "im_reg[...,1] = out_binary\n",
    "    \n",
    "im_orig = np.zeros((2048, 2048,3))\n",
    "im_orig[...,0] = ref_binary\n",
    "im_orig[...,1] = mov_binary\n",
    "    \n",
    "axs[0].imshow(im_orig[0:1000, 0:1000])   #before reg\n",
    "    \n",
    "axs[1].imshow(im_reg[0:1000, 0:1000])   #after reg\n",
    "\n",
    "\n",
    "axs[0].title.set_text('Before Registration')\n",
    "axs[1].title.set_text('After Registration')\n",
    "\n",
    "for ax in axs.flat:\n",
    "    ax.set(xlabel='0:1000', ylabel='0:1000')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    }
   ],
   "source": [
    "reg = np.zeros(mov.shape, dtype=np.uint16) # initialize with the right dtype\n",
    "for Z in range(mov.shape[0]): # Z \n",
    "    print(f\"Z-plane: {Z} registering\")\n",
    "    for ch in range(mov.shape[1]): # channels\n",
    "        reg[Z,ch,...] = sr.transform(mov[Z,ch,...], tmat=tmat)\n",
    "        reg[Z,ch,...] = to_uint16(reg[Z,ch,...])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 100)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_max = reg.max(0)\n",
    "reg_v = reg_max[0, ...]\n",
    "reg_v = reg_v[100:200, 100:200]\n",
    "reg_v.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[134 118 112 ... 116 112 119]\n",
      " [129 130 130 ... 115 116 112]\n",
      " [127 133 129 ... 109 115 109]\n",
      " ...\n",
      " [139 137 142 ... 116 108 108]\n",
      " [152 139 159 ... 107 112 108]\n",
      " [144 143 152 ... 112 108 115]]  \n",
      " \n",
      " [[128 124 114 ... 110 108 110]\n",
      " [127 119 125 ... 107 108 108]\n",
      " [132 122 113 ... 112 112 111]\n",
      " ...\n",
      " [148 155 156 ... 110 108 107]\n",
      " [163 158 154 ... 112 106 113]\n",
      " [148 157 163 ... 106 112 114]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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jPa7Z4k8lHR+cAxURsTTU968N+95F+6n/wujbdx33ePUOoeeo/xT5w9T/dOzfqv3X0O+W9KyI+KFLf0GLiKdExIsjl33liPqfTa4Of4X8usQxl2XWfjjc+0mNXV/GGGPMfvhc9bHGB+vhdfWD1L9caL0cuF/S+8XgOLyCuO2ylFIekvRf9LBr5sWSPisinh0RcxFxMHrZ8fuVUv5O/c/TXhARixHxTI1/4vU+IuKO6BN8LKuPcVY1jrXed197cET9F00bEfExGv9875T6n7x9QOPYmWLWvSh9Moy/UTuuPBARHynpV9V/jdSSjb9QvTPp+HDcQfUvEb9aD/eJD5P0v6tPEEIvqH5YvT/zRdHLsi/1gR+OXYlg9uCI+rY4O8Q735Y45rLM2jeHGPwj1TufjLnu+IWRudn59YhYVf8w/n2S7tz1O/Lnq/+65DXDp6m/rV5IXDEEFc9R/4LjIfUvGJ6z69Nq4nnqX7D8lfpF9JeU+5T2Ej8k6asj4vZSyuvV/z76R4dzvV2DiK+UclHS56sX8J1V/xeT31AfpExzQNIPqv9ryH3qf5p06S8+vzj890MR8WdUoOF32f+H+hc/Z9QHMC/f9e9vVf87+3cOn+U+bur4tw3l+09DGT5L0mcN9zATwzE/qzrT2Y9GxIr6oOw/qv8i6tNLQ5JYSvkjjZ1PX65eTvnKUsp9l/6jXh75jIj4R3COd6iXVT9J0puHz8d/WX1wmfnt/7eqr8sV9UHHy/befSZm6YdfIulFpRTqO8YYY8yVcKd6Z867p9bVH1X75cDvSHqzpPsi4lKslY7bZuA/qncUPaOUcrekz1EfF51S/8XRt+nh56kvVb/WP6RejP0ycazVqY8X71H/E61P1MNfMtN9Ef9K0vcM8cx3qY+7JL3vp+ffpz6N/dmIGGU2vcKYdS9+QrXg+9uHsp2W9N/UZ/161vBzvIpSyt/q4ax0Uv8S8YKk/zbVJ35a0px68fT0OU6rd15uSXrtcP3/Iemc+n5xOV4o6SOG/V+h/qunq8UsffOzJb26TCWGMeZ6EWOtiTHmZiAiXivpx0spe6aVvdGJ3in0B5I+vLQFlybB8BevN0n6J+VhAagxxhhjgIh4maS3lj7L299bhvjgzyV9yvDlstkHQ4z+VaWUv7zeZTFG8gsjY24Khp8YvU39Vztfqv637h/ghd0YY4wxZv9ExEer/6Lmb9X/HP9XJT2zlPLn17VgxhizD/YUlBlj/t7wdPWfKx9Wn6r2C/yyyBhjjDHmqvEY9T9jukXSeyR9nV8WGWNudPyFkTHGGGOMMcYYY4wZYem1McYYY4wxxhhjjBlxXV4YRcSnR8TbIuLtEfEd16MMxhhjjDE3G47BjDHGGJPlEf9JWkTMSfprSZ+m/ve9r5P0L0opf9U6ZrE7WA7NHRlv3KkzYBfV9xKRfCc2Qz2k6yzo4OR+tJGuC7sFbEzfXeveHpF7Se6XBcuyX3Injey9wH6U3T3m5ur9YAyky7Jf4F6wOyTrgcZUutxYh7l+w921cd3sPXf1nFMm0KbZa2fHytUeP5qhXfZxnew0QvN7fmJLXqS5K82p6QkwR3J+z0/G2WMbeybnpvw5L78+X5is6mLZuCYzt+m5shjsUB2DUZ+bZPtwTaFjryvJ8vDCB5tyFcFjjK9Da00WXCOza02SdNiYXc/UWEvTdZuMC7JxGdU/lSU7LlrF209cwB0ndz6oa3V0jWw8Aueje8ZrNPbNrpF0L3goHEvlwXZOXmOWeRKH6X7mymQlJmO/fc3aM803+Ugxt99V5ho8n/M8dG3bfqOsNWOw6yG9/hhJby+lvFOSIuLnJX2OpGawcmjuiJ55/PNH28raerVf2d6utsXiYn1C6pA7O3uXeheTzU04Zz0BB0wyBa5DLwPofGXrYr3bfN2EtA1fLlD5tuo67IsD+8KkR/vhvSTroWxvpc5HYFn2C7UVXRvaAPsY3TP0r+7Y0Wrb5PxqfT64ZyzLLJMO3fNW3S74coGOhUV1crE+X7e4kCsfvaChuqb+Ogd9aaFx3eQ9d4cO1pe+sFFfGwMTKA8GbTDfQH21xnOW9JwKdZO+BsxN1C5UlvRDZvIlbAucU6E8ODfRPATlxjkxOZ9iIE7geOQ6jAW454v1GpS+Z7q/qb70mguvwLKYq8qVxWAnv2C8cVK3Z6F5jtYfAOOq/b5E2k8MkIwJMQ6CsZOdb3CMNa5Da012bae1geKtmE+uwwDO4zTfU3011n9cS7N1m2xTjEWhXbqlpfpgWofXL9TXoDWl0XbpeszGnQcO1Nvg+aJs1GMS13+qf2o/aDtc9w5C+SS+F7pneubYqK9NsRXdH5aH2m+9fi4lZpknMe6huC4ZZ2CskO3v0G+yf7gm0s/DUrrc2Ef2EZdlwbkTypd+PlcjBks+2yBUh1N185qt32wefj1+kvZ4SXfv+v/vGbaNiIivjojXR8TrL05goBtjjDHGmFm4ghisfuA1xhhjzM3B9XhhlPqGrJTyk6WUjyqlfNRiB39FMcYYY4wxs3AFMdihR6BYxhhjjHk0cj1+kvYeSU/Y9f/fT9I9ex5RVH1mRp8IhnKfy+HvAumnII3PV/ETXfrJA33aCJ9A4ieHcO3uYP3ijD5hTf9UYoaf4e3nZ030Eyvcj65Ln0ru57PB7M/oWsfDp6B0/AT266DPpuuGPmFN/2Qk+dOnFvRzI/jZVkB/yv6EJe1oSo4zhNqZfs4Gn2FL/Fk4ziXU9vDTgQI/w0u3FdUX9U3qI/RTBCpL43j8ad5+2ormkeQ9RyQ/uRb93JXqi/sS/VwGP51OXpt/slLfM/9Uk36ud+XuhNbPNNI/31hIzp+Jz96b/hZzNZk9BlOp+zbNN8l5Dn8KDOBPriTtrK7V58SfQdabcA6in0knY4X0z6GyPyNpgHM5zEsYOx6CF37ZmHUfP6+f0E90sl7RhsuEfhaDP2fEUybXV3JQ0c+4SNWQ/PmZaA2YJSbfh7epnD+fvk51XboG1T8910A8mNaGSPzzM4oLSCuA/iSIHyiOBQUKQv2B5j/62WIjBsO+mP2pEpHWakAZSTtBMSKeEO6j5JQqEv8UdV8/Wd7PT9eA9E93qb82nseoTfcT5+MaWY2Ldp1ejy+MXifpqRHx5IhYlPTFkl5+HcphjDHGGHMz4RjMGGOMMWke8S+MSinbEfH1kn5L/Z9e/2sp5c2PdDmMMcYYY24mHIMZY4wxZhaux0/SVEq5S9Jd1+PaxhhjjDE3K47BjDHGGJPlevwkzRhjjDHGGGOMMcY8irkuXxjNTqnlViTaAkEUysVIIAyirUlLIkbiqAmISKk8JP5CqeCVS0zT4q68Xw9lZ1lpNolksW6y4q5k2yMkvpsjCSaLv7qDuTKSmBYhAR1dOylLZ7kiCfZARt0gLWwmSHCdbWcQo5YCUkFq+6zQLkj8yfI6lMkTJIAk8SSNAewP0PZw7NyJ4/Wh51cahZy6LgjZJalcgHTa2TaFPpZtZxQkohgdJJoNaWK94wyCQ5r/UMIN/ZPaPjmvYb0mkxqUbZIN06GNe6a+mJxn02LG6bluHw5Lcw2JqMYVJusAOSxJbWn9mEVmzNL4nMx10khqkCIpbE4LR0nG34g9aOzivlBGumcqT7YNaI4l8TGKYDF+zg98FJ5D23fLtegbxeMk8iWBNzw3YAxGEmeSt8MYwPKpEfOiYBniOhDqUvvh+KFrUNKM5LMO9S+cR0AcLrXW9roeJ9RHqA26nDB7AvMa1TVK+iluofHYSN6C9YP9OCexb/WxiqTsGds+GYNh7N4QnqeTcKAE/col4RyzwjUojqWkOtnnCDXqMTlXpmXk02y3291fGBljjDHGGGOMMcaYEX5hZIwxxhhjjDHGGGNG+IWRMcYYY4wxxhhjjBnhF0bGGGOMMcYYY4wxZsQNIr2uQenuFkjkQGjXHV6ujyXRFkjuJBbEkhQtSGiIftecXIzkg92hWuxHoIA2KwaW8hLhpCSvgzqk8tB+JHDsSG5OQkKUlZF4ksVkKBVE4WxOhpgV+ZLsGa9Lcl4QF6MMryGBI9kjlptkekkxI0rnYYyj7BTrFeqGJJMk7KM6lPKyuYa8MLUfzWEgwCcxNwquScIMfbNrSArjyJH6OiCUJDE3yrH3IQbEhAFQhxPq7yBfxflmEaSVjWsjIMwUCS6xf8K4oD5CbQp9JCsYnQWS7AZkT0CBakbyPknWs3lkiaj79gbHRymSguqmCDYp1Kf1B2WgNLfTscl1D+W30P8xPm0lIMiK5DEJB8mnQY5Naz0mNID4OxkPYh1SBpZGPIIxXCNRRbVfsr7y/QbWZpqfScJM7Qxt0ixjFup3tC255qJEOzmes4laWusUxmv0PLeyWm+jPptcI+mZsVyEPodrHCVEgrHXEPzT3ITJnLJybADrFZ5fiaxcGfsIJQRpJNTJXmc/Y+VqJ1PA81F/b9wzbef+lEySBWL0OvFI+znHXxgZY4wxxhhjjDHGmBF+YWSMMcYYY4wxxhhjRviFkTHGGGOMMcYYY4wZ4RdGxhhjjDHGGGOMMWbEjSG9LiD0QvEdyG/hdJPztRCNBHQopVNDTpqVZYEkD0XF+xAupiEpLVxXykuJtQ0SwGS5UbpMwjco4wQEnFRm6jdYhyAH6zdTeWDf5HVQ5EbySKobGgMkKaR6gP26paV6P0mT9VrojrJHEk9S34ZrU19CMTr1GxKg1lflvpSUD0sziMKzYzwjAZYkEtrRdUG4nJU1N2XINNeRuJqu3eXqBoG2KtSqJAQHwTXOpySSb4Di8WTfIQHuDkhQUdyfnd9hvppswpiCJAkka5SkCBDyJuWyWF8ke8zKGs31ZTJRmV4HSBRN6x7MLSgITcpF+3NC3yaBLUpVYYzCsdl7ySZYIFqJJhCKzaANaIxiAgk6HyXSmKWMGZKi6Fb8LYqjqK0oOcrxY3VxLpxNnQ/nL1rX6VhK/kHz7h7C2QwoL4Zy4zYoN0rQG2Luaj+K3+Ce8XmqkcwHYzOQRfNaA3VDxy7V1y6QSAOhuIXmDJLiN9bhLDh/zkO/a8m1qx1ziUyy0nhMbkJzS+MZlEDBPO2YPCf2r2SiJIyNkmvILPdMcw6ONXyOoWfGqfPtkXjEXxgZY4wxxhhjjDHGmBF+YWSMMcYYY4wxxhhjRviFkTHGGGOMMcYYY4wZ4RdGxhhjjDHGGGOMMWbEjSG9DpCYkWCKhFwg7EXBNcmzGvLbrFwxLb8FUOK3H/kgCpJB0Na6BklMSeQ3AZF2UphN5yMpNLZLB/VFkmPB/c0ieiQhdVKKVujaBAnQqNjZPkJy0lnkiig3zcn0UDwOoOC6Mf6qa0ROpot9iUSIILeepTwFxdW5fqdISoDpGlv1mJokZdst4TkJ+lDeLrg2jXFKDkAibBAuUrtMQEZJYmcCx0pj3JO4ekLySDiexKHdcl3fJARFwTgwuQhtmqyHlsga2x6SGrBoFQTeJHukMWAefRTV6wCNZZpjs4JrWv8bc3Fs0ZqdmzvT80Ny/sJ1gRKKwFjOjm+pMd9Q7AJCcEwEQMC8W7ZyiUdwTSIJcMnFQWWVhf8B8TfVDcZHm5TEISl7zgr/sZ1yfbsVY6A4mRJaJKXLBCZgQTE6xad1m6al3tRvGuMC5wOSM9Nc0uVi0QIJdChxTIE+golMqJ2pbmZ4vpul71THwvgJaj+aT2l+wERA8My3Bs/i1OcaZJMi4LNEUga/n2dsfqaFGIoSFbQE/1no/uidBiWBmD52j2dDR2vGGGOMMcYYY4wxZoRfGBljjDHGGGOMMcaYEX5hZIwxxhhjjDHGGGNG+IWRMcYYY4wxxhhjjBlxY0ivu06xNBYVlvVadoqCti73TgxlV41jsxI5FN2RiIrkokn5Fu2HAi0Qy052QKTXkJCRUI0kZCRDzAoJs9clUHAI8kfNgTQvKW3tTwoiOBIN7kB9kbCP6hAvm5OqY/8SlI/qla6h2cR0FTCGUEAHh6JMD0XfOekh3TNdA6WVYjE01mNWcI0XATEq7JaWYBJUhy3RHQmpaZ4FcIxTfUP/xLECZaEEBPtJNtDaj/oEXRvnuhkSKlTnyyYHSM6nJAlvHRsgB8Z1gI4FaWkpUA/TAvVZZPzmkSOiFr9SHERzAwYrkFgAACAASURBVLQpyp4p3qL5R435geb37LinNWk/614SnMcbiSJYJF/PDyT1xnGLyUigHpJzCwL9oTtQr6MzxYjJmB7XAZj/qI9gcgYSDWfX4WQijNY94zPHAsSoJdfONCYna/BMRVB8k038QvdBIl4SSovbBZNKQJIKTNYBbRpHD9fXePB0qiwF+ma6b8/Q9lQ/2GeX6rlgsrJa74dSdupfMFYovqEYekL9fZ+yZyArs84m4aB+Q3EsPg/TOpcRT88IlhGeVTFhF7RLC39hZIwxxhhjjDHGGGNG+IWRMcYYY4wxxhhjjBnhF0bGGGOMMcYYY4wxZoRfGBljjDHGGGOMMcaYEX5hZIwxxhhjjDHGGGNG3BhZ0kqdCQmzWkAGrMgmeDgAGRAoE5uE2c/S2V0oa1QjO1V1KFjrC2TRmWzkrPyYBaRla89meYL9ugNwHaoHymJA2XaSWerQCE+Wf9qvkSkrm+0CywjHUptiJiPKyETZIeB82M7JTFf9CSjLE2RvguwEmLEA2rlMkhn7stkEJpBtLJlZRwuNzA3Z7CcAZsWiMQWZDTDLCc0Zi1D/2eyPs2RpoGvPQTYcyFRCGUPofDSH4fyHGZigTWhuaWQjyjJZX6/LQ3VD/Zj2o4xCc5CphNovPUZhfqBMHpIKtAHOG5RZhDIXUtaOqTaNjRnmJfPIUSbS1NiNY0fr3ajPAJSBb7K6Vu/XytqKGdqgH9NaAxlMMQMmreswpjibZ10UnKtofZwhUyCWmzJ3UYYvqBvKsIsZfOCeMd6CdY/iFpxXGhnyMCMX1SPNfzDXZbOL0nyfbb9sptOZsiVt5WIwimVpv+7YkfoaMI9jLJPNRoiZyhoZiZPgGGjF7wnKufNwkeTzyuHleluyTWYhm8GRsqnhOIW+SOMUYyta12FtwPl9lvkPsw/nMtBmYz2qh24RMu7B3JLO0k7jZ5ZMlPvI6IkZ+6b7w2Z7PvQXRsYYY4wxxhhjjDFmhF8YGWOMMcYYY4wxxpgRfmFkjDHGGGOMMcYYY0b4hZExxhhjjDHGGGOMGXFjSK+B7mgtaEMZm0AmBcI+FFw3RFT7kpiByI9EgwQJ8fBYuAaKEOeTgkNJQUIvqJ+suBrFznC+ycWc4CvdJlRm2q8h+SZBYiEJIx0P/W4HBHsoqKT2g3og2SzKH5PyWilfPyirQylx7ljqD6TDw/32I77DeaQhNAbhH0s5k2JHaBcUCNN+JOIj6HwNcKzBftR+JFws20kRM/Vt6l/UJgHicBJmkwAQZLzSDP0pWUacE6E8BcZZVjyZl/k3xj20FQozaVTSuKA5Y2pew3OZRwFRzTmTh07Xe1HSBRgnJEAlSX4zwQWNAYh7eI3MJanICohxPML8jLEDrdeN66KQmuqH7g/PWJNNNqCF3JqL6wJJWyFOL60/Z2fn4qSEFssDbUVzHyY0AMpaLczGJCh0DTXqkeKUpPAcr0Eyci5Majdaz9JjvPHsRc8XKBZOJqfBbRTzJBOUiGIeukZS3C6J74+E8NS3qY8kE6Fg7Jd85qPkBzj/0VhuPQ/D8VmBPiV/ySYXwORCyyBah2daKjPFZS2yCQzw2GyinWTSLclfGBljjDHGGGOMMcaYKfzCyBhjjDHGGGOMMcaM8AsjY4wxxhhjjDHGGDPCL4yMMcYYY4wxxhhjzIgbQ3odUsyPZVsk1cqKNlG4eHi53m8dRHVieRfKlEnsTHJmErkRKLoFaRhJsageQOZForN+ZxC3ksQMDkWpXUOwXO9Gil26CJQvKznGjSwGLtu5PoaQjI3aiqR0KL+F6y6CqK5APVDbNcTtKOFG8SRIOWmc0jXoXgiqG2jnbJlR9pfsNxL3B5wfSBKalKqivJNEnSj+TNYrSRQb20nUinLZST3uUZqMYluWXqauS+L9BRC3NsSaeB0apyTZReEsCEuTkncc9yShRSkqCMbhPkh0K7GMPDuX4zpHZdya2mbn9aOXqXbGfojJJ+p5tzt6uD42O6dpDxl2Bkp6AnMVrkk0j6fjN5LSwhidYV7COsP4L7/eV/tl47fkOkVg3EnrqJSWLmcFvShiTgq8sYQUpyePJVG0xOMgHaek44xkrJDsnx3J7pN9rhX170tET2STh2SvS0JjOnarvkbr3jDWpuQcdDwJjeEZgeaCbgnEzjT2aA6i+qdYDep6sgbyaPEcQWMX+xjEfxirQV3PwbsBFOXT2kcJZijRASQYkRrxcnK9oSQ9KOtuJPnB8qT3NMYYY4wxxhhjjDE3BX5hZIwxxhhjjDHGGGNG+IWRMcYYY4wxxhhjjBnhF0bGGGOMMcYYY4wxZsSNIb0uUtkeS6ZIxBcHawGWtkAYdhBEUiDKaonTSKpF+6IEKytrpGsnxWsosSIxKUkKSZImoQQaBdBJOhBmZoVqeH9U/yCGy9ZNS3qd3TcrXSYxGfalpBQa+zGVhcRwDXl3VrrHUumktJykxCAGRLl89l6SUk4SzbXAPkv7ZcWABO2H0kQYoyAV7Gj+a81LdO3W2KjKA/MVid+hL2X7O4r76dikELJ5Xdh3QmsQ1ddVlnoTJK6mdiaRbLMfUjsn16Xs2lCtQVe+pJhrTWbck8SZhMskliWJfLL/S435JplAgo5FGTKdj9b/uZxcPp3Uo3E8EclEBZxII1cWTDaQrOtuMVf/mDxCDak3xQX7iUdIUA6y2ey8i/LarIy6UR7s2/uIj4KuQWMX7jl7LywYh1gGJPRSfj4gIT+1HwqEkzFdGjrfLGL7fTwLYn1T3JLtn8k4CuNJeq6ZIdbGvph8nqYEVFgemlsAijuprjt69qIyt+YlGpPUnyiWRck4PMtN1eteM6S/MDLGGGOMMcYYY4wxI/zCyBhjjDHGGGOMMcaM8AsjY4wxxhhjjDHGGDPCL4yMMcYYY4wxxhhjzIgbQ3o91ymOLF9+PxBcC6RagdIpkINt1GIrSeqWQPi7CTIp2E8gy0rLrGEbirWTUiy+CIstUc5Moi6SY5MnkiSHJAij65KYjKS0a+vVNpZtg7S10SZZKSQeS21FQkIS4oL8DMV+F6AeQPiGEsaWQI4koXDOrOgbxYwkpSNIAIjyTigzyf6gTVoCuqw0saAEFe45KV3GsQLlplLj+aDMJJ6WxOJxuHZaupy8RtnJlRvbCsYKlo/GD8l4JRYkkkCaxjiJBqk/JCWmtF5kZaA43zQEnBFXnrSBxY4k85/elpcAm0eQUD3uaUyQLBjWYZyXQNbcSsRA4LxGZaSxAnM2CvXp2ORYzgquW+J9StZCovDs/MD1Bdem+YHiEdiPYjCOW+q6pnVUkjpIkIF1m0xokRXYZud2kvPiOrWdS3gicZ1NVmFdof5A5yRRcfI5hNsP6np5qT6W6maO4m9ue4plcS2lvk3JPqD9qO3x+QnalOP5Glof8bpqlJvGCyWfoHqYIZFAfQ1K8AMJa/AZFObY1bX8xSlhCiYIgv5Ap0u2MydWyT0Isnh/f2sakRVc4zWm7mWvNwX+wsgYY4wxxhhjjDHGjPALI2OMMcYYY4wxxhgzwi+MjDHGGGOMMcYYY8wIvzAyxhhjjDHGGGOMMSNuDOl1KZXADkVbJMZeB5kuSPMK7NeSD4qEbCQcywquSRQJwiqS5CopIc3KI1ECrLycGaWCIJIlSSEL8UBgRhJZEmGTbJtkbHCNjs6nvNwXZchJ0XdWSFjWkhLgfYLjoMtJNLPSXoSEdtQ/qU2B7vix+lCSBzZEc9RWJNCnfpwW0VN9wdhDYTaJ77IC1IYgD+V+IC+k8ZyVMGbl2GmxM4ksQcDJsm3umwXG/dzher3JCsqxnWmug+vieKQ5YwJ9cxbZPYltURJPAuNkkoRrMF+Za0CEYipuKjB+SGKK43YB1j2ad1tJOEhonJXsAyj9p7mA5r5ksgcaExg7tBJuwLVJ0o9zUFL+TeObpa8w5mGNo8QCtF7PUg80J+I8mVznaL8JxbtUHoqr4f4wmQLFwI24k8C1mRIxkGQ3m2iH+hK0FT5d0PpKawXU1yxi5uZz2jTJcZEdU1gWqn+alyDcaiXcKDu5GBXnv+D5szpfVsKdfFbtlup4CxPlUDuTuL1xbRRp0/MmCvlz5WHpOLxXgH5MZUlL1aW06Bv7JyUr2oa6mSGxhL8wMsYYY4wxxhhjjDEj/MLIGGOMMcYYY4wxxozwCyNjjDHGGGOMMcYYM8IvjIwxxhhjjDHGGGPMiBtDej0pldQulkBSuMni1gqQXusAyAznQSonqWyDPI3knSRxJEEiCfZQxJyUXQEoSQMhYSGhdwuQZaUF1yh7BqljUlSXFdqh/IxkbCCHlRpyXxIp0vHQPfcjcQbnOEoPCRQNNoTnWdlcWqZMkjUaPyRNJjkcHUvS3YZUsLpGQwIcJKsDUHRHY41e16fF6DBOaVzQHDSfq+v+4iSzzs0RKLGn8TOD7DbD3K23VNsmK6v1tuRcJXH7kRgV75nWGxo/NDdtwTWSIlkaz9i3G8JFkmajNJH6HbVfwBiYbvvs3GceWSAGo76EglAaZ9CFef3gOZuTXCSTKbSkqtVFkskLksLlNK3xSHUB4wzHI5G8v/S9UKIPwb3A+oGy2VYsswjloVgBpeVwfxRrg7QXr4GCa0rKAnMfjZ+GwJlk8kQ2NsZjoYwxydV1et4mKTS1c6Pt9zOu0uJqWDcpmU82+U76map1z0mRNsVRWF90Pig3ye5R2IyJMJLy72SCn/4fKPaHxBz7EPzznAHzFSRJSIv3adzP0K/TyWTw+Z4k/dP31x7L/sLIGGOMMcYYY4wxxozwCyNjjDHGGGOMMcYYM8IvjIwxxhhjjDHGGGPMCL8wMsYYY4wxxhhjjDEjbgzp9VwnHT083nYBRNEkqQYp1s7tx+pL3HcmX54OJGZbIKs9drTaVlZW6v1IYrqTFBeSVBggARYKwxrHxxwIy+h4ksOCPA3LDTJkEpilxasECcxIVNeS+CWlgiiXBUElCc9JqKatnLAZRbwkCAWa90wyvYacsYLqi6SeJJtLtmlW7tuSWVfna8gHC0j1u+P1XFJIUEl1uw9hfVZ2iuNxfR324z6SFnjTrVB5YM5AYR9IR6lvEztnzqb260jC2OpzJMqF8hSar9agvpOJAFDCTX2JxlRyP5pPJSnmQYJK9QPzdneI5J+wRpap+7ty17m5loT6OGz3JrL2J6WhheYgGjutOTIrsM2Kq2mObQjw6xPmknVgnJA8nySeT4OEs7k5FqW2MCdSAg9M1JJNPrGf2EFc7qzoFhOFQH+gNTIrPiYo9qA1DutVjZiE7plkyFBfKM69kEwwk0ysEoeX640QT+w3zQEma6H1VRC3UHkoTkzGp9g39yPAF0uzUdR+7Eh9MLUfxcYgbMb+TgJvqptuH89Jrfg7OUfT/NJM6JMoD8ZlNIfBNkwiMMM6h8JzTKxCAu9ccoF6jm6Pb39hZIwxxhhjjDHGGGNG+IWRMcYYY4wxxhhjjBnhF0bGGGOMMcYYY4wxZoRfGBljjDHGGGOMMcaYETeG9LrrVKYlmiSD2q7FUZMTtVhu7vRqta0crQVtsXoBi4PSKZLfnj1XH3vwYL0fCY1J8JUVA6OErH43OLnA90eQAFUg1SJ5F8plSYSZlRLTPZMAkORiSdl2S0KGwl+UUYJsM7kfirmhDicgV+4OH662oWwuKQ1tQmJNktpSPYDmEMXVJIyj/fYh+sZ5hPqruL5JRp4V3WEZaS4gwTWJ2knYB/U1BzJ+FNOrJZ3PjVPqdyjRpr5NbUriQuzbJImEv41Q2zfkiCRBzUr6cb4iiTZtSwoSSWaIkkgA5/bGOSckx1xMzgWJeTt2/DesRyVdx8kYpqH5aw620TgjMfChOl6SpLJSx3BZGS9dB2XB0NdpHikwD6CEnphlbaZz0nxDx4Ictpuj5AVwbYoTk8ks0nEGrJkkhZakyEqJaT5dAJE/xeTnz9enI6ExxYPUv0iQPEPyCZrLKYHE5Fxd7qzwt5XsoyoLreHLibmhdT5KHtEYPxR/o7wd5o1sPLkf8LrJeKm1HyZFouMhKQvG3/QMRHEG1Bcdi312khz3M8TfKI4HMXd6nNJ+yTEwWavnRLpGUAyM60pD8L8N9Z18/uXEONBW8+N7jm1Lr40xxhhjjDHGGGNMEr8wMsYYY4wxxhhjjDEj/MLIGGOMMcYYY4wxxozwCyNjjDHGGGOMMcYYM+LGkF6Xotgay6O2bztS7TZ/upbSxiZIaUkiBlK5crAhzj2cE7xFHK/PuQ4CwY6EVSB9A8kd6akmJDUjKSDJGmcBRIrarkVbJPkiUOZF1wBQ8ArivABJGkn3SK7XhOqWRHAkuCRBIskMQbLWkWid+heJMUkI2aCUnMAOBXsgIMZrJAXqKBUGcSFK7kDWiDTGRVakjaJolAWTdBSkqiSAJPlgRkqrhry7dc8keS1JuSz0YxxXJHknGSXNiQBKImnswbhvXQP7NlVZsu25XuHaNIeRwJvGM0gPMSlBo9+g4BIl3Mm5hJa5qXkb68A8CghpfqoBKWbaAHk+jWWa07KJPiQWXOO6CWLhbDIMAq5BcwbNXyhjBbF8S4CKZeygbul4iDMwAQGuSTA/UyxK0tcO4i2aV6i+KNGAONbDdYXaitaBlRW8TrUfxSP7kPRnkzhIwjgYRdhJiTPKmZPJImK5ThCk7FpKfWS7jqtaEQbHhLm1tJC8HZ4H0omE6BoUz2dj0ZYoP5vYoyGLrsDnLKhDilkP121P90xCaSKWIPZoxOnYtxtzZVUeei6imI7mcoitcPwkheAdiPdb4x6TBmSTLOEZ4RpTY7dA3HgJf2FkjDHGGGOMMcYYY0b4hZExxhhjjDHGGGOMGeEXRsYYY4wxxhhjjDFmhF8YGWOMMcYYY4wxxpgRN4T0usx32rr18HjbXC15Wn36iWrb0ntqcd7F4zk52PwaSBglzT+0WpfxIIisHgTh4rQ4UlK5CFLUpFiORIoESbFQxtYQmJKcEYVcdCyJq0lWRoJXknmhKBruj2R4IFQjmRpdQ2KJGYm0UYRJ95yUYxOTlbofdiT1JlkmidcakOASJeMEtX1S5Et9juS+2GezEu2kJFJSXjYHfadbzgmpUUoMMkOWvMM9Uz9OigKbQPtlBeVZqXHQfihchrFC8wOJ0ZPyx35nmF+ojFsgkgVBIo2LgHqdkEwUxi4KPUFkHtT0DQF+d6ROLIGicALHKfSRqb4d20mhurnulEP1vBQ0Hg/AGrcNIle6yITXwlioz1lAkoxS6eScjzLXpNgU44xkAo+W/BYFqsn1nkXTMI9gshUoN617MDdgbET3B9fFeVNSmUvGcNk1idZcincD5j6Sf5OQnUjK0qXGOkftQrEaHUvxA0mcYT1Lr+skTT5yuNpWaK1oJZ/IxmvU9uk4PVeH9PzECUUoGUyyPSWOSSiug3NOss9oUK9zd9xWbSur9TMHJhageZfGBQmuG/UQJPgHQTPJv2n+a80v1floLoByo2gd5kSU1dOzzgygBB36O15nql32Evn7CyNjjDHGGGOMMcYYM8IvjIwxxhhjjDHGGGPMCL8wMsYYY4wxxhhjjDEj/MLIGGOMMcYYY4wxxoy4IaTXO4udVp44Fjgdfg9IrDZr6dT2kVoUOFmo35MdPFVLQyeLDTksSNF2DteCqbnH3lIfuw5iQBLVJWW13eFajk0CVBJyofS1JaUlMWpSKoiQjA0krVgPtB+cLy+ehPemcA2pISwD+V0sgeQY6hYleQBdIys4RAlcQ26OQNt3x4/V5wTpKMHiXBKUg6wbRb7QVlBmFCaSqI4EwmqIGOmcNAaS4wIl2tDnSNiHYzwp4GxJ3un+8NpJ0SrLI2GOhjboDtfCTBaoQt9Otj1JqyWxaDotwIV6SEpeaT6NgyBrpPk5KRhvCexRYEz9mObe7HrTEG6bRxkhlal5dvu2Woq+ADJrkr5KlIAAZLrLMOYl6cy5+ngaP0mp6mQN5nwS01OSimRCESIrVJV4nOIaSdeheYliGcF8Q6JUkj1n51ioV4zfLuSEvZJ4vV9egnNCkhhoP+oPmCSGEiwkxdrYJq1kK8m5c1+JPWicUozZ6J/V6ZJy7O7E8Xo/ECm3jsc1O/tMRQlYKHaHsbJzHpLOQKxNiYnm6Lmt1fZJOTPK2ylWo/Wexh8Irum5AeMWFE/X7YRJPRpkZdHY3zFRSy5mQsH1PpL+YEzXeD7IxpMU82K5ScI9VTckob+EvzAyxhhjjDHGGGOMMSP8wsgYY4wxxhhjjDHGjPALI2OMMcYYY4wxxhgzwi+MjDHGGGOMMcYYY8wIvzAyxhhjjDHGGGOMMSNuiCxp3U7RwdNji/u5J9cW9uX7anP59qHaPj5ZgKwIB+qq2LgNMmJIWjhU7zu3nrOmxwWwlG9A5gbKdnCotveXDTgfmd7JMJ/NnqBGNoiswR0zPCSzZ2xRFqTa/t5B3UygbrLZQrpjdQYYSZqs1JkDMPvZ2TqLS7YesplTMCNGNovRDFnSKAsC3h+Y+qm+sQ2y2T0g+0UayrCRzCIm5fs7ZgfZgLqhtqLsM5Cha5bsEtX5oF4pU2NrX7w2td+Beo4WzCM4/uhYugZl8AEoUwn161b/wmxz2YyQ1KawW3ZMTs6cyZWF5liAMpo0weyW9d1Q+00SWRQLZbgz150yP6ft24+Ots2t1XPfzvE6q1m3msw41UG8dQ7WW0mxBBmwqH9hTAGxGmVPpfEzD7EjzC2YCYfuORm/SY2MRzSfJmOwdIYhIL3uJbODZeeV5r6wRuJ6AW2Aa8PRuh9T5i68F8jalY61WxmKknFPNisqxpjQF6le8Rq0DkP9T06frbZlM762yGbkwnIfhPajY6Fvz52E7G7rMNdB3VAM1Wo7nCMoZlqG50O6F5qH6JmR+gNmbYX4oYN4ZCuXRRljP0klO4YoQytlraSxRlmK6dk3GXcSZUKZvxvjljJUQ/3geKF5krJJTs0tcaE91/gLI2OMMcYYY4wxxhgzwi+MjDHGGGOMMcYYY8wIvzAyxhhjjDHGGGOMMSOu2QujiHhCRPxuRLwlIt4cEd8wbD8ZEa+KiL8Z/vvEtSqDMcYYY8zNhmMwY4wxxlwNrqX0elvSt5RS/iwijkh6Q0S8StJXSPofpZQfjIjvkPQdkp6/14l2FkMrT7h8UbcOg1wUXFDbB0BsNVeLpObXQBolFlwHCEsnSyD83QGZ8mS53nbvA/VuZ2phHErpkuJjlP21BKgkAyN5JEHyLSQnZkTpF1wD76UlFZw+3yaII9UQ9JFcmwRtSTEj3QsJpbPS3pirt5WkqFNi6Vt3uO6zBUR+eC9JwXUcqcdKWVmp98tKD0n2h/ux7J7Eclhn0MdQSpeV08M1sB+SNJnKkqybft96HHRHQAi6ulZvy/YbkolCm07WQCgJfZv6TZeVgTbEiiipTApPsV1Astsaf9WhJPyl/kVz3QwyUSwjSdBhLtFcds4315CrFoNJUkxLoKEvdRdBwnyoHieTRRhndL7WmKA1l5ID0H7JcUbzZHb84Lq3DeOJ4iqSVkuaJCX2KKZN3nM2JkSpPc2RNJ9SzEMSX4pvJE1gXcH+QMfTWnr0aLWNEtFg0gsqC8RguBbSGj7Jx2DYd2itwfUHvhVAoTHUYTLphSimI9l2NnlLY18dgHUY+sMExnNH9bAE8mh6HgDBNYFjYJYELGmJc24/nNfg2tm4Ohu/4bPJDEln0nWWfMZLJy1JPqNRkhesa0qw0HpGTsrucc2g9SKZmKjFNfvCqJRybynlz4b/vSLpLZIeL+lzJL1o2O1Fkj73WpXBGGOMMeZmwzGYMcYYY64Gj4jDKCKeJOnDJb1W0h2llHulPqCRdPsjUQZjjDHGmJsNx2DGGGOMuVKu+QujiDgs6ZclfWMp5fwMx311RLw+Il6/faH+uYMxxhhjjGlzNWKwrS3HYMYYY8zNyjV9YRQRC+oDlZeUUn5l2Hx/RDx2+PfHSqplPZJKKT9ZSvmoUspHzR8Cx48xxhhjjEGuVgy2sOAYzBhjjLlZuWbS6+htVj8t6S2llB/e9U8vl3SnpB8c/vvXLneu0knbS2NR1ML5Wui0+vhaYrWwCiJF8FCt3V6LqA6cYyFXAWnVAoiw51ZBRLWdkwALBFokgkOp1j5AqZwaUq0gwTIJF3OCvawgbAcEu3NHaxEvChxBukuCPBJZS1KQtBeFsyCg63IiWJSQkXiN5MVQ15OLUBYQ8aHAsXntuj9guakeoG8Tk/P1H8NR9AjCTOzHGzn5I0p81ejHSXmkSFpJY5wkhSCtRLklCJdRig/iyZbMFcWHIIBEITgJCaldoIx4fwQJRkFYmhVHtsZ9VrSP/YFkviSNXa/lkSgJb5Sxgvphtk3UEAZDf0CpPtX3oVomOj0PxbmkiNJclqsbg4W2l8bj5cITa/l6t123+4Gz9dy3cJ7FztMEiO4lSdTnYM7ojkLihAv1OcuFZBwF44ek0NnkBShohbiqWRyS3yblsBg/0NqQFHPjfJ8sS7cMouHWXNyQYVfHk6A3mbwA44x9yIfT8W6DrLQ8kpLcNFuw1lMsA/VAEnrVUwZLuRtrEsqUabxAPTQT+kxDcTCVh8ZuVqiP8wO3Ha2bNP5QxEyJhCjuoRg6mxyF+js9G9IzRzbpjxoS+ySYmAjmOoz98TkXtlFsRGL7GRIOUSIBnD/hOvj8ewAG4HQ9bLZF5NcyS9o/lvTlkv5nRLxx2Pad6oOUX4iIr5L0bknPvYZlMMYYY4y52XAMZowxxph9c81eGJVS/lBS61XVp1yr6xpjjDHG3Mw4BjPGGGPM1eARyZJmjDHGGGOMMcYYY24c/MLIGGOMMcYYY4wxxoy4lg6jq0bppItHx9u2D4L4CVxZBV6JbdxSHzsHrqtum8Wrm8drQdXkQH3ORRA2z5Mn7cxKvZGEcSANE8nKkjK2bhHuoykarMVrKH0DUBaIcliS39WbSBBGgi8UF67VYlkUY+LXiwAAIABJREFU5IGEURLKNlHCCKI0Ei6yqI6uSzLxpGCc5IoocARpdYuGmC4DShOpb5MQj+6Z6jAp9Y5kH5a0L1E7C0FzMmsS9lGfKzSmklLBpnSPxlVSEooya6ovaoOkrJvameTR2B9mSRhAMljoT93JE3V5zkEmcxKeU1uRHDMr7yQZJdCS3aPIlOZU6Hfpuam651yZzSNLmQtdPD4/ta3e78CDNMfWbTqZr/vC1rF6Xmn19A4k1RhTwPihtbmDpBkkJyVw7cIdkyJlmmsaNBNVZIqDCTJgTqS1nkSwUG5ca2itgPWsO86SW6qzsrKK+1bnpIQbtPal13AS/lK8C+dbhIQGIGSXOC6YQCzbLddSWzonruHZfpwUO0/Ow3MNgP29MQZQAA1JLlri5Gm6o0frjSD6xmQRlHADheB1XXfHQMa/zm0/gSQ/RFbijNema9AYx6Qs9OCdFMRTfTXk1iiupr5IcSKck5LOdPTclpxj6dmSkiThPNlKskRxVDIpEs51VLfTz6V7hGD+wsgYY4wxxhhjjDHGjPALI2OMMcYYY4wxxhgzwi+MjDHGGGOMMcYYY8wIvzAyxhhjjDHGGGOMMSNuDOn1nLR1ZCx9ix0QSq/V23buIFFdvWkHXFBzm/w+jWSPC+RS3gSJ6QEQNh+uRXXdg2fw2tX5SC4GUtSyVgvVyk4td+saQlUSm3VLINgDsTOKuS/W10aZF4kiUZwLIkRoPhT7kUSxIcQlITUJCbUF9UBy2KxoeovkyiBoI4FwVtbYEkBT/ZBMlKTlJG1LCq5RukeSOyj3fsTaKDFXo8+COBQFlTt1eeZorMG9UHkmMM5wPFI9UJsc5HsWCKSRpHAb+xi1KfX3JCj0JFkjCaVb45EE0jQ3rdbyVZSl0jyZrUOCykeS9uy4aB1PAlUQO+KcQQL16b5NdWWuO5N56cKJcf+cgyF68Vjdly4ervv1wlo9DyyeI0E194dYByE19C+Mj47XotsCgt6sODcte97PWijx/EDAHIsya0qEQmsNiXOXk2vX8WPVtkJJAKB8Ow2RNSYwoPqGuZzWTZo70+Lx5HqGZaF6aMRgFNOT4JqOxzUtKa5G8J5zfZPGAMqMG+twEYihYY5A4S+IxwvFNxQbZ8cu9C+Uyycl7VIjwQnEohjPUD+GsUYCaALngmRd4zijOmwk68C+Q/N78nmzJRmv9svO5TQek8LsZtxJCZ6SMTk+x1Dipen6ov5/6ZypKxtjjDHGGGOMMcaYmwa/MDLGGGOMMcYYY4wxI/zCyBhjjDHGGGOMMcaM8AsjY4wxxhhjjDHGGDPihpBea65o5+hYPNUt1TKpjXW4ne1avhWw7eADtVxq8yQLF5fvraVvm0fr4xfPgbBqvj7nIsixtXSo2lRW1uptJOIlCRkIiQtJyBrSve7I4fp4EKARKF7LyotJ1khCNQBlbCC/FUiKUd6thliOZGxwbFCbrtZtGkeOVNsm1M4kODxUXwNlf9R2DdkZielQPEliOTrnHlK1y0ISVOpLJPclOSnJefcpHQ3aD8bfBET0KKqD9qP6JxkeibBRTr5Vt53UkJauwTxE80ayndNibpI/kjCzJXGuDoa2b5WZ5IXUzgu1vLBswFhrCeanL3HieH3oQ6frHWkMUD8mUX5DzDihuYnm8k3oOyAtJ3FrlRBhP3ODuXZ00s6h8Ty0A0vNzmLdvxZX6jad34C1C5p+60hDBlrqNTI26gLFe++vD6W1Lym1pXgERbA0j0O8Rcc24xtKNAGQZJeSmdB8ikkglNsP12aKMSFGoXirJYKlBAa6mE26UJenI2l/MsbEOTK5/mM82IipaZ1D4S8lfIDrYNKFrJCaYgpqP9qP4owFSEjRkgVTmyZjuO5oLbvHJCpwLMX9mACC4u9kWcpKLd5vEcfq4wUi7fQzB84PcOwaZXfKjRUc4/CMRs8Rkrjtoe8IYhQsYVZsn1wv0s8m1L9m6e8kBU9KxlNC/gvt9vQXRsYYY4wxxhhjjDFmhF8YGWOMMcYYY4wxxpgRfmFkjDHGGGOMMcYYY0b4hZExxhhjjDHGGGOMGXFjSK+7ou7QWAq1eABEqQdrIeGFB2vxWpmvZVBbh+ttcxdZ/rRxsn7PduAMCA1BAHngfhCObYMAlWTPk1qAhcJlEGWRXIzuriXfCigPXhsEdBMQpZE8NS2rBUj2hzJdEkBTXZOsTGIxd0uSPA2UB+sbJLkkyZucPVefD8THKPYjGiJerMdkW6G8mGSiJHDsctJeKjdeg+TmNFZIXidxnyBJL9VjQLmpL9L5LkL9o7wdZHokEKR7JiGxpMmZs/VGqB8UlJJcG+ohSMhPYzIrnM/WYVLcLgn7HY4BFDtC3dC4h/PtPPBgfT6Q2uIYJQEq9W3qS5LmYDu2C/V3kmvD+KvvJSfQNI8spZMu1p7pmiN1++0swnxBbnPYtrDWikegv9MasgzxH0nooW+mgfmUZNbZhBnN9RoSpuD8R8knKEYhoTHJb0lcTfVKQlySK1PyAopb6iN7tmj9gTkM9iMwwQnNk9C/SG6OYnRKWkLt3Gp76tu0DlO5qS9i3EOybjLRN9bI6UNxnMF1aR1trElUt93RemIqlIiB4hESA1N/h3FBQnCUFJNcnvpcI6kKthXsxzL4ur5wHYZ7LttwL9Q/SbhMZU5K9puJLygGo1gI+ntaME/XoHql+lqvJegEnq8FzTlH6wRU6iiJFLQBPidP7dd6/pG/MDLGGGOMMcYYY4wxU/iFkTHGGGOMMcYYY4wZ4RdGxhhjjDHGGGOMMWaEXxgZY4wxxhhjjDHGmBE3hPT6wMK2nvr4B0bb7l+pRWcXNmuZ1NJttWT6Iuw3uVgLuSYgGZSkHZA/HjoForQdEGMtguz5Isi3SIwFEjkUxoFQOito60COLTWkiUl57tyJY/X5SJBI56N6IKHqBRCOkaAt5+tDmZrUENChYDknjOuWankkypCp7bNS2qTzehbpXrYeUGpHbIFUnUTMJJujayyQBBOEiUdqgVxWXieJBXFUjyStzArB4f52zq9W2+YOL0NZoHwwP5CktVlGEq2S7BlEgySXjUMgJARB7ASuQfNVWuxMckuSd0s4dkk0TcLZjtoAmKzUbYrzEM0jyfIJ6msCwlmJha44p+5jjJfJ1PlawktzXSlz0taRcdsUctWehbULuszaHXW/XjxUH3twgcdOt1n3ubnTdaxXluo+HPMwViCBBM7ZSWEprcM0P+Pa1RgDKEmmWCEr8IbrYJxI5aF4C9caEO/D+kjrMCaKEAuys3NQWjhL8ynVDa0hMG8GrGeYnKEBxlvJRC/pmJXE3LgfxJhJSTgl36H1p5VUBWNeWFdIcF0uwP1hsg8SydM1cu1XViHREcUZDeE59lmSZpPAm+I3umcYu5Pz5+vd6PmQhh6cLyAmL9BvupMn4IRSOb+SOifWA4D1QP2Y4ihK2kQXoTmR2mSp8SqG5nISXNO4hz6CQvBqvmrXn78wMsYYY4wxxhhjjDEj/MLIGGOMMcYYY4wxxozwCyNjjDHGGGOMMcYYM8IvjIwxxhhjjDHGGGPMiBtCei1JpYzlUZNSy6QubtQCrFtO1iLRjXUQ8YHXatLw4y2ehX1BkE3bdg6A8GoLLkSyK5QeguyqIbDNnI/EshJL2oLk2lRuEsaRuBrEgFQP3TJIckkEC4I2Eg2izJDkZ43tJBpEISHUA8n9SAJIAlqUGYLIjYTgJBpOy2s1g/iY7o/Ea9CXSF6XPZYEjggICVtg3VLfIaknyM1RSkflhj6H9U+SSVLx0TzSEgUmhemxDMJtuj8af+dBRklSSJJMZvshyTKpvzfE7zQbxEGQm4KkmuZEEnPPnThebZuQjBcl7yBhJGEpzVWNuQ7nY6gfrlu4Z5J3TrffRk4Qbh5ZynzR1i3j/hAH6364OUfSeBgTMMwOnq7Hd7fF89L2ct2Xuo16fu7O1KJUhESkhyA+IoEtzc+wVqC0n5IuNOI3XBso7knGCun1vjEnVteg+Ibm5y2IEUks2yAr/+YEGTAv0ZydvBe8bjJJCCYlaEBzOa81EBNmE1cky83xAyWzgH4I8VJ2nWpt747XSXU4gU4yJj8Azzo70M4kaqf62txfIodsjInrMMXL2QQgJB4n6fUWxazQNyl+g/FIcuvhBPWm5JxIz6CUlAWfX0Hcj9JxqFd8/oGET92xo/X5xMmONIE+Rm1FcTA9E0/3rz2k4f7CyBhjjDHGGGOMMcaM8AsjY4wxxhhjjDHGGDPCL4yMMcYYY4wxxhhjzAi/MDLGGGOMMcYYY4wxI24I6fXS3JaeceK9o233rfyDar/jx0lICAKnB2vxE0nN5hs+3IsnoIyn4DogQ5wsgoDuAkhf12pRsUAiN1mH/Uj6BaDstCVCJCEe7EYSMpSnkaAXJH5x5Eh9LEi/shI/lMWRcLkBSvLgeBJcYj0kJYUsGsxJk1EgTJJCEtpJKisgoUv2MRRmkvyOrovtB9JxqsOknFxUN63ygAQYJcIklmvI5CuovlDgCII9kmBCmUkr3B2DcdaAZM8FRH6xXIu+RQJHEnrOQ/+i8QPCRRxnJHXMSkzV6DvUpiQYbQn0p5iQ7HGBEiLAXAzzEo4L6O/dLSe5PCDcpj6G0Ngl2eb0fvvzg5prxPziju54wpnRtq2dui+c3qgFtJuTuv8fOlVv2zxen29hnTvE1uF6nM2tw1y3Bn3ubD3OUMZLSQ5oDYDyzR2ukwDQvInC2JZ4n+Yril1IVk9rLl2HBN6QsAHn56wctjHHVjTkqyir3YR1YAkkxyt1EhzBnNZB+1EdYlICmLOpL4UoQUkyYY0agl6I67CdKUkCXYPidJrHMWFNMv5Oro9SI46iOsMYGq5N9n1K0gPPXiRqD2p7SDBDiWjUcqBTgiCI82kbSfVJSI2CZLrnApJqTHAB9Y+xMswZrSQcVGcExZMQ304eOlPvh8+qNKbg+QL64QT6EiYlWIV5SeI5kJ7ToIwk0qY4vTs6VTeb7RjPXxgZY4wxxhhjjDHGmBF+YWSMMcYYY4wxxhhjRviFkTHGGGOMMcYYY4wZ4RdGxhhjjDHGGGOMMWbEDSG93lHo/PZYFPWhd7y32u8N9zyh2nbuHEg+76jlVKTX29oAaaukBZBhB3ix1m+rq/fYO2rpVDkAkq6LtTytgKQLIdkcCbhBdIayPykt3yIp6mS1YQ+fPjYp80LxNInEQPCVFS63xJPdMgjsSJKXBMXO1FZQhyRP08XkO2AS6TWkciSCI8EeyfQmcM4OJIAoa6SyoPw7KXokMXryPprlSQrd0+cjcTUJyrNi+6zQvXXPIGXFcUX1QJchkSwJHCERAApnYezN3VJnJShbIIUm0a0a9UrjlNoFhKDp+YHaNCk8p/mZ6ovYeeBB/geS01I9kJgb7mVyvhY7Vv1zH2PHXDvmu4luXRqvQRe263Y/d6SOmcqFui9sH6r7VjfDMnroARC8XgSp6jYI4kliSsD4IZk1QQJUmvtQkt+QPU/WIbEASOxZ+g/3TIJemltI+E/yexJ4XwNwLqfYBeqBJMA7Z87W+zXaoILmPqprOh/Nr611ndYaSj4Bh2al0pgkgfosJV0goTHJh2cQXCMUw6F8GsYA9WMQtRcaZyTbpjWXxh6cD5NwkABa4gRBdB0akyRGpy6WrS8qN8U8NP/RcwTdxwaL31EeTuMC+tjOvfenysOiduizmKgFtiXHT0vwj2MSkj7RMyPNkyjMngF/YWSMMcYYY4wxxhhjRviFkTHGGGOMMcYYY4wZ4RdGxhhjjDHGGGOMMWaEXxgZY4wxxhhjjDHGmBE3hPT6xNy6/vnJ14+2/eS9n1jtd3SplmVdWKnFcDskK9uu353tPIYtjHEPSL7g1dvyvfuQAJI0DGSuAmGfQJ6GEjKQiE1gP6khCFurRcwkQCORNl2nO3G82rZzH8jKQPRYLuRkrCTYRRFfQz6I5V4COTrJlEnoStduCLer04G0F2XWIO/sSEDXug6I87ANqG7noQ1A5EYC733JgkkUSMJEmAu648fwMgX6O8rmkgJIlEdSXZOQkOR1JGYkSLRKwkRJZQJ128E2EiQuQZtSn6U6pHoAgWDA3FJImghSbxSHN6SApOqkdsY+m5RZZ5msgeAVxIzd0VrwigkDGmJ0FPKT5DUJrgMrK+NrZoXE5hHl6PyGPvnWt422vWvjlmq/U6t1G6/AWrF5ez3vLt0HY7QlQacBCV2nHII5g2IcWsNJLpoct7EIcx9dF+6vO3oEz9kl5bJYHko0AWONkmvsSw6bFeLCHFQabR+w/qBcFqC1IRvLUGyFknBKXEFSblqHW0kqspJxEm4nxbvZRBpZ4W/ZpHiQkoRAmRvDDMtI26CP4FihxBdHYPzRXEBh53rdzvh8AWOlbHKSiu7YUdyeYXLufL3xIsRWNP/tQ1BOSYgwMQq0CcYdkgKmMOrHE2qDWcZatWNSJk5jaglE3fuI/aRGshYaA3B/MZ+Ym/YQ/vsLI2OMMcYYY4wxxhgzwi+MjDHGGGOMMcYYY8wIvzAyxhhjjDHGGGOMMSP8wsgYY4wxxhhjjDHGjLghpNcPbS/rxaeeOdrWRS1mum2pFvYdeFwtmDq/UUvg1t94stpWGg64uZxnUAUEU3OrIKxaBxEsSYBB5kXCN5LNkaCVaIrvkgJUEizTOUlyPDl9pj4WhIQBYlqSFJJokM6HbLFwGcs9JW6VpA7EeSUpJSZJHonSCsnYSPZM4kmqr2QfkcRyRSoPiTABlPGSSJFklNRnSdhHEk2SD0J7SlIs12JAFCmCNC4rpaPxQ7LArFyR+k0sgOQT5gxJChAnaxv6Igg4CwgX4yDMaydAMn7fqXobyfhoXqKkBgXqlY5tiVZBOorCUxKCwjxJMkrq2x3NddRH4J53YD7tSH7bmPODxjhtgzpDAT7JO6evvX3lok1z7ZjXjm6dH/fZP918UrXfwhyMqQN1n5k/BWNioW77nUX+m+b2QYgpDubC2Y7GOEhtcU0ioTGNR4qDSARLY4ek/S2SYw8Fy1AelMNSzASiYqyv+si0uBgFyRILiGlNQ8F13e8woYGSCVNoP2h7Enijt72VdCYppMY1iWJH6rNENibMxlu0/lM7tSTmFONQ7IKS6qTUG/o2itHpGYG20fiBvt2av8rqar0xGfMGJEBKt+kszwPTwHjEuBhiaoovpZaIHtaBk3VyKHq2RKjcKGWH+Y/qi/oDtd08xz2xQ/tCP6HnrOQze7UOrLXHib8wMsYYY4wxxhhjjDEj/MLIGGOMMcYYY4wxxozwCyNjjDHGGGOMMcYYM8IvjIwxxhhjjDHGGGPMCL8wMsYYY4wxxhhjjDEjbogsaYfnNvWsY+8Ybbt/q86s87v3P63atrFd3+K5c5Dt6Jbaet5tsLn80P319glYzuc2a0v51sn62gfOr9flgWwJmDWCMpVljyW6xjtEyoIABni03lPGEMiYU+6vMyNRdomyXtcXZTHoDi/Xx0ImD8z806iHAnZ8yg42U8axzLFwjchm2cLsYHC+Rh+hup1AxjfKyNUdrPsDXocyeSTLTfVF1+huqTMhTk49mLqG1MqIBhk1IJOOKHsJZZWBNqUMCJQRja5BWVwwCwhl05BUNiCzH7R9LOfGGmUWiXWoV8imEvOQEZLG7iHIuENloSwSDTD7I2RymZw9V+9HWVIoUwaVJ5llkPoNZswBMPuIGpl5klkYMZvN2uXn7bjoLGmPRrbV6fTOOGPiW07dUe134QL09Z26TbdOwnh6V92HJ42ELZPF+pzzZ+v+RbGHKPPjqYfq8iSz0WCWLbouxQ6UpbORwQrnEcqMRJlllyA7IlBoXcEMPHAwHUsZKym+obW+MT9n5xvcD7Iq4bpO16X+kMzuVs5B5tVWrE3Xpky32UxnQDZmoviG4jLK5on9huJGyj7XiEXLNsQP+GxC2ZqTcRmM08lmnYG7g2edOA4ZX+EZTRDLiGKtxjnLal2eoAyodB3K4keZ5mj9h/GDGekI6HM4FyRjnuY5oTzp8ZN8fuqO1lmwg543IRuusmNFymeqowzCFPPSPDs91iimHvAXRsYYY4wxxhhjjDFmhF8YGWOMMcYYY4wxxpgRfmFkjDHGGGOMMcYYY0b4hZExxhhjjDHGGGOMGXFDSK+3ypzu3To+2vbhS39X7Te5oxZH/d79T622LRyoRVJbtYNZ3UotXpWkAq/ZDp6pRVs7B2pB2KG7awlWATEZSt9IJHrhQr1bUnZKoBRaUhyq64KEuLQN5al0HRIxk3SP5JEg0y0k/EWpI1y3UYcTkM11SyD6BlDQS+LDpBAXZbVwLMrdQLLWQRtL0oQk6iSZBAkwlRH7CBxL95wVT9I1du57oNpG99wUllP7kfSSykOSQpDkTUCO2YGkNY7U23DsboFQEoTSovqXWKS9VcsVC+1Hok8ST9L8R+Oe6j/bR0D6SqLvsl7Pp5LSY5LEkzQGuuz8DnNdt0zX4Hm7PhjmOro3iYWnaQkjtBXIP6u+uO6/YT0auTiZ17s2bh1t+/wnv6na7/dPPaXa9s5zj6m2xWbdziSyXr+dZaC3vLnu75OlejzPnYb15yyISEkaSmZn2IQCYUgCgNLdGaDYg8C1lNYkSl4AsQwmGaF1jxI20H7JBBA43zfOmZVmY+wBbUVyZhTTUr8psC5A27eSDRCTtVycj8kZkmJuhOZsiLUpCQrKqDHWBpk7JOboL0TrCiUDgnNSm0ZCAiwW2yOUhIik3oWSkdAcJBa6U5yBz17Q71oxzvSxJ49X2yiORTk9ye6pv1N/oPhUwliW4iOcZylpEMTfgmcdSo5CdVi2Id4lKG6kMaDGs+4OPI/RnEoxOdXtdL+jcTvg6MwYY4wxxhhjjDHGjPALI2OMMcYYY4wxxhgzwi+MjDHGGGOMMcYYY8wIvzAyxhhjjDHGGGOMMSNuCOn1Tum0uj0W+b1+7cnVfifnayHXpNQCp9uPrVbb7j97pD624X6a26iFXpP5eue5TRBWgdwvUGwFoi2QzZGgjQSoKD8jGXJDeEVCNRQ2g5QOhXggimRhX30NEhVPQMyIEjmQsZGskSSDEssCSQpN0j4Sm5FQDYXSJCkkOR8IDndI1H0Q5JbUxmqIoRv7VuWhe1kG8RpI6VBDSvJokjqC+BMlkTRWWtL4tIwcxinIEEVC42P1PET7Tc6eq7ZlZaciuXlj3McFaGcYk0H9gaTSJGZE4SyUhe5vMydCpDoUCZxJoNkA+w7VI83RJIrEPgL9C9eG+l72JcdWox5hnCLJtaES6rZEt+a6sl06nb54+eQOTzl6qtq2+aS6/9/zjtuqbQFD4tBp7g+TA8l+SOPxtpP1ttNn6200d1ICiAOQ7IHiEZp3aQ6C80mNdZhipqP1GrJzz331+eg6SZk1rv90bL0Xi6KhLEGSaUmiuJWg4yEmxLZqCYinCEimUC7kkpEElYXWBSl9L1QefObIrnMkLyZRMRzanTxRn+4MjDMA1x41+iKNAYqXoQ4DEoqUdYjnk/E3XgPqi57lmuJjuOdIPiuhkB/mB+zvyRifBOMYQ8MzET6DkpxcUqH+Tm1A1yHhNkrQIRkQJZihZ3Gay7PS/waUmIWuU2Bd6qCdy/lazB3HpjJ+7WF49xdGxhhjjDHGGGOMMWaEXxgZY4wxxhhjjDHGmBF+YWSMMcYYY4wxxhhjRviFkTHGGGOMMcYYY4wZcUNIr++YX9E33Pb7o23/5t5nV/u97qEnVtvOrNcSuBNLtdD44motl5qbY/Hd9lL9nm3zWL1t8TxIsEh0B7IykVSLBI4klCbZLIqZ4f4a8lvclwR9JDmGbSh7RlFaUgxIgkoSXCfl37Sf1JDIkfSShGogdMW6ITEtSbRJwI3CcxCvYT3Ul5VYAJ6WSq/VQskJSbgPL9fng37cwbggGR6OH5I1Z8eKxPJIknWSCBPuGcV5ID6mtgoQoGI/hDKXdWhPEi5LOJ4LjVPq28l+o20Yz3QNEimT9HALhPU0L0FZCpVFUlkBWWBSMp6e10ioS2OKBNcg70QityZJjTHemBcraD6Gcjclr+ZRxaG5LX3IkfeOtq3v1P3jN976sfWxS/VaOLcGcxqs1902982D98PcsgNj6gDMpyDyLyRzhzUc+yvFBCS6p3mXRNgN6SvKZek6IBYmYXYchOQhIEWle0ZhdhaUaMPcRwJnCcXjmKwgmRwAhdIAJi2BsmQTC+D82pL+09pHkHiX7i+ZaCJbNwQJrgPiPIqN8NlCkhZr8T6KjwkaK3RtqptsPYCsuxyB2JbWwlWQr0sKinkpOQqV8YGH6mMhUUjM1+s1Petg/wIKPK9gkh6a0yiuEkviJ+fO1/tRvExzDsXGcH87NJ8uQT+kWI3k7SSSJyl3A5Zw1+WerNTJvehZsEqg04iBJX9hZIwxxhhjjDHGGGOm8AsjY4wxxhhjjDHGGDPCL4yMMcYYY4wxxhhjzAi/MDLGGGOMMcYYY4wxI24I6fX5yUG9au0po23bpX7X9dSjp6pt963UcrD7/uwx1bbuUC2iWljl92nbtcNMR94EIjGSp4F8KzZBkgdCQhIDovQVBI4Bki483ywSUhJkg5iMRHcCASRK1rICOhRwg9iZykeStUY9oPiQxOPULiQ0Jqnwei2/w/ORWBYka1lxbkus2CXlvijtxbptCJanSQr2sI8sklgTJKalLjMJuCVxfyfJIcpNGwLP6nzQ70gWSAJHlK9CO5FYszXuSeJ8vpbpUd8uy/U9kwhbJJ+mOqQxQLJtGKPYt+nYJZDQqiGJz87HJEElMSPJsaksVF8gl49lEDOSHJbmEQkl1fsSNtJ1sjJXc11Z0I7umB/LMV+/8eRqv1tP1NLkc2v1PDC/Xs+lE+iapSGb3by1Puehd9SCVxRcHwTRKsxVk1Mwpmj8ECTRpjmWkn801gpKkhAgQJ3cX8fBCCUFgTkoFmA93Koh7JOdAAAgAElEQVTHPCcPgbmYZNQwh6QF+y3o/rLtB2CsRvtRjA/ScUr+0ZJRY0xC8ynEACjhTsYA3Ynj1bY4fqw+3QMP1vtRXZPQnWJyWsPFonYUplM8QgLiAuOPZOvZmAmSqPz/7L1rrG7beZD3jrnu9305PieOHcex7IS0VVvSgECpkFIqqgIi/AAVNSoRSkUl1NKKHzhUVaW0Pxr+tOVHASHSkEhtDURqUwqJgIArVQUTBwxVEgcnvh372Oey97rf15qjP/Z2cub3PmPvsbz22uvs7OeRrOMz95xzjDmu75zn289bjiBOoFitEXsESaoplsVxB89C/QKi4wJ7MyeYgTiB2prW8jnYBx48zOdFI9ELzUlah1CknecFyvw73zcxkRPGPH0JWB5VEWTWs5Lq1vW0BxGtJAuA0ZqIiIiIiIiIiEzwg5GIiIiIiIiIiEzwg5GIiIiIiIiIiEzwg5GIiIiIiIiIiEx4IaTX53UuvnY+la9tLWQp6hcP7qdj83NZRLX83Tvp2OHns8itsm8xlrJzKs42c1OufyELIMsJCEJBYEYiuF7pblnNAqzLd7IQEiV3G1kSHtEQ6pJwjKR7JPfrlJ2isJkkfiT6BrkbixlB7taSAMMzk5BwJLlvhb4nKVqnHBb7hJ4Z2oufGUR1TeCenWJukmOjXJkkwNAOOE1h/gz37+XT9rPAmeTYTVDYCPVGYTONMWgHElzTvKc+JVkjzdG7ef2LiIj9PHdx3m9kwTK1TV2H8+B+JFyk81CsTeOYxIwAyaMjgsfnWp73uDaRNLHzPLzfHAklaf2DtZOk1dcd77D+oQCfxK8z8w+lmvKe5O5CnisfvZPlt5/a+XA6Nszlfp6HLXO45PGw9A6cTHtf53jC8QqJQqL2racosyZxMQhH6zE8W0TEAoiAKZ7pTIgwQtkDzFHap3j/oVgmr0vjfh43w+ZmV7kREfUckoyQyLchTE/365TVoty/c18Y9/byeSB2pr01gpNA4L7ZKQYOGtswHi4fbqdjJAYmUTTGeb2S90bfUbwWUJ/ZfSWCBd4kwA+I3StJoUFSPUJ8U+iZ4T3w8k4W2EdEzO3AMxPUz5D0hATXve+bJNnHxC/0zkeQ5P0qSTgw8Q883wDzFOYKvisVKGMB2iafxYmcOteRiIZAn5KZwByifYRivTI7f07a66a/MBIRERERERERkQl+MBIRERERERERkQl+MBIRERERERERkQl+MBIRERERERERkQkvhPR6KDVWh6koamnok5genWQh2jBkSdf8MciMwU0VEVHAe7jy9Sx4q/Mg/NvKQryBxLQkbiWBFkgY6yGIakm6C9K9sSErQ6lgr+SY5NokBj7vk2iTEI8khfjMJM4l0RnVr3EuisRQPp0HFCk5e5+F2pUFjiDEBUlaIaFnsCgczyNxHrQXSRPxfig3h/6juQJ1IfE7tSvKTiN4/kHb4nnnsJiA8I+kgr0i5XpO4xikjvB89UFOBBARUTZBckjjEySOlcYdSf9BzIiSyWWQbZKg8h4IvEnWvAfrZEOSW09gfSe5Isn3SUh4CbJ1Etg21qEESEdJ/IlSVFrbI3B975VZ4j1pXsgLwUK5iA8sTAW4r87npB4PzvJ6cXmR58TiEezhILgeznk+DsewD4P4faC9i/YLTCoBaxWJZUncStJekAoTzeQTZzD3SJpNMQDtc7C2ULIOXIMooQGJW0kmTuvKfh5LTREsxZgUg9F+AdthKRCPQCxEbTOAgJb6hKTeFKdHY73HPoC9huPv3Afjg4e5jtBe3TJySsACcUahvR76rpWIAfsU7olxFMRHAfs67XtULiXcwJ9gnEKcDrLtct6QvFMc1ZughoTUVPYRtAOtdaewJlLMROOV1kmYZ1d596J3lu7Yg+I3OrYMcuwjSI5CewitxQ2xPcHvpnDeQY71Rlp76X2g8d5H+AsjERERERERERGZ4AcjERERERERERGZ4AcjERERERERERGZ4AcjERERERERERGZ8EJIr1+bO40/c+/zk2N/+o3fkc47ucyP89pWlul96Yvvy4W8mqVYq19oCEfB3bX3kSxAW/9qFoTN74PMjSRYJOnqlNwFyVNJwgxCtKZklYReJD5syOoSKEADMS1Jjhti2lQEyQfXs3QcRd+XLFxEqG2oD0B+Gygqzn2A8rNOwThBAm66X0SgCI4kgCiFhPZGkTmJ3+EYlYvjBqSH485urt+dLEgmOXZExADC4Hp8hXacvZbmD9QRJejwfEFtQ5L2YxCbQj81IfEhSvGhHUgGS2zB8x2AaJDE9lC/QvJbqnNjbSkgPkTBKLU3CAkDxO+F1ndaj2mOk0CdxiEd61xPIxprGMxnWv8qrcczYtQCiQ/k9hljiP1x2vffMpfXqq+fbKRjC0t5LJxt5TG3cJD7fu3NhoR+AdZEkMZWkLlSEgiMwQaY3yA77V7vO+MyrF80klyQbLgzQUYJaMPe9YagPRxiI4TW0oYkvJmUYrY6ENf19hWWi+LpzkQtnf2E+1lEVBDY0ro9QPKDgL2995cCON4pccIaxNV7IDInoTSJw1tzgGIPGp+Y8Abk0QvQpxRHURKOYxifFFOQXH4xnzdQQpCIKLC3V7gnxTh1E+K6Xkk1xUwYU0C7Qj/VU1iLabw2oL7CBAG0bizCeALZ87AFcnpa1zqhdwacA415T6C8nRJLUXIh+g4wu7Y8IR70F0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLhxqXXpZS5iPh0RHy11voHSynfERGfiIh7EfFPI+I/qrWy7esxDy7n46f2XnlqWacgvd4+ylKtO69lGdvuThavDRcsgF7ayRKshaMsipo7ynKq4RiEVZ1C6RhBvLa4mK/NV7IIm8RyS/l+ESzdQ+EiSRxJvkWiOpTIgjyNBK/QDkHXHmaJH8nBmmJtkmN2SqFRbEb3g+cb7t/Lp5EgGe6HbUMCTWivCBYi07MMJOcjwTKI5UhUV2FeoMiS5sARCLhJWg2S4rm7d3L9oiGzBOkeCsVBFkzzD6WOIIqm58M5RXMPnjlIPNk6l9arNXg+EM6irJGE7nBsfOVurgpJbU9BPE19AnO0rkB7BQsucTyQ1HsB5h9dCxJGnLsgPUQRIgk4gWaiAloDaX0hCS0mVMjPMpuYgNZ2+eZ5FvFXRMTBuBz/6OCjk2M/96XvTuetLuVbjZewji/nfl77OqylDUl+pX0Tjg2wLlXaQ2D9w2QDlJAC1mJcb2g+0p7ZiD2GzSwUHyGeoXUJk2FQ0oVOwTXt//h8AO25KG1tya1hTJQFWMv3oJxFkPaC1JbaEOtD6ziMm6G1v86WS/t6NJJ9ENR/uNd0ru2dsRXFCZjwhNoaJb4sGqZ2RPExvSstw15KYxYE15jAA9/RoC7w7jUHCWJasUdd6hNSV6hj2cnvunUVRMxUb3o/JIk91WUrr1Uo46cEJVS/4DgF1+NzWnvhPCoD1lMSc2PSGbofzT2KbRvzntYSlO+TjHykxFkwx2ef5bT9O6Ln8Quj/zwifuVd//7nI+J/qLV+LCK2I+KHn0MdRERERF4mjL9ERETkWtzoB6NSygcj4g9ExF99/O8lIv6diPjpx6f8ZET84Zusg4iIiMjLhPGXiIiIPAtu+hdG/2NE/NmI+Mbv3e5HxE6t9Ru/lfpKRHyALiyl/MlSyqdLKZ/e34afLIqIiIgI8U3HXxHTGOxou/HXFkVEROS3PDf2waiU8gcj4q1a6y+++zCcin9hu9b6V2qt31tr/d6Nu+wSEhEREZHf5LrxV8Q0Blu92+lQERERkd9y3KT0+vsi4g+VUn5/RCxHxGY8+i9ed0op84//K9cHI+KNp91ofTiN71v54uTYSc0Cs4+svJ2O/eOdj6Rj2ydZnLb7pa107PDbWQC4sJe/sw3kFFzoFKWRqI7EziTuIukhlFGWQSRGQi46Fg2hYUsMPXsaCY1BlEaSPJL2FioXxHko2yZhL8m7SSwWgdIwlFSSmBbEciTWRGnlg4f5GLUhST5J/k1SR5BCtxj3skwPIRkbjIcouV8KXBogj+4WeJN0D+SDrb5H8SSNOxJcktyUBNckH6R605glSSEIAGlOVZBHRwSvBySu3ssiWXyWg7xe9QolC7UXHQNQHk1rbEO6XDdB/L69l0+k+Uzr3/tfTccGaBuShMculEtzl/YVkpM2BI44PgkSjNKYhbkyu+aUcxO3PiOeWfwVEbEynMW/vvr65Njpt+U+/oevfywdu4Q+XdzNx87XQIT9VVgvImI4BNk9yZQJmqMkzwf56vj2g3w/km3DnML5tADf8BrP0b1fwDFM7EFibtqvSTBO8lu6lhKCgESW9pkREq1EtBIBdO6H1F7wLBiXwTqOiUwoHjlp7K+zUMwacb3EF1THzr6icodXcwKiun+Qj5HMuneOtgTq8A5UAu5JfU/juFdwTedR0hKIEQcQT1MMdXGXxejDGZR9mecAvhd1jndKWoLPTO8wFcTMu/DMkFCprMMzw1x+VDbE0DSeIMkIJd9BSKJNMTC8r+B7DSZBgYRBtCZGYw5RbAVrASbVoTVjdl7QmHnMjUVntdY/V2v9YK31wxHxxyLiH9RafzAi/mFE/JHHp/1QRPzMTdVBRERE5GXC+EtERESeFbfxn/M+HhF/ppTya/Ho79T/+C3UQURERORlwvhLRERErsRN/pW036DW+smI+OTj///5iPidz6NcERERkZcV4y8RERG5DgoDRERERERERERkwnP5hdF1Oanz8dnzqWjt4DILCVeHLJ06usgCrC+8dT8dq4tZqLWwTdbdiNO7WWS19lYWRY0LJN3rE0UTKN9CgSPIU0FwOGxu5vP2WWZMokG85927+bzDLMQlwTLKmUk0SHUhSS7KDEEEBmKx8QAkvo2yUQQH8jsSj6PUjOSD8HzDJog1QRSJYka4X71k2Vkp8HwkyiXZI4krSUoHUkis99gnKC8jXEsCOoLaPxrP0nkePUsBCSDOZxBKYtuQyHIAISFIHVtSwLKxkc+l9YXkpiAox2cmSFr5cCeXez+vNyjMBpFiBflgOW6kD9/P60EFoXi5l+tDo67A/QLmH45YkqpT39NaBTSFkCTcRrEjlHMJbUNjaXa/eYJwUW6PsZbYn4m57s7ndWB/F5IuXOS5PAdL6erbNEf5v2le3slzYG6b9+xZyinEAJeQpAISitA8o5hi3NnN51HShAJrEK190ZBUUyxEAmmatwDJsZHORC2cBKBP3o17XETUE4gJaS2n9a9TZo2CZJIKQxxb6H7UNhSP1Mb6dwbt07mXUnsXeL6R+pRiHjqP5gX1Hx2jRDIUF0ej72m+UBKI3r0FykApNECC67qR1ypKiDR3wHO0XHTWGwTQBWIKintINH3xan4/pDqWPUpkQmJmioshbqFYJiJiC945HuSYEOcQvHMQGBtTAp0Kc6Bz7cR3nVasBvE7riWUZCn6sssnwf8TXpP8hZGIiIiIiIiIiEzwg5GIiIiIiIiIiEzwg5GIiIiIiIiIiEzwg5GIiIiIiIiIiEx4IaTXm8MYv29lKjTcv9xO571+fi8dGyILol69m8Vku8tZGnW6s4X1WSBf6WI2RQ3nIMJezWKsOZKBkXAUqEdZWDqsr+XzSOAIckQUMwZLoIceiWlEjCBjm7uf6xggAyNQpkeSQoLkfNBehQTjEVHhWWIB+qr0ybUJEjhWkvZSXTrboZB0HGR/j/4AhIskKiRpNgkSSRZMkjySfEJfkZiRJOhxAvI6oDUHqL17ZfAkxGP5HQi8aS0gMSDJ8EASXkm22ZACNoXIs9zNa2V9J6/R1H8osgT5IInWK8lSSfRIbUgSzIbwvKyCRBPkuSiTp3m6AlL8C5h/NCdBdopCSXhmSkBQ1mBOBctzSdx/uZ3Fk7hGwxoWs4kJetdxea7MlTHuzE1jiL/7zr+SzvvQ+x+mY1/6tVfTsfONPE+O7+Uxc7nI/01z5c0+ESzJ7lFejBdD0gwY/xhHdQqXqS5jI7kC7bkkTkYJcEMgnarTKdYmIT7KlUnMfE2x/UACYtr7KI7CvQbOo/iP2p/2C7ofJcJYhLFEe0VElFWQyVO8DO2A4wbaZqC4gOKWzneB8SHs/ySj7kzm8+hcSIwDUn28J817iFsCxhcmw4C+quuQkIL65BhiRJJRR8S4kufacATtQHErJQA5zDFdhXhkOKKEPBDfUMxKsTLEUBXWB6pfRETsQvIXeh+g96zed0a6Fs4rlHiEZP6YcAjiU3pnCI4daQ0b7sA4Bvk+xcvpXekJ26O/MBIRERERERERkQl+MBIRERERERERkQl+MBIRERERERERkQl+MBIRERERERERkQl+MBIRERERERERkQkvRJa0EiUWytSa/5HFt9J5v3j44XTstZW9dOzXH95Pxw5fz5Z/SjYRETGcZ4342RpkjZoHu/o5ZFWggshmvp8t8ZQlI0ruVrTJQyYCLCMihq1NqCNk+ACr+0AZijozb1GWBswMsgDZHCh7FsjoMaNPA8xYRRnRyHoPGTUoAwllxIgFyCwCFvxYBXs/gNmSKINFBNYbM3xRBhl6Zsqo8fY7+TzMRADm/0ZGuwRl3qBno2xv0eh7ys4ym/kpgrN20BynLCmQuaHAfKS521vnVlZGzMQyQDu+mfuvUt+PkIEEMqIhtD5A5ozYoKyHlK3vChmUejMSYjYcaFsqm7KfQXZLehbMiLaVs8rFJuwD+5BBMyIKZH+kTEhz73slHRshcxpmkJsZI5jdUG6dsZY4qdPx8P33/2U67++9893p2MJunt9LDyFemst9v7jLa/twCsdpnh3A2KasN5hZFrL1QNxCUEbHcS9nkKU9oBWPFNrbO+tDmdcoLqN4ZDzKbThArID1pgxylA2qM8vZo8IpQ2hnbLUJmX0pyyPEnZTxjfZHymiLWYx69/9oZKykLMXQVxTjYNZjGl8UK9C7BDC8L79nUdZPfGbI7hoR+D5A8QNm/KXxuQ9xMO3rdC3FjjBmC9UF5t7FFsT9ETG/C1nNFiCLLL1bwrNcvJrH4txh3tcHiAso9hgpM9ydPDYp+xllU8P4OTh7cW+GXcoCVyCzLJdL7zUwdzuzFlLflxXue4oTMcM1zftGO6b7zY6RJySq9RdGIiIiIiIiIiIywQ9GIiIiIiIiIiIywQ9GIiIiIiIiIiIywQ9GIiIiIiIiIiIy4YWQXh/VMT4zI7vducxSwfOaZVf/z+sf6SqjjNn0tPSA7U8VPrMt7YEAjeSKIA1FURpKUUEADRSQaFcQ55KglUR8ESyQJskhiRRJIkyyM5QXQxui0A4ErWUty/nGvSxBvwooxAMHIwqk6fmgDVGeRueRIJZk1nAtSXJJchsR0auhxf6DMVt3cx+QoBKFdiBcLCSWo/qBpJDGDckMW9dj20LfX27vpmNzm3kNQ+E2yOvGnXw/akOi7mf5am30PUpZST4IYxFFskcgPoR2IKlgkOwZ6oJrWKcAsEVdA1k3iQ9XYd6/kRM0oNCd1kl6PthDaH1AqSPtK601H4TblHCggoge602S0GOea/Le4v7cefzgxtcmx/72UZan7p/lfl/8rrze10/lay9hyFCsFRE4n0mq2p3oACTABO6R8yBzp6QQnQkImkkcziF2hDiKkmbgXkNrATB0xp2YyASEsRSL1kuITynOi8Y+B2XXY5AFk3ic9i6IHalPSSY+d+9uLqMzcUgT2g8pGQbFUZCAhaTldF5pxEKzkESb9gCcPzBHcf+IiEqicOhnvGfne1ElqfoltA3IlYcHfckeAtp/nhJzRCPJBfULvZvQOrkG/QJrZ6V3uUW4H6wj4zrJyfOcGvah71rAs1y+P8+1+bfhHY8E+p3vA90JjEBCT3MUac0zqnenCJsStVRow7TfPOF1yl8YiYiIiIiIiIjIBD8YiYiIiIiIiIjIBD8YiYiIiIiIiIjIBD8YiYiIiIiIiIjIhKdKr0spvy0ifiAiPhCPdEhvRMT/WWv9lRuu229wUYd4ME4loV88f1867/MHr6Rj99ezuPPhYRaOjstZpjac8/e0Ebxth+/PArTlByQDy0LC4bRTjAXCURJXk0SbQAkwSSIjosA9RxCloayugqyxU6ZH4lySeXXLo6kMEDMGiFyb14NkEqXEKIIFmSH1Qen7tktiTRJjYhktQRtJpUEgiHK/Cv1MdQSRL8qV9w/yeZ2idZRb0rUtES+1GUmAQdZJMni8H4m+V/L4ChLxkcAxQG5O92uAAlaQQpZVWHNoDsE4riBnLusghaa1Ds4jSSRKBWE80P0iImKHRIrQtiSQhvWBQMn0++7lMihxAs3d5SxALTRHz1h6TfOUJO8jzEkS/NOan8S7VL+XnPdCDHZca/zS2bSvPrn329J555d5bcAhdz8fXH4nn3e53IhH3obxRclDqPCWVHr2fiDoj0UQjpLYmdbxThE8xRMRjb2P5MyQ+KI3YQOKj0nmCpLpcTcLpSm5Ccu/QZhNsV80xM4kuKakLiQBpvama2G/JiE4tiHsubgPN9Y/imcwxqEEBPB8OB5WYe8D0ToKpfNZnJwGhL34LtB6PwC5L7YjyX1hXsQC7JEgs6a9EONi2vc2YBzvwFxpib5XQCBN8m84j94v5t7O7yaX9/McL6edsm1g2IN3w+O+d6q6wTEYXT+cQMxLcQuVTYJrakM6RnHeSd9cwWtpfEVgnE8JU0ZIJITltJLbdPLEt9BSyscj4hPxaD34JxHxC4////9WSvmRa5UsIiIiIogxmIiIiNw2T/spyg9HxL9aa518xiul/PcR8UsR8WM3VTERERGRlxhjMBEREblVnvb3XMaI+FY4/v7HfyYiIiIizx5jMBEREblVnvYLo/8iIn6+lPK5iHj98bEPRcRHI+I/vcmKiYiIiLzEGIOJiIjIrfLED0a11p8rpXxnRPzOeCRcLBHxlYj4hVrJZnszHI7L8Y8OPzY59tZZlnR918ab6djP735nOoZeuSEfPPw2/g9461/KP8xafyM3xxxIw2Iu6+HKLkhDC2nkAJJlkeQY5LwFBHIoCgwWJxcSHwMkBuQyQOZKQlWS7tHzURuSMBHk2HhtBAub6XoSCAL1MMvvhve/lk+kfiFZN0j3UOpIMraGDBSliSQQJDE3yDGT6DYiSkO23gOKP7d38nk03kk0DMLECBZrlrt38zG6GISsNNcqGmJBpkd17JV6k4yy9cxUNgkzoW1xPIBoFSE5Jj0fyQxJ9reU532Q3JLW4miI8UkAScJtEnDCWKK2KZBYgCTaKNumtqG6tGT3JCgn0Wpj7KTb0cHZNvQ3MxPeKzFYjRKXMz34+7f+eTpvacjz9m/+i+9Jx+Zpq4EBMt9IQDAu5bkyv5fXckwAQsdAao/7HqzZZQViD9jPaK8hoTTGPBEshoZ1DeMRurZTwo3A2jBsrnddirEk1IWk3BHB7UDnUgxGMQ4mdqDBCGXQMboftStJx2lfCE4KMoD8loS/lLgCY6beRC+wNxOUKIdE0ZjchN5hImKg+H0fBNLwfCi47k3eQvseQTEKyZAhuca4xrL7YTuvTRXOLfuw/kHiC7oW911qmnkQSp91JhFYBWE5xXmtxEu9fUDJNaif4RhJ+nE8wHzE5CadCYfGtx/k8+IK7yzwvsqJf2Ad2dycHjhqx3M90Xt91//Gd/1TRERERG4OYzARERG5NZ74waiU8vsi4i9GxOci4quPD38wIj5aSvlTtda/e8P1ExEREXnpMAYTERGR2+ZpvzD6CxHx79Zav/jug6WU74iIvxMR331D9RIRERF5mTEGExERkVvlafKB+Xj09+Vn+WpEgDxHRERERJ4BxmAiIiJyqzztF0b/c0T8QinlE/GbGTq+LSL+WET8+E1W7N2sDyfxb6/9y8mxz8x9KJ33+eP3pWPfspGFaL/25ivp2NxuboqlbRYfL+5lCdbiXhZtDWcgurvM16LgjaR7JD4m2TPJ8EhsSlLThvgYZXWd0msUc6OID+pNgl6SHpIMj+pMdSGJ7zpI8yKikoQW3KPUNtQH+MwgbCZRNIEiS2hrkncOGyytHB887CuH2nEzSz0DxI44B6Dvqf/Gnd18HsniaCwtgMSvITyv9HzQz+MhPAtJiQGUf5N0D+5H9aM27BabRsRA7UgyPRKZw3gisWaBPsD1isYIXIt0igsLibBb9SFIen0O5ZBEm8SFtE5CsXgeChNB3E51iUApJCZjgD7FfQSunZXVlovOZA8vD++JGGytlPi3ZgTLP/r2x9J5n3n4wXRsbiGvF+DGjtN7MP6/zOOhwHSuMHdRqnrQl7CB1vZy9w4UDJWhxBwUU3QmhYhoSKU796SYg/2a5iOsBSNIuFFoTAJoaBuUNcOegok1GufSPQvIfTGpC+1J631tjYkwVqjcvnWXro0IFmlTDLYLew3J20GM3iuzxncTiLUxsco8XItZiBhMwkGCeRizGL/BfK57+Z0xIHFPAXE1CvUbiYTS/b72Fh6vlAyD+opil87kKHM7ub3GDZJjQ+wHMQ+KvnuTJB2A1Dki6hLE6id9UmmUWVMZ0IYXr26mY/O7nfOH9hBom+HV/E0iIqI+hHdBit9pDtG3ARLtz0rjn/B+8LQsaf9dKeVnIuIPRcTvjt/M0PGDtdZfftK1IiIiIvLNYQwmIiIit81Ts6Q9Dkp+uZRy79G/1u2br5aIiIjIy40xmIiIiNwmT/yNWCnlQ6WUT5RS3oqIT0XEPymlvPX42IefRwVFREREXjaMwUREROS2edpfKvzrEfG/R8T7a60fq7V+LCLeHxH/R0R84qYrJyIiIvKSYgwmIiIit8rT/kraK7XWv/7uA7XWy4j4RCnlv725ak25jCH2xqkg7t4cSLqW8/evX9n9lnRsYSFLncaDLIiaB79xRMTFaj73YjWXvfgA5MwkbF7KwmaSWFUQr5HYqkJFS8kAACAASURBVIKErJLglaSHII+OCJYrUn16pFotQFZGImYS0I4gqiPJJAp2SdgH7fWoQiQSa7TZLFAOSoBBUojqTxLxkfwb2h/PO+IBX7ay9A3FaDRmD0CYuZFF2PXwnXweyTE7BYIjiE0HGq8kKWxJ36j/SAANUHuP1Pck7COBOpSL19LzkSyzBc2NSxAIQtuSLB0ljPP5fihxBuE5yqip/+g8knJ29mdEsIiUIBksiTpJRErP0im2p/lYVkGEvZfn6JWgMQZyUuxTaht5N++JGOzty4X4yzsfeOp5X9nZSscudvPaNz/mHW3pYR6v41xDen0OMc4aSIR38z5AMQAm5qC1j5INwLzFfR0k9BhX0XyK/r0P6917P6gjxWAYb1EhFA/27pktGT8l8aC1jpJmUGIBKALFxzBGsI4Qz2PbdAqJIyLKWo5l6y7Ukd4HaCxCvesI8R/dj9qVxixJgCl+7kwAEcEya4qXeW+HNaOzn7EdIDkNlgvg0zWeGdcrkk/DeELpP5RRof9IKF2pbQiKWSH2GElk3ZgDw9cf5HtSIgAqm+TTtA5B/81vg4Sb4m8Qa9Mai++bDegdiGJZTORA0JqTCm0nHnlatPaLpZS/GBE/GdMMHT8UEf+sq4IiIiIiclWMwURERORWedoHoz8eET8cET8aER+IRx9GX4+IvxXPMaWriIiIyEuGMZiIiIjcKk/8YFRrPYuIv/T4fyIiIiLyHDAGExERkdum4y+0MaWU//pZVkREREREno4xmIiIiDwPrmOc/I8j4r95VhV5EkfjYvzi0XdMjn338hvpvE8++M507PwS5KI1S53O7maJ1XDG39OWjrO0ajgDYeNyFnrNv7WXbzgPdSSJVYH6kLgQBG0EyowbgmrUdJFEDgV7IMQ9zIK9Ac5DEXOn3BfbkORuK1maV48bxnOS1ZK4lcRmJPwDmWGMILolmR6UMe7s5jKgfiQKROluNESRIHjDtgE5XCUZMl0LY5ueheTRRCWBcKdcOYLHcT3KQjy8fiGLMAfq015pPIgQUQpNgkqSicN5EdEWgM9CUkEQfZdNEJ7DXOtbwSIC5bIwtiERAD4bjesIlHqjBBWkgvUwjxGcPwTNiyOYp7Bm1KO+NQglnxEseW+sEbPgXDmEtWBGcNmvg5R4jjHY6nAW37Pyxcmxv3/xr6Xzlhbyenq2m8fw2R0QjtY8d7a+wILkyzVYT8/6EjHgGkuxQu++TuJqElwDmLygIYInaTxCcQasiSiXpbYhwTWtfbTu0v6zBM9H5cK6GcFrC/YzxkwwnqhPKZ7slISX087di/afhjQZ9wtat+me8N7QK4+m9R7bH6jnlNQDkq2QxLwleCchL70XBcwrmpOdomK8FmK6Xq4070FyXC6gHaCOJJoux7lfxs0cE1JiARI7E3UN1pudvI4MUL/mPdepjrAmQh3HO1mOXd7O0nJ61xmpDVuVnD2PhOWwVlESgYgrvHeT9J/elWBNnU2WQ/f6Bk/8YFRKga8bj/4oIkBNLyIiIiLXxRhMREREbpun/cJoJyJ+R631zdk/KKW8DueLiIiIyPUxBhMREZFb5WkOo5+KiG9v/Nn/+ozrIiIiIiKPMAYTERGRW+VpWdL+qyf82ceffXVERERExBhMREREbpvrSK+fG+vDSfye9c9Ojn3ind+Vzvu+e7+ejv2Dt74rHTt+J8uz5k+yxupyheVPa7+ahWWLu1m0hYJrkKLG6Vk6hLIsEqqStJeEoyDVIkFyU3JL8tVO0RbKIzvF3FgGnUcSOZDuRgXpIckDSY7Yuic8S90DqWCvLHAEaSVJIUlI2Cm4JtF6q+9RFk3Sy4a0r+t+MLZZtp3nyrCexeFlGQSA0F4oJIaxFBERJB+E8TCSNJHu2SnhxjWDxHedMrwgEWlDtonyTxJF0hoGfTBuZ9Eg9j1cG+e5DOwrElzTtSBMJHl+RLCI/hRknSTV7xXM94ryQTCOQtzeHKgtaTwlF4CyiV6p9+wc75ady3PlpC7E586+ZXJsruS5962bOeb5/EfzXnHxa1l+v/JmHv+Xizze5o7yeB92YS2n+VhhHYd4i2SzMcCc6NxrcH5TGZCUIKKRTAHWd1wTYd8kgTDOv95Yjcqga1FcTAlBuB1w76P1byuPMZL20t5HfT/chTiqM0bBPYDE09Q2ERy3wv6DIma6lvqF3jkg6UxZgZiHpPEA9dOwDIlfUGQd+Cw410hE3xmfouCa6tMpocfxQO8CreQTtJeu9r1LFEguhHPtCGJCiOlIoo3l7uXxUFdynQvEapXeTSJ43aBkLfRucgoi7Ps56VM5gXkPbYh1pLrQnLrK2KTxDu+mFMsSuNbN1ucJ0uvekDJKKf/0Sf8uIiIiIs8eYzARERG5Dbo/GNVav+dJ/y4iIiIizx5jMBEREbkNun6jV0p5LSI+EBE1It6gjB0iIiIi8mwxBhMREZHb4okfjEop/2ZE/OWI2IqIrz4+/MFSyk5E/Klaqz+JFhEREXnGGIOJiIjIbfO0Xxj9tYj4T2qtn3r3wVLK74qIn4iIf+OG6jVh93I1/tbOb58ce/tkPZ33a3uvpGMnF/kR53ey+GnuNAu1lt/h+pyt5b/Jt0LywaUshyOBVsB5lSRyJDMEWdYIgusCYmCUMJIgLwIFqChjI3kXCGN7BXQoBiaxM8lYSRgLgr1KsrKG0A4l4yTCRjEtPAu1N4nJQD6I9esVT7bk5kBZz3OtHuf6jCBxRKExyf1AKogiSwD7j8SYJHsmQXxL2EtiVBLYkSyYhH3QDiTMHpagjp1tg/OMJNoN4SKOOxqf0LYoe6S2gfWPRMz4zLQukaAaoDUR191oiPbp+eC8kcYdycRpLFG5JFolcTXVj6TerbWY9htobxKeNuWtM8z2aY22cPEl5a/FeyAGW4yL+MD89uTYp/Y/ks57fedOOnb8MAt/N97O42P1bRj/VxgOJGklAX49hDkOsuCymaXJKDaF9RQTH9BaRcdArB3B6yTtw3geJSWgeb8OYlqqDMlcgboOsud3cuKDQnsSHQuWvmKSmN0cB6PInCTAlGSExhdA8U3dgQQ4VEYr2QrtVRRv4R4J7UhlH2VpfIAAGvc9Gku9MSbFE619uDPpAtGbpIdiHhJh056LSWdIog39hHt4RMSdLGeOY4iPVqDsk74xS8lNWvMvQe810E8kuCaadaa525kciu5ZwJVOYOKEI0igcxf6iWTUS1BneraIiAta63J9hgrvCFdJ6vJuIOnSb5TzlEvXZgOViIha6z+OCPgCISIiIiLPAGMwERERuVWe9rnpZ0spfzsifioiXn987Nsi4o9HxM/dZMVEREREXmKMwURERORWeeIHo1rrny6l/PsR8QPxSLhYIuIrEfE/1Vr/znOon4iIiMhLhzGYiIiI3DZP/QtttdafjYiffQ51EREREZHHGIOJiIjIbfK0LGlbEfHn4tF/3Xr18eG3IuJnIuLHaq3ZXncDnI7z8fmDqdB6fT5Lv04u8+N89cFWOnbxGgiw3syiwEXw1EVErH0tX3+5THJtEMaSULdXDkeCZJIwg8i3934tsR/J3EaQ5KH0rVOohpIuEP4SeC2JlEF4We7kMTK+xcbzspEF0Hge1ZuemaSVJLUFkSL2M8jYsH4g6kZ5dDREkdTecE+SNY4PHubzVrMcM/q8zigTHUEuT+1Fwl4UkUZD5Etzl/q5U1KNgmuQNSIkA6UxQvMCJK0R/SJmFJlfRzLZkHAnSG5+COOVRIh9JTy6J8kLr9HPdD+UaJLstFOAT+2Pfd+4H69hIC1vzJeu+sTMtRdX6ZXf+rxXYrCh1FgdpuPzdMxzee9rWRQ9HOcxdw4+6cslSDzyoD85A0pal2BsUsxEYloS+cN+jVWh+0GSEdr3Wut9hWQmmNAC1tgBYhzc7yn+Q1k3tDVI8gvIeWMe7tcjY/2NcmDN701GApQV6AMS027v5mO0n0GMX9ZW87UUO7T2ehAGUyw6PthOx4alXHY9gf2ekuCgtBfE6Isgrj7M7wfYTyQdb8mtYf+KS2hvmn8Uv1F7d4rohy2QHBOUEKkzToiIqG+8mQ9SfESJQigGozid+plifHp/7Z27VMYVku9gv9BaQusazVMQ8qPAm97HlmFteZjXB5T5U13yWY+OdyZZoLYp8D6ASZG6a/N06fXfiIjtiPj+Wuv9Wuv9iPj+iNiJiL/ZUbKIiIiIXB1jMBEREblVnvbB6MO11j9fa/36Nw7UWr9ea/2xiPjQzVZNRERE5KXFGExERERulad9MPpSKeXPllJe+8aBUsprpZSPx29m7BARERGRZ4sxmIiIiNwqT/tg9B9ExP2I+L9LKQ9LKQ8j4pMRcS8i/ugN101ERETkZcUYTERERG6VJ9qqaq3bEfHxx/+bUEr5ExHxEzdUrwljLXF8MZV8PTwGkRtce34IMuuvZ2HY+pfztbXh8hwX8ne2xR2QSZHYdDXL2Mo+iHcBkjOjrJZEYiQKJNksyeIiUIhHIsWg+izkPhiWQb4K0kSExHkgXkORMojAUO7WkltT25JcEeqIwj+SHJP8ls4DwTXJgkkyHSBhbMnSUZTWGiez1+5nUScKjUmmR7LtXtEwyUCh7waQCpOULqIthJ8FZZskrCdIPEkya2h/WgtQ/g1CyW5RfvBcI9EnzjXoF5Qr98oQqQwApdUkUewVjLfuSefRuIP+IyE4jgeSd5IIkdqGxiHdL3jeF9pHqK+o3l1zsr/9XwbeKzHYZS2xP07H7PsWD9J5y6/k9eb0TRD+QjdXGB7jPI/NhZ283lSKASC2QvE+JT/AgkEYuwFi+odZPkzjH2OesbH2UXIHSDwyQOyCyTWoHWjPJXHuJezhUD8sdwGuJdlsA1wnO4XGWDatkzs54w3u673CfxLndsp5IyLiJM81lKjD3o59SskPzkDoDu1VSK58Du1PcmwaI7vQ1hS7R7Dcl2IXEk2T6BvaAeNTijGprSFGxH2U1ioamxERSxD/3YV3QZCM43sfxfM0Ru5kqXeBeJJE+TTmUPxOcUtDCI79R3EnxTgUQ+/DJkRlL8G8p3rTOKS2wUQ7/NsdFPLD/ONYm8Y2PMvM2lQu278jetovjJ7Ej17jWhERERH55jAGExERkRvnib8wKqX8i9YfRcRrjT8TERERkWtgDCYiIiK3zRM/GMWjgOTfi0dpXd9NiYj/90ZqJCIiIiLGYCIiInKrPO2D0f8VEeu11s/M/kEp5ZM3UiMRERERMQYTERGRW+Vp0usffsKf/YfPvjrMWEscn0+FYHeWs3zrlz77belYucgythE8deNCPm/9DZZvDedZMDX/EERWJJ3qFIShrGxnN99vPQsOx/0syEORG4kCW7JZkMMFybeACmLGAOkbSfKwDKoLyQdR+goyPBCnlXmWGZLgleSF2N4kOSR5Gj0L9QsJ2qDcQmJnlB6y1JlkfCigIyHovbvp2Pj2g3wtPV+nlBjbmiSM0NYjiKJRDBfRLWJGKd01oOcjwSHWG+ZAJbFzS+BMknEc77lsnCskKWxIlxM0HjoF0IV8klS/ZjuArJuklzQ+B5DLktgehKc0PonuupCsnvqkBYmrewFJa509pvN6wnsmBosh9sepgPMzOx9M5y0u5PlzMp879c7n8rq0tJPn4+KDvvEf0Yit1rI0tJx2ip1h3yRBb30I+yZJ32n96k3YEIFCZBRAExT3kHCb6gP7OhaxmdurnMDeRbEfSWkPIG6MYLks7QOdIlhM/rIMSSUgYQ2WsQuCagBlzSTYjYh6APs4jPeyAPc8p3eO3M+YxIaSa8D7BSXcoFFMY472LnqHiWi0Ge3ZFDNRchsai+c0VyD2o3lKcQLVmdaHBiSLpnUoBhKCQ/9R7E7r3zHJzfvWTqoLxRkox6b3wIgoq9AOINXHa+k9qxdaWyihFc1Hms+dEvqIiLiENoOxSDJ5jP07Ekvh+8FjriO9FhERERERERGR34L4wUhERERERERERCb4wUhERERERERERCb4wUhERERERERERCZ0GvNulxolLutUPPWrb7yWzlu+nwVYF5/PUujlh1litbiXRU/DGQui5k7z8XE1i7qGfZD2kXSqU1aGEisQbQ2bG13ndQvkIqJWOE7yrdUsmYwjEISBOHcAgTfK5kgQVqFtSKRI4kiQmtWLhuC4V1w5n/uP2qZXuN2sTyqX6kdCtH7xcSWBHTHmOo5vvp2OkWgQ5XedIuXxIAvnhw2YA9BPw+ZmPu8QBPZXoVfiTHI5Gl8kASSBIEmc4ZmbUm8AhZRnIEjsFZRD24wgxcc60hghISSJojulqCjBbJw7kri6s22T7DkC1xGcAyCnH0HkW+ZB/AmCV1xjI3iNoDaj9bPC3kBtM7tuP93JKLfAWZ2P18/uT459FmKw8TyvF/O7eW04uZPHzNrXQB4911hLT2CtA8FoOYK1gOYZxVsUM0GM0p1IA+rXHZdFI9kArVcUH12QIBnWh4A2JHErlFsOQEBL6wUJY5ehjNY+SrEQxWDUjrQ3dO6bKKtFaTnE8xsgUN/bz9c2Eo8QGGt3ypRpv0Yh7vZO3/06kyl0S9pbUCw6QP/RvOqsY7dUmPqZYvdOMfPlw208PlD8h3JtEFxT2bTfQ79g7Ej9R/s/rFUV3tHofZhilIhoSMbp3aYzMRG9j5EQnOY4jAdMPEJrBtT5Ku8cGG+R0B3qg22YxoPSaxERERERERER6cQPRiIiIiIiIiIiMsEPRiIiIiIiIiIiMsEPRiIiIiIiIiIiMsEPRiIiIiIiIiIiMuGFyJJ2cTYXX//yvcmxuQPIvLGZ7eiLIClf2s4W8LlTyOhzybbwApkIhjOwlJMBfiNn9QnIElQPKWMImNkx8wzUGzPhdGa/alxfFvuy8JBFv6xD1ggw+vdmBikrYLyHbBq9NnrMhhLBGVEgW1KFzF1o9KciOrMqlDVoQyqXspJQBivKuhGcGYFmBmYYGCBzAGSmwPOgjsMGZNKjsUTZoCgDSStDFEEZX66RpQuzU9ExyrQAGW6ofgSW28qu0tk+vZnOsA8oAwkdozaEtsaMEbRW0VyG9SYiYoCMO5i9BMBsI5TdiLL1NDIXpvvRPtB5P8ymEYEZqkaYu9Q2vRkOZ9eWctGZYVCeKxd1iHcupmvv93zo9XTepz//7enY2ldyny7v5LXqbCvPiYVtWEsjYjiADLSUVQvmHsYoMJdpzQiaK5RdCjP1wLNQlibKytMqmzinDFEQH9F+AddWyshEa/EStNeDnGWrbOY9HDOnrXE8gv28Bxm56DyKcSie3IUMZrTnUqY52q9pHacYDPrpUTkQgz3IWbUoHhkhSzHuPxDHjrC/DtAvI7QXzZ8CY4mys2FWskYdCZy7FHfStTQeKIsiMFLmO9r3aM9sPTNltqIsd/RuQ/fszNCKsRXE6dg2vbHtVah92diwvekdYf+gs1zKFgux4wWsQZSpscD9GtkDaS/AdzdaHyjWpgyas2PkCTGYvzASEREREREREZEJfjASEREREREREZEJfjASEREREREREZEJfjASEREREREREZEJL4T0mhgXQfx0lAVfSw9B3DkPMl0QXI8L/D1tABFjXQAhNUn3QAJIMuRCgj2AxM4kXERh9t2tfL/tXSwHZcMgoCNdFovJQHS3BOLWTukrllGhjI2NfB6JxU5BGBYNmd4r9/KxXRCqQX1QSkcCTpKikUyc5LckZjwEaWhDSoeSZBSwk4gZ5HB0P5orcN7lNkg0G8K4Hgq0dVs6CqJBkrKTYJnOg3qjLJhEjyTWJCEhSDRRYt4SrcM9h5UsObyEdYMkjiTsQ0gwDm0zguSdJM4onqYxR4LJaIxZgoSSJBrEJAJ9kvBKSRfmQQgJ1aPnaD3bAOOYjhEo66b1b/aZqU/k1jm6XIz/b/dbJ8f++Zc+mM5beD2vp5fg8R1geMwdkzyaRf7jepb7DrTnknSUpMvHfTLdgLiAZNYogqWxTWsxre3RECLTeoUxIbVtp3QZ1nuKy8op1LuRSGOWCrEfibAfnQwrG5VDySdINkzlUL/s7uVr79/Nx/LdcL8uEFO34l0U9FKcQaJb2MMxLiOZLpUBsftw706+Fsb7CM9BcUIrAQvGZhRD03kk+u5NpHEC8Q2NJZgr+C5BCTNInh/B83QZ+oWS6sCey8lWoNze5Ekk+O+Ml5qxNkDjCaXSmDAF5kCnTByhZ6ZnOYMyaO7RvI3gmJ7WJkqeQONmAdpwNvEI1fkb1Wn+iYiIiIiIiIiIvJT4wUhERERERERERCb4wUhERERERERERCb4wUhERERERERERCa8ONLruRmBE/i45k6yrGnhMJ+4uJ+PLRxkOdjcSUMGug9StBWQDfeKTff387VzWZ42gqgYxa0k7iL52cPtfKwhXqs7IH0jidxCp7ia6kPyyLUst0TRNwm4tzbzeQAJia8iY4tDEO+ureXzQDxJsmEST6JgnGTWvXJLkte2pHskhyPJGrUZzQFqm3OQicK4GXol1TAv8NqW7LkXkNKhgI6ky3A7kjgPazAeoAwWm+ZjIwj2muJwkiTTOkSCa+p7WptoXtDzXUOkSAJAGtetdqB1sV6wnDbds1OkSOMdxYVQb5SJk+gR7JYDiSMjuF+usi52MDtGuqXo8lwZa4nD8+k4oeE1d5TH5tJDkLRf5GNLb+W1uC6xZH3Yg3Mp8QVBUtuNvCfVN99JxzAxByZ2AGk/yfhbey5AcSJKqulaki7TWkfrOK2TVAjFCfPQf9D+hcTMrbWA4kmKZ2jdpfamcUNC401ImNKZlAUTj5CUG8ZhRERADBBv5fFJ4DsCxO6FpMkQd9IaXSFuwTKoT2g/O+K4DGMKeg+h/Z7OgziD7ocJJEj8TgJvmvfwfHRei+53QZq7nWJufEegGKU33qW2oTWoNe8pHqG5S2sYvb92Ph+9s3cnaKJjNA5p/YvgZ+7cM3AcU31m5sqTYjB/YSQiIiIiIiIiIhP8YCQiIiIiIiIiIhP8YCQiIiIiIiIiIhNu9INRKeVOKeWnSymfLaX8Sinld5dS7pVS/l4p5XOP/3n3JusgIiIi8rJhDCYiIiLX5aal138hIn6u1vpHSimLEbEaEf9lRPx8rfXHSik/EhE/EhEff+JdxhLlaCqyWnoni63mwZM2nJNwMZ+3/EYWCtaFhqwU5GTDXpaQkXi3HpEcDkTYvZJCkEejULpX5rXKAtS6f5CPkdixQDmrWVwdIwhsSbAL7cAy10w9gj4BsV9ZBaEgyP4iImJrPR/bzW0z7oHIHARm1AckfSsgbEbJMUlpSQBIY+kyi+8iIupZp2SNpHsguEa5OdTnWoLdlkTuGteiMI76iuR+JLsH+TSN7V7BNcnqsC40bhpCaRTg0bnXERpCe6MEFUBx+FmfHJtoCQVRrEmSVxTggmgahIsjie1J4Egi7ALt2rk34DoSDXElrEMjSWx7RaSpbZReP2OeSQx2djEfX3ow/a40buc1jWKwpb3cp3PHIONfyWNmfhv28AhOpgCiYpJml0Oo5DHMvTtb+X4kWcW9GWIZ2s9ISguC5IiIEQWvsIfcu5PveQDt2Lk+F0oyMt8n8mfpKzwfJR65y0lLsP9oDSMxLe2lFKfD86HomyTAFN8sZ9EwJiOBcRjRiAGo/+g8uh8Jt4GykePdQqJomHsUA6P0muL5oRFz1r74iBKr4PpACYe69im+H9IZa7cE9vguOOZjGD9A2TSOcXx2Cs9R1k3vNfAcvTFGC3wHhdhxANE3xS0YHxEwHqj9MdFOb3KGBiTr7k44RHHZFbixXxiVUjYj4vdExI9HRNRaz2qtOxHxAxHxk49P+8mI+MM3VQcRERGRlw1jMBEREXkW3ORfSftIRLwdET9RSvlnpZS/WkpZi4jXaq1fi4h4/M9X6eJSyp8spXy6lPLpy4P8Cw4RERERQZ5dDLYHv4wWERGRl4Kb/GA0HxHfExF/qdb62yPiMB799LmLWutfqbV+b631e+fW4a8BiYiIiAjx7GKwzfxXPEREROTl4CY/GH0lIr5Sa/3U43//6XgUvLxZSnl/RMTjf751g3UQERERedkwBhMREZFrc2PS61rr10spr5dSvqvW+qsR8Xsj4pcf/++HIuLHHv/zZ552r+EsYu3LU1laBXfawn4Wcq08yOKn5XeycGxcziKp4ZSluyimA9FWPcpyPpLIoRgwWHzYQz3MPx9HuTLRkN8OWyAgpGcm6V6n7JHk3yRUI6lggNQMy70m5SSPHdK0Dpsb+TyS0pEUjfoPpHQo6AWpN34WprZpyOZQ9gjgeO+9luR3JEgE6R7Jo1HOS3JEEMhhuQ1QhE3VhjqSvHhYAaEdyfRgPtaDPG5IuIyyzYYMj/qP6o3CepLu9crNqQ9IKH0BfdrZfyiPXuARi4JyElJ31ofHIqzR1IawdmK58zC252E9JRF5NKTljf0hXUttQ1L92fMuelcMeRrPMgarlyVO96dr6srXch/P9bl0Y7iEte8cRP6NxCN1Oc+VucMH6RgK/ul+K3m/oL0epagk7e2cJ7RZ0D4awWs0ymr3YR8gETP9cp8EtiC9RhEvyaM3QZp8lOuC92v9NUgSbp/C/nqeRd+4poGEm8TamICFkj1A7EdibYrBKPZrQvswAbHQcB8SI5J4nI7RXkg09pUExQQU40djjFECEEp4Q3FGpzgc90gUqNO7Tt/6gIlyopEwheJlElyTmLtT1E6SahJz12OYKySjhrpgcpPGuME+oFiod3zSOyitxzQeou9dgvqJ3hmGtZbw/BrvsJ0x9FW46Sxp/1lE/C+Ps3N8PiL+RDx6ff0bpZQfjogvR8QfveE6iIiIiLxsGIOJiIjItbjRD0a11s9ExPfCH/3emyxXRERE5GXGGExERESuy006jERERERERERE5AXED0YiIiIiIiIiIjLhph1Gz4YSUWdqOoDXankbpKggtiKZdTmBYw1hYgXpHomwRCK/GgAAIABJREFUyyqIrEigRQIzEkpDfVDiR0A7oMAM5IERLL8jYVyBtqnncE9wQpLcjURwZR1S/IIYmGSUZQuuPQYhZEMAjXJfEsaRUA3qgzJKElmSmBEEeyiAJmkejQcS0EXEuL2TD8K5hcTj0C8kyUNxKAhGu8d7pyAPL23I0lFAR9I9OA/rTeVAvXFe7O51lYHPAm090vyOhmiVxKj03x5oDetsGxS6U/1I7NcpvS6lT959JWgc0zo0gKiT2oban8SftC71CsEbj0x6RBqLA8kee8WT15QwynNiLDHsTcdihbwcJLOusOyS4HpcyPNk/pDXgWEX5MC0xuI+DHOKBNcUl1HMtJljivIA9kwS0JJQ+vIgnxfBc4X2bBIsAxjrUVxA99uAOAqeJSiGpgQLm/fzsYe7+VgLikVpXaKy4fkKhHS4T+2DqBhiNSyD+g7GVwQLtzHJCCVRIQE0xcvQNriOU+y3BDEmXUtxNcV50HcRgcJmmpMkb0eZPI1tiMEGeueAa8f9PHf5WorpGtJrGrM0r2hvpyQ40LSUMAXHe2fyD4y/KbaiWOYKyYownqH3HXrnIGE9PjPIzWHMXktE3oqDepP80DtC53vWVZL8+AsjERERERERERGZ4AcjERERERERERGZ4AcjERERERERERGZ4AcjERERERERERGZ8EJIr+dOIza/MJVMzZ9m6dTCXpZqLWxne91wChIroByB+S6iWzRYl7OIqoBAC6WCIH0rJMYCGR6KVwmSkJGgugVIvsbDLE8bNjfSMZLaopiM2rpXRglysPpwO1+7BlI6Es1FRAUxXVPQN8tIUkiQmpHw9yhLjlEgSPJbalcqN58VERFlI/cfykRBpDjCsevImXvFcigFpGcmoV1Ljg2iuxj75lqvyA/F2p3y70qiwV4BNJlpoyFYpj4g0WCnIHGkNbFTUI4SP1pPodzaKcqPaAiksTrUXnAttFeMfRJ77NPONb/CHECpZgSuJSRHJ2kizknqA5p/8p6jXEQsPZyOsQVwtM6DX3cBxNXzB7nfL5f65Zs4B05hnwPBaAUxbQFRMe7Dl7BmwJyotNdDrEbrACa9CBYfc/wHguW7d/J5lOiAJKt3N/N5JOs+hPYnQJBcqA3XV/HyQnskCbwhCQfJzSlO7wX7CmOZPrky9nGD4d7dfD3EeijZxdi/L+kCJs2AOYVlUBKUXkFyREOiDu9Kl5TkJ/cV7j9UBo05YCDpeO8e14h58HoSq0O9UcreGRP21psTo1Dyo77YlmKU5j0hZrpW4hIai1iZTnk0JX6h99Km9PqbT/yDMSZxhcQj/sJIREREREREREQm+MFIREREREREREQm+MFIREREREREREQm+MFIREREREREREQmvBDS6+GixupbU1HUxSqINkFYNa6CHGwuy8WGQxAANkRndRMkySQse7ibr93KAuFCwj4SLlJd6FoSZS3nOqO8tiVcpHNJvEbS5ROQhy+A+BDk04UEZiBNREACh89HdW5Iigv0Xz2G56PrB5CiXUL/kXi8UzJNAkGUpC1dYeqTHJiE2yB9mwPZ5rgH4nCQlnfL60hSCLI5UgqifL0x71HuO9cn5u4WDXaKJ7tFkVhnkAdeQRTYK9Prlu51lo2ib+o/av/O9bRZNj1L77qB877zmVH02Ceubo3jXpoixtmyaQ5Qe5PkdVYI3iudlFtnYT/31davZ+t1hfFBa/b8HkhWQa4cERFHIFimNZbEzp0ifxTJU+IDlL7n9WI8yAlBUFDdkJriHgn1rhT3YHIHmLeUpOIA2prm6RrUj9qaErpAMpHYzvFzBCfnYPk0rM+UiIbGWGeSiqA9ieLd3vFFcyUaex+VA1RKVIB7M7QDjcXeNZoSXMD4QlF0K17CxAkQL9O8ohia9nA41hsz4XlUP4DaISL4mTvHJwrPO/f1Ed5rUOyMF+c1aID1gcto3bMz7ulNFAJgHNydgAXWOqgLzb3xELJFxBVif4r1Osf7bH3KRft5/YWRiIiIiIiIiIhM8IORiIiIiIiIiIhM8IORiIiIiIiIiIhM8IORiIiIiIiIiIhMeCGk11FrlPOpRGseHFGLb+zlS1dAcncEIkQCpIAtyiGIAUkYdwSiOpKBkmiYxF0gEEShKh0jYWJLxkrSPZKLUX2o3iA7Y2EsibtA6kjCRYKeD2RlLbFf3T/IB0HGRs8ybOU61k6ZNUkdK4g/UZjZkGima1cbwnOScJNwm8YDSPdQBEdCz05QfAyST5QewtgcFlg+OJJAlepDcr4C4wnqg1LBa4gZUXBYYP40xghK1EFoiFJ8kPvh+kLyT2gbFCk/a0hqGxH1HNqRkguAzD+JnSMi5mBfIukoQOO4V5Z+E6CEEdoG25D6Xt5zzJ1GbP36tE8XDnMfX6zmMTd/CGPzFNYvWtOOec2tdzfzuSckl6V4BBIinOY5irLgTvE+/afY4X3380GSUbekwp3JFArFrRRjgjSZ5dFQLsR5dR7qQn1CYmdIoFJayU1oT6M1EWJt1LleQ+JMbYOxDD0zSblbImuKUalfYHyiOJeuRVk6nAax+wDJYHrF4Rg3UkKd4DmJLNL7CsSEkGgnDrOcHuMWTOIAcT/IrKkN6ViL7kQTANWxN0EGtwOMG4r9aK2jMlpJZzoTe3THndeIRZHehEO9sXv0j53uOpJAfaYNMZ77RjF9pYiIiIiIiIiIyMuCH4xERERERERERGSCH4xERERERERERGSCH4xERERERERERGTCCyK9jhgupmKtcQ6EsSDVqssg0yNBNYkCGyKpsgdSNJIw7oOZG8RyVHZZBxkbSPJQ2EdiRhAkE03hGB0k2TMJvehZQOaFIjcS55FQdWc3n0eCr/t3c7mnIN07yH386GQSZMMzg7ARhYbUfw0BWhckfyS5JbX1XkN81ynNDpAXkoiPpHQooANofJJUmGRxeL9OkWhExEBCd7wpPDO094jCUxJSQ7kg0SbZdpBIuVeQF8HC7c5LcS2A+VPhjigzpPkMfY/t1Uuj70lIDdO+nTRg9n60jtC6TeMTRdF9bT1SMoWGeHogYT31C/UpyXhpLM6eN15hbMrzo0RcLk77Zu0NGAuXeS7Pxm4REYXiDJLpNxIxROf1GFvRtSQlJmgv3IC9hpKbkKyU1puGrB6lvbSOwDP3Cq7xPJA41/XVfB7FxdB/BdqmQgzWTGRCiQlAWl6gjt1iboL2f7gfxenjg+1cLsnXSToeLIYm+W1LnpsvhrlG0l66X2ciGnyX6Ix3UYTdKhtAQTLVEQTXFOPjPkxgkhF4V6U53uo7iilIUA77dZz3iaapPr1jiWIejt+u9/sUjDMgCGMRNkj6oQy8NvrmQG+8i4kKGms+xmu9UPIdeu+7Qrf4CyMREREREREREZngByMREREREREREZngByMREREREREREZngByMREREREREREZnwQkivy1hjOJpK0OYe9InqyiGIBkFUV0EYVnb38Z4o8t09yOeRpJBEfCSkJmEV1HHc3knHhjtb+X4g6Sob6/nYSUOyRbJHEtiRHA6OoXCx91qQMMYCSM1IEk59Ctd2i54jWBp7DuNzAWTPZ9DeK9A2JOYGsXPdz89X1vKYQzlfS9hLkkl4FpJZk0ixWypIdaS6QPtjufR8dG2rHTqvR4kjjWMUOMK1MJbKVcbnLCQpbD0zPB/VG4V/ve1AEnSChODXEKhTG9LaHhEsKqS+xzqCNBaFoI2yO+A+Ifl6v1AfxaPwzCPJ/AdoL5SlzvZVr1Jdnidzp2NsfWHaz+Usjy8UXB+DeJXGAoyZcY2TFww7IFgmcShKoSERCkmqCRIDgzSZYj98ZpLS0t4VjeQhlOjlGOLJzv0Qy4CYEONdEpRDuVQ/Xsd5PURBNgl1SQy83ycex9hxHwTJmKQij8OBYjAqt5GchtZi3F87ZcOUcGOguLM3cQWNOajfCGOJkiugLDiesD/Pnkfzgp6F4qjO+AHplHJjXVonk8yf7tl6d+sApdedMWZvog8SONO857i4P0ENJsY5vkafYlwG8U2vvJ3isob0GvsAkxpA31NMSPvXzFx70gj2F0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLhhZBexzjGcDCV1aHg8ALEcCTdA8laPNjOx0hUFxHRKUgsayA7BQEdSuRGEHyBrHt43/18Hgj7ytZmPu84PweKxSL6pYkksyZ5MbGRhYuFRHwHIB/sFGuTzLqSeLLRDiizRBkySMZJkgvi6kISbhizdXcvX7uxka9FWRzU5Qri4wCBHQnVemWNKDlcAIkcShivIcolwV7veI2Ispj7ajw6yueREI/E9tQ2KGeGdiBxaKc4vMzDmItgWT7VEcSMKB7vhCSAI4k1O2Xb3ZLwhni6FKjPZZ/IHOtNc4rKpX2O+rRTwI1lNKTjKGyksQNrWK84NM0BndfvSepQ4mJlOhbnhtzHcw9AbApCzotXczwyv53XzWE3H4uIGDdybDZQghOKtyB+I2koyYJJ7EzS67IEcwoF3BD7wb4eESi4pniGkqNQTFiXoY4kRcWkICDPJ8k0lfvKvXwtxdSt/aNT8B+HMHZonaT4qLsdoA1bMXS6FvapxjtHWc3vEuNeTnAyQDxC+8VAzwJxMCYy6ZXuQp+Q4JpoxQ60H1Is1CvX7qU3WQQms4D2QsE4XRuNPqD9tVMITusD7fW9AnUE5uhASXqgzq33RYqt8N2ZrqX+60yiQmMp4P28P8anCjZU053v3SxRh/WlY/48KQTzF0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLBD0YiIiIiIiIiIjLhxciSFiXqTEaBQhkjyChOGcMqWM8hOwFmU4uIgpmH4BjY8WP3IB+jzAaUuQuymlH2LMxQcwxmdchKFrs580JEI1vZYc7+Uw/y85X1dbxnLjtfWzGjE5je6X5krad2hf7EbGgRMaznNqswxjBTBmY2gH6haymbF1BPYIxQ9pJVyMZB4zCCsy/AeKA5WSlDFPULPXNnJimiQha3AZ6ZMkFgBorgLAiYEQ0yjtULyEDSmXkD60JZzTozolH7N6EMJJQ9g8Yn9R8dg/E5wljqzbJBUNaVq2RTo/p0Z96gvoLzaA5UWIaorXHMQltTFh3MAhJXGJ9UNl1L2XqWp+1djv1vWO9JasRwNh2z8wew3tOcgmNzh5BZDLKNYTbciBj2Yd2lLEO0j0MGs0JZvwAsozcrFs4JKGMlZ8RqXY9ZSCusN5RFljLmLMG1p5RFlrLyALTuHuS+o3irmZFpE+LJPYiraUmEvqcYBTNHUjxPbbgCMfn2bj7WGYtGBGe1peuXID6F9waMZSjLLcQ3tK9Qtljqe8y81ZsJNCKiwP56nQxmFB9hxlEYxzBGcA50ZrVqxp3UPmeUHbZz76RseLS2wATCeKsz03CtcD/KItZY8/mendd3ZpbF9RTuh+3VmxmWMppVfmYcJ41sel1lYxa/vnfLCH9hJCIiIiIiIiIiM/jBSEREREREREREJvjBSEREREREREREJvjBSEREREREREREJrwg0uuKYtQuCgidSNxF0upGmSiCI1kqyfSWQR5NQkI4D+VpIJ4mAV1dyyLFsn+Yz2uIu1icB9KwAcS0nVJBvN8pSLqWQHIHfUriY5Q/roH8uwWJD897xc4Nkd9sfRri3a5rSQA4wLFzEIw2RN/0LIWkvSQqBkn4CGMWIbkvSNtI5BsgkeuVHrakeyhs7BUf03hASTUICUmiTeK8Tnkdja+RhPqNe/aW0y9DBHEhXUtzr1OWju3fK8FsXI/PR8tn93l9Ywnckd2CeJJWdvdnqz40jkeYp5CgYVYySUkO5PYptcYwI1qdezuLfFH4S7HVZT52+cpmOjZsg8w4Igrt95QABCTHGBOC9LqA7Lke5JgJoRiT9vURJnND+Fu2NvIxaluU38J+eAhx7D7cD5KjXG7lY3M70FenOc7A9qd2oL6LiHIMcR3dcwHiApKb07Ww11A8WWgfznfDvqd9LyhmjYh6DO1Iz4cJU/KzjFQOCYhJ/g3QO8wAiVGwrTFhUGNPomeBpA0Yt1DcA/Jo2pxLdArn4fl6E3M0n5nWA+j7SskremMwit3pPZKWFqofxu59SVmuInUe5mAOYHIAeLfBtumLHUd6p4U4HecAJijhvqfxhO9jJN/vTLKUh3v7PdVfGImIiIiIiIiIyAQ/GImIiIiIiIiIyAQ/GImIiIiIiIiIyAQ/GImIiIiIiIiIyIQXQ3pdShY9kfiOpKgksCURH0kPG7Kyeu8OHARR1DsP82kkm7t/N58H16IomoS/JOID0fAIAseymuXYLfplbiRzBfEaCVlBfFiPQDhG9SZJOMkyD6EdGiJskvuRhAz7gJ6FxmKnqA6fj8R3QAEZNYo6oyFeo/OgD8adLEYdVlfTMWpXkgpeh5bQPQHC3ggWKbK4uk96jSJlkCu2RMw9dUHZM4nfG6JvFvTBOtspLyTxMUorsW36oH6uIHknCWZzjBRo29opi+4cdzi+qPk724bGw5Vk6b2CaxqfMEae9XyW50e5rDG/NxXj11VI4LGY59QAMuRC+94BjMPG3kNy7bKfJc51KcdH5aIveQjJnssFiGA31/N5R5BEgNZYSqzSiqvoOIlpKT6idqTnO4F+ISHuYX6+Cs9XzuGZKdbujKEigqW2nbEjxf64D+zDmF2DuIX6j/ZXkkejsJzX9kLrKbxL9MY4mMAD4878fCOMB5Tuwnm4/8DYbMWc3YlHgN5647jrjMnHyz5hM7c1/36D9k1MFEJrAY1FkOJjwiEan0CvcBmTXvTG5NGYp/Q+3VlvAuuDAnV476b4jd4XKS5ryO5xbNNaQPOqM9FOuvYJzecvjEREREREREREZIIfjEREREREREREZIIfjEREREREREREZIIfjEREREREREREZMKLIb2+HLO0mWRlJPwluRgJ1UguRWLGiCgkxlrJAsggcTKUjcKqZbgfyALr7l4+bynLxUhciGUcg6yxcU+UrJFwEaSQlaSQIKaN5Y18vwUqNwsvywqIsElCBt9NSdgXEVxHlOeSzBKEiyQtJwEaiYapT6gurT6dYQCpY0TEeJjbNs5ApkfSZagjCq5BZkhzcljMx8ZjGHMgpRsWSRYH/dSQTNOz0LyKgQSQtJbAvCeZHtUFxZ+wLqGMOvfTQOMw2H+HQkOU73eKsDtljQjMi7IAa+xZp6C/VUxLCj5bDszdXrl2t8wapeWQEGHolFa3yumUqNN4R3EoXZvK6BSJy/NnJnapC7A+b++nYxXmdyEhLsQ3QeLiiKhzICKF80jiXDdgn6PYita0ZZhnFMuQDJmOASTqjuDEJfgsJKGl++1lsTOuLRs5fqNnKQcQJ1C8u5fHCMbpLQE0xH8Yi1LbkDQZ2pUSeJDgukCinUrPDKJ1jEWvIAHm9bRvjJGAmK7tFh/THofCZagzHMOYM/r3YZRmU1xHexw9S2c79LZra2wT+C5CIuZOsTolGSEwUQu1f2dSHDzvCvHICO8xLA+nuKVP6t07vliE3Sd+x9vRu0VcIbEUtWOBa6Hew8K07HLc/h2RvzASEREREREREZEJfjASEREREREREZEJfjASEREREREREZEJfjASEREREREREZEJL4b0upQk8qsg2CskTSRpFMnmSHBI92tBUjQSaFF9dkBcvZllzyjhBtFWIXkxiY9BKEnS1kd/0CnfIgkZ1btTQEd9RQLBXuEbSXLrCcjUoF0jIgLkslRHkibiuINnJjEwydhQMA5iuQIivgp9Ug8Oc/0iUNCHkkkSvIHwb4TzUBYIYNuQKBrGIcq2STJJgvEIFlwDJLgmqR1J9/D5aE7B/EFhH4yvbvl3NOYB1ZvGdpfkuDEeGhLufCK0zTWE0s2+J3qFmSgkhD7oPK/XC43S6ivIZUnSX3G6wBghKTvMi7lXXpne6+EV9lx5ftQaZTbRAezD40ZO9IFy7OxbjkKS/IZsdtiHeIbiNYp7aJ6BvLjswX4I69K4nuOtAeLTugJJKrZz7Ndaq+pajilI6o37FAlnSR5NwmZoV5KWExir3b+bT4R9r0Iyi0f3hL2GYrD9vr2BZNaYeIT6BRKr4PJM43gVksE0ZM/jbhaFD5BoZ+xMFsFJM/pi/Ln1PMdJSMwFwxyHfaElH8ZzKf4DKX63aBrWApSR014KcAKcPiHxVaB3N4xFYdygoLxTZo3rFcWIvXOqIcKmdwSKl+sFrU2d7wgUf3fKv1HKDefhGtvY5/C9j+LbTuk8r3/Tsp8kePcXRiIiIiIiIiIiMsEPRiIiIiIiIiIiMsEPRiIiIiIiIiIiMsEPRiIiIiIiIiIiMuHFkF7XMckLC8gVUUwGcr66mWVzAVI5kgU3AbkfyZS7par0LCR1PAFBFYrAQJQ1dMqaW5AskCTOIFjGtt2AfiGR2CpI27Z383kk/yZZMD1zS/593ikeB6EkSSZJcjhAO+BYIkjkRoJKGl9U54gocyQK7xTYgUBw7v69fL/DLBhFITXJ0mFOkVhu7JQKt4SL2GZAt2AZINkzSuioLp0Cb5Rtt56NRIzUjiTR7BUI0pjtTVZA9LY/PUdlmStLQknACWOnVwhO0HoKUkeWUUPfXUXqjfLDzjUf1slhIydyGLe3p9dddvaxPF9qJFErSap7EwPETo63AmKCQjFGBEuc6VzY21HYTGMd4i0SVw/7IMeGtin7IDRu7LkECq5Jinqen6+QyBeSnuArwR4ZyqH9e9sawPhmaKyRtJ52JmdAuTmt7ZQwgKS7FAf17lOd8u6IiGEL1s793C+9omIU5+JYyvXpFVz33q97L4yWYJkSq/Q9X48EuHUt7fWXkDimt84x8t5MCWZwbNP617vfUyy0CM8Mz4LjgZ7vGnFxRCNG7Yxx8NremKkz4RPGtiS4pn2zUQbOUxDtY4IA6vueOF3ptYiIiIiIiIiI9OIHIxERERERERERmeAHIxERERERERERmeAHIxERERERERERmfBiSK9LSYK+ugeSahLfgXSqHGZBFGqeGgK5SrK5u1v5xHt38nkkx364nY4FiKJR7Ed1JHEXyfRI4gfy4YiIWABB4khibqgjSW1B0FZIIAhUkjC+ej8fg34uS/DMJGaE8yKCpZ7QtiSzHo9AcL25ma89gvF51icO7xUNB8mVSUgYDWEcyTqhT+naureXjg3UL51CQrTX0RwAUHLXKbeOCBb59V5PsmC2F3fdDgV5i331I9n2o3v2Cf/6heAkJKSC+6SJZTGvSyQApL1hBMFyS1g+wtqEsm5aZ6n/emWbUEavpLVX/liG/jAAywYJ97CcExOMsCbmm3VXRZ4nQ4k6s0aQ0Lgu5n4vNNbfD/v1KcydBxAbRURAvFVBBjq8vZOvXYGkGZRQBMDY8agvMQeKZXsFzi1AUIoJRahsijGhbQolSaBEJhQbkWiYpKq0Rrb2cNqrMEaBsikhzEGOJ3Hfo4QnFBfTmt0pN28tfyS4xuQoFDs24rrEPAl6ab/oFGtTubCv1/P+RR/l0/QORP1H8RbuuX0xD+31KNbuTBKC5wW/n5AIm8ZsM4HLLNCnJLPuTaSB7Vo6+7lzfEUEthknUYFxPE8ycRif1C80tjuTtzQTzAAoGYc4qlfKjvHpFfAXRiIiIiIiIiIiMsEPRiIiIiIiIiIiMsEPRiIiIiIiIiIiMsEPRiIiIiIiIiIiMuHFkF7XiJiRRaPgulfESxKxJZCnHrAAuqxmuSKeB4JEPG+LxMdZOBYXICEjWTDJRUkii5VpfEMkkR8ILlEgTaKtAaRv8yBPO4F2AHFu7IIIG0SWTan3DGVtDY+jsIwcZjA+UahLbUNSzlMQgqN4DdoQhNl0Hon0IhoyPRANVpJZkpQO+o8EezRmqQ1RAAjtRWI4lIS3pHsk9+sVSpIgkUTMp7A2wbxAoR2OzT7BXkuGR8I/EmSPZ53l0Bih80hSSMJlGtt0P2p/lPE36ocyRFiHcMzCadQv1DZzIFXtXMu7haWtMdJI+pALyvUeYd3Gvap3/sjtMtYkNa4QMxVaTzEmgElB4k4QWUdEVEz2AfMR6ojzDBJpoKgYYgqMHUlMCpJijGUgMUpERN1YzQcf7uZyKAZYz9eWS4ihO8XVhfYLFP7DGksJBChWa63t1PcUt1ISFYrLaIxRH9DaTrL0AeIRkFYTrXcLTAoCMROu+Z3iY5QcP2OZ7rCUxyGWS/MiIkYan7SnNZJXpHKCNmcSc/dJjjFGoRcE6qdGoh18pyLZfWd8O9D7RafAm5Pq5OoReD9KiEDvOhFRQDB/LSl751zplnW3YscZBkxKwDEdvXvR9diOnXMyjdmx3X7+wkhERERERERERCb4wUhERERERERERCb4wUhERERERERERCb4wUhERERERERERCa8GNLrElloSIJDEkfBMRSqoczwChIykFRTOb0CYZQAkoyK6h0gxcpXonwwGuJjhGSpJCyDdiyrWbwWp1lyyELCLPMiOXa9IAkm1IUkfg05NkrINjfyiSRbJxEfCWzh+YbVLAvslZqh4Jqk8S1RIDwzlk1zjUR3ILMsiyC06xQNogAQhdIwNluSdwDlkb0C4t6+6oTuh2JMmiskIm+IAlHi+M3K9JrnwfhcyPO+V3DNhdBafAVhYgGRKV0P47hXPN4tMh9J1gjlAizbboxhajMaO1A2zhVaE+FZ5L1IzessrLt1DfZ1kkzTtSRr3gJRdEQUiF2G3bxnj5t53xz2QEhN+w/FKDR/SHxMyTpQ2EvSa15fyx7EJNRmDYFqovNZKsXL1KeUTAaKbQmN03m0ljbKxn3utFPMjYVDHWkvPIc+7RUzA/WIE+Xg88F+OKznZC30voIy5M7YH+/XKRDujR1Qbh39wmCK07EPsF86Lc4EvstBO8Cl+F4ZrffIzpiCEsKjb5nnAAAgAElEQVRQvIxj+5uPWXvF03htI5bpfWZMXALzuTc+xfiI1gdKotLZhoXGdUSUgDEBY2y4s5WOjQ93usq+Cv7CSEREREREREREJvjBSEREREREREREJvjBSEREREREREREJvjBSEREREREREREJrwY0utxjHo0FRWSDLmC1LYlrk7XkqRzZ5dP/sC35HJISEjyQZKxkQSQJHIkKr7I56GskYSEneLpiIgKxyvVByRrJPAe33mYz4M+KMtQRxLLbW3m80jOR4I8EFyjbDsi4pilhPmeINakfu6VLpN4jZ4FpIIotIPxNTvHvgEKt+GeNNdQcE0SQBIak3SXziN5HR3rFd81JMBUNkqAqW1I5Afl9IqrsX50Hj3fCGOkIRjtbe9hEeY4iGlLzXN3hDYc1vKYw/WvExKel/k+kfUjOqWeneO4WyhNc5fGZ6d8/SqQuBLXjXM41imoTGs52UDl9iklCZYpZhoe7KVjdQUSTVAcROvFKYtgUbpMCUAuSYDalzwEkykc5v2/bmTRcIH1C8ulhBL0bMEC6brWiFPyTfMhkhxv55i3gEg5FuBaOEbJSHAfBukrxrERUSiWPYZyVqA++/t4zwTt15Q0gwS79C5BXEEqTLEVJVsZ9w/Sse5EB0NnvSlxD+wVvXEnyYJLSzxN71QUb/HVXWBiok5RO4mr8b2G2gZijFZ9UNZNY5H2696kJVRvinloHPe+11DM05KvU2jVm1yD1ll6x6ZxR+Ord2zDPKvUzZSAKiLqRR5Pc/fupmMjfaugsjFpSX9c7S+MRERERERERERkgh+MRERERETk/2/vXGN1Te+6/LvftY9rH2fPlNJOwZbYoJVEIE1T0RjDIYISSyLGEg8NKeGDGBA0WvyCfiARQ0RNkAQpUhNDIZWEagyGFBL9AJVj5FAJkxbaoWNn2pl9Pq793n5Y78C8677u4b9m7b3Xu9zXlTSd/czzPPf93Mf/88y7r7+IiMgafjASEREREREREZE1/GAkIiIiIiIiIiJrHA3pdTIIA/vVUV6HokECpFgk0stEfNyfH4XN/eIooGvXQKZMckWQIXaQWbdtkIGRZO06yItPksQPJL73JpLJmYhsb9nbZ8d7Qn0WJO76HIiwSW5ObUNC3AV8DyW5WFWunImEm0R8JKUjATuKFKE+IJZDWRk9cxGSWyczmRtINIuiW5LusYxtbMMFjQeSUUN7LUCsSWLmKUsYdySppr6i8UBF0DoE8jqSVDdaR4qCShQXZiIGBOHfEmTwVMfqOO7QL1iXYruihJHadXI/FEUuJ2LOQjko1KU1jK6tCrNRjAlzlGS8s3uSHJ3EmrQWVKTzSq83k97T9szdvX9Okn4S4gRalyB+y5NjTHD/Kd6TFtdhvYF4iwTEHQS2JLNGETZBktWbo4QZk4xQkorZHk7JPijpCSUeobah/fDzXzdeS21D8SCt7RAvYQIVircmCUZoicB9+DolooGr6VmqCSSOwzGK6Yjq3pVkCQlJGiVyOA1j7FYtVsMYoJj4ACXANB5IHg3jfSaAJnhvhn6uiqKr5dIeDmOpKpneDxgr4D5MsSOsD7BOLmHeY6x2gPGAYuZJe9HYmcWtFcqxI1CdK1huVZgdfidbXhkTSxDlmHAoez4n/IWRiIiIiIiIiIis4QcjERERERERERFZww9GIiIiIiIiIiKyhh+MRERERERERERkjYcqvW6tfWeSb8muRek3knxzkjck+WCSS0l+Ncnf6b2zYfiPbpR2fI+oi6RfJJM6BXLYW0UpHYmik2QJQkOSChIkzgNxIdFJckzSXpBdkQCwvfH147UvXsGySbK2JHElXYuiOxA4boPQuCgl7tdgCB2HvgfRYz8LYs3L/Gz99tj3VA5CMkSqY1W2SZI7kEdS35FYjsSRCUvaCJQAToS6AySRO5BMdzytKshDmXiSfgfKLorlSBZcFW5j+1M7kGSapPh0v4mwDyXHJIokETNJOYuyRoQE0IE1n/qkOobvTbYiGsdYH7gU+wXEr8WxjfJ1muMkoyyuBauCxkMHmJPE0FdKrx8oDywGI2g9Bek1SpPPnhkOdViDSG69e1OQ8cI+fpBYj2I6ksgSuIfTugnxCLZrwiJmKIdk5AjsPwvYw7GtQbyKguvT9HywJ9H6SntFkn4TxsTe94MkDfqUYlbcG0jGe7sYP1Cf0hpJz0dJLzKpI/XLrTE+Rfk07euYfOe1Jw9BuS+Nr32IiztsEChsvgdj+zjE/iDX5oQ3taQ/FG8RWOdJPIjxaFFwXaX8noUi82JstQPz/hhIwmfjgcYT3JNijwXJyHst+UuDGLMsUKe4mNYCSkYSlt1T4h+cf5P3mPHivfWev7M9tF8YtdaeTvLtSd7ee/+S7Eb2707yfUl+oPf+1iQvJXnvw6qDiIiIyOOGMZiIiIg8CB72X0k7luR0a+1Yku0kzyX5yiQfWv37DyT5hodcBxEREZHHDWMwERERORAP7YNR7/0Pknx/kk9mN0i5kuRXklzuvb/8u69nkzxN17fWvrW19suttV++u5z8LFlERERE1nigMdj98afxIiIi8njwMP9K2hNJ3pXkLUnemORMkq+DU9Fa0Hv/4d7723vvbz+xGP/OnoiIiIiMPNAYbAs8fyIiIvJY8DCl11+d5BO99xeSpLX2U0m+IsnF1tqx1X/helOST/+xd+pJ3yOGbtujYI/k0e1OTULWb4LI+szkQxWI4DoI49r5c+O1RcErld1JrH3+7Hjtdfivga9/ajz2mRfGYxPxMQpsQSRG8kIULFN7nRmDUpJ1ZwGiR5JZg5gxW9CnL42ib5TzJunkWAO5IrUXtS3JMTtIIUnC2M6Nfb8AGRuJ+BaTfiZQiksCOhLnkfC8KF1uW9CuZdE3jM2qfH0m8avKzYGqFBIhuTJdu4QxQv0EYuep8JzmM71fQh0XIEFdgjSeysY+LbZX9ZlxHZn0cVns3KBt6FoSxE/WnOHSoui7zExMD3WslkPid2xDeZg8wBisD3LaDoLrkGiTknqAoLWR4JrW7Akd4hGE9lyQM6OIGWIrjLdILk9CcIhP+x32j2OcgVJpiLdIxEzzGwTlFKNQ7IHrCMVWIKhG+TcJkhOWf9OzUNxJ9UbpPzwzrX0U08GYRZEvvUfMnhnA5wOZdYO4gKjur0sQa2Oij2Lsh/HlZK840D5XjI8wHqHxRfOsKBquJjxJJuvQAhK90LzCeLn2TjxLhFIpAxPRQEyOxZ6Gd/tM3qkAjP9orlWTo1Assw9Re6mMybih9zScLyTpr8bQ1feQPFyH0SeTvLO1tt12R/xXJfntJD+f5BtX57wnyU8/xDqIiIiIPG4Yg4mIiMiBeZgOo49mV6z4q9lN57pI8sNJ/kmS72qtPZPkySTvf1h1EBEREXncMAYTERGRB8HD/Ctp6b1/T5Lv2XP440ne8TDLFREREXmcMQYTERGRg/Iw/0qaiIiIiIiIiIgcQfxgJCIiIiIiIiIiazzUv5L2QNlrKifTezFzEFniKRMEZfJIghkw0GSPdaRMTXCM6gjndchCgRb1G5DJgyz4586Mx5K0W2CoJzs+ZfqhzA/0LMUMA5gRjbJQQUYM7nvIaHITMrYkaduQve769fG8C+fhvDHjG/ZVkeXVa2O59Cxky6fnmGRnwetPj9cvzo5jp9+CdixmS6JyCTT/U9aADpk8KAvYJAMCZXnC7CA0B2gtocx3cO3yLpQbyH5RbAfKXjYdh5SlgTImQgaMTpmQqG2q2SqqUFY5yIiG50F2nGl98Ho6jdY/yORRzTZSzF7Sl8X/HkTZ3pKkmCQFs5IU+/RAWW/k0dHamOWL4pZZxr093H/qwnBscQOyL1Uz+sygmILqSPsAZU6DIjplEaNsapCBjGJWjEUTjh1feHG8HtZ3ygyH7XARMvvSfkj7GWXtgjihvP9TzJpJjEN7DWSNwgy0lEmKMmDRHgDZN5c3IMaEeIvaawGZgpOkQ3bRQHhUjZkoLsOMTMWsbZSdDeOo2TvV3vvNMoZSnAL74eJ4LfMqvzPS3lXL+IZjk/qZMjrSeppJO1KWVcoCR+NpqzYHsC4HaMNyvAtZ+JJJRjtaKotZhTGGxhgf3veLWWA5LqasoeOhJFlCO1azzdKcxH4Z7jef8/7CSERERERERERE1vCDkYiIiIiIiIiIrOEHIxERERERERERWcMPRiIiIiIiIiIissbRkF43Fj4PkKDt5Ch+IjkYSphBpJzUBWgs0wMhHojJUEJ7fpQ457MvjcdAXofCbGqHK6PAOUmyDaJcEEOj/Lsqx742SqFR4EhyRRBhs2ybZGU1SVoykWGTLPDmKGxEeTSJYIviwpDUkQR7KKMGwSi1YcL9R2O7OK8IlE+TfBAkpiyorMnllyRLL0qFZ6AosipIprENz4ztReLPqoxyNt5pPJHIlK6Fccx9SuLxWt9XZY04z+7BtZN+qooGUSC9hGtBel0VJOLeUJQNd/Jqz/r+IELqfQjF5QjQk7azPnj6CRjrtJfCscXNcd3tp8bx32aJGCCuwzmwA/OHZNaQ1KODmLbDvtJuF/drEuLuFYkn0z2T6oix41VKwgEya9qnaI2F/WIWGw/lUpxHwt9qgoQE456WMa5GwTVJ1E+PMSauidW9hhKKULxFe9Ik2Qqt+biPF5Nw8H5YFEpT0hkaI9RelIQD4olpDDxL0LAHjOtQmgz9XN2maB8uxsq0FlCdExZkY4xJ8S0k2sH6HCTJSFXMXJRRz2MwOgjrRlXCDWDsX30+GptUP1pjJ/XrO5SkCdZPSOhD0HvRkFTnVZrKXxiJiIiIiIiIiMgafjASEREREREREZE1/GAkIiIiIiIiIiJr+MFIRERERERERETWOBrS6w5C3Scvjue9AAJoksiSTI+EvZcucH1ujgK7qgQQRWnHQPB2bhQVk/QwINjLMZB+gexvKjkG8PlILEz3pLatyuFA2otSSCij0zODQG750uXxPBBZJ2EpJAECzrY9CirxUhIXgvwbBYlFYTPKo0kIuR+g/1C6DMK+fmt8FpR1FwXXKAWk+u1DpDyTAw/nQd8vaR2iMVYUay7v1KSOS2hXFnpyOSQ+rkrZUTJZlArieQeRNWLfw9ic9T2KBosicxISwrUopKZ22KI1kcThMOb2IXTHc6tiRxJ4g8CxKjGVQ2bR0s/siTVASN1p/4eEGe0GrEt36zJQij1QPk0xCsVHJJQGUTHKai+NQunF1THpBQJJRtredn4Z2qton6P4FuI3TJJAcR5JpiE+XVI/f26MrbDOJGEmgXqS3Ie+ouQ2NBapHW5DPI9xBtSxuK9jnLEPGoi5E6g3JUmAWAH3zeLeUJZZU6wNMWY5oUS4Tyl2fNDgeKDYluKMmby9CLUZjkUK4jA5Dcy/ZW28l5OoQKIPjLfo2klMQLJ1im/x+Xrt3QZjY4rzyslNan0/nQPFeIueeWsb2ovWAqr3BKM1ERERERERERFZww9GIiIiIiIiIiKyhh+MRERERERERERkDT8YiYiIiIiIiIjIGkdDep0M8sMGskDSIzYQ9pEkrYFgt12fiAtB5tZA+IfCxh2QlZ0GSR4JHIsiX5Q9z0SKe68l0WPC0mwSbu+A7AwkwChcPDNKofuVq2MZJBWEa0nhR6LoxflRWtnvTSRp8CwHoihUQ8E1SZPpftDWKGucyfngOIqPaa7BeSSkJlHk8voNrs/e+5E0mYR9VTn2RLpHYrqq2BEF17Q+UN9TW1O9iaJUeNb3KMwEFvB8NMawbBKwkzyS1hEoAwWC0A4N/IZTKTRKqqGONO6KAmiU3dPco2e+WxQXkjB7IlxkEWPtmatC8OGZa5fJYbBnzWkkgoW4pZ+DZA+0NlCygAtnsSoNhdswtulaEG5zHUmyP64ji+ch2QrshZj8g5jKnmENOlkTUgfiOoxZIaFIhziY1uwFxcsk54W+Q6kzyKgTTh5C7YBCcRCet4uQ3ObyFSx7uJb2dYqhi5LpWcxDCUDKMuXqHgLzeUH9UhWtA+04CZdrEvSEk+9gO8zm0N77FRO1hOJYOIbX0hwoJg5J6rJnisGWFBuTgJ36gMYnvTtDfEOCawJjPxJhz45jXEdzrVYOC7OLST2KMeI0kQOAcvOidH4J6xCO9719dW/+jusvjEREREREREREZA0/GImIiIiIiIiIyBp+MBIRERERERERkTX8YCQiIiIiIiIiImscEel1T5brsqZ+A6RhJD8jwe5pkDWTzBgEeclEAggyRLwnCbNBgtVvQBknR5FYJzEgtQNJIknCOBPVkjjvGkgFQSAdqHdAXocyMJKnXYAybkI7wPORqHt59VrpvCQJSIDbqVEM2IsOWgJlwfQs92AO7EOoNjATF1J9YF6hBJAkwDQvSMZGYw7F79AOILkrMxH2kpSY6kMibJRMUl8ti+1QFGYvTozHSMo9lURSey/GPkXRd1XYVzyGSQ2Ksk1qr6o8cLegmlwR+wVE0Sg3n8inK2Wg6HEiDj0IJPWsitHLklbZPJY97dYf388onqY5QTEB7AuN1qpkGpsN11+HZBF07QujuLqcJAFE0csnRln34iWIl0BQ3Sfi/UYJRUiEDX3QIGlGhz5oEEdh3EnxKQl/KbkGybZJFH3p4ngsSb8M8RolKaH+oxilmECCJLJbr3tqLAPiyeXNsb1IKL04x5J3THpCcRTEiThmAdzPcF+Hdx26luLGqmR6Qoe9FJOogEwZhc1UdjFpBkmhq4kwysLshGN/2ocpkRDFANXnK75LUAKPBb1jF8cm1jn1eK3v1BIJVeXf+C5HCUqK8eB+koTgeML9oXZPWnOGde1V1gt/YSQiIiIiIiIiImv4wUhERERERERERNbwg5GIiIiIiIiIiKzhByMREREREREREVnjaFgoWxskXygNO3lyONYvjBK5dmWUD6L0laTQE1DeRWJHKodkhiRdJmH2cRDsQtugyIqEXGdHCWMSFDuSuLKDWI5kyu3M9ngeSc1I8PXSVSgDhGMgQqQxQjLWmaCVJIAdhOIkXER5NEmhSXJMfUrytCWUAXK3RlJhEqhPwHaEvlpevzGeR+39pjeM9Xn2ubFgGrMkC4TzlvdBwDkRjBIosCMJI11c7KtGkncS4tExEH2jCJFkfxPhMs4DEiTStSQdpXF3j6TqtbUX+wRlhhOZ/95r9yFc7DtUdk3gWZVjIiBGx76HdkVx+yzRAUhVsa9IVlwVgu/t5wM4++Uh0lr6nnk1FVLvvfTKKAEOxS2nQcJMe2vCkt2T4z1pH16eGWOrBolMcgr2OIzfYJ7dhjgB6kci8QZxXpKE5h7EZSSuDshOqf/6OYjLaB2h+pHUlmIwuhbGA/ZJZgkkYK2ixCoUx9K6BONrAbExxkwUG9EaS4kPJuMdY0LaQ2DMYoIZaAcSSlcTFZAQHPcaamt6DhJ6T45TjEPPgiJmKofe5WhO0jtVMaHLYhvmGY3NTMYxxEc8RmC9KscZNWFzNaYrJxmZxZf4zNAvNO7g/QnfqYpgbIXtuo/EKlgQ9d9rF7WzxH5PvWEtfRl/YSQiIiIiIiIiImv4wUhERERERERERNbwg5GIiIiIiIiIiKzhByMREREREREREVnjaEivex/keShnJmkYiRlRfEfyrYn8ieRbp0BiRoCcmaTXKFSjYyRcJPnZ2bF+KBWcSSapLUheTAJiEsbdHOXYKF+9eH4sA0SRKPOidiBJ4UwyCVAdUYiH4w7ksKdGGSWLyUBgRqJBkFui5I76biI+pnKwr2AO4XgAEebyU58ezyuK3GbC5gGYt30J95tI6aqCPZRoVutY5QDt0O8dzCzcjtfEjr3DeEchNdUHZPBw7RIk+2Xp/wIEjvsQQOP1RZl1VT5dFfKjTLTKbJ+jU6n/CJSRF+bKvXpd5FHS0/bEKR1imUbJBj7/yeHY4uoYe7QbkDBjBu2vIJVeXhjjxMWVMREDCa57NS5Ywnm0Fxal1f00iIuTtGpMCOA9Ke4kmesdaGtKMnINkskQuJbuYw2i2B9iClqfKRFNvzpK2dvJUZCMsSPFVr0oj6b9epZoByTJ7R6IfKn/qL1o/hQF0MQC5goJlxcnDvYbhSXUe0FztxgLoawb9ri65LhGWQCdSdx5gLKRYvIQbIdjteQm2E/7SHhCsXrfKUicU0+MU31mhN7vII7FtW6adAbm1UHGYqns+Zz3F0YiIiIiIiIiIrKGH4xERERERERERGQNPxiJiIiIiIiIiMgafjASEREREREREZE1job0Om2QvHaQ1+UKyOu2R3kdiaJRhD2RgbbjICEDwVsHgXQj6TUBEquy5JikWEXJXX9ilEwnSbsJwj94ZhRI03kgQMtpEFxfBxEmyTarwj6oCwoJZ31fHE/t3NmxOnAeCq63QYR9exR9o4AWZdu1cmdyt8WFc8OxJQguFydfu3yQxccACfFIAA2QnI8FezxHO0gmywLiichvOG2n+HzFelfb/yACxylFqWCOjXONZJRVoTS1P627JEwkUWoykVRTOSQVpGtJPD4pu1QutQM932RsEyiKrM5nGLMkI8cyZPPoGfbTdhv2ENi7SJq8pPMoNppIdxvFFLBnt7uw98Ea1ELyVSgbhc3jWMd4i/ZcSEZC8du0PgTV58q4X1NfheJqSI7Sb9XkyhS3UMKNDvElCaqnUN9DohCM1S6McSfW+zjUp7ivB2KjLGv7WZL0m5CgBsDEEPBeVE7WQSLfA8meIf7eh2iYk2bAPWE8UIIMpBiL4viCubeksQQsTsO7RSaSYxrvtJfSuy62DSW2gXeT4n5Nsmd6DiyDJN/hpBk4Tkh6TfHR/TEewTECsQyOw2rSmbsw72ftWn6XKCZg2Uf8R/gLIxERERERERERWcMPRiIiIiIiIiIisoYfjEREREREREREZA0/GImIiIiIiIiIyBpHQ3rdWtpemTJJBc+AQBDE0yQP7HdATDaT6ZI4DwR9DcTOKP4EcXW/Mcq32rlRKkjCNzxG7UWyOJJMJxNxKwjL7kObUTvcrMmsUfaMYu1R8NWfvDie9/yLpXJx3CTc96eg//A8EB+SCJMkeSRUI5EiAWUsSPR4g8WKJLgmWOoN4x3qTSL55fWx3LJ0j4TuJACka0mCHpbIlQXXsOY0kmhiwUUxN65XRUnxDLpnVaRNMksYD1WJc1V4iaJHrCDIDEkGmsnYqUqqYW/Bvi8KVBew/lXHNp43Efzj3CXhKQmuaYyUxlJR7CuPlpb0vZLXY7Cvw9hssJcubo1zolMyCxBmJ8nywphUgkTT7SrsXZS0hGKZHVjvT8PedRtiBbgfzrPLICS+dGE8lpQTswz9lKRRzLsNz3ILngUSfaDUm5K8QJ07iGUpSQjGrAm3I8b0kxhu7+1KZ6WccAPjfojpMM7bD9S2JEimfZhiGTi2OAFi9AcNCZxpr8+k3hR3kvC3msQBYoDF8WJCF5Iww7ghsfNM9E2QPDwUW1HcCe29gDGLsu5qDFwE22EWXxZDWZRrF9uWxgjHPLDuFtuGysDvD5NyZlLw4bxJLAsn7j0wPdVfGImIiIiIiIiIyBp+MBIRERERERERkTX8YCQiIiIiIiIiImv4wUhERERERERERNY4GtLrZJQ/kfiOBKgkSAYXHopu6dqwHJgkZO00SBwXIE8j2eOZUTTYSWIFAuF+fpR/L66y0Hi4diabA0Hi4nLt+kYiPhJAX4c6FgWCeWKUODcQSlIb9pu3x/tNaGdH8Xi/fmM8EYS4dF5ZxEeAKA2lhyBtW14F2eaExcVRwtmLIuyyNJnkfMW2oblblQATJArcLagmSe47cD0JkouSY5QKLmvtQH2P95sI/lEeCc+MIj/qZ6jP4lhRzgfrO/YzPTPNi6oUMJmIVqE+5HoGwTW2K629RcknQuN1az/PDGOiOGZxXqBode+B0u3lEdO3FlleWI8rFlfG/boV1/aAUJpGJkmmExZpo/j4LCRCITE3iatJok3ngWS6nwNxNe1xIP/GOChJILHK8uwoJUZxNbQ3xoQkh6W1jxKF0LpEcR7UJfsQQHMSAYjV97O+7wX2V37ngDWN4kESkW/D2Jysr5QkBhOX0HvD7z+L9xzuR7E29SkmqSj+9oD2zJncnKA+pX3uRC0GwCLgWkwQhLEVxBlFSfFsvGJ8C3Ngebf23lDdYim5xpLWxGKf9B1I8LMD7VpMbJNMEnPsR6RdKaM4bl57oo9ME6hU46jqtbi+kNR7gr8wEhERERERERGRNfxgJCIiIiIiIiIia/jBSERERERERERE1vCDkYiIiIiIiIiIrHE0pNctg3Cuk0TuDsjTSMa2gGMkzAbRXDIRNpMQD44tz43SZGJ5EkTFp0aZ1+I2iMTomZejYK+fhvtdnwigSShJ7UDtSHI4EIej7IxkcyRcJAkm9clBIenbqVE8SXSoIo3FqsS5nT073u/6KKMmITuB4zpBuTbWkUS+dM97NckhSgWhjCXVjyTMVfHxAQR5Sb3/ekB2jwI6EiTXxIAkGuQTJ3MFJZzQLyQfLIqwcWzj+AJhJgo4h0MolN6PCLs6FqvnIVVp4gMWT0+lnMVyyudVpPFKrzeS1pO2R1DaYO5h8o/i/oOC633s4SSQniXxGCChPtSnnwHJ9PUxTmzXQChNcmwScE+qSHHd4sVa8orlpXPjtSS9rrY3xVunIQ5C4TlIZCGmoz0lmcSJEGfgWgz1xv2HyqAkONBe/Qa8N9wjWTpsVJO9opGA+CXIOvPZz431oTlJ+yGVTXMcY4qaaJhEytMkI0B9z6aEQ9BXuIZBOxT3cI5HoC7FeGQGJmkiqT6NMXovvTW+95HgGqXlS4pR4Npq0phJO1CbYYxZFGET1aRBfDG1PySIOT2K6afSf0owQ9WpjmMA7zfBXxiJiIiIiIiIiMgafjASEREREREREZE1/GAkIiIiIiIiIiJr+MFIRERERERERETWOBrS67RBGNh2QJ66DULCmUxq74o0j1UAABdjSURBVLVnRhFVI3ldwhJnEk2TKBpE08T97bFr7p4DQWIHGd6xUZS1dWdsm63bJKVjA9biJkjMToGQ6y7IfUlqd/H8eIz6imS8JC2n8UAyw20QjoHwrd9m+XcPiblBaEjyuzMgHif591kQo4OAHUXKIDhcXBjbmuSPJLdOknbp4nj95SvjsVtVmfXYf0voe5QFkuyPxMDQ/gsQY6LkbiJKJbXi8tZkjRgKrwmuSSh5IJHyAaTJSbI4CW1GEtuqvJAkflQGzV3qlwcsLadyZ6B4HNq2KtvkCtWSCJSfeR/jAetIzwdCSZrjHSSaQxlKrzeTZU+7tWfPKMpqOwiNUa0Me3ibCFDpniRzxetJfAzxHyW4yE4xqcf5WgIPlCbPxNMUT56DmOIkzMe9fZeJZJz2Q0omQ/Ji6hNgmlxjL09c4OMUl1M70vsAxUz3KHaE9ZRizJsgDgcaCME7xJ10XhIeizT/KDam/ZrGIgqbKWkQje2acJlEyrivz/ZHki7T1kf1mSS0qFxbTXBRL6MWQyXBvZ1kzxifwvisirkxLmjw/loUYVfLoDg9mcSTFI9UnwUoJzchATe8m2DyFnpnoLgsSaN1rSix51gN6rMP6by/MBIRERERERERkTX8YCQiIiIiIiIiImv4wUhERERERERERNbwg5GIiIiIiIiIiKzhByMREREREREREVnjiGRJAyibA2WROAk2eciSgdk0JtkqOtns4dyd152Di8dDtz5/zIxw7NZoOL99qZaF4viNmhF+Ccb0xT2+dnFqLPvEZ27ATeEBKXsJZMXqZMd/cczGhZkbMGNBLZsa9jNl40rSIDtIFpDliZ7vHmSIgIxo/S5kMCPzP7RDO17L1pd7xTKSLJ//LBysZXmgbA6UJQAt/5CdoGPWvFqmLMp2UD2W7CMDBmQ8wGurGR6KVLNxYSaISVYSyhaImepSzJBDWR8gO181ixjNFWxD6hOqcrWPMxknS8ioQdkz9lHOQHHMlrO4zDJ0LGpZUjAjWjXL3V6WB2gXeYj0cc2nGAyO0b5H2ZymGaKKYDa2m+P6tbw0xmUNMmVRJl7KsNYgaw3FiJhtjDIHUvayhOOoa5AFaQuej7Ki0loMc/T+U2O2sq0XLo/3o8xBUD9kH33fz46Z4dpt6BeKUWgtxv2itg5Rxrd+5ep4DLLcYhmUDS3JEjKqLS6M/UyZ1zjTJmW7gj2X2obqSOO9mHEKs1/BPrpbTi3bbHUfxxjgINCeS/NsH5mpKIam8YDxJGVTo3GHMS/s61RveqWiWBQyAGPsMcuMCddjFl/KdEvxH6xX+O5FWeAoozSMTcoMizHYZLxiJmyKjYvjHbMU7uOdw18YiYiIiIiIiIjIGn4wEhERERERERGRNfxgJCIiIiIiIiIia/jBSERERERERERE1jga0uvlMv3GujSugeAwd8C+BfLhqmCvXziLx9ut8Z47T43y4nvnR+HYzvb4je7+iVFYdfuJsWtuPzmed+LqKMC6e35sm1OfG8VdW/dAEn6MvyEe++woA9u5OLbj8c+NIuzl9unh2OIuSPdIyAXScpI9o8waBIcko27b43OgMDthUSTdk+TYdIwEgiRUe+rSWMYNEClCvVHQdhzalUTYEzqIPkkAubwB0kuQyC1I7Afyu8UJEssV601i4KIoOmF5MZ4LwsZOUmgSOxZlmygLJHndEqR5JAUEYV8yEVxT2WV5OMyBKkWxM/XJ4lRNcDjt+6rUkwSJJB4n4SLNU6oLzF2Sd+KzkAC1s2QSxzv1afWZW6U+dRmoPEJaG/cv2ANw/To/xkZ5aRQDk3S3w96cBMWoyzPjubiLQx2XZ8dr+4Uxbtn63PXxvFPjfLx/FsTV56B+NyHmIUF1wrEHCLIxoQgJwUnWDTHKgsTVJOC+CklQKE4/Bm0DEt/pTkj7HL4PwPpOAnaC9kgql9ZDasMzo6h7eX1sr1nCDaQosO2wX2NSArq2KLjGZDfHansm7h+U3GR2fbU+VA7FFMcgsQMcw70UoFiZmCWFwL6CMcb9B2sJvSNUJdw0PidJM+Di0lkoxw73AbcNJNrZz7wqlFumODZRRJ5kWU3+QgkoKAkB9MHQNq8yFvyFkYiIiIiIiIiIrOEHIxERERERERERWcMPRiIiIiIiIiIisoYfjEREREREREREZI2jIb1etFFMTCIxkCE3kLaR2I+u7Vssotp5w8Xh2PIEfHsDedS97fGed86P195+HZR7erzfrdePx859Yizj+tNjGQtwi528MpG+7oAkGZpnsQMyZJKRg6S63QZBGwm4qiIwEp6ThIwkkyTXC0sTSZqNZZOgjaTCJLUFqRnVsSx1JDHzRM6HAm+SXtKz4P1oLMH9SEhdFVxD26AUkNp1IudD0XdRfEzPkkWtvVAgTPcrSr2p3JnsGetTLAfbBq5dgCydJIAk4CRBIkoKlzXx5BQSO1LbwnpFCRpw3IF4fEFzD+iw7hIoDZ2sdSi4JNFnAwHnAgSj1FezsmXz2DMnUaRM8s2bo9C4nwMRNtxvuQ17RZK+gDUD1rDbb35ivBam7dbd4vy5MMqL758ex//WddinIKFIP04SX37mdg/W3ZsgdiYRNvQL9h9JjgmKyygZCV1K550d2xVjngRjR4rpSf7dTo8icxp3/eq18byiOLcdBzkvxC2N2oGSvKS+l5LQmOK3JUjGUcZL70VFITgmcaB9FI5REofdsot7CArKoWiKRalcijup3pDYAeMlTFAyi79B4gx9sIT2XpyERDQ3SWJPfQB9XxVcUzyI0upi/JZ63FkVXGMMVn0+ioMOEMtM371IhE6xOrY3xPlQxt5EQu3WvA38hZGIiIiIiIiIiKzhByMREREREREREVnDD0YiIiIiIiIiIrKGH4xERERERERERGSNoyG9XvZ0ECfupSqRQwHgcRAXn2T51v2To9zq/umx7OtvHJv3zsVRTrWEXtjZHvVUO0+OgrCty+PFl798FLQtro3nLe6QEJdF3yeuj8dPvgSCy/tjvRcgs+4nx/o0cLF1EEqjRPPmrfFikqCfHmWbncRiL14ejyVpp8b6oMCbZHokaKPxSaJbkhRS/UB6GJKfgTSvX7/B9zwNzwzSy+W1URRJQmMEJZokLgThJcoax0uXJMGk8Q5C8GQmjIO+6kVBJRZC0uTiMg3CvrJwcSL65mKgzUgWSPLvsngcoPvRPKMxUn28Sd83GMc4nnCu1USdfC3MU+pTaoclXEvCxPsskif5JMpIcc+gCQhC0L3H6u51eZT0nuwVIsO+SXsp7tewbqIAGuKJJLl3CeKCHUgycna8JyUZaeAcXUJ1tj8Lzwfl3j8JSUbgWbZuwdo3807D3t5PUHuP6xIKrkm0CvsPXdvPj3FUe+lq6X4YYUKSg6lElsbYLRAsw5rdb0CcWOWpS+OxK9fHY1Rvuva554dDGMcmLESmvfTWeD3tDRS3kHi3U/+BSJn2KTqPQAH3BBQik4CY9jmKj0jST/1XjG9o31ucGYXuVYF6wjJrihVIcI39AuJ3StJTlptT/EZJOKANsc4zATS9PxVjfxS60/5VTKqD5RaF5+U4NtzPJC1HoTglMICyl3v6r79Kghh/YSQiIiIiIiIiImv4wUhERERERERERNbwg5GIiIiIiIiIiKzhByMREREREREREVnjaEivF22QjpKkKyTnBSHx8two/bp/rijnTXLv3GjVun1xPLZzepR03X4KZMHHQYb4xlFsdWoL5IpnR0nX/ZfGdti6Pdbl+NXxWJv4Z3dOwrO8ZRR1nf+98dqT98Y+uL89SroWV8l6DSIxksCR4JDkXSSoJuEbSfMSlg8SJN4lsfOZcSzmGsunK9Azo0wXBNcsQ2Z5WlnijPcDCTq09wLm815BW8LyOpQrY7kgQJ3IGvH6iaCvBIkUA+JJkhwX5Y9Vsd+s77GOKAqvSctRMknSeRRXQzuMV/Lc7SAAhGdrx1k+iPWeJAh4raBglObubG3ae22xXVFQnUl7F5+5OsaqzyKHzGKRfmbPegxi00bzlsYhcWycj7efgpguyRLikZtPjePr2O1xfN18/XjtAuKe7c+Mz3f9DWMZx2+OZRy7DYLXe+N5p25De4HIOkm2bkDcA7HV0E9JFp+9Mt6QxMeUKARipk6Sarofxennz5bKGCTrL0P1OQXJQ66DHBaeD8XA2yAqJmk/1g8GEwmu6Txq17AUl2TR5QQZlHSBpOoo7aXECbVkJCyK3gcYe7z23z3gfkZxFCb6IHE4tMONcRyidJzaNZPYDM69X43pqY6UmGMiYh7Oq67vNH8oqcckJqA+wLKLMQXFdCzRprkC45jq10nmD2vVPt69FiAtp/dSGk8d9qC9Y7HBt4I/PHf6b0RERERERERE5LHED0YiIiIiIiIiIrKGH4xERERERERERGQNPxiJiIiIiIiIiMgaR0N63fsgkiN5HcrwTo5yMRIzbt0cJZ23nh7lfEly4/UgwQLP1p1L47H7p8YTT7/p2nBsCSK3v/7WXx+OPXf7wnDsF469eTh2C6TQ97Ft+BvizePj8XPPjqKtxf3x+XbOjpKvY9dANH16rGO7A8JlksOBsK8qfMtxaIfxrGk5/QZIqkmeSzK9q+O1JIokqTdyB8TMcNp+ZHFLkoyTwBYvrkkOsT4kAS4Kl/sSRJYkit4PRQF0vwtjjATL9CwgxCtLCquS6ZngmiBJJXkwaV6h1BtOI7EzCZdJwgjnLUiAXxSto1Qzk7atit9JpEjPDALIZbFdDyLl3o9kEkXmtD4UZd3DvF8+WJG4PCCWy7QbeyS7JG6FmKJvg+QT4oQ7l8Z5e/tJXqvunhvHyfLYeOz6F47X3j8J4k/wD9+9MN7vzB+M51FCEGL7KiX/GOfJ8cujzDhJ7l0aRczHbsA+cAtk0dRXx2oyXRRh3xzr2M+BKLoqxKXYnRKCTO7Zbtwaz6M1aHsUgtOzYL1BQNtOjmO73xrrggJa2rsmCTeWNyEhDLGAZ4a9AROKgESb6PeLeykECrg3Q3tNy4ZnwRilGHsQJKReooAdYhSKrWgfpfcIEsRn0n9Qx4Mk4ajGxrivF5PiYNtgXDx5Zyj2ab83jk+SydMzY5IYGnMEzAtsV3pfgWt3b1B7Zh6fcDta1/aOxYl4P/EXRiIiIiIiIiIisgc/GImIiIiIiIiIyBp+MBIRERERERERkTX8YCQiIiIiIiIiIms0FAhvGK21F5L8fpKnknz2kKsjI/bL5mGfbCb2y+Zhn2wOf6L3/rrDroSsYwy28dgvm4d9snnYJ5uJ/bI5TGOwI/HB6GVaa7/ce3/7YddD1rFfNg/7ZDOxXzYP+0SkhnNlM7FfNg/7ZPOwTzYT++Vo4F9JExERERERERGRNfxgJCIiIiIiIiIiaxy1D0Y/fNgVEMR+2Tzsk83Eftk87BORGs6VzcR+2Tzsk83DPtlM7JcjwJFyGImIiIiIiIiIyMPnqP3CSEREREREREREHjJH5oNRa+1rW2u/01p7prX2vsOuz+NIa+0LWms/31r7WGvtt1pr37E6fqm19rOttd9d/f8Th13Xx43W2lZr7ddaa/919ee3tNY+uuqTn2itnTjsOj5utNYuttY+1Fr7P6s58+ecK4dPa+07V+vXb7bWfry1dsr5IvLqGIMdPsZgm4sx2OZhDLZ5GH8dXY7EB6PW2laSH0zydUneluSbWmtvO9xaPZbsJPmHvfc/neSdSb5t1Q/vS/KR3vtbk3xk9Wd5tHxHko+94s/fl+QHVn3yUpL3HkqtHm/+TZKf6b3/qSR/Nrv941w5RFprTyf59iRv771/SZKtJO+O80VkijHYxmAMtrkYg20exmAbhPHX0eZIfDBK8o4kz/TeP957v5vkg0nedch1euzovT/Xe//V1T9fy+7i+3R2++IDq9M+kOQbDqeGjyettTcl+atJfmT155bkK5N8aHWKffKIaa2dT/IXk7w/SXrvd3vvl+Nc2QSOJTndWjuWZDvJc3G+iLwaxmAbgDHYZmIMtnkYg20sxl9HlKPywejpJJ96xZ+fXR2TQ6K19uYkX5bko0le33t/LtkNaJJ83uHV7LHkXyf5x0mWqz8/meRy731n9Wfny6Pni5K8kOQ/rH6m/iOttTNxrhwqvfc/SPL9ST6Z3UDlSpJfifNF5NUwBtswjME2CmOwzcMYbMMw/jraHJUPRg2Omd7tkGitnU3yn5P8g9771cOuz+NMa+3rkzzfe/+VVx6GU50vj5ZjSb48yQ/13r8syY340+dDZ+UreFeStyR5Y5Iz2f1rNntxvoj8Ee4pG4Qx2OZgDLaxGINtGMZfR5uj8sHo2SRf8Io/vynJpw+pLo81rbXj2Q1U/lPv/adWhz/TWnvD6t+/Icnzh1W/x5A/n+SvtdZ+L7t/TeArs/tfuy6ufvKZOF8Og2eTPNt7/+jqzx/KbvDiXDlcvjrJJ3rvL/Te7yX5qSRfEeeLyKthDLYhGINtHMZgm4kx2OZh/HWEOSofjH4pyVtXJvUT2ZVkffiQ6/TYsfp72e9P8rHe+796xb/6cJL3rP75PUl++lHX7XGl9/7dvfc39d7fnN158XO997+V5OeTfOPqNPvkEdN7/79JPtVa++LVoa9K8ttxrhw2n0zyztba9mo9e7lfnC8ic4zBNgBjsM3DGGwzMQbbSIy/jjCt96Pxy6/W2l/J7lf7rSQ/2nv/3kOu0mNHa+0vJPmfSX4jf/R3tf9pdv8O/U8m+cLsLgh/o/f+4qFU8jGmtfaXkvyj3vvXt9a+KLv/tetSkl9L8rd773cOs36PG621L82uBPNEko8n+ebsfqR3rhwirbV/nuRvZjfj0K8l+Zbs/p1554vIBGOww8cYbLMxBtssjME2D+Ovo8uR+WAkIiIiIiIiIiKPhqPyV9JEREREREREROQR4QcjERERERERERFZww9GIiIiIiIiIiKyhh+MRERERERERERkDT8YiYiIiIiIiIjIGn4wEpHXTGvtR1trz7fWfvMVxy611n62tfa7q/9/YnW8tdb+bWvtmdba/26tffnknt/bWvtUa+36nuMnW2s/sbr+o621N7/i33336vjvtNb+8iuOf+3q2DOttfc96OcXEREROQyMwUTkUeAHIxE5CD+W5Gv3HHtfko/03t+a5COrPyfJ1yV56+p/35rkhyb3/C9J3gHH35vkpd77n0zyA0m+L0laa29L8u4kf2ZVl3/XWttqrW0l+cFVuW9L8k2rc0VERESOOj8WYzARecj4wUhEXjO99/+R5MU9h9+V5AOrf/5Akm94xfH/2Hf5xSQXW2tvgHv+Yu/9OSjulff9UJKvaq211fEP9t7v9N4/keSZ7AY770jyTO/94733u0k+uDpXRERE5EhjDCYijwI/GInIg+b1Lwcbq///vNXxp5N86hXnPbs6ltbarxfu+4fX9953klxJ8uSr3HdanoiIiMj/hxiDicgDxQ9GIvKoaHCsJ0nv/UsPcP1+j4uIiIg8ThiDichrwg9GIvKg+czLP3Ne/f/zq+PPJvmCV5z3piSf3sd9//D61tqxJBey+1Ps2X0PWp6IiIjIUcIYTEQeKH4wEpEHzYeTvGf1z+9J8tOvOP53V5k63pnkyuTvyVfu+41Jfq733lfH373K4PGW7Aod/1eSX0ry1tbaW1prJ7IrZfzwQR5MREREZIMxBhORB4ofjETkNdNa+/Ekv5Dki1trz7bW3pvkXyT5mtba7yb5mtWfk+S/Jfl4doWI/z7J33vFfX79Ff/8L1trzybZXt3zn63+1fuTPNlaeybJd2WV+aP3/ltJfjLJbyf5mSTf1nu/v/o79n8/yX9P8rEkP7k6V0RERORIYwwmIo+CtvtxWEREREREREREZBd/YSQiIiIiIiIiImv4wUhERERERERERNbwg5GIiIiIiIiIiKzhByMREREREREREVnDD0YiIiIiIiIiIrKGH4xERERERERERGQNPxiJiIiIiIiIiMgafjASEREREREREZE1/h+hBdsh6eKpmwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x4320 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# QC by eye, every single Cycle -- pick a random FOV\n",
    "\n",
    "orig = imread('tif/Cycle_9/Cycle_9_F000.tif')\n",
    "orig = orig.max(0)\n",
    "orig = orig[0, ...]\n",
    "orig_v = orig[100:200, 100:200]\n",
    "\n",
    "f, ax = plt.subplots(1,2, figsize = (20,60))\n",
    "ax[0].imshow(orig_v)\n",
    "ax[1].imshow(reg_v)\n",
    "ax[0].title.set_text('Before Registration (DNA Channel)')\n",
    "ax[1].title.set_text('After Registration (DNA Channel)')\n",
    "\n",
    "for ax in ax.flat:\n",
    "    ax.set(xlabel='100:1000', ylabel='100:1000')\n",
    "\n",
    "print(orig_v,\" \\n\" , \"\\n\",reg_v)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Registration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CYCLE_NUMS: 10 \n",
      " NUM_FOVS: 214\n"
     ]
    }
   ],
   "source": [
    "# check again\n",
    "print('CYCLE_NUMS:', CYCLE_NUMS,'\\n', 'NUM_FOVS:',NUM_FOVS)\n",
    "# CYCLE_NUMS = 10\n",
    "# NUM_FOVS = 214"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(CYCLE_NUMS):\n",
    "    if i == 0:\n",
    "        continue\n",
    "    os.makedirs(f'tmat_Cyc_{i}')\n",
    "    os.makedirs(f'reg_bin_Cyc_{i}')\n",
    "    os.makedirs(f'reg_Cyc_{i}')           "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CHECK IF REFERENCE FOV IS BEING MATCHED TO SAME MOVED FOV, ACROSS ALL CYCLES AND FOVS IN EVERY ITERATION\n",
    "\n",
    "for c in range(CYCLE_NUMS-1):   \n",
    "    refs = iter(sorted(glob.glob('tif/Cycle_0/*'))) # list of cycle 0 .tif \n",
    "    movs = iter(sorted(glob.glob(f'tif/Cycle_{c+1}/*'))) # cycle 1, 2, 3, .tif list --> FOV000, 001, (002 = error) 005 006 \n",
    "    for FOV in range(0, NUM_FOVS): \n",
    "        #sFOV = str(FOV).zfill(NUM_DIGITS_OF_FOVS)\n",
    "        ref_name = next(refs) \n",
    "        mov_name = next(movs)\n",
    "\n",
    "        ref_num = ref_name.split('_F')[1][0:3]\n",
    "        mov_num = mov_name.split('_F')[1][0:3]\n",
    "        if ref_num != mov_num:\n",
    "            print(\"False\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define jaccard\n",
    "def jaccard(img1, img2):\n",
    "    assert img1.dtype == 'bool', 'input must be boolean'\n",
    "    assert img2.dtype == 'bool', 'input must be boolean'\n",
    "    AND = np.sum(img1&img2)\n",
    "    OR = np.sum(img1|img2)\n",
    "    J = AND/OR\n",
    "    return J\n",
    "reg_J = pd.DataFrame()\n",
    "base_J = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 1 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F001_reg.tif\n",
      "cycle 1 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F002_reg.tif\n",
      "cycle 1 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F004_reg.tif\n",
      "cycle 1 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F005_reg.tif\n",
      "cycle 1 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F006_reg.tif\n",
      "cycle 1 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F007_reg.tif\n",
      "cycle 1 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F008_reg.tif\n",
      "cycle 1 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F009_reg.tif\n",
      "cycle 1 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F010_reg.tif\n",
      "cycle 1 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F012_reg.tif\n",
      "cycle 1 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F013_reg.tif\n",
      "cycle 1 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F014_reg.tif\n",
      "cycle 1 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F015_reg.tif\n",
      "cycle 1 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F016_reg.tif\n",
      "cycle 1 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F017_reg.tif\n",
      "cycle 1 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F018_reg.tif\n",
      "cycle 1 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F019_reg.tif\n",
      "cycle 1 field 020 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F020_reg.tif\n",
      "cycle 1 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F021_reg.tif\n",
      "cycle 1 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F022_reg.tif\n",
      "cycle 1 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F023_reg.tif\n",
      "cycle 1 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F024_reg.tif\n",
      "cycle 1 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F025_reg.tif\n",
      "cycle 1 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F026_reg.tif\n",
      "cycle 1 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F027_reg.tif\n",
      "cycle 1 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F028_reg.tif\n",
      "cycle 1 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F029_reg.tif\n",
      "cycle 1 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F030_reg.tif\n",
      "cycle 1 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F031_reg.tif\n",
      "cycle 1 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F032_reg.tif\n",
      "cycle 1 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F033_reg.tif\n",
      "cycle 1 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F034_reg.tif\n",
      "cycle 1 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F035_reg.tif\n",
      "cycle 1 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F036_reg.tif\n",
      "cycle 1 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F038_reg.tif\n",
      "cycle 1 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F039_reg.tif\n",
      "cycle 1 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F040_reg.tif\n",
      "cycle 1 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F041_reg.tif\n",
      "cycle 1 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F042_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F042_reg.tif\n",
      "cycle 1 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F044_reg.tif\n",
      "cycle 1 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F045_reg.tif\n",
      "cycle 1 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F046_reg.tif\n",
      "cycle 1 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F047_reg.tif\n",
      "cycle 1 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F048_reg.tif\n",
      "cycle 1 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F049_reg.tif\n",
      "cycle 1 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F050_reg.tif\n",
      "cycle 1 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F051_reg.tif\n",
      "cycle 1 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F052_reg.tif\n",
      "cycle 1 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F053_reg.tif\n",
      "cycle 1 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F054_reg.tif\n",
      "cycle 1 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F055_reg.tif\n",
      "cycle 1 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F056_reg.tif\n",
      "cycle 1 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F057_reg.tif\n",
      "cycle 1 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F058_reg.tif\n",
      "cycle 1 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F059_reg.tif\n",
      "cycle 1 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F060_reg.tif\n",
      "cycle 1 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F061_reg.tif\n",
      "cycle 1 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F062_reg.tif\n",
      "cycle 1 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F063_reg.tif\n",
      "cycle 1 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F064_reg.tif\n",
      "cycle 1 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F065_reg.tif\n",
      "cycle 1 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F066_reg.tif\n",
      "cycle 1 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F067_reg.tif\n",
      "cycle 1 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F068_reg.tif\n",
      "cycle 1 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F069_reg.tif\n",
      "cycle 1 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F070_reg.tif\n",
      "cycle 1 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F071_reg.tif\n",
      "cycle 1 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F072_reg.tif\n",
      "cycle 1 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F073_reg.tif\n",
      "cycle 1 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F074_reg.tif\n",
      "cycle 1 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F075_reg.tif\n",
      "cycle 1 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F076_reg.tif\n",
      "cycle 1 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F077_reg.tif\n",
      "cycle 1 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F078_reg.tif\n",
      "cycle 1 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F079_reg.tif\n",
      "cycle 1 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F081_reg.tif\n",
      "cycle 1 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F082_reg.tif\n",
      "cycle 1 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F083_reg.tif\n",
      "cycle 1 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F084_reg.tif\n",
      "cycle 1 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F085_reg.tif\n",
      "cycle 1 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F086_reg.tif\n",
      "cycle 1 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F087_reg.tif\n",
      "cycle 1 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F088_reg.tif\n",
      "cycle 1 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F089_reg.tif\n",
      "cycle 1 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F090_reg.tif\n",
      "cycle 1 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F091_reg.tif\n",
      "cycle 1 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F092_reg.tif\n",
      "cycle 1 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F093_reg.tif\n",
      "cycle 1 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F094_reg.tif\n",
      "cycle 1 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F095_reg.tif\n",
      "cycle 1 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F096_reg.tif\n",
      "cycle 1 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F097_reg.tif\n",
      "cycle 1 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F098_reg.tif\n",
      "cycle 1 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F099_reg.tif\n",
      "cycle 1 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F100_reg.tif\n",
      "cycle 1 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F101_reg.tif\n",
      "cycle 1 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F102_reg.tif\n",
      "cycle 1 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F103_reg.tif\n",
      "cycle 1 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F104_reg.tif\n",
      "cycle 1 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F105_reg.tif\n",
      "cycle 1 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F106_reg.tif\n",
      "cycle 1 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F107_reg.tif\n",
      "cycle 1 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F108_reg.tif\n",
      "cycle 1 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F109_reg.tif\n",
      "cycle 1 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F110_reg.tif\n",
      "cycle 1 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F111_reg.tif\n",
      "cycle 1 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F112_reg.tif\n",
      "cycle 1 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F113_reg.tif\n",
      "cycle 1 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F114_reg.tif\n",
      "cycle 1 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F115_reg.tif\n",
      "cycle 1 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F116_reg.tif\n",
      "cycle 1 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F118_reg.tif\n",
      "cycle 1 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F119_reg.tif\n",
      "cycle 1 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F120_reg.tif\n",
      "cycle 1 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F121_reg.tif\n",
      "cycle 1 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F122_reg.tif\n",
      "cycle 1 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F123_reg.tif\n",
      "cycle 1 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F124_reg.tif\n",
      "cycle 1 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F125_reg.tif\n",
      "cycle 1 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F126_reg.tif\n",
      "cycle 1 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F127_reg.tif\n",
      "cycle 1 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F129_reg.tif\n",
      "cycle 1 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F130_reg.tif\n",
      "cycle 1 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F131_reg.tif\n",
      "cycle 1 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F132_reg.tif\n",
      "cycle 1 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F133_reg.tif\n",
      "cycle 1 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F134_reg.tif\n",
      "cycle 1 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F135_reg.tif\n",
      "cycle 1 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F136_reg.tif\n",
      "cycle 1 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F137_reg.tif\n",
      "cycle 1 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F138_reg.tif\n",
      "cycle 1 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F140_reg.tif\n",
      "cycle 1 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F141_reg.tif\n",
      "cycle 1 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F142_reg.tif\n",
      "cycle 1 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F143_reg.tif\n",
      "cycle 1 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F144_reg.tif\n",
      "cycle 1 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F145_reg.tif\n",
      "cycle 1 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F146_reg.tif\n",
      "cycle 1 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F147_reg.tif\n",
      "cycle 1 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F148_reg.tif\n",
      "cycle 1 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
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      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F149_reg.tif\n",
      "cycle 1 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F150_reg.tif\n",
      "cycle 1 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F151_reg.tif\n",
      "cycle 1 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F152_reg.tif\n",
      "cycle 1 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F153_reg.tif\n",
      "cycle 1 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F154_reg.tif\n",
      "cycle 1 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F155_reg.tif\n",
      "cycle 1 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F156_reg.tif\n",
      "cycle 1 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F157_reg.tif\n",
      "cycle 1 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F158_reg.tif\n",
      "cycle 1 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F159_reg.tif\n",
      "cycle 1 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F160_reg.tif\n",
      "cycle 1 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F161_reg.tif\n",
      "cycle 1 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F162_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 1 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F163_reg.tif\n",
      "cycle 1 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F164_reg.tif\n",
      "cycle 1 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F165_reg.tif\n",
      "cycle 1 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F166_reg.tif\n",
      "cycle 1 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F167_reg.tif\n",
      "cycle 1 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F168_reg.tif\n",
      "cycle 1 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F169_reg.tif\n",
      "cycle 1 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F170_reg.tif\n",
      "cycle 1 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F171_reg.tif\n",
      "cycle 1 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F172_reg.tif\n",
      "cycle 1 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F173_reg.tif\n",
      "cycle 1 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F174_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F174_reg.tif\n",
      "cycle 1 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F175_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F175_reg.tif\n",
      "cycle 1 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F176_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F176_reg.tif\n",
      "cycle 1 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F178_reg.tif\n",
      "cycle 1 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F179_reg.tif\n",
      "cycle 1 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F180_reg.tif\n",
      "cycle 1 field 181 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F181_reg.tif\n",
      "cycle 1 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F182_reg.tif\n",
      "cycle 1 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F183_reg.tif\n",
      "cycle 1 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
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      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F184_reg.tif\n",
      "cycle 1 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
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      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_1/Cycle_1_F185_reg.tif\n",
      "cycle 1 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F186_reg.tif\n",
      "cycle 1 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F187_reg.tif\n",
      "cycle 1 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F188_reg.tif\n",
      "cycle 1 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F189_reg.tif\n",
      "cycle 1 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F190_reg.tif\n",
      "cycle 1 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F191_reg.tif\n",
      "cycle 1 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F192_reg.tif\n",
      "cycle 1 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F193_reg.tif\n",
      "cycle 1 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F194_reg.tif\n",
      "cycle 1 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F195_reg.tif\n",
      "cycle 1 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F196_reg.tif\n",
      "cycle 1 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F197_reg.tif\n",
      "cycle 1 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F198_reg.tif\n",
      "cycle 1 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F199_reg.tif\n",
      "cycle 1 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F200_reg.tif\n",
      "cycle 1 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F201_reg.tif\n",
      "cycle 1 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F202_reg.tif\n",
      "cycle 1 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F203_reg.tif\n",
      "cycle 1 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F204_reg.tif\n",
      "cycle 1 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F205_reg.tif\n",
      "cycle 1 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F206_reg.tif\n",
      "cycle 1 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F207_reg.tif\n",
      "cycle 1 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F208_reg.tif\n",
      "cycle 1 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F209_reg.tif\n",
      "cycle 1 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F210_reg.tif\n",
      "cycle 1 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F211_reg.tif\n",
      "cycle 1 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F212_reg.tif\n",
      "cycle 1 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F214_reg.tif\n",
      "cycle 1 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F215_reg.tif\n",
      "cycle 1 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F216_reg.tif\n",
      "cycle 1 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F217_reg.tif\n",
      "cycle 1 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F218_reg.tif\n",
      "cycle 1 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F219_reg.tif\n",
      "cycle 1 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F220_reg.tif\n",
      "cycle 1 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F221_reg.tif\n",
      "cycle 1 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F222_reg.tif\n",
      "cycle 1 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F223_reg.tif\n",
      "cycle 1 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_1/Cycle_1_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_1/Cycle_1_F224_reg.tif\n",
      "cycle 2 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F001_reg.tif\n",
      "cycle 2 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F002_reg.tif\n",
      "cycle 2 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F004_reg.tif\n",
      "cycle 2 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F005_reg.tif\n",
      "cycle 2 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F006_reg.tif\n",
      "cycle 2 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F007_reg.tif\n",
      "cycle 2 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F008_reg.tif\n",
      "cycle 2 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F009_reg.tif\n",
      "cycle 2 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F010_reg.tif\n",
      "cycle 2 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F012_reg.tif\n",
      "cycle 2 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F013_reg.tif\n",
      "cycle 2 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F014_reg.tif\n",
      "cycle 2 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F015_reg.tif\n",
      "cycle 2 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F016_reg.tif\n",
      "cycle 2 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F017_reg.tif\n",
      "cycle 2 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F018_reg.tif\n",
      "cycle 2 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F019_reg.tif\n",
      "cycle 2 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F020_reg.tif\n",
      "cycle 2 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F021_reg.tif\n",
      "cycle 2 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F022_reg.tif\n",
      "cycle 2 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F023_reg.tif\n",
      "cycle 2 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F024_reg.tif\n",
      "cycle 2 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F025_reg.tif\n",
      "cycle 2 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F026_reg.tif\n",
      "cycle 2 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F027_reg.tif\n",
      "cycle 2 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F028_reg.tif\n",
      "cycle 2 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F029_reg.tif\n",
      "cycle 2 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F030_reg.tif\n",
      "cycle 2 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F031_reg.tif\n",
      "cycle 2 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F032_reg.tif\n",
      "cycle 2 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F033_reg.tif\n",
      "cycle 2 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F034_reg.tif\n",
      "cycle 2 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F035_reg.tif\n",
      "cycle 2 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F036_reg.tif\n",
      "cycle 2 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F038_reg.tif\n",
      "cycle 2 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F039_reg.tif\n",
      "cycle 2 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F040_reg.tif\n",
      "cycle 2 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F041_reg.tif\n",
      "cycle 2 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F042_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F042_reg.tif\n",
      "cycle 2 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F044_reg.tif\n",
      "cycle 2 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F045_reg.tif\n",
      "cycle 2 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F046_reg.tif\n",
      "cycle 2 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F047_reg.tif\n",
      "cycle 2 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F048_reg.tif\n",
      "cycle 2 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F049_reg.tif\n",
      "cycle 2 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F050_reg.tif\n",
      "cycle 2 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F051_reg.tif\n",
      "cycle 2 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F052_reg.tif\n",
      "cycle 2 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F053_reg.tif\n",
      "cycle 2 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F054_reg.tif\n",
      "cycle 2 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F055_reg.tif\n",
      "cycle 2 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F056_reg.tif\n",
      "cycle 2 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F057_reg.tif\n",
      "cycle 2 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F058_reg.tif\n",
      "cycle 2 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F059_reg.tif\n",
      "cycle 2 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F060_reg.tif\n",
      "cycle 2 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F061_reg.tif\n",
      "cycle 2 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F062_reg.tif\n",
      "cycle 2 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F063_reg.tif\n",
      "cycle 2 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F064_reg.tif\n",
      "cycle 2 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F065_reg.tif\n",
      "cycle 2 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F066_reg.tif\n",
      "cycle 2 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F067_reg.tif\n",
      "cycle 2 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F068_reg.tif\n",
      "cycle 2 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F069_reg.tif\n",
      "cycle 2 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F070_reg.tif\n",
      "cycle 2 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F071_reg.tif\n",
      "cycle 2 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F072_reg.tif\n",
      "cycle 2 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_2/Cycle_2_F073_reg.tif\n",
      "cycle 2 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F074_reg.tif\n",
      "cycle 2 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F075_reg.tif\n",
      "cycle 2 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F076_reg.tif\n",
      "cycle 2 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F077_reg.tif\n",
      "cycle 2 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F078_reg.tif\n",
      "cycle 2 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F079_reg.tif\n",
      "cycle 2 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F081_reg.tif\n",
      "cycle 2 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F082_reg.tif\n",
      "cycle 2 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F083_reg.tif\n",
      "cycle 2 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F084_reg.tif\n",
      "cycle 2 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F085_reg.tif\n",
      "cycle 2 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F086_reg.tif\n",
      "cycle 2 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F087_reg.tif\n",
      "cycle 2 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F088_reg.tif\n",
      "cycle 2 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F089_reg.tif\n",
      "cycle 2 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F090_reg.tif\n",
      "cycle 2 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F091_reg.tif\n",
      "cycle 2 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F092_reg.tif\n",
      "cycle 2 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F093_reg.tif\n",
      "cycle 2 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F094_reg.tif\n",
      "cycle 2 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F095_reg.tif\n",
      "cycle 2 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F096_reg.tif\n",
      "cycle 2 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F097_reg.tif\n",
      "cycle 2 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F098_reg.tif\n",
      "cycle 2 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F099_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 2 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F100_reg.tif\n",
      "cycle 2 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F101_reg.tif\n",
      "cycle 2 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F102_reg.tif\n",
      "cycle 2 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F103_reg.tif\n",
      "cycle 2 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F104_reg.tif\n",
      "cycle 2 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F105_reg.tif\n",
      "cycle 2 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F106_reg.tif\n",
      "cycle 2 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F107_reg.tif\n",
      "cycle 2 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_2/Cycle_2_F108_reg.tif\n",
      "cycle 2 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F109_reg.tif\n",
      "cycle 2 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F110_reg.tif\n",
      "cycle 2 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_2/Cycle_2_F111_reg.tif\n",
      "cycle 2 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_2/Cycle_2_F112_reg.tif\n",
      "cycle 2 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_2/Cycle_2_F113_reg.tif\n",
      "cycle 2 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F114_reg.tif\n",
      "cycle 2 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F115_reg.tif\n",
      "cycle 2 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F116_reg.tif\n",
      "cycle 2 field 118 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F118_reg.tif\n",
      "cycle 2 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F119_reg.tif\n",
      "cycle 2 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F120_reg.tif\n",
      "cycle 2 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F121_reg.tif\n",
      "cycle 2 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F122_reg.tif\n",
      "cycle 2 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F123_reg.tif\n",
      "cycle 2 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F124_reg.tif\n",
      "cycle 2 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F125_reg.tif\n",
      "cycle 2 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F126_reg.tif\n",
      "cycle 2 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F127_reg.tif\n",
      "cycle 2 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F129_reg.tif\n",
      "cycle 2 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F130_reg.tif\n",
      "cycle 2 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F131_reg.tif\n",
      "cycle 2 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F132_reg.tif\n",
      "cycle 2 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F133_reg.tif\n",
      "cycle 2 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F134_reg.tif\n",
      "cycle 2 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F135_reg.tif\n",
      "cycle 2 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F136_reg.tif\n",
      "cycle 2 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F137_reg.tif\n",
      "cycle 2 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F138_reg.tif\n",
      "cycle 2 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F140_reg.tif\n",
      "cycle 2 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F141_reg.tif\n",
      "cycle 2 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F142_reg.tif\n",
      "cycle 2 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F143_reg.tif\n",
      "cycle 2 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F144_reg.tif\n",
      "cycle 2 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F145_reg.tif\n",
      "cycle 2 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F146_reg.tif\n",
      "cycle 2 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F147_reg.tif\n",
      "cycle 2 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F148_reg.tif\n",
      "cycle 2 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F149_reg.tif\n",
      "cycle 2 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F150_reg.tif\n",
      "cycle 2 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F151_reg.tif\n",
      "cycle 2 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F152_reg.tif\n",
      "cycle 2 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F153_reg.tif\n",
      "cycle 2 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F154_reg.tif\n",
      "cycle 2 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F155_reg.tif\n",
      "cycle 2 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F156_reg.tif\n",
      "cycle 2 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F157_reg.tif\n",
      "cycle 2 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F158_reg.tif\n",
      "cycle 2 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F159_reg.tif\n",
      "cycle 2 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F160_reg.tif\n",
      "cycle 2 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F161_reg.tif\n",
      "cycle 2 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F162_reg.tif\n",
      "cycle 2 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F163_reg.tif\n",
      "cycle 2 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F164_reg.tif\n",
      "cycle 2 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F165_reg.tif\n",
      "cycle 2 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F166_reg.tif\n",
      "cycle 2 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F167_reg.tif\n",
      "cycle 2 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F168_reg.tif\n",
      "cycle 2 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F169_reg.tif\n",
      "cycle 2 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F170_reg.tif\n",
      "cycle 2 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F171_reg.tif\n",
      "cycle 2 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F172_reg.tif\n",
      "cycle 2 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F173_reg.tif\n",
      "cycle 2 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F174_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F174_reg.tif\n",
      "cycle 2 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F175_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F175_reg.tif\n",
      "cycle 2 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F176_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F176_reg.tif\n",
      "cycle 2 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F178_reg.tif\n",
      "cycle 2 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F179_reg.tif\n",
      "cycle 2 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F180_reg.tif\n",
      "cycle 2 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F181_reg.tif\n",
      "cycle 2 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F182_reg.tif\n",
      "cycle 2 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F183_reg.tif\n",
      "cycle 2 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F184_reg.tif\n",
      "cycle 2 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F185_reg.tif\n",
      "cycle 2 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F186_reg.tif\n",
      "cycle 2 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F187_reg.tif\n",
      "cycle 2 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F188_reg.tif\n",
      "cycle 2 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F189_reg.tif\n",
      "cycle 2 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F190_reg.tif\n",
      "cycle 2 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F191_reg.tif\n",
      "cycle 2 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F192_reg.tif\n",
      "cycle 2 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F193_reg.tif\n",
      "cycle 2 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F194_reg.tif\n",
      "cycle 2 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F195_reg.tif\n",
      "cycle 2 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F196_reg.tif\n",
      "cycle 2 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F197_reg.tif\n",
      "cycle 2 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F198_reg.tif\n",
      "cycle 2 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F199_reg.tif\n",
      "cycle 2 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F200_reg.tif\n",
      "cycle 2 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F201_reg.tif\n",
      "cycle 2 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F202_reg.tif\n",
      "cycle 2 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F203_reg.tif\n",
      "cycle 2 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F204_reg.tif\n",
      "cycle 2 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F205_reg.tif\n",
      "cycle 2 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F206_reg.tif\n",
      "cycle 2 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F207_reg.tif\n",
      "cycle 2 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F208_reg.tif\n",
      "cycle 2 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F209_reg.tif\n",
      "cycle 2 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F210_reg.tif\n",
      "cycle 2 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F211_reg.tif\n",
      "cycle 2 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F212_reg.tif\n",
      "cycle 2 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F214_reg.tif\n",
      "cycle 2 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F215_reg.tif\n",
      "cycle 2 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F216_reg.tif\n",
      "cycle 2 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F217_reg.tif\n",
      "cycle 2 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F218_reg.tif\n",
      "cycle 2 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F219_reg.tif\n",
      "cycle 2 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F220_reg.tif\n",
      "cycle 2 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F221_reg.tif\n",
      "cycle 2 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F222_reg.tif\n",
      "cycle 2 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F223_reg.tif\n",
      "cycle 2 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_2/Cycle_2_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_2/Cycle_2_F224_reg.tif\n",
      "cycle 3 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F001_reg.tif\n",
      "cycle 3 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F002_reg.tif\n",
      "cycle 3 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F004_reg.tif\n",
      "cycle 3 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F005_reg.tif\n",
      "cycle 3 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F006_reg.tif\n",
      "cycle 3 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F007_reg.tif\n",
      "cycle 3 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F008_reg.tif\n",
      "cycle 3 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F009_reg.tif\n",
      "cycle 3 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F010_reg.tif\n",
      "cycle 3 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F012_reg.tif\n",
      "cycle 3 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F013_reg.tif\n",
      "cycle 3 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F014_reg.tif\n",
      "cycle 3 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F015_reg.tif\n",
      "cycle 3 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F016_reg.tif\n",
      "cycle 3 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F017_reg.tif\n",
      "cycle 3 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F018_reg.tif\n",
      "cycle 3 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F019_reg.tif\n",
      "cycle 3 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F020_reg.tif\n",
      "cycle 3 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F021_reg.tif\n",
      "cycle 3 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F022_reg.tif\n",
      "cycle 3 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F023_reg.tif\n",
      "cycle 3 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F024_reg.tif\n",
      "cycle 3 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F025_reg.tif\n",
      "cycle 3 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F026_reg.tif\n",
      "cycle 3 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F027_reg.tif\n",
      "cycle 3 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F028_reg.tif\n",
      "cycle 3 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F029_reg.tif\n",
      "cycle 3 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F030_reg.tif\n",
      "cycle 3 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F031_reg.tif\n",
      "cycle 3 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F032_reg.tif\n",
      "cycle 3 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F033_reg.tif\n",
      "cycle 3 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F034_reg.tif\n",
      "cycle 3 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F035_reg.tif\n",
      "cycle 3 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F036_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 3 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F038_reg.tif\n",
      "cycle 3 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F039_reg.tif\n",
      "cycle 3 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F040_reg.tif\n",
      "cycle 3 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F041_reg.tif\n",
      "cycle 3 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F042_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F042_reg.tif\n",
      "cycle 3 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F044_reg.tif\n",
      "cycle 3 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F045_reg.tif\n",
      "cycle 3 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F046_reg.tif\n",
      "cycle 3 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F047_reg.tif\n",
      "cycle 3 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F048_reg.tif\n",
      "cycle 3 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F049_reg.tif\n",
      "cycle 3 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F050_reg.tif\n",
      "cycle 3 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F051_reg.tif\n",
      "cycle 3 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F052_reg.tif\n",
      "cycle 3 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F053_reg.tif\n",
      "cycle 3 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F054_reg.tif\n",
      "cycle 3 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F055_reg.tif\n",
      "cycle 3 field 056 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F056_reg.tif\n",
      "cycle 3 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F057_reg.tif\n",
      "cycle 3 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F058_reg.tif\n",
      "cycle 3 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F059_reg.tif\n",
      "cycle 3 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F060_reg.tif\n",
      "cycle 3 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F061_reg.tif\n",
      "cycle 3 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F062_reg.tif\n",
      "cycle 3 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F063_reg.tif\n",
      "cycle 3 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F064_reg.tif\n",
      "cycle 3 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F065_reg.tif\n",
      "cycle 3 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F066_reg.tif\n",
      "cycle 3 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F067_reg.tif\n",
      "cycle 3 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F068_reg.tif\n",
      "cycle 3 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F069_reg.tif\n",
      "cycle 3 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F070_reg.tif\n",
      "cycle 3 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F071_reg.tif\n",
      "cycle 3 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F072_reg.tif\n",
      "cycle 3 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F073_reg.tif\n",
      "cycle 3 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F074_reg.tif\n",
      "cycle 3 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F075_reg.tif\n",
      "cycle 3 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F076_reg.tif\n",
      "cycle 3 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F077_reg.tif\n",
      "cycle 3 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F078_reg.tif\n",
      "cycle 3 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F079_reg.tif\n",
      "cycle 3 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F081_reg.tif\n",
      "cycle 3 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F082_reg.tif\n",
      "cycle 3 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F083_reg.tif\n",
      "cycle 3 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F084_reg.tif\n",
      "cycle 3 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F085_reg.tif\n",
      "cycle 3 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F086_reg.tif\n",
      "cycle 3 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F087_reg.tif\n",
      "cycle 3 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F088_reg.tif\n",
      "cycle 3 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F089_reg.tif\n",
      "cycle 3 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F090_reg.tif\n",
      "cycle 3 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F091_reg.tif\n",
      "cycle 3 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F092_reg.tif\n",
      "cycle 3 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F093_reg.tif\n",
      "cycle 3 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F094_reg.tif\n",
      "cycle 3 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F095_reg.tif\n",
      "cycle 3 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F096_reg.tif\n",
      "cycle 3 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F097_reg.tif\n",
      "cycle 3 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F098_reg.tif\n",
      "cycle 3 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F099_reg.tif\n",
      "cycle 3 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F100_reg.tif\n",
      "cycle 3 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F101_reg.tif\n",
      "cycle 3 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F102_reg.tif\n",
      "cycle 3 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F103_reg.tif\n",
      "cycle 3 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F104_reg.tif\n",
      "cycle 3 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F105_reg.tif\n",
      "cycle 3 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F106_reg.tif\n",
      "cycle 3 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F107_reg.tif\n",
      "cycle 3 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F108_reg.tif\n",
      "cycle 3 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F109_reg.tif\n",
      "cycle 3 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F110_reg.tif\n",
      "cycle 3 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F111_reg.tif\n",
      "cycle 3 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F112_reg.tif\n",
      "cycle 3 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F113_reg.tif\n",
      "cycle 3 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F114_reg.tif\n",
      "cycle 3 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F115_reg.tif\n",
      "cycle 3 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F116_reg.tif\n",
      "cycle 3 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F118_reg.tif\n",
      "cycle 3 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F119_reg.tif\n",
      "cycle 3 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F120_reg.tif\n",
      "cycle 3 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F121_reg.tif\n",
      "cycle 3 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F122_reg.tif\n",
      "cycle 3 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F123_reg.tif\n",
      "cycle 3 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F124_reg.tif\n",
      "cycle 3 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F125_reg.tif\n",
      "cycle 3 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F126_reg.tif\n",
      "cycle 3 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F127_reg.tif\n",
      "cycle 3 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F129_reg.tif\n",
      "cycle 3 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F130_reg.tif\n",
      "cycle 3 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F131_reg.tif\n",
      "cycle 3 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F132_reg.tif\n",
      "cycle 3 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F133_reg.tif\n",
      "cycle 3 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F134_reg.tif\n",
      "cycle 3 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F135_reg.tif\n",
      "cycle 3 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F136_reg.tif\n",
      "cycle 3 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F137_reg.tif\n",
      "cycle 3 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F138_reg.tif\n",
      "cycle 3 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F140_reg.tif\n",
      "cycle 3 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F141_reg.tif\n",
      "cycle 3 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F142_reg.tif\n",
      "cycle 3 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F143_reg.tif\n",
      "cycle 3 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F144_reg.tif\n",
      "cycle 3 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F145_reg.tif\n",
      "cycle 3 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F146_reg.tif\n",
      "cycle 3 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F147_reg.tif\n",
      "cycle 3 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F148_reg.tif\n",
      "cycle 3 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F149_reg.tif\n",
      "cycle 3 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F150_reg.tif\n",
      "cycle 3 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F151_reg.tif\n",
      "cycle 3 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F152_reg.tif\n",
      "cycle 3 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F153_reg.tif\n",
      "cycle 3 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F154_reg.tif\n",
      "cycle 3 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F155_reg.tif\n",
      "cycle 3 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F156_reg.tif\n",
      "cycle 3 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F157_reg.tif\n",
      "cycle 3 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F158_reg.tif\n",
      "cycle 3 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F159_reg.tif\n",
      "cycle 3 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F160_reg.tif\n",
      "cycle 3 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F161_reg.tif\n",
      "cycle 3 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F162_reg.tif\n",
      "cycle 3 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F163_reg.tif\n",
      "cycle 3 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F164_reg.tif\n",
      "cycle 3 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F165_reg.tif\n",
      "cycle 3 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F166_reg.tif\n",
      "cycle 3 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F167_reg.tif\n",
      "cycle 3 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F168_reg.tif\n",
      "cycle 3 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F169_reg.tif\n",
      "cycle 3 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F170_reg.tif\n",
      "cycle 3 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "cycle 3 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F172_reg.tif\n",
      "cycle 3 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F173_reg.tif\n",
      "cycle 3 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F174_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F174_reg.tif\n",
      "cycle 3 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F175_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F175_reg.tif\n",
      "cycle 3 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F176_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F176_reg.tif\n",
      "cycle 3 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F178_reg.tif\n",
      "cycle 3 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F179_reg.tif\n",
      "cycle 3 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F180_reg.tif\n",
      "cycle 3 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F181_reg.tif\n",
      "cycle 3 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F182_reg.tif\n",
      "cycle 3 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F183_reg.tif\n",
      "cycle 3 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F184_reg.tif\n",
      "cycle 3 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F185_reg.tif\n",
      "cycle 3 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F186_reg.tif\n",
      "cycle 3 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F187_reg.tif\n",
      "cycle 3 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F188_reg.tif\n",
      "cycle 3 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F189_reg.tif\n",
      "cycle 3 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F190_reg.tif\n",
      "cycle 3 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F191_reg.tif\n",
      "cycle 3 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F192_reg.tif\n",
      "cycle 3 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F193_reg.tif\n",
      "cycle 3 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F194_reg.tif\n",
      "cycle 3 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F195_reg.tif\n",
      "cycle 3 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F196_reg.tif\n",
      "cycle 3 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F197_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 3 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F198_reg.tif\n",
      "cycle 3 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F199_reg.tif\n",
      "cycle 3 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F200_reg.tif\n",
      "cycle 3 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F201_reg.tif\n",
      "cycle 3 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F202_reg.tif\n",
      "cycle 3 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F203_reg.tif\n",
      "cycle 3 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F204_reg.tif\n",
      "cycle 3 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F205_reg.tif\n",
      "cycle 3 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F206_reg.tif\n",
      "cycle 3 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F207_reg.tif\n",
      "cycle 3 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F208_reg.tif\n",
      "cycle 3 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F209_reg.tif\n",
      "cycle 3 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F210_reg.tif\n",
      "cycle 3 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F211_reg.tif\n",
      "cycle 3 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F212_reg.tif\n",
      "cycle 3 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F214_reg.tif\n",
      "cycle 3 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F215_reg.tif\n",
      "cycle 3 field 216 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_3/Cycle_3_F216_reg.tif\n",
      "cycle 3 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F217_reg.tif\n",
      "cycle 3 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F218_reg.tif\n",
      "cycle 3 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F219_reg.tif\n",
      "cycle 3 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F220_reg.tif\n",
      "cycle 3 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F221_reg.tif\n",
      "cycle 3 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F222_reg.tif\n",
      "cycle 3 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F223_reg.tif\n",
      "cycle 3 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_3/Cycle_3_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_3/Cycle_3_F224_reg.tif\n",
      "cycle 4 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F001_reg.tif\n",
      "cycle 4 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F002_reg.tif\n",
      "cycle 4 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F004_reg.tif\n",
      "cycle 4 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F005_reg.tif\n",
      "cycle 4 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F006_reg.tif\n",
      "cycle 4 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F007_reg.tif\n",
      "cycle 4 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F008_reg.tif\n",
      "cycle 4 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F009_reg.tif\n",
      "cycle 4 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F010_reg.tif\n",
      "cycle 4 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F012_reg.tif\n",
      "cycle 4 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F013_reg.tif\n",
      "cycle 4 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F014_reg.tif\n",
      "cycle 4 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F015_reg.tif\n",
      "cycle 4 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F016_reg.tif\n",
      "cycle 4 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F017_reg.tif\n",
      "cycle 4 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F018_reg.tif\n",
      "cycle 4 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F019_reg.tif\n",
      "cycle 4 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F020_reg.tif\n",
      "cycle 4 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F021_reg.tif\n",
      "cycle 4 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F022_reg.tif\n",
      "cycle 4 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F023_reg.tif\n",
      "cycle 4 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F024_reg.tif\n",
      "cycle 4 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F025_reg.tif\n",
      "cycle 4 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F026_reg.tif\n",
      "cycle 4 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F027_reg.tif\n",
      "cycle 4 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F028_reg.tif\n",
      "cycle 4 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F029_reg.tif\n",
      "cycle 4 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F030_reg.tif\n",
      "cycle 4 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F031_reg.tif\n",
      "cycle 4 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F032_reg.tif\n",
      "cycle 4 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F033_reg.tif\n",
      "cycle 4 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F034_reg.tif\n",
      "cycle 4 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F035_reg.tif\n",
      "cycle 4 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_4/Cycle_4_F036_reg.tif\n",
      "cycle 4 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_4/Cycle_4_F038_reg.tif\n",
      "cycle 4 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F039_reg.tif\n",
      "cycle 4 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_4/Cycle_4_F040_reg.tif\n",
      "cycle 4 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F041_reg.tif\n",
      "cycle 4 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F042_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F042_reg.tif\n",
      "cycle 4 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F044_reg.tif\n",
      "cycle 4 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F045_reg.tif\n",
      "cycle 4 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F046_reg.tif\n",
      "cycle 4 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F047_reg.tif\n",
      "cycle 4 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F048_reg.tif\n",
      "cycle 4 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F049_reg.tif\n",
      "cycle 4 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F050_reg.tif\n",
      "cycle 4 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F051_reg.tif\n",
      "cycle 4 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F052_reg.tif\n",
      "cycle 4 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F053_reg.tif\n",
      "cycle 4 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F054_reg.tif\n",
      "cycle 4 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F055_reg.tif\n",
      "cycle 4 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F056_reg.tif\n",
      "cycle 4 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F057_reg.tif\n",
      "cycle 4 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F058_reg.tif\n",
      "cycle 4 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F059_reg.tif\n",
      "cycle 4 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F060_reg.tif\n",
      "cycle 4 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F061_reg.tif\n",
      "cycle 4 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F062_reg.tif\n",
      "cycle 4 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F063_reg.tif\n",
      "cycle 4 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F064_reg.tif\n",
      "cycle 4 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F065_reg.tif\n",
      "cycle 4 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F066_reg.tif\n",
      "cycle 4 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F067_reg.tif\n",
      "cycle 4 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F068_reg.tif\n",
      "cycle 4 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F069_reg.tif\n",
      "cycle 4 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F070_reg.tif\n",
      "cycle 4 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F071_reg.tif\n",
      "cycle 4 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F072_reg.tif\n",
      "cycle 4 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F073_reg.tif\n",
      "cycle 4 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F074_reg.tif\n",
      "cycle 4 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F075_reg.tif\n",
      "cycle 4 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F076_reg.tif\n",
      "cycle 4 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F077_reg.tif\n",
      "cycle 4 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F078_reg.tif\n",
      "cycle 4 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F079_reg.tif\n",
      "cycle 4 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F081_reg.tif\n",
      "cycle 4 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F082_reg.tif\n",
      "cycle 4 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F083_reg.tif\n",
      "cycle 4 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F084_reg.tif\n",
      "cycle 4 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F085_reg.tif\n",
      "cycle 4 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F086_reg.tif\n",
      "cycle 4 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F087_reg.tif\n",
      "cycle 4 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F088_reg.tif\n",
      "cycle 4 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F089_reg.tif\n",
      "cycle 4 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F090_reg.tif\n",
      "cycle 4 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F091_reg.tif\n",
      "cycle 4 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F092_reg.tif\n",
      "cycle 4 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F093_reg.tif\n",
      "cycle 4 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F094_reg.tif\n",
      "cycle 4 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F095_reg.tif\n",
      "cycle 4 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F096_reg.tif\n",
      "cycle 4 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F097_reg.tif\n",
      "cycle 4 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F098_reg.tif\n",
      "cycle 4 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F099_reg.tif\n",
      "cycle 4 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F100_reg.tif\n",
      "cycle 4 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F101_reg.tif\n",
      "cycle 4 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F102_reg.tif\n",
      "cycle 4 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F103_reg.tif\n",
      "cycle 4 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F104_reg.tif\n",
      "cycle 4 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F105_reg.tif\n",
      "cycle 4 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F106_reg.tif\n",
      "cycle 4 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F107_reg.tif\n",
      "cycle 4 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_4/Cycle_4_F108_reg.tif\n",
      "cycle 4 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F109_reg.tif\n",
      "cycle 4 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F110_reg.tif\n",
      "cycle 4 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F111_reg.tif\n",
      "cycle 4 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F112_reg.tif\n",
      "cycle 4 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F113_reg.tif\n",
      "cycle 4 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F114_reg.tif\n",
      "cycle 4 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F115_reg.tif\n",
      "cycle 4 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F116_reg.tif\n",
      "cycle 4 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F118_reg.tif\n",
      "cycle 4 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F119_reg.tif\n",
      "cycle 4 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Saving Registered Images... reg_Cyc_4/Cycle_4_F120_reg.tif\n",
      "cycle 4 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F121_reg.tif\n",
      "cycle 4 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F122_reg.tif\n",
      "cycle 4 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F123_reg.tif\n",
      "cycle 4 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F124_reg.tif\n",
      "cycle 4 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F125_reg.tif\n",
      "cycle 4 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F126_reg.tif\n",
      "cycle 4 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F127_reg.tif\n",
      "cycle 4 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_4/Cycle_4_F129_reg.tif\n",
      "cycle 4 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_4/Cycle_4_F130_reg.tif\n",
      "cycle 4 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F131_reg.tif\n",
      "cycle 4 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F132_reg.tif\n",
      "cycle 4 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F133_reg.tif\n",
      "cycle 4 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F134_reg.tif\n",
      "cycle 4 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F135_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 4 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F136_reg.tif\n",
      "cycle 4 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F137_reg.tif\n",
      "cycle 4 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F138_reg.tif\n",
      "cycle 4 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F140_reg.tif\n",
      "cycle 4 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F141_reg.tif\n",
      "cycle 4 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F142_reg.tif\n",
      "cycle 4 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F143_reg.tif\n",
      "cycle 4 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F144_reg.tif\n",
      "cycle 4 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F145_reg.tif\n",
      "cycle 4 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F146_reg.tif\n",
      "cycle 4 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F147_reg.tif\n",
      "cycle 4 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F148_reg.tif\n",
      "cycle 4 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F149_reg.tif\n",
      "cycle 4 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F150_reg.tif\n",
      "cycle 4 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F151_reg.tif\n",
      "cycle 4 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F152_reg.tif\n",
      "cycle 4 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F153_reg.tif\n",
      "cycle 4 field 154 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F154_reg.tif\n",
      "cycle 4 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F155_reg.tif\n",
      "cycle 4 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F156_reg.tif\n",
      "cycle 4 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F157_reg.tif\n",
      "cycle 4 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F158_reg.tif\n",
      "cycle 4 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F159_reg.tif\n",
      "cycle 4 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F160_reg.tif\n",
      "cycle 4 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F161_reg.tif\n",
      "cycle 4 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F162_reg.tif\n",
      "cycle 4 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F163_reg.tif\n",
      "cycle 4 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F164_reg.tif\n",
      "cycle 4 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F165_reg.tif\n",
      "cycle 4 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F166_reg.tif\n",
      "cycle 4 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F167_reg.tif\n",
      "cycle 4 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F168_reg.tif\n",
      "cycle 4 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F169_reg.tif\n",
      "cycle 4 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F170_reg.tif\n",
      "cycle 4 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F171_reg.tif\n",
      "cycle 4 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F172_reg.tif\n",
      "cycle 4 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F173_reg.tif\n",
      "cycle 4 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F174_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F174_reg.tif\n",
      "cycle 4 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F175_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F175_reg.tif\n",
      "cycle 4 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F176_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F176_reg.tif\n",
      "cycle 4 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F178_reg.tif\n",
      "cycle 4 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F179_reg.tif\n",
      "cycle 4 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F180_reg.tif\n",
      "cycle 4 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F181_reg.tif\n",
      "cycle 4 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F182_reg.tif\n",
      "cycle 4 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F183_reg.tif\n",
      "cycle 4 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F184_reg.tif\n",
      "cycle 4 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F185_reg.tif\n",
      "cycle 4 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F186_reg.tif\n",
      "cycle 4 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F187_reg.tif\n",
      "cycle 4 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F188_reg.tif\n",
      "cycle 4 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F189_reg.tif\n",
      "cycle 4 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F190_reg.tif\n",
      "cycle 4 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F191_reg.tif\n",
      "cycle 4 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F192_reg.tif\n",
      "cycle 4 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F193_reg.tif\n",
      "cycle 4 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F194_reg.tif\n",
      "cycle 4 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F195_reg.tif\n",
      "cycle 4 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F196_reg.tif\n",
      "cycle 4 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F197_reg.tif\n",
      "cycle 4 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F198_reg.tif\n",
      "cycle 4 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F199_reg.tif\n",
      "cycle 4 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F200_reg.tif\n",
      "cycle 4 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F201_reg.tif\n",
      "cycle 4 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F202_reg.tif\n",
      "cycle 4 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F203_reg.tif\n",
      "cycle 4 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F204_reg.tif\n",
      "cycle 4 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F205_reg.tif\n",
      "cycle 4 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F206_reg.tif\n",
      "cycle 4 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F207_reg.tif\n",
      "cycle 4 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F208_reg.tif\n",
      "cycle 4 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F209_reg.tif\n",
      "cycle 4 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F210_reg.tif\n",
      "cycle 4 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F211_reg.tif\n",
      "cycle 4 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F212_reg.tif\n",
      "cycle 4 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F214_reg.tif\n",
      "cycle 4 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F215_reg.tif\n",
      "cycle 4 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F216_reg.tif\n",
      "cycle 4 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F217_reg.tif\n",
      "cycle 4 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F218_reg.tif\n",
      "cycle 4 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F219_reg.tif\n",
      "cycle 4 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F220_reg.tif\n",
      "cycle 4 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F221_reg.tif\n",
      "cycle 4 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F222_reg.tif\n",
      "cycle 4 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F223_reg.tif\n",
      "cycle 4 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_4/Cycle_4_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_4/Cycle_4_F224_reg.tif\n",
      "cycle 5 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F001_reg.tif\n",
      "cycle 5 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F002_reg.tif\n",
      "cycle 5 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F004_reg.tif\n",
      "cycle 5 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F005_reg.tif\n",
      "cycle 5 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F006_reg.tif\n",
      "cycle 5 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F007_reg.tif\n",
      "cycle 5 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F008_reg.tif\n",
      "cycle 5 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F009_reg.tif\n",
      "cycle 5 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F010_reg.tif\n",
      "cycle 5 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F012_reg.tif\n",
      "cycle 5 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F013_reg.tif\n",
      "cycle 5 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F014_reg.tif\n",
      "cycle 5 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F015_reg.tif\n",
      "cycle 5 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F016_reg.tif\n",
      "cycle 5 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F017_reg.tif\n",
      "cycle 5 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F018_reg.tif\n",
      "cycle 5 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F019_reg.tif\n",
      "cycle 5 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F020_reg.tif\n",
      "cycle 5 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F021_reg.tif\n",
      "cycle 5 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F022_reg.tif\n",
      "cycle 5 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F023_reg.tif\n",
      "cycle 5 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F024_reg.tif\n",
      "cycle 5 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F025_reg.tif\n",
      "cycle 5 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F026_reg.tif\n",
      "cycle 5 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F027_reg.tif\n",
      "cycle 5 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F028_reg.tif\n",
      "cycle 5 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F029_reg.tif\n",
      "cycle 5 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F030_reg.tif\n",
      "cycle 5 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F031_reg.tif\n",
      "cycle 5 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F032_reg.tif\n",
      "cycle 5 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F033_reg.tif\n",
      "cycle 5 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F034_reg.tif\n",
      "cycle 5 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F035_reg.tif\n",
      "cycle 5 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F036_reg.tif\n",
      "cycle 5 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F038_reg.tif\n",
      "cycle 5 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F039_reg.tif\n",
      "cycle 5 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F040_reg.tif\n",
      "cycle 5 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F041_reg.tif\n",
      "cycle 5 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F042_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F042_reg.tif\n",
      "cycle 5 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F044_reg.tif\n",
      "cycle 5 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F045_reg.tif\n",
      "cycle 5 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F046_reg.tif\n",
      "cycle 5 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F047_reg.tif\n",
      "cycle 5 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F048_reg.tif\n",
      "cycle 5 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F049_reg.tif\n",
      "cycle 5 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F050_reg.tif\n",
      "cycle 5 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F051_reg.tif\n",
      "cycle 5 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F052_reg.tif\n",
      "cycle 5 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F053_reg.tif\n",
      "cycle 5 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F054_reg.tif\n",
      "cycle 5 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F055_reg.tif\n",
      "cycle 5 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F056_reg.tif\n",
      "cycle 5 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F057_reg.tif\n",
      "cycle 5 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F058_reg.tif\n",
      "cycle 5 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F059_reg.tif\n",
      "cycle 5 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F060_reg.tif\n",
      "cycle 5 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F061_reg.tif\n",
      "cycle 5 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F062_reg.tif\n",
      "cycle 5 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F063_reg.tif\n",
      "cycle 5 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F064_reg.tif\n",
      "cycle 5 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F065_reg.tif\n",
      "cycle 5 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F066_reg.tif\n",
      "cycle 5 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F067_reg.tif\n",
      "cycle 5 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F068_reg.tif\n",
      "cycle 5 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F069_reg.tif\n",
      "cycle 5 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F070_reg.tif\n",
      "cycle 5 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F071_reg.tif\n",
      "cycle 5 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F072_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 5 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F073_reg.tif\n",
      "cycle 5 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F074_reg.tif\n",
      "cycle 5 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F075_reg.tif\n",
      "cycle 5 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F076_reg.tif\n",
      "cycle 5 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F077_reg.tif\n",
      "cycle 5 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F078_reg.tif\n",
      "cycle 5 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F079_reg.tif\n",
      "cycle 5 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F081_reg.tif\n",
      "cycle 5 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F082_reg.tif\n",
      "cycle 5 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F083_reg.tif\n",
      "cycle 5 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F084_reg.tif\n",
      "cycle 5 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F085_reg.tif\n",
      "cycle 5 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F086_reg.tif\n",
      "cycle 5 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F087_reg.tif\n",
      "cycle 5 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F088_reg.tif\n",
      "cycle 5 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F089_reg.tif\n",
      "cycle 5 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F090_reg.tif\n",
      "cycle 5 field 091 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F091_reg.tif\n",
      "cycle 5 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F092_reg.tif\n",
      "cycle 5 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F093_reg.tif\n",
      "cycle 5 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F094_reg.tif\n",
      "cycle 5 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F095_reg.tif\n",
      "cycle 5 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F096_reg.tif\n",
      "cycle 5 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F097_reg.tif\n",
      "cycle 5 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F098_reg.tif\n",
      "cycle 5 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F099_reg.tif\n",
      "cycle 5 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F100_reg.tif\n",
      "cycle 5 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F101_reg.tif\n",
      "cycle 5 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F102_reg.tif\n",
      "cycle 5 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F103_reg.tif\n",
      "cycle 5 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F104_reg.tif\n",
      "cycle 5 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F105_reg.tif\n",
      "cycle 5 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F106_reg.tif\n",
      "cycle 5 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F107_reg.tif\n",
      "cycle 5 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F108_reg.tif\n",
      "cycle 5 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F109_reg.tif\n",
      "cycle 5 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F110_reg.tif\n",
      "cycle 5 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F111_reg.tif\n",
      "cycle 5 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F112_reg.tif\n",
      "cycle 5 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F113_reg.tif\n",
      "cycle 5 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F114_reg.tif\n",
      "cycle 5 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F115_reg.tif\n",
      "cycle 5 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F116_reg.tif\n",
      "cycle 5 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F118_reg.tif\n",
      "cycle 5 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F119_reg.tif\n",
      "cycle 5 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F120_reg.tif\n",
      "cycle 5 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F121_reg.tif\n",
      "cycle 5 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F122_reg.tif\n",
      "cycle 5 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F123_reg.tif\n",
      "cycle 5 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F124_reg.tif\n",
      "cycle 5 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F125_reg.tif\n",
      "cycle 5 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F126_reg.tif\n",
      "cycle 5 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F127_reg.tif\n",
      "cycle 5 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F129_reg.tif\n",
      "cycle 5 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F130_reg.tif\n",
      "cycle 5 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F131_reg.tif\n",
      "cycle 5 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F132_reg.tif\n",
      "cycle 5 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F133_reg.tif\n",
      "cycle 5 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F134_reg.tif\n",
      "cycle 5 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F135_reg.tif\n",
      "cycle 5 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F136_reg.tif\n",
      "cycle 5 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F137_reg.tif\n",
      "cycle 5 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F138_reg.tif\n",
      "cycle 5 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F140_reg.tif\n",
      "cycle 5 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F141_reg.tif\n",
      "cycle 5 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F142_reg.tif\n",
      "cycle 5 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F143_reg.tif\n",
      "cycle 5 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F144_reg.tif\n",
      "cycle 5 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F145_reg.tif\n",
      "cycle 5 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F146_reg.tif\n",
      "cycle 5 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F147_reg.tif\n",
      "cycle 5 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F148_reg.tif\n",
      "cycle 5 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F149_reg.tif\n",
      "cycle 5 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F150_reg.tif\n",
      "cycle 5 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F151_reg.tif\n",
      "cycle 5 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F152_reg.tif\n",
      "cycle 5 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F153_reg.tif\n",
      "cycle 5 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F154_reg.tif\n",
      "cycle 5 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F155_reg.tif\n",
      "cycle 5 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F156_reg.tif\n",
      "cycle 5 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F157_reg.tif\n",
      "cycle 5 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F158_reg.tif\n",
      "cycle 5 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F159_reg.tif\n",
      "cycle 5 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F160_reg.tif\n",
      "cycle 5 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F161_reg.tif\n",
      "cycle 5 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F162_reg.tif\n",
      "cycle 5 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F163_reg.tif\n",
      "cycle 5 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F164_reg.tif\n",
      "cycle 5 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F165_reg.tif\n",
      "cycle 5 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F166_reg.tif\n",
      "cycle 5 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F167_reg.tif\n",
      "cycle 5 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F168_reg.tif\n",
      "cycle 5 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F169_reg.tif\n",
      "cycle 5 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F170_reg.tif\n",
      "cycle 5 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F171_reg.tif\n",
      "cycle 5 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F172_reg.tif\n",
      "cycle 5 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F173_reg.tif\n",
      "cycle 5 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F174_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F174_reg.tif\n",
      "cycle 5 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F175_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F175_reg.tif\n",
      "cycle 5 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F176_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F176_reg.tif\n",
      "cycle 5 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F178_reg.tif\n",
      "cycle 5 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F179_reg.tif\n",
      "cycle 5 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F180_reg.tif\n",
      "cycle 5 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F181_reg.tif\n",
      "cycle 5 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F182_reg.tif\n",
      "cycle 5 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F183_reg.tif\n",
      "cycle 5 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F184_reg.tif\n",
      "cycle 5 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F185_reg.tif\n",
      "cycle 5 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F186_reg.tif\n",
      "cycle 5 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F187_reg.tif\n",
      "cycle 5 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F188_reg.tif\n",
      "cycle 5 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F189_reg.tif\n",
      "cycle 5 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F190_reg.tif\n",
      "cycle 5 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F191_reg.tif\n",
      "cycle 5 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F192_reg.tif\n",
      "cycle 5 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F193_reg.tif\n",
      "cycle 5 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F194_reg.tif\n",
      "cycle 5 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F195_reg.tif\n",
      "cycle 5 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F196_reg.tif\n",
      "cycle 5 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F197_reg.tif\n",
      "cycle 5 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F198_reg.tif\n",
      "cycle 5 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F199_reg.tif\n",
      "cycle 5 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F200_reg.tif\n",
      "cycle 5 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F201_reg.tif\n",
      "cycle 5 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F202_reg.tif\n",
      "cycle 5 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F203_reg.tif\n",
      "cycle 5 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F204_reg.tif\n",
      "cycle 5 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F205_reg.tif\n",
      "cycle 5 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F206_reg.tif\n",
      "cycle 5 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F207_reg.tif\n",
      "cycle 5 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F208_reg.tif\n",
      "cycle 5 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F209_reg.tif\n",
      "cycle 5 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F210_reg.tif\n",
      "cycle 5 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F211_reg.tif\n",
      "cycle 5 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F212_reg.tif\n",
      "cycle 5 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F214_reg.tif\n",
      "cycle 5 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F215_reg.tif\n",
      "cycle 5 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F216_reg.tif\n",
      "cycle 5 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F217_reg.tif\n",
      "cycle 5 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F218_reg.tif\n",
      "cycle 5 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F219_reg.tif\n",
      "cycle 5 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F220_reg.tif\n",
      "cycle 5 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_5/Cycle_5_F221_reg.tif\n",
      "cycle 5 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F222_reg.tif\n",
      "cycle 5 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F223_reg.tif\n",
      "cycle 5 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_5/Cycle_5_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_5/Cycle_5_F224_reg.tif\n",
      "cycle 6 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F001_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F001_reg.tif\n",
      "cycle 6 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F002_reg.tif\n",
      "cycle 6 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F004_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F004_reg.tif\n",
      "cycle 6 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F005_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F005_reg.tif\n",
      "cycle 6 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F006_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F006_reg.tif\n",
      "cycle 6 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F007_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F007_reg.tif\n",
      "cycle 6 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F008_reg.tif\n",
      "cycle 6 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F009_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 6 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F010_reg.tif\n",
      "cycle 6 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F012_reg.tif\n",
      "cycle 6 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F013_reg.tif\n",
      "cycle 6 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F014_reg.tif\n",
      "cycle 6 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F015_reg.tif\n",
      "cycle 6 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F016_reg.tif\n",
      "cycle 6 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F017_reg.tif\n",
      "cycle 6 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F018_reg.tif\n",
      "cycle 6 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F019_reg.tif\n",
      "cycle 6 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F020_reg.tif\n",
      "cycle 6 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F021_reg.tif\n",
      "cycle 6 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F022_reg.tif\n",
      "cycle 6 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F023_reg.tif\n",
      "cycle 6 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F024_reg.tif\n",
      "cycle 6 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F025_reg.tif\n",
      "cycle 6 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F026_reg.tif\n",
      "cycle 6 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F027_reg.tif\n",
      "cycle 6 field 028 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F028_reg.tif\n",
      "cycle 6 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F029_reg.tif\n",
      "cycle 6 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F030_reg.tif\n",
      "cycle 6 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F031_reg.tif\n",
      "cycle 6 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F032_reg.tif\n",
      "cycle 6 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F033_reg.tif\n",
      "cycle 6 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F034_reg.tif\n",
      "cycle 6 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F035_reg.tif\n",
      "cycle 6 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F036_reg.tif\n",
      "cycle 6 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F038_reg.tif\n",
      "cycle 6 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F039_reg.tif\n",
      "cycle 6 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F040_reg.tif\n",
      "cycle 6 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F041_reg.tif\n",
      "cycle 6 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F042_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F042_reg.tif\n",
      "cycle 6 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F044_reg.tif\n",
      "cycle 6 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F045_reg.tif\n",
      "cycle 6 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F046_reg.tif\n",
      "cycle 6 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F047_reg.tif\n",
      "cycle 6 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F048_reg.tif\n",
      "cycle 6 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F049_reg.tif\n",
      "cycle 6 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F050_reg.tif\n",
      "cycle 6 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F051_reg.tif\n",
      "cycle 6 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F052_reg.tif\n",
      "cycle 6 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F053_reg.tif\n",
      "cycle 6 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F054_reg.tif\n",
      "cycle 6 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F055_reg.tif\n",
      "cycle 6 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F056_reg.tif\n",
      "cycle 6 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F057_reg.tif\n",
      "cycle 6 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F058_reg.tif\n",
      "cycle 6 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F059_reg.tif\n",
      "cycle 6 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F060_reg.tif\n",
      "cycle 6 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F061_reg.tif\n",
      "cycle 6 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F062_reg.tif\n",
      "cycle 6 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F063_reg.tif\n",
      "cycle 6 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F064_reg.tif\n",
      "cycle 6 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F065_reg.tif\n",
      "cycle 6 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F066_reg.tif\n",
      "cycle 6 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F067_reg.tif\n",
      "cycle 6 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F068_reg.tif\n",
      "cycle 6 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F069_reg.tif\n",
      "cycle 6 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F070_reg.tif\n",
      "cycle 6 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F071_reg.tif\n",
      "cycle 6 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F072_reg.tif\n",
      "cycle 6 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F073_reg.tif\n",
      "cycle 6 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F074_reg.tif\n",
      "cycle 6 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F075_reg.tif\n",
      "cycle 6 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F076_reg.tif\n",
      "cycle 6 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F077_reg.tif\n",
      "cycle 6 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F078_reg.tif\n",
      "cycle 6 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F079_reg.tif\n",
      "cycle 6 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F081_reg.tif\n",
      "cycle 6 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F082_reg.tif\n",
      "cycle 6 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F083_reg.tif\n",
      "cycle 6 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F084_reg.tif\n",
      "cycle 6 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F085_reg.tif\n",
      "cycle 6 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F086_reg.tif\n",
      "cycle 6 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F087_reg.tif\n",
      "cycle 6 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F088_reg.tif\n",
      "cycle 6 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F089_reg.tif\n",
      "cycle 6 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F090_reg.tif\n",
      "cycle 6 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F091_reg.tif\n",
      "cycle 6 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F092_reg.tif\n",
      "cycle 6 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F093_reg.tif\n",
      "cycle 6 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F094_reg.tif\n",
      "cycle 6 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F095_reg.tif\n",
      "cycle 6 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F096_reg.tif\n",
      "cycle 6 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F097_reg.tif\n",
      "cycle 6 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F098_reg.tif\n",
      "cycle 6 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F099_reg.tif\n",
      "cycle 6 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F100_reg.tif\n",
      "cycle 6 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F101_reg.tif\n",
      "cycle 6 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F102_reg.tif\n",
      "cycle 6 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F103_reg.tif\n",
      "cycle 6 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F104_reg.tif\n",
      "cycle 6 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F105_reg.tif\n",
      "cycle 6 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F106_reg.tif\n",
      "cycle 6 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F107_reg.tif\n",
      "cycle 6 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F108_reg.tif\n",
      "cycle 6 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F109_reg.tif\n",
      "cycle 6 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F110_reg.tif\n",
      "cycle 6 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F111_reg.tif\n",
      "cycle 6 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F112_reg.tif\n",
      "cycle 6 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F113_reg.tif\n",
      "cycle 6 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F114_reg.tif\n",
      "cycle 6 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F115_reg.tif\n",
      "cycle 6 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F116_reg.tif\n",
      "cycle 6 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F118_reg.tif\n",
      "cycle 6 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F119_reg.tif\n",
      "cycle 6 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F120_reg.tif\n",
      "cycle 6 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F121_reg.tif\n",
      "cycle 6 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F122_reg.tif\n",
      "cycle 6 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F123_reg.tif\n",
      "cycle 6 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F124_reg.tif\n",
      "cycle 6 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F125_reg.tif\n",
      "cycle 6 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F126_reg.tif\n",
      "cycle 6 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F127_reg.tif\n",
      "cycle 6 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F129_reg.tif\n",
      "cycle 6 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F130_reg.tif\n",
      "cycle 6 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F131_reg.tif\n",
      "cycle 6 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F132_reg.tif\n",
      "cycle 6 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F133_reg.tif\n",
      "cycle 6 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F134_reg.tif\n",
      "cycle 6 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F135_reg.tif\n",
      "cycle 6 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F136_reg.tif\n",
      "cycle 6 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F137_reg.tif\n",
      "cycle 6 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F138_reg.tif\n",
      "cycle 6 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F140_reg.tif\n",
      "cycle 6 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F141_reg.tif\n",
      "cycle 6 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F142_reg.tif\n",
      "cycle 6 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F143_reg.tif\n",
      "cycle 6 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F144_reg.tif\n",
      "cycle 6 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F145_reg.tif\n",
      "cycle 6 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F146_reg.tif\n",
      "cycle 6 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F147_reg.tif\n",
      "cycle 6 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F148_reg.tif\n",
      "cycle 6 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F149_reg.tif\n",
      "cycle 6 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F150_reg.tif\n",
      "cycle 6 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F151_reg.tif\n",
      "cycle 6 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F152_reg.tif\n",
      "cycle 6 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F153_reg.tif\n",
      "cycle 6 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F154_reg.tif\n",
      "cycle 6 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F155_reg.tif\n",
      "cycle 6 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "cycle 6 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F157_reg.tif\n",
      "cycle 6 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F158_reg.tif\n",
      "cycle 6 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F159_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F159_reg.tif\n",
      "cycle 6 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F160_bin_reg.tif\n",
      "saving tmat\n",
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      "cycle 6 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F161_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F161_reg.tif\n",
      "cycle 6 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F162_bin_reg.tif\n",
      "saving tmat\n",
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      "cycle 6 field 163 \n",
      "Got threshold\n",
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      "saving tmat\n",
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      "cycle 6 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F164_bin_reg.tif\n",
      "saving tmat\n",
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      "cycle 6 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F165_bin_reg.tif\n",
      "saving tmat\n",
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      "cycle 6 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F166_bin_reg.tif\n",
      "saving tmat\n",
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      "Got threshold\n",
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      "saving tmat\n",
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      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F168_bin_reg.tif\n",
      "saving tmat\n",
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      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F169_bin_reg.tif\n",
      "saving tmat\n",
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      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F170_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F170_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 6 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F171_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F171_reg.tif\n",
      "cycle 6 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F172_reg.tif\n",
      "cycle 6 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F173_bin_reg.tif\n",
      "saving tmat\n",
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      "cycle 6 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F174_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F174_reg.tif\n",
      "cycle 6 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F175_bin_reg.tif\n",
      "saving tmat\n",
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      "cycle 6 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F176_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F176_reg.tif\n",
      "cycle 6 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F178_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F178_reg.tif\n",
      "cycle 6 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F179_reg.tif\n",
      "cycle 6 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F180_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F180_reg.tif\n",
      "cycle 6 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F181_bin_reg.tif\n",
      "saving tmat\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F181_reg.tif\n",
      "cycle 6 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F182_reg.tif\n",
      "cycle 6 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F183_reg.tif\n",
      "cycle 6 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F184_reg.tif\n",
      "cycle 6 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F185_reg.tif\n",
      "cycle 6 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F186_reg.tif\n",
      "cycle 6 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F187_reg.tif\n",
      "cycle 6 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F188_reg.tif\n",
      "cycle 6 field 189 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F189_reg.tif\n",
      "cycle 6 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F190_reg.tif\n",
      "cycle 6 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F191_reg.tif\n",
      "cycle 6 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F192_reg.tif\n",
      "cycle 6 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F193_reg.tif\n",
      "cycle 6 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F194_reg.tif\n",
      "cycle 6 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F195_reg.tif\n",
      "cycle 6 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F196_reg.tif\n",
      "cycle 6 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F197_reg.tif\n",
      "cycle 6 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F198_reg.tif\n",
      "cycle 6 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F199_reg.tif\n",
      "cycle 6 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F200_reg.tif\n",
      "cycle 6 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F201_reg.tif\n",
      "cycle 6 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_6/Cycle_6_F202_reg.tif\n",
      "cycle 6 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F203_reg.tif\n",
      "cycle 6 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F204_reg.tif\n",
      "cycle 6 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F205_reg.tif\n",
      "cycle 6 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F206_reg.tif\n",
      "cycle 6 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F207_reg.tif\n",
      "cycle 6 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F208_reg.tif\n",
      "cycle 6 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 2 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F209_reg.tif\n",
      "cycle 6 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F210_reg.tif\n",
      "cycle 6 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F211_reg.tif\n",
      "cycle 6 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F212_reg.tif\n",
      "cycle 6 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F214_reg.tif\n",
      "cycle 6 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F215_reg.tif\n",
      "cycle 6 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F216_reg.tif\n",
      "cycle 6 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F217_reg.tif\n",
      "cycle 6 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F218_reg.tif\n",
      "cycle 6 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F219_reg.tif\n",
      "cycle 6 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F220_reg.tif\n",
      "cycle 6 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F221_reg.tif\n",
      "cycle 6 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F222_reg.tif\n",
      "cycle 6 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F223_reg.tif\n",
      "cycle 6 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_6/Cycle_6_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_6/Cycle_6_F224_reg.tif\n",
      "cycle 7 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F001_reg.tif\n",
      "cycle 7 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F002_reg.tif\n",
      "cycle 7 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F004_reg.tif\n",
      "cycle 7 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F005_reg.tif\n",
      "cycle 7 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F006_reg.tif\n",
      "cycle 7 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F007_reg.tif\n",
      "cycle 7 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F008_reg.tif\n",
      "cycle 7 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F009_reg.tif\n",
      "cycle 7 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F010_reg.tif\n",
      "cycle 7 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F012_reg.tif\n",
      "cycle 7 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F013_reg.tif\n",
      "cycle 7 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F014_reg.tif\n",
      "cycle 7 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F015_reg.tif\n",
      "cycle 7 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F016_reg.tif\n",
      "cycle 7 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F017_reg.tif\n",
      "cycle 7 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F018_reg.tif\n",
      "cycle 7 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F019_reg.tif\n",
      "cycle 7 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F020_reg.tif\n",
      "cycle 7 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F021_reg.tif\n",
      "cycle 7 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F022_reg.tif\n",
      "cycle 7 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F023_reg.tif\n",
      "cycle 7 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F024_reg.tif\n",
      "cycle 7 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F025_reg.tif\n",
      "cycle 7 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F026_reg.tif\n",
      "cycle 7 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F027_reg.tif\n",
      "cycle 7 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F028_reg.tif\n",
      "cycle 7 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F029_reg.tif\n",
      "cycle 7 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F030_reg.tif\n",
      "cycle 7 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F031_reg.tif\n",
      "cycle 7 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F032_reg.tif\n",
      "cycle 7 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F033_reg.tif\n",
      "cycle 7 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F034_reg.tif\n",
      "cycle 7 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F035_reg.tif\n",
      "cycle 7 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F036_reg.tif\n",
      "cycle 7 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F038_reg.tif\n",
      "cycle 7 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F039_reg.tif\n",
      "cycle 7 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F040_reg.tif\n",
      "cycle 7 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F041_reg.tif\n",
      "cycle 7 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F042_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F042_reg.tif\n",
      "cycle 7 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F044_reg.tif\n",
      "cycle 7 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F045_reg.tif\n",
      "cycle 7 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F046_reg.tif\n",
      "cycle 7 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F047_reg.tif\n",
      "cycle 7 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F048_reg.tif\n",
      "cycle 7 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F049_reg.tif\n",
      "cycle 7 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F050_reg.tif\n",
      "cycle 7 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F051_reg.tif\n",
      "cycle 7 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F052_reg.tif\n",
      "cycle 7 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F053_reg.tif\n",
      "cycle 7 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F054_reg.tif\n",
      "cycle 7 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F055_reg.tif\n",
      "cycle 7 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F056_reg.tif\n",
      "cycle 7 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F057_reg.tif\n",
      "cycle 7 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F058_reg.tif\n",
      "cycle 7 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F059_reg.tif\n",
      "cycle 7 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F060_reg.tif\n",
      "cycle 7 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F061_reg.tif\n",
      "cycle 7 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F062_reg.tif\n",
      "cycle 7 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F063_reg.tif\n",
      "cycle 7 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F064_reg.tif\n",
      "cycle 7 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F065_reg.tif\n",
      "cycle 7 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F066_reg.tif\n",
      "cycle 7 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F067_reg.tif\n",
      "cycle 7 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F068_reg.tif\n",
      "cycle 7 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F069_reg.tif\n",
      "cycle 7 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F070_reg.tif\n",
      "cycle 7 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F071_reg.tif\n",
      "cycle 7 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F072_reg.tif\n",
      "cycle 7 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F073_reg.tif\n",
      "cycle 7 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F074_reg.tif\n",
      "cycle 7 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F075_reg.tif\n",
      "cycle 7 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F076_reg.tif\n",
      "cycle 7 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F077_reg.tif\n",
      "cycle 7 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F078_reg.tif\n",
      "cycle 7 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F079_reg.tif\n",
      "cycle 7 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F081_reg.tif\n",
      "cycle 7 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F082_reg.tif\n",
      "cycle 7 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F083_reg.tif\n",
      "cycle 7 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F084_reg.tif\n",
      "cycle 7 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F085_reg.tif\n",
      "cycle 7 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F086_reg.tif\n",
      "cycle 7 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F087_reg.tif\n",
      "cycle 7 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F088_reg.tif\n",
      "cycle 7 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F089_reg.tif\n",
      "cycle 7 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F090_reg.tif\n",
      "cycle 7 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F091_reg.tif\n",
      "cycle 7 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F092_reg.tif\n",
      "cycle 7 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F093_reg.tif\n",
      "cycle 7 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F094_reg.tif\n",
      "cycle 7 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F095_reg.tif\n",
      "cycle 7 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F096_reg.tif\n",
      "cycle 7 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_7/Cycle_7_F097_reg.tif\n",
      "cycle 7 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F098_reg.tif\n",
      "cycle 7 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_7/Cycle_7_F099_reg.tif\n",
      "cycle 7 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F100_reg.tif\n",
      "cycle 7 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_7/Cycle_7_F101_reg.tif\n",
      "cycle 7 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_7/Cycle_7_F102_reg.tif\n",
      "cycle 7 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Saving Registered Images... reg_Cyc_7/Cycle_7_F103_reg.tif\n",
      "cycle 7 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_7/Cycle_7_F104_reg.tif\n",
      "cycle 7 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F105_reg.tif\n",
      "cycle 7 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F106_reg.tif\n",
      "cycle 7 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F107_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 7 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F108_reg.tif\n",
      "cycle 7 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F109_reg.tif\n",
      "cycle 7 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F110_reg.tif\n",
      "cycle 7 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F111_reg.tif\n",
      "cycle 7 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F112_reg.tif\n",
      "cycle 7 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F113_reg.tif\n",
      "cycle 7 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F114_reg.tif\n",
      "cycle 7 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F115_reg.tif\n",
      "cycle 7 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F116_reg.tif\n",
      "cycle 7 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F118_reg.tif\n",
      "cycle 7 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F119_reg.tif\n",
      "cycle 7 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F120_reg.tif\n",
      "cycle 7 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F121_reg.tif\n",
      "cycle 7 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F122_reg.tif\n",
      "cycle 7 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F123_reg.tif\n",
      "cycle 7 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F124_reg.tif\n",
      "cycle 7 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F125_reg.tif\n",
      "cycle 7 field 126 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F126_reg.tif\n",
      "cycle 7 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F127_reg.tif\n",
      "cycle 7 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F129_reg.tif\n",
      "cycle 7 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F130_reg.tif\n",
      "cycle 7 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F131_reg.tif\n",
      "cycle 7 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F132_reg.tif\n",
      "cycle 7 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F133_reg.tif\n",
      "cycle 7 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F134_reg.tif\n",
      "cycle 7 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_7/Cycle_7_F135_reg.tif\n",
      "cycle 7 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F136_reg.tif\n",
      "cycle 7 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F137_reg.tif\n",
      "cycle 7 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F138_reg.tif\n",
      "cycle 7 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F140_reg.tif\n",
      "cycle 7 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F141_reg.tif\n",
      "cycle 7 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F142_reg.tif\n",
      "cycle 7 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F143_reg.tif\n",
      "cycle 7 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F144_reg.tif\n",
      "cycle 7 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F145_reg.tif\n",
      "cycle 7 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F146_reg.tif\n",
      "cycle 7 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F147_reg.tif\n",
      "cycle 7 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F148_reg.tif\n",
      "cycle 7 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F149_reg.tif\n",
      "cycle 7 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F150_reg.tif\n",
      "cycle 7 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F151_reg.tif\n",
      "cycle 7 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F152_reg.tif\n",
      "cycle 7 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F153_reg.tif\n",
      "cycle 7 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F154_reg.tif\n",
      "cycle 7 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F155_reg.tif\n",
      "cycle 7 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F156_reg.tif\n",
      "cycle 7 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F157_reg.tif\n",
      "cycle 7 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F158_reg.tif\n",
      "cycle 7 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F159_reg.tif\n",
      "cycle 7 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F160_reg.tif\n",
      "cycle 7 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F161_reg.tif\n",
      "cycle 7 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F162_reg.tif\n",
      "cycle 7 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F163_reg.tif\n",
      "cycle 7 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F164_reg.tif\n",
      "cycle 7 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F165_reg.tif\n",
      "cycle 7 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F166_reg.tif\n",
      "cycle 7 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F167_reg.tif\n",
      "cycle 7 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F168_reg.tif\n",
      "cycle 7 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F169_reg.tif\n",
      "cycle 7 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F170_reg.tif\n",
      "cycle 7 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F171_reg.tif\n",
      "cycle 7 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F172_reg.tif\n",
      "cycle 7 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F173_reg.tif\n",
      "cycle 7 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F174_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F174_reg.tif\n",
      "cycle 7 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F175_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F175_reg.tif\n",
      "cycle 7 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F176_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F176_reg.tif\n",
      "cycle 7 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F178_reg.tif\n",
      "cycle 7 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F179_reg.tif\n",
      "cycle 7 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F180_reg.tif\n",
      "cycle 7 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F181_reg.tif\n",
      "cycle 7 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F182_reg.tif\n",
      "cycle 7 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F183_reg.tif\n",
      "cycle 7 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F184_reg.tif\n",
      "cycle 7 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F185_reg.tif\n",
      "cycle 7 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F186_reg.tif\n",
      "cycle 7 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F187_reg.tif\n",
      "cycle 7 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F188_reg.tif\n",
      "cycle 7 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F189_reg.tif\n",
      "cycle 7 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F190_reg.tif\n",
      "cycle 7 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F191_reg.tif\n",
      "cycle 7 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F192_reg.tif\n",
      "cycle 7 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F193_reg.tif\n",
      "cycle 7 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F194_reg.tif\n",
      "cycle 7 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F195_reg.tif\n",
      "cycle 7 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F196_reg.tif\n",
      "cycle 7 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F197_reg.tif\n",
      "cycle 7 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F198_reg.tif\n",
      "cycle 7 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F199_reg.tif\n",
      "cycle 7 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F200_reg.tif\n",
      "cycle 7 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F201_reg.tif\n",
      "cycle 7 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F202_reg.tif\n",
      "cycle 7 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F203_reg.tif\n",
      "cycle 7 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F204_reg.tif\n",
      "cycle 7 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F205_reg.tif\n",
      "cycle 7 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F206_reg.tif\n",
      "cycle 7 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F207_reg.tif\n",
      "cycle 7 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F208_reg.tif\n",
      "cycle 7 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F209_reg.tif\n",
      "cycle 7 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F210_reg.tif\n",
      "cycle 7 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F211_reg.tif\n",
      "cycle 7 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F212_reg.tif\n",
      "cycle 7 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F214_reg.tif\n",
      "cycle 7 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F215_reg.tif\n",
      "cycle 7 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F216_reg.tif\n",
      "cycle 7 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F217_reg.tif\n",
      "cycle 7 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F218_reg.tif\n",
      "cycle 7 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F219_reg.tif\n",
      "cycle 7 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F220_reg.tif\n",
      "cycle 7 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F221_reg.tif\n",
      "cycle 7 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F222_reg.tif\n",
      "cycle 7 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F223_reg.tif\n",
      "cycle 7 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_7/Cycle_7_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_7/Cycle_7_F224_reg.tif\n",
      "cycle 8 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F001_reg.tif\n",
      "cycle 8 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F002_reg.tif\n",
      "cycle 8 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F004_reg.tif\n",
      "cycle 8 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F005_reg.tif\n",
      "cycle 8 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F006_reg.tif\n",
      "cycle 8 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F007_reg.tif\n",
      "cycle 8 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F008_reg.tif\n",
      "cycle 8 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F009_reg.tif\n",
      "cycle 8 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F010_reg.tif\n",
      "cycle 8 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F012_reg.tif\n",
      "cycle 8 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F013_reg.tif\n",
      "cycle 8 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F014_reg.tif\n",
      "cycle 8 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F015_reg.tif\n",
      "cycle 8 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F016_reg.tif\n",
      "cycle 8 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F017_reg.tif\n",
      "cycle 8 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F018_reg.tif\n",
      "cycle 8 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F019_reg.tif\n",
      "cycle 8 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F020_reg.tif\n",
      "cycle 8 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F021_reg.tif\n",
      "cycle 8 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F022_reg.tif\n",
      "cycle 8 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 4 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F023_reg.tif\n",
      "cycle 8 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F024_reg.tif\n",
      "cycle 8 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F025_reg.tif\n",
      "cycle 8 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F026_reg.tif\n",
      "cycle 8 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F027_reg.tif\n",
      "cycle 8 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F028_reg.tif\n",
      "cycle 8 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F029_reg.tif\n",
      "cycle 8 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F030_reg.tif\n",
      "cycle 8 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F031_reg.tif\n",
      "cycle 8 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F032_reg.tif\n",
      "cycle 8 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F033_reg.tif\n",
      "cycle 8 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F034_reg.tif\n",
      "cycle 8 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F035_reg.tif\n",
      "cycle 8 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F036_reg.tif\n",
      "cycle 8 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F038_reg.tif\n",
      "cycle 8 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F039_reg.tif\n",
      "cycle 8 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F040_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F040_reg.tif\n",
      "cycle 8 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F041_reg.tif\n",
      "cycle 8 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F042_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F042_reg.tif\n",
      "cycle 8 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F044_reg.tif\n",
      "cycle 8 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F045_reg.tif\n",
      "cycle 8 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F046_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 8 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F047_reg.tif\n",
      "cycle 8 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F048_reg.tif\n",
      "cycle 8 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F049_reg.tif\n",
      "cycle 8 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F050_reg.tif\n",
      "cycle 8 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F051_reg.tif\n",
      "cycle 8 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F052_reg.tif\n",
      "cycle 8 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F053_reg.tif\n",
      "cycle 8 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F054_reg.tif\n",
      "cycle 8 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F055_reg.tif\n",
      "cycle 8 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F056_reg.tif\n",
      "cycle 8 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F057_reg.tif\n",
      "cycle 8 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F058_reg.tif\n",
      "cycle 8 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F059_reg.tif\n",
      "cycle 8 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F060_reg.tif\n",
      "cycle 8 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F061_reg.tif\n",
      "cycle 8 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F062_reg.tif\n",
      "cycle 8 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F063_reg.tif\n",
      "cycle 8 field 064 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F064_reg.tif\n",
      "cycle 8 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F065_reg.tif\n",
      "cycle 8 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F066_reg.tif\n",
      "cycle 8 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F067_reg.tif\n",
      "cycle 8 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F068_reg.tif\n",
      "cycle 8 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F069_reg.tif\n",
      "cycle 8 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F070_reg.tif\n",
      "cycle 8 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F071_reg.tif\n",
      "cycle 8 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 8 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F072_reg.tif\n",
      "cycle 8 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F073_reg.tif\n",
      "cycle 8 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F074_reg.tif\n",
      "cycle 8 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F075_reg.tif\n",
      "cycle 8 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F076_reg.tif\n",
      "cycle 8 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F077_reg.tif\n",
      "cycle 8 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F078_reg.tif\n",
      "cycle 8 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F079_reg.tif\n",
      "cycle 8 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F081_reg.tif\n",
      "cycle 8 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F082_reg.tif\n",
      "cycle 8 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F083_reg.tif\n",
      "cycle 8 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F084_reg.tif\n",
      "cycle 8 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F085_reg.tif\n",
      "cycle 8 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F086_reg.tif\n",
      "cycle 8 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F087_reg.tif\n",
      "cycle 8 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F088_reg.tif\n",
      "cycle 8 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F089_reg.tif\n",
      "cycle 8 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F090_reg.tif\n",
      "cycle 8 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F091_reg.tif\n",
      "cycle 8 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F092_reg.tif\n",
      "cycle 8 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F093_reg.tif\n",
      "cycle 8 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F094_reg.tif\n",
      "cycle 8 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F095_reg.tif\n",
      "cycle 8 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F096_reg.tif\n",
      "cycle 8 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F097_reg.tif\n",
      "cycle 8 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F098_reg.tif\n",
      "cycle 8 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F099_reg.tif\n",
      "cycle 8 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F100_reg.tif\n",
      "cycle 8 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F101_reg.tif\n",
      "cycle 8 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F102_reg.tif\n",
      "cycle 8 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F103_reg.tif\n",
      "cycle 8 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F104_reg.tif\n",
      "cycle 8 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F105_reg.tif\n",
      "cycle 8 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F106_reg.tif\n",
      "cycle 8 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F107_reg.tif\n",
      "cycle 8 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F108_reg.tif\n",
      "cycle 8 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F109_reg.tif\n",
      "cycle 8 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F110_reg.tif\n",
      "cycle 8 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F111_reg.tif\n",
      "cycle 8 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F112_reg.tif\n",
      "cycle 8 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F113_reg.tif\n",
      "cycle 8 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F114_reg.tif\n",
      "cycle 8 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F115_reg.tif\n",
      "cycle 8 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F116_reg.tif\n",
      "cycle 8 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F118_reg.tif\n",
      "cycle 8 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F119_reg.tif\n",
      "cycle 8 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F120_reg.tif\n",
      "cycle 8 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F121_reg.tif\n",
      "cycle 8 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F122_reg.tif\n",
      "cycle 8 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F123_reg.tif\n",
      "cycle 8 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F124_reg.tif\n",
      "cycle 8 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F125_reg.tif\n",
      "cycle 8 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F126_reg.tif\n",
      "cycle 8 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F127_reg.tif\n",
      "cycle 8 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F129_reg.tif\n",
      "cycle 8 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F130_reg.tif\n",
      "cycle 8 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F131_reg.tif\n",
      "cycle 8 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F132_reg.tif\n",
      "cycle 8 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F133_reg.tif\n",
      "cycle 8 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F134_reg.tif\n",
      "cycle 8 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F135_reg.tif\n",
      "cycle 8 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F136_reg.tif\n",
      "cycle 8 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F137_reg.tif\n",
      "cycle 8 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F138_reg.tif\n",
      "cycle 8 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F140_reg.tif\n",
      "cycle 8 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F141_reg.tif\n",
      "cycle 8 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F142_reg.tif\n",
      "cycle 8 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F143_reg.tif\n",
      "cycle 8 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F144_reg.tif\n",
      "cycle 8 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F145_reg.tif\n",
      "cycle 8 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F146_reg.tif\n",
      "cycle 8 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F147_reg.tif\n",
      "cycle 8 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F148_reg.tif\n",
      "cycle 8 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F149_reg.tif\n",
      "cycle 8 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F150_reg.tif\n",
      "cycle 8 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F151_reg.tif\n",
      "cycle 8 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F152_reg.tif\n",
      "cycle 8 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F153_reg.tif\n",
      "cycle 8 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F154_reg.tif\n",
      "cycle 8 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F155_reg.tif\n",
      "cycle 8 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F156_reg.tif\n",
      "cycle 8 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F157_reg.tif\n",
      "cycle 8 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F158_reg.tif\n",
      "cycle 8 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F159_reg.tif\n",
      "cycle 8 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F160_reg.tif\n",
      "cycle 8 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F161_reg.tif\n",
      "cycle 8 field 162 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F162_reg.tif\n",
      "cycle 8 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F163_reg.tif\n",
      "cycle 8 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F164_reg.tif\n",
      "cycle 8 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F165_reg.tif\n",
      "cycle 8 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F166_reg.tif\n",
      "cycle 8 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F167_reg.tif\n",
      "cycle 8 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F168_reg.tif\n",
      "cycle 8 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F169_reg.tif\n",
      "cycle 8 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F170_reg.tif\n",
      "cycle 8 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F171_reg.tif\n",
      "cycle 8 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F172_reg.tif\n",
      "cycle 8 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F173_reg.tif\n",
      "cycle 8 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F174_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F174_reg.tif\n",
      "cycle 8 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F175_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F175_reg.tif\n",
      "cycle 8 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F176_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F176_reg.tif\n",
      "cycle 8 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F178_reg.tif\n",
      "cycle 8 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F179_reg.tif\n",
      "cycle 8 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F180_reg.tif\n",
      "cycle 8 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F181_reg.tif\n",
      "cycle 8 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F182_reg.tif\n",
      "cycle 8 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F183_reg.tif\n",
      "cycle 8 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F184_reg.tif\n",
      "cycle 8 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F185_reg.tif\n",
      "cycle 8 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F186_reg.tif\n",
      "cycle 8 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F187_reg.tif\n",
      "cycle 8 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F188_reg.tif\n",
      "cycle 8 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F189_reg.tif\n",
      "cycle 8 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F190_reg.tif\n",
      "cycle 8 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F191_reg.tif\n",
      "cycle 8 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F192_reg.tif\n",
      "cycle 8 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F193_reg.tif\n",
      "cycle 8 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F194_reg.tif\n",
      "cycle 8 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F195_reg.tif\n",
      "cycle 8 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F196_reg.tif\n",
      "cycle 8 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F197_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F197_reg.tif\n",
      "cycle 8 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F198_reg.tif\n",
      "cycle 8 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F199_reg.tif\n",
      "cycle 8 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F200_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F200_reg.tif\n",
      "cycle 8 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F201_reg.tif\n",
      "cycle 8 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F202_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F202_reg.tif\n",
      "cycle 8 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F203_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F203_reg.tif\n",
      "cycle 8 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F204_bin_reg.tif\n",
      "saving tmat\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F204_reg.tif\n",
      "cycle 8 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F205_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 8 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F206_reg.tif\n",
      "cycle 8 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_8/Cycle_8_F207_reg.tif\n",
      "cycle 8 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F208_reg.tif\n",
      "cycle 8 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F209_reg.tif\n",
      "cycle 8 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F210_reg.tif\n",
      "cycle 8 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F211_reg.tif\n",
      "cycle 8 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F212_reg.tif\n",
      "cycle 8 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F214_reg.tif\n",
      "cycle 8 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F215_reg.tif\n",
      "cycle 8 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F216_reg.tif\n",
      "cycle 8 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F217_reg.tif\n",
      "cycle 8 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F218_reg.tif\n",
      "cycle 8 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F219_reg.tif\n",
      "cycle 8 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F220_reg.tif\n",
      "cycle 8 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F221_reg.tif\n",
      "cycle 8 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F222_reg.tif\n",
      "cycle 8 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F223_reg.tif\n",
      "cycle 8 field 224 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_8/Cycle_8_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_8/Cycle_8_F224_reg.tif\n",
      "cycle 9 field 001 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F001_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F001_reg.tif\n",
      "cycle 9 field 002 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F002_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F002_reg.tif\n",
      "cycle 9 field 004 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F004_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F004_reg.tif\n",
      "cycle 9 field 005 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F005_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F005_reg.tif\n",
      "cycle 9 field 006 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F006_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F006_reg.tif\n",
      "cycle 9 field 007 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F007_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F007_reg.tif\n",
      "cycle 9 field 008 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F008_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F008_reg.tif\n",
      "cycle 9 field 009 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F009_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F009_reg.tif\n",
      "cycle 9 field 010 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F010_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F010_reg.tif\n",
      "cycle 9 field 012 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F012_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F012_reg.tif\n",
      "cycle 9 field 013 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F013_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F013_reg.tif\n",
      "cycle 9 field 014 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F014_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F014_reg.tif\n",
      "cycle 9 field 015 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F015_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F015_reg.tif\n",
      "cycle 9 field 016 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F016_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F016_reg.tif\n",
      "cycle 9 field 017 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F017_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F017_reg.tif\n",
      "cycle 9 field 018 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F018_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F018_reg.tif\n",
      "cycle 9 field 019 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F019_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F019_reg.tif\n",
      "cycle 9 field 020 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F020_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F020_reg.tif\n",
      "cycle 9 field 021 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F021_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F021_reg.tif\n",
      "cycle 9 field 022 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F022_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F022_reg.tif\n",
      "cycle 9 field 023 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F023_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F023_reg.tif\n",
      "cycle 9 field 024 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F024_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F024_reg.tif\n",
      "cycle 9 field 025 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F025_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F025_reg.tif\n",
      "cycle 9 field 026 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F026_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F026_reg.tif\n",
      "cycle 9 field 027 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F027_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F027_reg.tif\n",
      "cycle 9 field 028 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F028_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F028_reg.tif\n",
      "cycle 9 field 029 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F029_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F029_reg.tif\n",
      "cycle 9 field 030 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F030_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F030_reg.tif\n",
      "cycle 9 field 031 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F031_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F031_reg.tif\n",
      "cycle 9 field 032 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F032_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F032_reg.tif\n",
      "cycle 9 field 033 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F033_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F033_reg.tif\n",
      "cycle 9 field 034 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F034_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F034_reg.tif\n",
      "cycle 9 field 035 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F035_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F035_reg.tif\n",
      "cycle 9 field 036 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F036_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F036_reg.tif\n",
      "cycle 9 field 038 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F038_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F038_reg.tif\n",
      "cycle 9 field 039 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F039_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F039_reg.tif\n",
      "cycle 9 field 040 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F040_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F040_reg.tif\n",
      "cycle 9 field 041 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F041_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F041_reg.tif\n",
      "cycle 9 field 042 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F042_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F042_reg.tif\n",
      "cycle 9 field 044 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F044_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F044_reg.tif\n",
      "cycle 9 field 045 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F045_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F045_reg.tif\n",
      "cycle 9 field 046 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F046_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F046_reg.tif\n",
      "cycle 9 field 047 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F047_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F047_reg.tif\n",
      "cycle 9 field 048 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F048_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F048_reg.tif\n",
      "cycle 9 field 049 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F049_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F049_reg.tif\n",
      "cycle 9 field 050 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F050_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F050_reg.tif\n",
      "cycle 9 field 051 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F051_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F051_reg.tif\n",
      "cycle 9 field 052 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F052_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F052_reg.tif\n",
      "cycle 9 field 053 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F053_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F053_reg.tif\n",
      "cycle 9 field 054 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F054_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F054_reg.tif\n",
      "cycle 9 field 055 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F055_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F055_reg.tif\n",
      "cycle 9 field 056 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F056_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F056_reg.tif\n",
      "cycle 9 field 057 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F057_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F057_reg.tif\n",
      "cycle 9 field 058 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F058_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F058_reg.tif\n",
      "cycle 9 field 059 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F059_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F059_reg.tif\n",
      "cycle 9 field 060 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F060_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F060_reg.tif\n",
      "cycle 9 field 061 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F061_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F061_reg.tif\n",
      "cycle 9 field 062 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F062_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F062_reg.tif\n",
      "cycle 9 field 063 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F063_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F063_reg.tif\n",
      "cycle 9 field 064 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F064_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F064_reg.tif\n",
      "cycle 9 field 065 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F065_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F065_reg.tif\n",
      "cycle 9 field 066 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F066_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F066_reg.tif\n",
      "cycle 9 field 067 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F067_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F067_reg.tif\n",
      "cycle 9 field 068 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F068_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F068_reg.tif\n",
      "cycle 9 field 069 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F069_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F069_reg.tif\n",
      "cycle 9 field 070 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F070_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F070_reg.tif\n",
      "cycle 9 field 071 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F071_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F071_reg.tif\n",
      "cycle 9 field 072 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F072_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F072_reg.tif\n",
      "cycle 9 field 073 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F073_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F073_reg.tif\n",
      "cycle 9 field 074 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F074_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F074_reg.tif\n",
      "cycle 9 field 075 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F075_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F075_reg.tif\n",
      "cycle 9 field 076 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F076_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F076_reg.tif\n",
      "cycle 9 field 077 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F077_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F077_reg.tif\n",
      "cycle 9 field 078 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F078_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F078_reg.tif\n",
      "cycle 9 field 079 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F079_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F079_reg.tif\n",
      "cycle 9 field 081 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F081_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F081_reg.tif\n",
      "cycle 9 field 082 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F082_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F082_reg.tif\n",
      "cycle 9 field 083 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F083_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F083_reg.tif\n",
      "cycle 9 field 084 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F084_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F084_reg.tif\n",
      "cycle 9 field 085 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F085_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F085_reg.tif\n",
      "cycle 9 field 086 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F086_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F086_reg.tif\n",
      "cycle 9 field 087 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F087_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F087_reg.tif\n",
      "cycle 9 field 088 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F088_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F088_reg.tif\n",
      "cycle 9 field 089 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F089_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F089_reg.tif\n",
      "cycle 9 field 090 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F090_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F090_reg.tif\n",
      "cycle 9 field 091 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F091_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F091_reg.tif\n",
      "cycle 9 field 092 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F092_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F092_reg.tif\n",
      "cycle 9 field 093 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F093_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F093_reg.tif\n",
      "cycle 9 field 094 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F094_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F094_reg.tif\n",
      "cycle 9 field 095 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F095_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F095_reg.tif\n",
      "cycle 9 field 096 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F096_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F096_reg.tif\n",
      "cycle 9 field 097 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F097_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F097_reg.tif\n",
      "cycle 9 field 098 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F098_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F098_reg.tif\n",
      "cycle 9 field 099 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F099_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F099_reg.tif\n",
      "cycle 9 field 100 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F100_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F100_reg.tif\n",
      "cycle 9 field 101 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F101_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F101_reg.tif\n",
      "cycle 9 field 102 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F102_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F102_reg.tif\n",
      "cycle 9 field 103 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F103_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F103_reg.tif\n",
      "cycle 9 field 104 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F104_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F104_reg.tif\n",
      "cycle 9 field 105 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F105_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F105_reg.tif\n",
      "cycle 9 field 106 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F106_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F106_reg.tif\n",
      "cycle 9 field 107 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F107_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F107_reg.tif\n",
      "cycle 9 field 108 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F108_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F108_reg.tif\n",
      "cycle 9 field 109 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F109_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F109_reg.tif\n",
      "cycle 9 field 110 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F110_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F110_reg.tif\n",
      "cycle 9 field 111 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F111_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F111_reg.tif\n",
      "cycle 9 field 112 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F112_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F112_reg.tif\n",
      "cycle 9 field 113 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F113_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F113_reg.tif\n",
      "cycle 9 field 114 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F114_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F114_reg.tif\n",
      "cycle 9 field 115 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F115_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F115_reg.tif\n",
      "cycle 9 field 116 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F116_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F116_reg.tif\n",
      "cycle 9 field 118 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F118_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F118_reg.tif\n",
      "cycle 9 field 119 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F119_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F119_reg.tif\n",
      "cycle 9 field 120 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F120_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F120_reg.tif\n",
      "cycle 9 field 121 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F121_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F121_reg.tif\n",
      "cycle 9 field 122 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F122_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F122_reg.tif\n",
      "cycle 9 field 123 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F123_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F123_reg.tif\n",
      "cycle 9 field 124 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F124_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F124_reg.tif\n",
      "cycle 9 field 125 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F125_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F125_reg.tif\n",
      "cycle 9 field 126 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F126_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F126_reg.tif\n",
      "cycle 9 field 127 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F127_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F127_reg.tif\n",
      "cycle 9 field 129 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F129_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F129_reg.tif\n",
      "cycle 9 field 130 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F130_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F130_reg.tif\n",
      "cycle 9 field 131 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F131_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F131_reg.tif\n",
      "cycle 9 field 132 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F132_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F132_reg.tif\n",
      "cycle 9 field 133 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F133_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F133_reg.tif\n",
      "cycle 9 field 134 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F134_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F134_reg.tif\n",
      "cycle 9 field 135 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F135_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F135_reg.tif\n",
      "cycle 9 field 136 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F136_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F136_reg.tif\n",
      "cycle 9 field 137 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F137_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 6 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F137_reg.tif\n",
      "cycle 9 field 138 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F138_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F138_reg.tif\n",
      "cycle 9 field 140 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F140_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F140_reg.tif\n",
      "cycle 9 field 141 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F141_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F141_reg.tif\n",
      "cycle 9 field 142 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F142_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F142_reg.tif\n",
      "cycle 9 field 143 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F143_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F143_reg.tif\n",
      "cycle 9 field 144 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F144_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
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      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F144_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 9 field 145 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F145_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F145_reg.tif\n",
      "cycle 9 field 146 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F146_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F146_reg.tif\n",
      "cycle 9 field 147 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F147_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F147_reg.tif\n",
      "cycle 9 field 148 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F148_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F148_reg.tif\n",
      "cycle 9 field 149 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F149_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F149_reg.tif\n",
      "cycle 9 field 150 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F150_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F150_reg.tif\n",
      "cycle 9 field 151 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F151_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F151_reg.tif\n",
      "cycle 9 field 152 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F152_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F152_reg.tif\n",
      "cycle 9 field 153 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F153_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F153_reg.tif\n",
      "cycle 9 field 154 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F154_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F154_reg.tif\n",
      "cycle 9 field 155 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F155_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F155_reg.tif\n",
      "cycle 9 field 156 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F156_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F156_reg.tif\n",
      "cycle 9 field 157 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F157_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F157_reg.tif\n",
      "cycle 9 field 158 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F158_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F158_reg.tif\n",
      "cycle 9 field 159 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F159_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F159_reg.tif\n",
      "cycle 9 field 160 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F160_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F160_reg.tif\n",
      "cycle 9 field 161 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F161_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F161_reg.tif\n",
      "cycle 9 field 162 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F162_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F162_reg.tif\n",
      "cycle 9 field 163 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F163_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F163_reg.tif\n",
      "cycle 9 field 164 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F164_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F164_reg.tif\n",
      "cycle 9 field 165 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F165_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F165_reg.tif\n",
      "cycle 9 field 166 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F166_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F166_reg.tif\n",
      "cycle 9 field 167 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F167_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F167_reg.tif\n",
      "cycle 9 field 168 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F168_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F168_reg.tif\n",
      "cycle 9 field 169 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F169_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F169_reg.tif\n",
      "cycle 9 field 170 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F170_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F170_reg.tif\n",
      "cycle 9 field 171 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F171_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F171_reg.tif\n",
      "cycle 9 field 172 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F172_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F172_reg.tif\n",
      "cycle 9 field 173 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F173_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F173_reg.tif\n",
      "cycle 9 field 174 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F174_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F174_reg.tif\n",
      "cycle 9 field 175 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F175_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F175_reg.tif\n",
      "cycle 9 field 176 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F176_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F176_reg.tif\n",
      "cycle 9 field 178 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F178_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F178_reg.tif\n",
      "cycle 9 field 179 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F179_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F179_reg.tif\n",
      "cycle 9 field 180 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F180_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F180_reg.tif\n",
      "cycle 9 field 181 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F181_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F181_reg.tif\n",
      "cycle 9 field 182 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F182_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F182_reg.tif\n",
      "cycle 9 field 183 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F183_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F183_reg.tif\n",
      "cycle 9 field 184 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F184_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F184_reg.tif\n",
      "cycle 9 field 185 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F185_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F185_reg.tif\n",
      "cycle 9 field 186 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F186_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F186_reg.tif\n",
      "cycle 9 field 187 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F187_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F187_reg.tif\n",
      "cycle 9 field 188 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F188_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 7 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F188_reg.tif\n",
      "cycle 9 field 189 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F189_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F189_reg.tif\n",
      "cycle 9 field 190 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F190_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F190_reg.tif\n",
      "cycle 9 field 191 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F191_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F191_reg.tif\n",
      "cycle 9 field 192 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F192_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F192_reg.tif\n",
      "cycle 9 field 193 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F193_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
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      "Saving Registered Images... reg_Cyc_9/Cycle_9_F193_reg.tif\n",
      "cycle 9 field 194 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F194_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
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      "Z-plane: 9 registering\n",
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      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F194_reg.tif\n",
      "cycle 9 field 195 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F195_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
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      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F195_reg.tif\n",
      "cycle 9 field 196 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F196_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F196_reg.tif\n",
      "cycle 9 field 197 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F197_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F197_reg.tif\n",
      "cycle 9 field 198 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F198_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F198_reg.tif\n",
      "cycle 9 field 199 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F199_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F199_reg.tif\n",
      "cycle 9 field 200 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F200_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F200_reg.tif\n",
      "cycle 9 field 201 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F201_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F201_reg.tif\n",
      "cycle 9 field 202 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F202_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F202_reg.tif\n",
      "cycle 9 field 203 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F203_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F203_reg.tif\n",
      "cycle 9 field 204 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F204_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F204_reg.tif\n",
      "cycle 9 field 205 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F205_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F205_reg.tif\n",
      "cycle 9 field 206 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F206_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F206_reg.tif\n",
      "cycle 9 field 207 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F207_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F207_reg.tif\n",
      "cycle 9 field 208 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F208_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F208_reg.tif\n",
      "cycle 9 field 209 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F209_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F209_reg.tif\n",
      "cycle 9 field 210 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F210_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F210_reg.tif\n",
      "cycle 9 field 211 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F211_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F211_reg.tif\n",
      "cycle 9 field 212 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F212_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F212_reg.tif\n",
      "cycle 9 field 214 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F214_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F214_reg.tif\n",
      "cycle 9 field 215 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F215_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F215_reg.tif\n",
      "cycle 9 field 216 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F216_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F216_reg.tif\n",
      "cycle 9 field 217 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F217_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F217_reg.tif\n",
      "cycle 9 field 218 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F218_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F218_reg.tif\n",
      "cycle 9 field 219 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F219_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F219_reg.tif\n",
      "cycle 9 field 220 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F220_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F220_reg.tif\n",
      "cycle 9 field 221 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F221_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F221_reg.tif\n",
      "cycle 9 field 222 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F222_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F222_reg.tif\n",
      "cycle 9 field 223 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F223_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F223_reg.tif\n",
      "cycle 9 field 224 \n",
      "Got threshold\n",
      "Saving Binary Registered Images... reg_bin_Cyc_9/Cycle_9_F224_bin_reg.tif\n",
      "saving tmat\n",
      "Z-plane: 0 registering\n",
      "Z-plane: 1 registering\n",
      "Z-plane: 2 registering\n",
      "Z-plane: 3 registering\n",
      "Z-plane: 4 registering\n",
      "Z-plane: 5 registering\n",
      "Z-plane: 6 registering\n",
      "Z-plane: 7 registering\n",
      "Z-plane: 8 registering\n",
      "Z-plane: 9 registering\n",
      "Z-plane: 10 registering\n",
      "Z-plane: 11 registering\n",
      "Z-plane: 12 registering\n",
      "Saving Registered Images... reg_Cyc_9/Cycle_9_F224_reg.tif\n"
     ]
    }
   ],
   "source": [
    "for c in range(CYCLE_NUMS-1):    \n",
    "    refs = iter(sorted(glob.glob('tif/Cycle_0/*'))) # list of cycle 0 .tif \n",
    "    movs = iter(sorted(glob.glob(f'tif/Cycle_{c+1}/*'))) # cycle 1, 2, 3, .tif list --> FOV000, 001, (002 = error) 005 006 \n",
    "    for FOV in range(0, NUM_FOVS): \n",
    "        #sFOV = str(FOV).zfill(NUM_DIGITS_OF_FOVS)\n",
    "        ref_name = next(refs) \n",
    "        ref = imread(ref_name)\n",
    "        ref = ref.astype(np.uint16)\n",
    "        mov_name = next(movs)\n",
    "        mov = imread(mov_name)\n",
    "        mov = mov.astype(np.uint16)\n",
    "        FOV_num = mov_name.split('_F')[1][0:3]\n",
    "        print(f'cycle {c+1} field {FOV_num} ')\n",
    "\n",
    "        ref_max = ref.max(0)\n",
    "        ref_binary = ref_max[0] > threshold_otsu(ref_max[0]) # nuclei channel\n",
    "        mov_max = mov.max(0)\n",
    "        mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # nuclei channel\n",
    "        print(\"Got threshold\")\n",
    "        sr = StackReg(StackReg.RIGID_BODY)  \n",
    "        tmat = sr.register(ref_binary, mov_binary) \n",
    "        out = sr.transform(mov_binary) \n",
    "        out = pystackreg.util.to_uint16(out) \n",
    "        \n",
    "        base_J.loc[FOV_num, str(c+1)] = jaccard(ref_binary, mov_binary)\n",
    "        reg_J.loc[FOV_num, str(c+1)] = jaccard(ref_binary, out.astype('bool'))\n",
    "\n",
    "        # save binary\n",
    "        fname_to_save = f'reg_bin_Cyc_{c+1}' + f'/Cycle_{c+1}_F{FOV_num}_bin_reg.tif'\n",
    "        print('Saving Binary Registered Images...', fname_to_save)\n",
    "        tifffile.imwrite(fname_to_save, out, imagej=True, photometric = 'minisblack',metadata={'axes':'YX'})\n",
    "\n",
    "        # save tmat\n",
    "        print(\"saving tmat\")\n",
    "        np.save(f'tmat_Cyc_{c+1}' + f'/Cycle_{c+1}_F{FOV_num}_tmat.npy', tmat)\n",
    "        \n",
    "        # THE REGISTRATION STEP\n",
    "        reg = np.zeros(mov.shape, dtype=np.uint16)               # initialize with the right dtype\n",
    "        for Z in range(mov.shape[0]):\n",
    "            print(f\"Z-plane: {Z} registering\")\n",
    "            for ch in range(mov.shape[1]): \n",
    "                reg[Z,ch,...] = sr.transform(mov[Z,ch,...], tmat=tmat)\n",
    "                reg[Z,ch,...] = to_uint16(reg[Z,ch,...])\n",
    "\n",
    "        fname_to_save = f'reg_Cyc_{c+1}' + f'/Cycle_{c+1}_F{FOV_num}_reg.tif'\n",
    "        print('Saving Registered Images...', fname_to_save)\n",
    "        tifffile.imwrite(fname_to_save, reg, imagej=True,\n",
    "                         photometric = 'minisblack',metadata={'axes':'ZCYX'})\n",
    "base_J.to_csv('base_J.csv')\n",
    "reg_J.to_csv('reg_J.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Looking at Max and Min Shifts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_FOVS = 214\n",
    "CYCLE_NUMS = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "for idx, c in enumerate(range(CYCLE_NUMS-1)):     \n",
    "    tmats = iter(glob.glob(f'tmat_Cyc_{c+1}/*'))\n",
    "    for sFOV in range(0,NUM_FOVS): \n",
    "        tmat_name = next(tmats)\n",
    "        tmat_loaded = np.load(tmat_name)\n",
    "        moveX = tmat_loaded[0,2]\n",
    "        moveY = tmat_loaded[1,2]\n",
    "        if (moveX > 15) | (moveY > 15)|(moveX < -15) | (moveY < -15): # 50 pixels is max\n",
    "            print(c+1, tmat_name, moveX, moveY)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### QC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 1 field 000 \n",
      "Got threshold\n",
      "cycle 1 field 001 \n",
      "Got threshold\n",
      "cycle 1 field 002 \n",
      "Got threshold\n",
      "cycle 1 field 003 \n",
      "Got threshold\n",
      "cycle 1 field 004 \n",
      "Got threshold\n",
      "cycle 1 field 005 \n",
      "Got threshold\n",
      "cycle 1 field 007 \n",
      "Got threshold\n",
      "cycle 1 field 008 \n",
      "Got threshold\n",
      "cycle 1 field 011 \n",
      "Got threshold\n",
      "cycle 1 field 012 \n",
      "Got threshold\n",
      "cycle 1 field 013 \n",
      "Got threshold\n",
      "cycle 1 field 014 \n",
      "Got threshold\n",
      "cycle 1 field 015 \n",
      "Got threshold\n",
      "cycle 1 field 016 \n",
      "Got threshold\n",
      "cycle 1 field 017 \n",
      "Got threshold\n",
      "cycle 1 field 019 \n",
      "Got threshold\n",
      "cycle 1 field 020 \n",
      "Got threshold\n",
      "cycle 1 field 021 \n",
      "Got threshold\n",
      "cycle 1 field 022 \n",
      "Got threshold\n",
      "cycle 1 field 023 \n",
      "Got threshold\n",
      "cycle 1 field 024 \n",
      "Got threshold\n",
      "cycle 1 field 025 \n",
      "Got threshold\n",
      "cycle 1 field 026 \n",
      "Got threshold\n",
      "cycle 1 field 027 \n",
      "Got threshold\n",
      "cycle 1 field 028 \n",
      "Got threshold\n",
      "cycle 1 field 029 \n",
      "Got threshold\n",
      "cycle 1 field 030 \n",
      "Got threshold\n",
      "cycle 1 field 031 \n",
      "Got threshold\n",
      "cycle 1 field 032 \n",
      "Got threshold\n",
      "cycle 1 field 033 \n",
      "Got threshold\n",
      "cycle 1 field 034 \n",
      "Got threshold\n",
      "cycle 1 field 035 \n",
      "Got threshold\n",
      "cycle 1 field 036 \n",
      "Got threshold\n",
      "cycle 1 field 037 \n",
      "Got threshold\n",
      "cycle 1 field 038 \n",
      "Got threshold\n",
      "cycle 1 field 039 \n",
      "Got threshold\n",
      "cycle 1 field 040 \n",
      "Got threshold\n",
      "cycle 1 field 041 \n",
      "Got threshold\n",
      "cycle 1 field 042 \n",
      "Got threshold\n",
      "cycle 1 field 044 \n",
      "Got threshold\n",
      "cycle 1 field 045 \n",
      "Got threshold\n",
      "cycle 1 field 046 \n",
      "Got threshold\n",
      "cycle 1 field 047 \n",
      "Got threshold\n",
      "cycle 1 field 048 \n",
      "Got threshold\n",
      "cycle 1 field 049 \n",
      "Got threshold\n",
      "cycle 1 field 050 \n",
      "Got threshold\n",
      "cycle 1 field 051 \n",
      "Got threshold\n",
      "cycle 1 field 052 \n",
      "Got threshold\n",
      "cycle 1 field 053 \n",
      "Got threshold\n",
      "cycle 1 field 054 \n",
      "Got threshold\n",
      "cycle 1 field 055 \n",
      "Got threshold\n",
      "cycle 1 field 056 \n",
      "Got threshold\n",
      "cycle 1 field 057 \n",
      "Got threshold\n",
      "cycle 1 field 058 \n",
      "Got threshold\n",
      "cycle 1 field 059 \n",
      "Got threshold\n",
      "cycle 1 field 060 \n",
      "Got threshold\n",
      "cycle 1 field 061 \n",
      "Got threshold\n",
      "cycle 1 field 062 \n",
      "Got threshold\n",
      "cycle 1 field 063 \n",
      "Got threshold\n",
      "cycle 1 field 064 \n",
      "Got threshold\n",
      "cycle 1 field 065 \n",
      "Got threshold\n",
      "cycle 1 field 066 \n",
      "Got threshold\n",
      "cycle 1 field 067 \n",
      "Got threshold\n",
      "cycle 1 field 068 \n",
      "Got threshold\n",
      "cycle 1 field 069 \n",
      "Got threshold\n",
      "cycle 1 field 070 \n",
      "Got threshold\n",
      "cycle 1 field 071 \n",
      "Got threshold\n",
      "cycle 1 field 072 \n",
      "Got threshold\n",
      "cycle 1 field 073 \n",
      "Got threshold\n",
      "cycle 1 field 074 \n",
      "Got threshold\n",
      "cycle 1 field 075 \n",
      "Got threshold\n",
      "cycle 1 field 076 \n",
      "Got threshold\n",
      "cycle 1 field 077 \n",
      "Got threshold\n",
      "cycle 1 field 078 \n",
      "Got threshold\n",
      "cycle 1 field 080 \n",
      "Got threshold\n",
      "cycle 1 field 081 \n",
      "Got threshold\n",
      "cycle 1 field 082 \n",
      "Got threshold\n",
      "cycle 1 field 083 \n",
      "Got threshold\n",
      "cycle 1 field 084 \n",
      "Got threshold\n",
      "cycle 1 field 085 \n",
      "Got threshold\n",
      "cycle 1 field 086 \n",
      "Got threshold\n",
      "cycle 1 field 087 \n",
      "Got threshold\n",
      "cycle 1 field 088 \n",
      "Got threshold\n",
      "cycle 1 field 089 \n",
      "Got threshold\n",
      "cycle 1 field 090 \n",
      "Got threshold\n",
      "cycle 1 field 091 \n",
      "Got threshold\n",
      "cycle 1 field 092 \n",
      "Got threshold\n",
      "cycle 1 field 093 \n",
      "Got threshold\n",
      "cycle 1 field 094 \n",
      "Got threshold\n",
      "cycle 1 field 095 \n",
      "Got threshold\n",
      "cycle 1 field 096 \n",
      "Got threshold\n",
      "cycle 1 field 097 \n",
      "Got threshold\n",
      "cycle 1 field 098 \n",
      "Got threshold\n",
      "cycle 1 field 100 \n",
      "Got threshold\n",
      "cycle 1 field 101 \n",
      "Got threshold\n",
      "cycle 1 field 102 \n",
      "Got threshold\n",
      "cycle 1 field 103 \n",
      "Got threshold\n",
      "cycle 1 field 105 \n",
      "Got threshold\n",
      "cycle 1 field 106 \n",
      "Got threshold\n",
      "cycle 1 field 107 \n",
      "Got threshold\n",
      "cycle 1 field 108 \n",
      "Got threshold\n",
      "cycle 1 field 109 \n",
      "Got threshold\n",
      "cycle 1 field 110 \n",
      "Got threshold\n",
      "cycle 1 field 111 \n",
      "Got threshold\n",
      "cycle 1 field 112 \n",
      "Got threshold\n",
      "cycle 1 field 113 \n",
      "Got threshold\n",
      "cycle 1 field 114 \n",
      "Got threshold\n",
      "cycle 1 field 115 \n",
      "Got threshold\n",
      "cycle 1 field 116 \n",
      "Got threshold\n",
      "cycle 1 field 117 \n",
      "Got threshold\n",
      "cycle 1 field 118 \n",
      "Got threshold\n",
      "cycle 1 field 119 \n",
      "Got threshold\n",
      "cycle 1 field 120 \n",
      "Got threshold\n",
      "cycle 1 field 121 \n",
      "Got threshold\n",
      "cycle 1 field 122 \n",
      "Got threshold\n",
      "cycle 1 field 123 \n",
      "Got threshold\n",
      "cycle 1 field 124 \n",
      "Got threshold\n",
      "cycle 1 field 125 \n",
      "Got threshold\n",
      "cycle 1 field 126 \n",
      "Got threshold\n",
      "cycle 1 field 127 \n",
      "Got threshold\n",
      "cycle 1 field 128 \n",
      "Got threshold\n",
      "cycle 1 field 129 \n",
      "Got threshold\n",
      "cycle 1 field 130 \n",
      "Got threshold\n",
      "cycle 1 field 131 \n",
      "Got threshold\n",
      "cycle 1 field 132 \n",
      "Got threshold\n",
      "cycle 1 field 133 \n",
      "Got threshold\n",
      "cycle 1 field 134 \n",
      "Got threshold\n",
      "cycle 1 field 135 \n",
      "Got threshold\n",
      "cycle 1 field 136 \n",
      "Got threshold\n",
      "cycle 1 field 137 \n",
      "Got threshold\n",
      "cycle 1 field 138 \n",
      "Got threshold\n",
      "cycle 1 field 139 \n",
      "Got threshold\n",
      "cycle 1 field 140 \n",
      "Got threshold\n",
      "cycle 1 field 141 \n",
      "Got threshold\n",
      "cycle 1 field 142 \n",
      "Got threshold\n",
      "cycle 1 field 143 \n",
      "Got threshold\n",
      "cycle 1 field 144 \n",
      "Got threshold\n",
      "cycle 1 field 145 \n",
      "Got threshold\n",
      "cycle 1 field 146 \n",
      "Got threshold\n",
      "cycle 1 field 147 \n",
      "Got threshold\n",
      "cycle 1 field 148 \n",
      "Got threshold\n",
      "cycle 1 field 149 \n",
      "Got threshold\n",
      "cycle 1 field 151 \n",
      "Got threshold\n",
      "cycle 1 field 152 \n",
      "Got threshold\n",
      "cycle 1 field 153 \n",
      "Got threshold\n",
      "cycle 1 field 154 \n",
      "Got threshold\n",
      "cycle 1 field 155 \n",
      "Got threshold\n",
      "cycle 1 field 156 \n",
      "Got threshold\n",
      "cycle 1 field 157 \n",
      "Got threshold\n",
      "cycle 1 field 158 \n",
      "Got threshold\n",
      "cycle 1 field 159 \n",
      "Got threshold\n",
      "cycle 1 field 160 \n",
      "Got threshold\n",
      "cycle 1 field 162 \n",
      "Got threshold\n",
      "cycle 1 field 163 \n",
      "Got threshold\n",
      "cycle 1 field 164 \n",
      "Got threshold\n",
      "cycle 1 field 165 \n",
      "Got threshold\n",
      "cycle 1 field 166 \n",
      "Got threshold\n",
      "cycle 1 field 167 \n",
      "Got threshold\n",
      "cycle 1 field 168 \n",
      "Got threshold\n",
      "cycle 1 field 169 \n",
      "Got threshold\n",
      "cycle 1 field 170 \n",
      "Got threshold\n",
      "cycle 1 field 171 \n",
      "Got threshold\n",
      "cycle 1 field 172 \n",
      "Got threshold\n",
      "cycle 1 field 173 \n",
      "Got threshold\n",
      "cycle 1 field 174 \n",
      "Got threshold\n",
      "cycle 1 field 175 \n",
      "Got threshold\n",
      "cycle 1 field 176 \n",
      "Got threshold\n",
      "cycle 1 field 178 \n",
      "Got threshold\n",
      "cycle 1 field 179 \n",
      "Got threshold\n",
      "cycle 1 field 180 \n",
      "Got threshold\n",
      "cycle 1 field 181 \n",
      "Got threshold\n",
      "cycle 1 field 182 \n",
      "Got threshold\n",
      "cycle 1 field 183 \n",
      "Got threshold\n",
      "cycle 1 field 184 \n",
      "Got threshold\n",
      "cycle 1 field 185 \n",
      "Got threshold\n",
      "cycle 1 field 186 \n",
      "Got threshold\n",
      "cycle 1 field 187 \n",
      "Got threshold\n",
      "cycle 1 field 188 \n",
      "Got threshold\n",
      "cycle 1 field 189 \n",
      "Got threshold\n",
      "cycle 1 field 190 \n",
      "Got threshold\n",
      "cycle 1 field 191 \n",
      "Got threshold\n",
      "cycle 1 field 192 \n",
      "Got threshold\n",
      "cycle 1 field 193 \n",
      "Got threshold\n",
      "cycle 1 field 194 \n",
      "Got threshold\n",
      "cycle 1 field 195 \n",
      "Got threshold\n",
      "cycle 1 field 196 \n",
      "Got threshold\n",
      "cycle 1 field 197 \n",
      "Got threshold\n",
      "cycle 1 field 198 \n",
      "Got threshold\n",
      "cycle 1 field 199 \n",
      "Got threshold\n",
      "cycle 1 field 200 \n",
      "Got threshold\n",
      "cycle 1 field 201 \n",
      "Got threshold\n",
      "cycle 1 field 202 \n",
      "Got threshold\n",
      "cycle 1 field 203 \n",
      "Got threshold\n",
      "cycle 1 field 204 \n",
      "Got threshold\n",
      "cycle 1 field 205 \n",
      "Got threshold\n",
      "cycle 1 field 206 \n",
      "Got threshold\n",
      "cycle 1 field 207 \n",
      "Got threshold\n",
      "cycle 1 field 208 \n",
      "Got threshold\n",
      "cycle 1 field 209 \n",
      "Got threshold\n",
      "cycle 1 field 210 \n",
      "Got threshold\n",
      "cycle 1 field 211 \n",
      "Got threshold\n",
      "cycle 1 field 212 \n",
      "Got threshold\n",
      "cycle 1 field 213 \n",
      "Got threshold\n",
      "cycle 1 field 214 \n",
      "Got threshold\n",
      "cycle 1 field 215 \n",
      "Got threshold\n",
      "cycle 1 field 216 \n",
      "Got threshold\n",
      "cycle 1 field 217 \n",
      "Got threshold\n",
      "cycle 1 field 218 \n",
      "Got threshold\n",
      "cycle 1 field 219 \n",
      "Got threshold\n",
      "cycle 1 field 220 \n",
      "Got threshold\n",
      "cycle 1 field 221 \n",
      "Got threshold\n",
      "cycle 1 field 222 \n",
      "Got threshold\n",
      "cycle 1 field 223 \n",
      "Got threshold\n",
      "cycle 1 field 224 \n",
      "Got threshold\n",
      "cycle 2 field 000 \n",
      "Got threshold\n",
      "cycle 2 field 001 \n",
      "Got threshold\n",
      "cycle 2 field 002 \n",
      "Got threshold\n",
      "cycle 2 field 003 \n",
      "Got threshold\n",
      "cycle 2 field 004 \n",
      "Got threshold\n",
      "cycle 2 field 005 \n",
      "Got threshold\n",
      "cycle 2 field 007 \n",
      "Got threshold\n",
      "cycle 2 field 008 \n",
      "Got threshold\n",
      "cycle 2 field 011 \n",
      "Got threshold\n",
      "cycle 2 field 012 \n",
      "Got threshold\n",
      "cycle 2 field 013 \n",
      "Got threshold\n",
      "cycle 2 field 014 \n",
      "Got threshold\n",
      "cycle 2 field 015 \n",
      "Got threshold\n",
      "cycle 2 field 016 \n",
      "Got threshold\n",
      "cycle 2 field 017 \n",
      "Got threshold\n",
      "cycle 2 field 019 \n",
      "Got threshold\n",
      "cycle 2 field 020 \n",
      "Got threshold\n",
      "cycle 2 field 021 \n",
      "Got threshold\n",
      "cycle 2 field 022 \n",
      "Got threshold\n",
      "cycle 2 field 023 \n",
      "Got threshold\n",
      "cycle 2 field 024 \n",
      "Got threshold\n",
      "cycle 2 field 025 \n",
      "Got threshold\n",
      "cycle 2 field 026 \n",
      "Got threshold\n",
      "cycle 2 field 027 \n",
      "Got threshold\n",
      "cycle 2 field 028 \n",
      "Got threshold\n",
      "cycle 2 field 029 \n",
      "Got threshold\n",
      "cycle 2 field 030 \n",
      "Got threshold\n",
      "cycle 2 field 031 \n",
      "Got threshold\n",
      "cycle 2 field 032 \n",
      "Got threshold\n",
      "cycle 2 field 033 \n",
      "Got threshold\n",
      "cycle 2 field 034 \n",
      "Got threshold\n",
      "cycle 2 field 035 \n",
      "Got threshold\n",
      "cycle 2 field 036 \n",
      "Got threshold\n",
      "cycle 2 field 037 \n",
      "Got threshold\n",
      "cycle 2 field 038 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got threshold\n",
      "cycle 2 field 039 \n",
      "Got threshold\n",
      "cycle 2 field 040 \n",
      "Got threshold\n",
      "cycle 2 field 041 \n",
      "Got threshold\n",
      "cycle 2 field 042 \n",
      "Got threshold\n",
      "cycle 2 field 044 \n",
      "Got threshold\n",
      "cycle 2 field 045 \n",
      "Got threshold\n",
      "cycle 2 field 046 \n",
      "Got threshold\n",
      "cycle 2 field 047 \n",
      "Got threshold\n",
      "cycle 2 field 048 \n",
      "Got threshold\n",
      "cycle 2 field 049 \n",
      "Got threshold\n",
      "cycle 2 field 050 \n",
      "Got threshold\n",
      "cycle 2 field 051 \n",
      "Got threshold\n",
      "cycle 2 field 052 \n",
      "Got threshold\n",
      "cycle 2 field 053 \n",
      "Got threshold\n",
      "cycle 2 field 054 \n",
      "Got threshold\n",
      "cycle 2 field 055 \n",
      "Got threshold\n",
      "cycle 2 field 056 \n",
      "Got threshold\n",
      "cycle 2 field 057 \n",
      "Got threshold\n",
      "cycle 2 field 058 \n",
      "Got threshold\n",
      "cycle 2 field 059 \n",
      "Got threshold\n",
      "cycle 2 field 060 \n",
      "Got threshold\n",
      "cycle 2 field 061 \n",
      "Got threshold\n",
      "cycle 2 field 062 \n",
      "Got threshold\n",
      "cycle 2 field 063 \n",
      "Got threshold\n",
      "cycle 2 field 064 \n",
      "Got threshold\n",
      "cycle 2 field 065 \n",
      "Got threshold\n",
      "cycle 2 field 066 \n",
      "Got threshold\n",
      "cycle 2 field 067 \n",
      "Got threshold\n",
      "cycle 2 field 068 \n",
      "Got threshold\n",
      "cycle 2 field 069 \n",
      "Got threshold\n",
      "cycle 2 field 070 \n",
      "Got threshold\n",
      "cycle 2 field 071 \n",
      "Got threshold\n",
      "cycle 2 field 072 \n",
      "Got threshold\n",
      "cycle 2 field 073 \n",
      "Got threshold\n",
      "cycle 2 field 074 \n",
      "Got threshold\n",
      "cycle 2 field 075 \n",
      "Got threshold\n",
      "cycle 2 field 076 \n",
      "Got threshold\n",
      "cycle 2 field 077 \n",
      "Got threshold\n",
      "cycle 2 field 078 \n",
      "Got threshold\n",
      "cycle 2 field 080 \n",
      "Got threshold\n",
      "cycle 2 field 081 \n",
      "Got threshold\n",
      "cycle 2 field 082 \n",
      "Got threshold\n",
      "cycle 2 field 083 \n",
      "Got threshold\n",
      "cycle 2 field 084 \n",
      "Got threshold\n",
      "cycle 2 field 085 \n",
      "Got threshold\n",
      "cycle 2 field 086 \n",
      "Got threshold\n",
      "cycle 2 field 087 \n",
      "Got threshold\n",
      "cycle 2 field 088 \n",
      "Got threshold\n",
      "cycle 2 field 089 \n",
      "Got threshold\n",
      "cycle 2 field 090 \n",
      "Got threshold\n",
      "cycle 2 field 091 \n",
      "Got threshold\n",
      "cycle 2 field 092 \n",
      "Got threshold\n",
      "cycle 2 field 093 \n",
      "Got threshold\n",
      "cycle 2 field 094 \n",
      "Got threshold\n",
      "cycle 2 field 095 \n",
      "Got threshold\n",
      "cycle 2 field 096 \n",
      "Got threshold\n",
      "cycle 2 field 097 \n",
      "Got threshold\n",
      "cycle 2 field 098 \n",
      "Got threshold\n",
      "cycle 2 field 100 \n",
      "Got threshold\n",
      "cycle 2 field 101 \n",
      "Got threshold\n",
      "cycle 2 field 102 \n",
      "Got threshold\n",
      "cycle 2 field 103 \n",
      "Got threshold\n",
      "cycle 2 field 105 \n",
      "Got threshold\n",
      "cycle 2 field 106 \n",
      "Got threshold\n",
      "cycle 2 field 107 \n",
      "Got threshold\n",
      "cycle 2 field 108 \n",
      "Got threshold\n",
      "cycle 2 field 109 \n",
      "Got threshold\n",
      "cycle 2 field 110 \n",
      "Got threshold\n",
      "cycle 2 field 111 \n",
      "Got threshold\n",
      "cycle 2 field 112 \n",
      "Got threshold\n",
      "cycle 2 field 113 \n",
      "Got threshold\n",
      "cycle 2 field 114 \n",
      "Got threshold\n",
      "cycle 2 field 115 \n",
      "Got threshold\n",
      "cycle 2 field 116 \n",
      "Got threshold\n",
      "cycle 2 field 117 \n",
      "Got threshold\n",
      "cycle 2 field 118 \n",
      "Got threshold\n",
      "cycle 2 field 119 \n",
      "Got threshold\n",
      "cycle 2 field 120 \n",
      "Got threshold\n",
      "cycle 2 field 121 \n",
      "Got threshold\n",
      "cycle 2 field 122 \n",
      "Got threshold\n",
      "cycle 2 field 123 \n",
      "Got threshold\n",
      "cycle 2 field 124 \n",
      "Got threshold\n",
      "cycle 2 field 125 \n",
      "Got threshold\n",
      "cycle 2 field 126 \n",
      "Got threshold\n",
      "cycle 2 field 127 \n",
      "Got threshold\n",
      "cycle 2 field 128 \n",
      "Got threshold\n",
      "cycle 2 field 129 \n",
      "Got threshold\n",
      "cycle 2 field 130 \n",
      "Got threshold\n",
      "cycle 2 field 131 \n",
      "Got threshold\n",
      "cycle 2 field 132 \n",
      "Got threshold\n",
      "cycle 2 field 133 \n",
      "Got threshold\n",
      "cycle 2 field 134 \n",
      "Got threshold\n",
      "cycle 2 field 135 \n",
      "Got threshold\n",
      "cycle 2 field 136 \n",
      "Got threshold\n",
      "cycle 2 field 137 \n",
      "Got threshold\n",
      "cycle 2 field 138 \n",
      "Got threshold\n",
      "cycle 2 field 139 \n",
      "Got threshold\n",
      "cycle 2 field 140 \n",
      "Got threshold\n",
      "cycle 2 field 141 \n",
      "Got threshold\n",
      "cycle 2 field 142 \n",
      "Got threshold\n",
      "cycle 2 field 143 \n",
      "Got threshold\n",
      "cycle 2 field 144 \n",
      "Got threshold\n",
      "cycle 2 field 145 \n",
      "Got threshold\n",
      "cycle 2 field 146 \n",
      "Got threshold\n",
      "cycle 2 field 147 \n",
      "Got threshold\n",
      "cycle 2 field 148 \n",
      "Got threshold\n",
      "cycle 2 field 149 \n",
      "Got threshold\n",
      "cycle 2 field 151 \n",
      "Got threshold\n",
      "cycle 2 field 152 \n",
      "Got threshold\n",
      "cycle 2 field 153 \n",
      "Got threshold\n",
      "cycle 2 field 154 \n",
      "Got threshold\n",
      "cycle 2 field 155 \n",
      "Got threshold\n",
      "cycle 2 field 156 \n",
      "Got threshold\n",
      "cycle 2 field 157 \n",
      "Got threshold\n",
      "cycle 2 field 158 \n",
      "Got threshold\n",
      "cycle 2 field 159 \n",
      "Got threshold\n",
      "cycle 2 field 160 \n",
      "Got threshold\n",
      "cycle 2 field 162 \n",
      "Got threshold\n",
      "cycle 2 field 163 \n",
      "Got threshold\n",
      "cycle 2 field 164 \n",
      "Got threshold\n",
      "cycle 2 field 165 \n",
      "Got threshold\n",
      "cycle 2 field 166 \n",
      "Got threshold\n",
      "cycle 2 field 167 \n",
      "Got threshold\n",
      "cycle 2 field 168 \n",
      "Got threshold\n",
      "cycle 2 field 169 \n",
      "Got threshold\n",
      "cycle 2 field 170 \n",
      "Got threshold\n",
      "cycle 2 field 171 \n",
      "Got threshold\n",
      "cycle 2 field 172 \n",
      "Got threshold\n",
      "cycle 2 field 173 \n",
      "Got threshold\n",
      "cycle 2 field 174 \n",
      "Got threshold\n",
      "cycle 2 field 175 \n",
      "Got threshold\n",
      "cycle 2 field 176 \n",
      "Got threshold\n",
      "cycle 2 field 178 \n",
      "Got threshold\n",
      "cycle 2 field 179 \n",
      "Got threshold\n",
      "cycle 2 field 180 \n",
      "Got threshold\n",
      "cycle 2 field 181 \n",
      "Got threshold\n",
      "cycle 2 field 182 \n",
      "Got threshold\n",
      "cycle 2 field 183 \n",
      "Got threshold\n",
      "cycle 2 field 184 \n",
      "Got threshold\n",
      "cycle 2 field 185 \n",
      "Got threshold\n",
      "cycle 2 field 186 \n",
      "Got threshold\n",
      "cycle 2 field 187 \n",
      "Got threshold\n",
      "cycle 2 field 188 \n",
      "Got threshold\n",
      "cycle 2 field 189 \n",
      "Got threshold\n",
      "cycle 2 field 190 \n",
      "Got threshold\n",
      "cycle 2 field 191 \n",
      "Got threshold\n",
      "cycle 2 field 192 \n",
      "Got threshold\n",
      "cycle 2 field 193 \n",
      "Got threshold\n",
      "cycle 2 field 194 \n",
      "Got threshold\n",
      "cycle 2 field 195 \n",
      "Got threshold\n",
      "cycle 2 field 196 \n",
      "Got threshold\n",
      "cycle 2 field 197 \n",
      "Got threshold\n",
      "cycle 2 field 198 \n",
      "Got threshold\n",
      "cycle 2 field 199 \n",
      "Got threshold\n",
      "cycle 2 field 200 \n",
      "Got threshold\n",
      "cycle 2 field 201 \n",
      "Got threshold\n",
      "cycle 2 field 202 \n",
      "Got threshold\n",
      "cycle 2 field 203 \n",
      "Got threshold\n",
      "cycle 2 field 204 \n",
      "Got threshold\n",
      "cycle 2 field 205 \n",
      "Got threshold\n",
      "cycle 2 field 206 \n",
      "Got threshold\n",
      "cycle 2 field 207 \n",
      "Got threshold\n",
      "cycle 2 field 208 \n",
      "Got threshold\n",
      "cycle 2 field 209 \n",
      "Got threshold\n",
      "cycle 2 field 210 \n",
      "Got threshold\n",
      "cycle 2 field 211 \n",
      "Got threshold\n",
      "cycle 2 field 212 \n",
      "Got threshold\n",
      "cycle 2 field 213 \n",
      "Got threshold\n",
      "cycle 2 field 214 \n",
      "Got threshold\n",
      "cycle 2 field 215 \n",
      "Got threshold\n",
      "cycle 2 field 216 \n",
      "Got threshold\n",
      "cycle 2 field 217 \n",
      "Got threshold\n",
      "cycle 2 field 218 \n",
      "Got threshold\n",
      "cycle 2 field 219 \n",
      "Got threshold\n",
      "cycle 2 field 220 \n",
      "Got threshold\n",
      "cycle 2 field 221 \n",
      "Got threshold\n",
      "cycle 2 field 222 \n",
      "Got threshold\n",
      "cycle 2 field 223 \n",
      "Got threshold\n",
      "cycle 2 field 224 \n",
      "Got threshold\n",
      "cycle 3 field 000 \n",
      "Got threshold\n",
      "cycle 3 field 001 \n",
      "Got threshold\n",
      "cycle 3 field 002 \n",
      "Got threshold\n",
      "cycle 3 field 003 \n",
      "Got threshold\n",
      "cycle 3 field 004 \n",
      "Got threshold\n",
      "cycle 3 field 005 \n",
      "Got threshold\n",
      "cycle 3 field 007 \n",
      "Got threshold\n",
      "cycle 3 field 008 \n",
      "Got threshold\n",
      "cycle 3 field 011 \n",
      "Got threshold\n",
      "cycle 3 field 012 \n",
      "Got threshold\n",
      "cycle 3 field 013 \n",
      "Got threshold\n",
      "cycle 3 field 014 \n",
      "Got threshold\n",
      "cycle 3 field 015 \n",
      "Got threshold\n",
      "cycle 3 field 016 \n",
      "Got threshold\n",
      "cycle 3 field 017 \n",
      "Got threshold\n",
      "cycle 3 field 019 \n",
      "Got threshold\n",
      "cycle 3 field 020 \n",
      "Got threshold\n",
      "cycle 3 field 021 \n",
      "Got threshold\n",
      "cycle 3 field 022 \n",
      "Got threshold\n",
      "cycle 3 field 023 \n",
      "Got threshold\n",
      "cycle 3 field 024 \n",
      "Got threshold\n",
      "cycle 3 field 025 \n",
      "Got threshold\n",
      "cycle 3 field 026 \n",
      "Got threshold\n",
      "cycle 3 field 027 \n",
      "Got threshold\n",
      "cycle 3 field 028 \n",
      "Got threshold\n",
      "cycle 3 field 029 \n",
      "Got threshold\n",
      "cycle 3 field 030 \n",
      "Got threshold\n",
      "cycle 3 field 031 \n",
      "Got threshold\n",
      "cycle 3 field 032 \n",
      "Got threshold\n",
      "cycle 3 field 033 \n",
      "Got threshold\n",
      "cycle 3 field 034 \n",
      "Got threshold\n",
      "cycle 3 field 035 \n",
      "Got threshold\n",
      "cycle 3 field 036 \n",
      "Got threshold\n",
      "cycle 3 field 037 \n",
      "Got threshold\n",
      "cycle 3 field 038 \n",
      "Got threshold\n",
      "cycle 3 field 039 \n",
      "Got threshold\n",
      "cycle 3 field 040 \n",
      "Got threshold\n",
      "cycle 3 field 041 \n",
      "Got threshold\n",
      "cycle 3 field 042 \n",
      "Got threshold\n",
      "cycle 3 field 044 \n",
      "Got threshold\n",
      "cycle 3 field 045 \n",
      "Got threshold\n",
      "cycle 3 field 046 \n",
      "Got threshold\n",
      "cycle 3 field 047 \n",
      "Got threshold\n",
      "cycle 3 field 048 \n",
      "Got threshold\n",
      "cycle 3 field 049 \n",
      "Got threshold\n",
      "cycle 3 field 050 \n",
      "Got threshold\n",
      "cycle 3 field 051 \n",
      "Got threshold\n",
      "cycle 3 field 052 \n",
      "Got threshold\n",
      "cycle 3 field 053 \n",
      "Got threshold\n",
      "cycle 3 field 054 \n",
      "Got threshold\n",
      "cycle 3 field 055 \n",
      "Got threshold\n",
      "cycle 3 field 056 \n",
      "Got threshold\n",
      "cycle 3 field 057 \n",
      "Got threshold\n",
      "cycle 3 field 058 \n",
      "Got threshold\n",
      "cycle 3 field 059 \n",
      "Got threshold\n",
      "cycle 3 field 060 \n",
      "Got threshold\n",
      "cycle 3 field 061 \n",
      "Got threshold\n",
      "cycle 3 field 062 \n",
      "Got threshold\n",
      "cycle 3 field 063 \n",
      "Got threshold\n",
      "cycle 3 field 064 \n",
      "Got threshold\n",
      "cycle 3 field 065 \n",
      "Got threshold\n",
      "cycle 3 field 066 \n",
      "Got threshold\n",
      "cycle 3 field 067 \n",
      "Got threshold\n",
      "cycle 3 field 068 \n",
      "Got threshold\n",
      "cycle 3 field 069 \n",
      "Got threshold\n",
      "cycle 3 field 070 \n",
      "Got threshold\n",
      "cycle 3 field 071 \n",
      "Got threshold\n",
      "cycle 3 field 072 \n",
      "Got threshold\n",
      "cycle 3 field 073 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 3 field 074 \n",
      "Got threshold\n",
      "cycle 3 field 075 \n",
      "Got threshold\n",
      "cycle 3 field 076 \n",
      "Got threshold\n",
      "cycle 3 field 077 \n",
      "Got threshold\n",
      "cycle 3 field 078 \n",
      "Got threshold\n",
      "cycle 3 field 080 \n",
      "Got threshold\n",
      "cycle 3 field 081 \n",
      "Got threshold\n",
      "cycle 3 field 082 \n",
      "Got threshold\n",
      "cycle 3 field 083 \n",
      "Got threshold\n",
      "cycle 3 field 084 \n",
      "Got threshold\n",
      "cycle 3 field 085 \n",
      "Got threshold\n",
      "cycle 3 field 086 \n",
      "Got threshold\n",
      "cycle 3 field 087 \n",
      "Got threshold\n",
      "cycle 3 field 088 \n",
      "Got threshold\n",
      "cycle 3 field 089 \n",
      "Got threshold\n",
      "cycle 3 field 090 \n",
      "Got threshold\n",
      "cycle 3 field 091 \n",
      "Got threshold\n",
      "cycle 3 field 092 \n",
      "Got threshold\n",
      "cycle 3 field 093 \n",
      "Got threshold\n",
      "cycle 3 field 094 \n",
      "Got threshold\n",
      "cycle 3 field 095 \n",
      "Got threshold\n",
      "cycle 3 field 096 \n",
      "Got threshold\n",
      "cycle 3 field 097 \n",
      "Got threshold\n",
      "cycle 3 field 098 \n",
      "Got threshold\n",
      "cycle 3 field 100 \n",
      "Got threshold\n",
      "cycle 3 field 101 \n",
      "Got threshold\n",
      "cycle 3 field 102 \n",
      "Got threshold\n",
      "cycle 3 field 103 \n",
      "Got threshold\n",
      "cycle 3 field 105 \n",
      "Got threshold\n",
      "cycle 3 field 106 \n",
      "Got threshold\n",
      "cycle 3 field 107 \n",
      "Got threshold\n",
      "cycle 3 field 108 \n",
      "Got threshold\n",
      "cycle 3 field 109 \n",
      "Got threshold\n",
      "cycle 3 field 110 \n",
      "Got threshold\n",
      "cycle 3 field 111 \n",
      "Got threshold\n",
      "cycle 3 field 112 \n",
      "Got threshold\n",
      "cycle 3 field 113 \n",
      "Got threshold\n",
      "cycle 3 field 114 \n",
      "Got threshold\n",
      "cycle 3 field 115 \n",
      "Got threshold\n",
      "cycle 3 field 116 \n",
      "Got threshold\n",
      "cycle 3 field 117 \n",
      "Got threshold\n",
      "cycle 3 field 118 \n",
      "Got threshold\n",
      "cycle 3 field 119 \n",
      "Got threshold\n",
      "cycle 3 field 120 \n",
      "Got threshold\n",
      "cycle 3 field 121 \n",
      "Got threshold\n",
      "cycle 3 field 122 \n",
      "Got threshold\n",
      "cycle 3 field 123 \n",
      "Got threshold\n",
      "cycle 3 field 124 \n",
      "Got threshold\n",
      "cycle 3 field 125 \n",
      "Got threshold\n",
      "cycle 3 field 126 \n",
      "Got threshold\n",
      "cycle 3 field 127 \n",
      "Got threshold\n",
      "cycle 3 field 128 \n",
      "Got threshold\n",
      "cycle 3 field 129 \n",
      "Got threshold\n",
      "cycle 3 field 130 \n",
      "Got threshold\n",
      "cycle 3 field 131 \n",
      "Got threshold\n",
      "cycle 3 field 132 \n",
      "Got threshold\n",
      "cycle 3 field 133 \n",
      "Got threshold\n",
      "cycle 3 field 134 \n",
      "Got threshold\n",
      "cycle 3 field 135 \n",
      "Got threshold\n",
      "cycle 3 field 136 \n",
      "Got threshold\n",
      "cycle 3 field 137 \n",
      "Got threshold\n",
      "cycle 3 field 138 \n",
      "Got threshold\n",
      "cycle 3 field 139 \n",
      "Got threshold\n",
      "cycle 3 field 140 \n",
      "Got threshold\n",
      "cycle 3 field 141 \n",
      "Got threshold\n",
      "cycle 3 field 142 \n",
      "Got threshold\n",
      "cycle 3 field 143 \n",
      "Got threshold\n",
      "cycle 3 field 144 \n",
      "Got threshold\n",
      "cycle 3 field 145 \n",
      "Got threshold\n",
      "cycle 3 field 146 \n",
      "Got threshold\n",
      "cycle 3 field 147 \n",
      "Got threshold\n",
      "cycle 3 field 148 \n",
      "Got threshold\n",
      "cycle 3 field 149 \n",
      "Got threshold\n",
      "cycle 3 field 151 \n",
      "Got threshold\n",
      "cycle 3 field 152 \n",
      "Got threshold\n",
      "cycle 3 field 153 \n",
      "Got threshold\n",
      "cycle 3 field 154 \n",
      "Got threshold\n",
      "cycle 3 field 155 \n",
      "Got threshold\n",
      "cycle 3 field 156 \n",
      "Got threshold\n",
      "cycle 3 field 157 \n",
      "Got threshold\n",
      "cycle 3 field 158 \n",
      "Got threshold\n",
      "cycle 3 field 159 \n",
      "Got threshold\n",
      "cycle 3 field 160 \n",
      "Got threshold\n",
      "cycle 3 field 162 \n",
      "Got threshold\n",
      "cycle 3 field 163 \n",
      "Got threshold\n",
      "cycle 3 field 164 \n",
      "Got threshold\n",
      "cycle 3 field 165 \n",
      "Got threshold\n",
      "cycle 3 field 166 \n",
      "Got threshold\n",
      "cycle 3 field 167 \n",
      "Got threshold\n",
      "cycle 3 field 168 \n",
      "Got threshold\n",
      "cycle 3 field 169 \n",
      "Got threshold\n",
      "cycle 3 field 170 \n",
      "Got threshold\n",
      "cycle 3 field 171 \n",
      "Got threshold\n",
      "cycle 3 field 172 \n",
      "Got threshold\n",
      "cycle 3 field 173 \n",
      "Got threshold\n",
      "cycle 3 field 174 \n",
      "Got threshold\n",
      "cycle 3 field 175 \n",
      "Got threshold\n",
      "cycle 3 field 176 \n",
      "Got threshold\n",
      "cycle 3 field 178 \n",
      "Got threshold\n",
      "cycle 3 field 179 \n",
      "Got threshold\n",
      "cycle 3 field 180 \n",
      "Got threshold\n",
      "cycle 3 field 181 \n",
      "Got threshold\n",
      "cycle 3 field 182 \n",
      "Got threshold\n",
      "cycle 3 field 183 \n",
      "Got threshold\n",
      "cycle 3 field 184 \n",
      "Got threshold\n",
      "cycle 3 field 185 \n",
      "Got threshold\n",
      "cycle 3 field 186 \n",
      "Got threshold\n",
      "cycle 3 field 187 \n",
      "Got threshold\n",
      "cycle 3 field 188 \n",
      "Got threshold\n",
      "cycle 3 field 189 \n",
      "Got threshold\n",
      "cycle 3 field 190 \n",
      "Got threshold\n",
      "cycle 3 field 191 \n",
      "Got threshold\n",
      "cycle 3 field 192 \n",
      "Got threshold\n",
      "cycle 3 field 193 \n",
      "Got threshold\n",
      "cycle 3 field 194 \n",
      "Got threshold\n",
      "cycle 3 field 195 \n",
      "Got threshold\n",
      "cycle 3 field 196 \n",
      "Got threshold\n",
      "cycle 3 field 197 \n",
      "Got threshold\n",
      "cycle 3 field 198 \n",
      "Got threshold\n",
      "cycle 3 field 199 \n",
      "Got threshold\n",
      "cycle 3 field 200 \n",
      "Got threshold\n",
      "cycle 3 field 201 \n",
      "Got threshold\n",
      "cycle 3 field 202 \n",
      "Got threshold\n",
      "cycle 3 field 203 \n",
      "Got threshold\n",
      "cycle 3 field 204 \n",
      "Got threshold\n",
      "cycle 3 field 205 \n",
      "Got threshold\n",
      "cycle 3 field 206 \n",
      "Got threshold\n",
      "cycle 3 field 207 \n",
      "Got threshold\n",
      "cycle 3 field 208 \n",
      "Got threshold\n",
      "cycle 3 field 209 \n",
      "Got threshold\n",
      "cycle 3 field 210 \n",
      "Got threshold\n",
      "cycle 3 field 211 \n",
      "Got threshold\n",
      "cycle 3 field 212 \n",
      "Got threshold\n",
      "cycle 3 field 213 \n",
      "Got threshold\n",
      "cycle 3 field 214 \n",
      "Got threshold\n",
      "cycle 3 field 215 \n",
      "Got threshold\n",
      "cycle 3 field 216 \n",
      "Got threshold\n",
      "cycle 3 field 217 \n",
      "Got threshold\n",
      "cycle 3 field 218 \n",
      "Got threshold\n",
      "cycle 3 field 219 \n",
      "Got threshold\n",
      "cycle 3 field 220 \n",
      "Got threshold\n",
      "cycle 3 field 221 \n",
      "Got threshold\n",
      "cycle 3 field 222 \n",
      "Got threshold\n",
      "cycle 3 field 223 \n",
      "Got threshold\n",
      "cycle 3 field 224 \n",
      "Got threshold\n",
      "cycle 4 field 000 \n",
      "Got threshold\n",
      "cycle 4 field 001 \n",
      "Got threshold\n",
      "cycle 4 field 002 \n",
      "Got threshold\n",
      "cycle 4 field 003 \n",
      "Got threshold\n",
      "cycle 4 field 004 \n",
      "Got threshold\n",
      "cycle 4 field 005 \n",
      "Got threshold\n",
      "cycle 4 field 007 \n",
      "Got threshold\n",
      "cycle 4 field 008 \n",
      "Got threshold\n",
      "cycle 4 field 011 \n",
      "Got threshold\n",
      "cycle 4 field 012 \n",
      "Got threshold\n",
      "cycle 4 field 013 \n",
      "Got threshold\n",
      "cycle 4 field 014 \n",
      "Got threshold\n",
      "cycle 4 field 015 \n",
      "Got threshold\n",
      "cycle 4 field 016 \n",
      "Got threshold\n",
      "cycle 4 field 017 \n",
      "Got threshold\n",
      "cycle 4 field 019 \n",
      "Got threshold\n",
      "cycle 4 field 020 \n",
      "Got threshold\n",
      "cycle 4 field 021 \n",
      "Got threshold\n",
      "cycle 4 field 022 \n",
      "Got threshold\n",
      "cycle 4 field 023 \n",
      "Got threshold\n",
      "cycle 4 field 024 \n",
      "Got threshold\n",
      "cycle 4 field 025 \n",
      "Got threshold\n",
      "cycle 4 field 026 \n",
      "Got threshold\n",
      "cycle 4 field 027 \n",
      "Got threshold\n",
      "cycle 4 field 028 \n",
      "Got threshold\n",
      "cycle 4 field 029 \n",
      "Got threshold\n",
      "cycle 4 field 030 \n",
      "Got threshold\n",
      "cycle 4 field 031 \n",
      "Got threshold\n",
      "cycle 4 field 032 \n",
      "Got threshold\n",
      "cycle 4 field 033 \n",
      "Got threshold\n",
      "cycle 4 field 034 \n",
      "Got threshold\n",
      "cycle 4 field 035 \n",
      "Got threshold\n",
      "cycle 4 field 036 \n",
      "Got threshold\n",
      "cycle 4 field 037 \n",
      "Got threshold\n",
      "cycle 4 field 038 \n",
      "Got threshold\n",
      "cycle 4 field 039 \n",
      "Got threshold\n",
      "cycle 4 field 040 \n",
      "Got threshold\n",
      "cycle 4 field 041 \n",
      "Got threshold\n",
      "cycle 4 field 042 \n",
      "Got threshold\n",
      "cycle 4 field 044 \n",
      "Got threshold\n",
      "cycle 4 field 045 \n",
      "Got threshold\n",
      "cycle 4 field 046 \n",
      "Got threshold\n",
      "cycle 4 field 047 \n",
      "Got threshold\n",
      "cycle 4 field 048 \n",
      "Got threshold\n",
      "cycle 4 field 049 \n",
      "Got threshold\n",
      "cycle 4 field 050 \n",
      "Got threshold\n",
      "cycle 4 field 051 \n",
      "Got threshold\n",
      "cycle 4 field 052 \n",
      "Got threshold\n",
      "cycle 4 field 053 \n",
      "Got threshold\n",
      "cycle 4 field 054 \n",
      "Got threshold\n",
      "cycle 4 field 055 \n",
      "Got threshold\n",
      "cycle 4 field 056 \n",
      "Got threshold\n",
      "cycle 4 field 057 \n",
      "Got threshold\n",
      "cycle 4 field 058 \n",
      "Got threshold\n",
      "cycle 4 field 059 \n",
      "Got threshold\n",
      "cycle 4 field 060 \n",
      "Got threshold\n",
      "cycle 4 field 061 \n",
      "Got threshold\n",
      "cycle 4 field 062 \n",
      "Got threshold\n",
      "cycle 4 field 063 \n",
      "Got threshold\n",
      "cycle 4 field 064 \n",
      "Got threshold\n",
      "cycle 4 field 065 \n",
      "Got threshold\n",
      "cycle 4 field 066 \n",
      "Got threshold\n",
      "cycle 4 field 067 \n",
      "Got threshold\n",
      "cycle 4 field 068 \n",
      "Got threshold\n",
      "cycle 4 field 069 \n",
      "Got threshold\n",
      "cycle 4 field 070 \n",
      "Got threshold\n",
      "cycle 4 field 071 \n",
      "Got threshold\n",
      "cycle 4 field 072 \n",
      "Got threshold\n",
      "cycle 4 field 073 \n",
      "Got threshold\n",
      "cycle 4 field 074 \n",
      "Got threshold\n",
      "cycle 4 field 075 \n",
      "Got threshold\n",
      "cycle 4 field 076 \n",
      "Got threshold\n",
      "cycle 4 field 077 \n",
      "Got threshold\n",
      "cycle 4 field 078 \n",
      "Got threshold\n",
      "cycle 4 field 080 \n",
      "Got threshold\n",
      "cycle 4 field 081 \n",
      "Got threshold\n",
      "cycle 4 field 082 \n",
      "Got threshold\n",
      "cycle 4 field 083 \n",
      "Got threshold\n",
      "cycle 4 field 084 \n",
      "Got threshold\n",
      "cycle 4 field 085 \n",
      "Got threshold\n",
      "cycle 4 field 086 \n",
      "Got threshold\n",
      "cycle 4 field 087 \n",
      "Got threshold\n",
      "cycle 4 field 088 \n",
      "Got threshold\n",
      "cycle 4 field 089 \n",
      "Got threshold\n",
      "cycle 4 field 090 \n",
      "Got threshold\n",
      "cycle 4 field 091 \n",
      "Got threshold\n",
      "cycle 4 field 092 \n",
      "Got threshold\n",
      "cycle 4 field 093 \n",
      "Got threshold\n",
      "cycle 4 field 094 \n",
      "Got threshold\n",
      "cycle 4 field 095 \n",
      "Got threshold\n",
      "cycle 4 field 096 \n",
      "Got threshold\n",
      "cycle 4 field 097 \n",
      "Got threshold\n",
      "cycle 4 field 098 \n",
      "Got threshold\n",
      "cycle 4 field 100 \n",
      "Got threshold\n",
      "cycle 4 field 101 \n",
      "Got threshold\n",
      "cycle 4 field 102 \n",
      "Got threshold\n",
      "cycle 4 field 103 \n",
      "Got threshold\n",
      "cycle 4 field 105 \n",
      "Got threshold\n",
      "cycle 4 field 106 \n",
      "Got threshold\n",
      "cycle 4 field 107 \n",
      "Got threshold\n",
      "cycle 4 field 108 \n",
      "Got threshold\n",
      "cycle 4 field 109 \n",
      "Got threshold\n",
      "cycle 4 field 110 \n",
      "Got threshold\n",
      "cycle 4 field 111 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got threshold\n",
      "cycle 4 field 112 \n",
      "Got threshold\n",
      "cycle 4 field 113 \n",
      "Got threshold\n",
      "cycle 4 field 114 \n",
      "Got threshold\n",
      "cycle 4 field 115 \n",
      "Got threshold\n",
      "cycle 4 field 116 \n",
      "Got threshold\n",
      "cycle 4 field 117 \n",
      "Got threshold\n",
      "cycle 4 field 118 \n",
      "Got threshold\n",
      "cycle 4 field 119 \n",
      "Got threshold\n",
      "cycle 4 field 120 \n",
      "Got threshold\n",
      "cycle 4 field 121 \n",
      "Got threshold\n",
      "cycle 4 field 122 \n",
      "Got threshold\n",
      "cycle 4 field 123 \n",
      "Got threshold\n",
      "cycle 4 field 124 \n",
      "Got threshold\n",
      "cycle 4 field 125 \n",
      "Got threshold\n",
      "cycle 4 field 126 \n",
      "Got threshold\n",
      "cycle 4 field 127 \n",
      "Got threshold\n",
      "cycle 4 field 128 \n",
      "Got threshold\n",
      "cycle 4 field 129 \n",
      "Got threshold\n",
      "cycle 4 field 130 \n",
      "Got threshold\n",
      "cycle 4 field 131 \n",
      "Got threshold\n",
      "cycle 4 field 132 \n",
      "Got threshold\n",
      "cycle 4 field 133 \n",
      "Got threshold\n",
      "cycle 4 field 134 \n",
      "Got threshold\n",
      "cycle 4 field 135 \n",
      "Got threshold\n",
      "cycle 4 field 136 \n",
      "Got threshold\n",
      "cycle 4 field 137 \n",
      "Got threshold\n",
      "cycle 4 field 138 \n",
      "Got threshold\n",
      "cycle 4 field 139 \n",
      "Got threshold\n",
      "cycle 4 field 140 \n",
      "Got threshold\n",
      "cycle 4 field 141 \n",
      "Got threshold\n",
      "cycle 4 field 142 \n",
      "Got threshold\n",
      "cycle 4 field 143 \n",
      "Got threshold\n",
      "cycle 4 field 144 \n",
      "Got threshold\n",
      "cycle 4 field 145 \n",
      "Got threshold\n",
      "cycle 4 field 146 \n",
      "Got threshold\n",
      "cycle 4 field 147 \n",
      "Got threshold\n",
      "cycle 4 field 148 \n",
      "Got threshold\n",
      "cycle 4 field 149 \n",
      "Got threshold\n",
      "cycle 4 field 151 \n",
      "Got threshold\n",
      "cycle 4 field 152 \n",
      "Got threshold\n",
      "cycle 4 field 153 \n",
      "Got threshold\n",
      "cycle 4 field 154 \n",
      "Got threshold\n",
      "cycle 4 field 155 \n",
      "Got threshold\n",
      "cycle 4 field 156 \n",
      "Got threshold\n",
      "cycle 4 field 157 \n",
      "Got threshold\n",
      "cycle 4 field 158 \n",
      "Got threshold\n",
      "cycle 4 field 159 \n",
      "Got threshold\n",
      "cycle 4 field 160 \n",
      "Got threshold\n",
      "cycle 4 field 162 \n",
      "Got threshold\n",
      "cycle 4 field 163 \n",
      "Got threshold\n",
      "cycle 4 field 164 \n",
      "Got threshold\n",
      "cycle 4 field 165 \n",
      "Got threshold\n",
      "cycle 4 field 166 \n",
      "Got threshold\n",
      "cycle 4 field 167 \n",
      "Got threshold\n",
      "cycle 4 field 168 \n",
      "Got threshold\n",
      "cycle 4 field 169 \n",
      "Got threshold\n",
      "cycle 4 field 170 \n",
      "Got threshold\n",
      "cycle 4 field 171 \n",
      "Got threshold\n",
      "cycle 4 field 172 \n",
      "Got threshold\n",
      "cycle 4 field 173 \n",
      "Got threshold\n",
      "cycle 4 field 174 \n",
      "Got threshold\n",
      "cycle 4 field 175 \n",
      "Got threshold\n",
      "cycle 4 field 176 \n",
      "Got threshold\n",
      "cycle 4 field 178 \n",
      "Got threshold\n",
      "cycle 4 field 179 \n",
      "Got threshold\n",
      "cycle 4 field 180 \n",
      "Got threshold\n",
      "cycle 4 field 181 \n",
      "Got threshold\n",
      "cycle 4 field 182 \n",
      "Got threshold\n",
      "cycle 4 field 183 \n",
      "Got threshold\n",
      "cycle 4 field 184 \n",
      "Got threshold\n",
      "cycle 4 field 185 \n",
      "Got threshold\n",
      "cycle 4 field 186 \n",
      "Got threshold\n",
      "cycle 4 field 187 \n",
      "Got threshold\n",
      "cycle 4 field 188 \n",
      "Got threshold\n",
      "cycle 4 field 189 \n",
      "Got threshold\n",
      "cycle 4 field 190 \n",
      "Got threshold\n",
      "cycle 4 field 191 \n",
      "Got threshold\n",
      "cycle 4 field 192 \n",
      "Got threshold\n",
      "cycle 4 field 193 \n",
      "Got threshold\n",
      "cycle 4 field 194 \n",
      "Got threshold\n",
      "cycle 4 field 195 \n",
      "Got threshold\n",
      "cycle 4 field 196 \n",
      "Got threshold\n",
      "cycle 4 field 197 \n",
      "Got threshold\n",
      "cycle 4 field 198 \n",
      "Got threshold\n",
      "cycle 4 field 199 \n",
      "Got threshold\n",
      "cycle 4 field 200 \n",
      "Got threshold\n",
      "cycle 4 field 201 \n",
      "Got threshold\n",
      "cycle 4 field 202 \n",
      "Got threshold\n",
      "cycle 4 field 203 \n",
      "Got threshold\n",
      "cycle 4 field 204 \n",
      "Got threshold\n",
      "cycle 4 field 205 \n",
      "Got threshold\n",
      "cycle 4 field 206 \n",
      "Got threshold\n",
      "cycle 4 field 207 \n",
      "Got threshold\n",
      "cycle 4 field 208 \n",
      "Got threshold\n",
      "cycle 4 field 209 \n",
      "Got threshold\n",
      "cycle 4 field 210 \n",
      "Got threshold\n",
      "cycle 4 field 211 \n",
      "Got threshold\n",
      "cycle 4 field 212 \n",
      "Got threshold\n",
      "cycle 4 field 213 \n",
      "Got threshold\n",
      "cycle 4 field 214 \n",
      "Got threshold\n",
      "cycle 4 field 215 \n",
      "Got threshold\n",
      "cycle 4 field 216 \n",
      "Got threshold\n",
      "cycle 4 field 217 \n",
      "Got threshold\n",
      "cycle 4 field 218 \n",
      "Got threshold\n",
      "cycle 4 field 219 \n",
      "Got threshold\n",
      "cycle 4 field 220 \n",
      "Got threshold\n",
      "cycle 4 field 221 \n",
      "Got threshold\n",
      "cycle 4 field 222 \n",
      "Got threshold\n",
      "cycle 4 field 223 \n",
      "Got threshold\n",
      "cycle 4 field 224 \n",
      "Got threshold\n",
      "cycle 5 field 000 \n",
      "Got threshold\n",
      "cycle 5 field 001 \n",
      "Got threshold\n",
      "cycle 5 field 002 \n",
      "Got threshold\n",
      "cycle 5 field 003 \n",
      "Got threshold\n",
      "cycle 5 field 004 \n",
      "Got threshold\n",
      "cycle 5 field 005 \n",
      "Got threshold\n",
      "cycle 5 field 007 \n",
      "Got threshold\n",
      "cycle 5 field 008 \n",
      "Got threshold\n",
      "cycle 5 field 011 \n",
      "Got threshold\n",
      "cycle 5 field 012 \n",
      "Got threshold\n",
      "cycle 5 field 013 \n",
      "Got threshold\n",
      "cycle 5 field 014 \n",
      "Got threshold\n",
      "cycle 5 field 015 \n",
      "Got threshold\n",
      "cycle 5 field 016 \n",
      "Got threshold\n",
      "cycle 5 field 017 \n",
      "Got threshold\n",
      "cycle 5 field 019 \n",
      "Got threshold\n",
      "cycle 5 field 020 \n",
      "Got threshold\n",
      "cycle 5 field 021 \n",
      "Got threshold\n",
      "cycle 5 field 022 \n",
      "Got threshold\n",
      "cycle 5 field 023 \n",
      "Got threshold\n",
      "cycle 5 field 024 \n",
      "Got threshold\n",
      "cycle 5 field 025 \n",
      "Got threshold\n",
      "cycle 5 field 026 \n",
      "Got threshold\n",
      "cycle 5 field 027 \n",
      "Got threshold\n",
      "cycle 5 field 028 \n",
      "Got threshold\n",
      "cycle 5 field 029 \n",
      "Got threshold\n",
      "cycle 5 field 030 \n",
      "Got threshold\n",
      "cycle 5 field 031 \n",
      "Got threshold\n",
      "cycle 5 field 032 \n",
      "Got threshold\n",
      "cycle 5 field 033 \n",
      "Got threshold\n",
      "cycle 5 field 034 \n",
      "Got threshold\n",
      "cycle 5 field 035 \n",
      "Got threshold\n",
      "cycle 5 field 036 \n",
      "Got threshold\n",
      "cycle 5 field 037 \n",
      "Got threshold\n",
      "cycle 5 field 038 \n",
      "Got threshold\n",
      "cycle 5 field 039 \n",
      "Got threshold\n",
      "cycle 5 field 040 \n",
      "Got threshold\n",
      "cycle 5 field 041 \n",
      "Got threshold\n",
      "cycle 5 field 042 \n",
      "Got threshold\n",
      "cycle 5 field 044 \n",
      "Got threshold\n",
      "cycle 5 field 045 \n",
      "Got threshold\n",
      "cycle 5 field 046 \n",
      "Got threshold\n",
      "cycle 5 field 047 \n",
      "Got threshold\n",
      "cycle 5 field 048 \n",
      "Got threshold\n",
      "cycle 5 field 049 \n",
      "Got threshold\n",
      "cycle 5 field 050 \n",
      "Got threshold\n",
      "cycle 5 field 051 \n",
      "Got threshold\n",
      "cycle 5 field 052 \n",
      "Got threshold\n",
      "cycle 5 field 053 \n",
      "Got threshold\n",
      "cycle 5 field 054 \n",
      "Got threshold\n",
      "cycle 5 field 055 \n",
      "Got threshold\n",
      "cycle 5 field 056 \n",
      "Got threshold\n",
      "cycle 5 field 057 \n",
      "Got threshold\n",
      "cycle 5 field 058 \n",
      "Got threshold\n",
      "cycle 5 field 059 \n",
      "Got threshold\n",
      "cycle 5 field 060 \n",
      "Got threshold\n",
      "cycle 5 field 061 \n",
      "Got threshold\n",
      "cycle 5 field 062 \n",
      "Got threshold\n",
      "cycle 5 field 063 \n",
      "Got threshold\n",
      "cycle 5 field 064 \n",
      "Got threshold\n",
      "cycle 5 field 065 \n",
      "Got threshold\n",
      "cycle 5 field 066 \n",
      "Got threshold\n",
      "cycle 5 field 067 \n",
      "Got threshold\n",
      "cycle 5 field 068 \n",
      "Got threshold\n",
      "cycle 5 field 069 \n",
      "Got threshold\n",
      "cycle 5 field 070 \n",
      "Got threshold\n",
      "cycle 5 field 071 \n",
      "Got threshold\n",
      "cycle 5 field 072 \n",
      "Got threshold\n",
      "cycle 5 field 073 \n",
      "Got threshold\n",
      "cycle 5 field 074 \n",
      "Got threshold\n",
      "cycle 5 field 075 \n",
      "Got threshold\n",
      "cycle 5 field 076 \n",
      "Got threshold\n",
      "cycle 5 field 077 \n",
      "Got threshold\n",
      "cycle 5 field 078 \n",
      "Got threshold\n",
      "cycle 5 field 080 \n",
      "Got threshold\n",
      "cycle 5 field 081 \n",
      "Got threshold\n",
      "cycle 5 field 082 \n",
      "Got threshold\n",
      "cycle 5 field 083 \n",
      "Got threshold\n",
      "cycle 5 field 084 \n",
      "Got threshold\n",
      "cycle 5 field 085 \n",
      "Got threshold\n",
      "cycle 5 field 086 \n",
      "Got threshold\n",
      "cycle 5 field 087 \n",
      "Got threshold\n",
      "cycle 5 field 088 \n",
      "Got threshold\n",
      "cycle 5 field 089 \n",
      "Got threshold\n",
      "cycle 5 field 090 \n",
      "Got threshold\n",
      "cycle 5 field 091 \n",
      "Got threshold\n",
      "cycle 5 field 092 \n",
      "Got threshold\n",
      "cycle 5 field 093 \n",
      "Got threshold\n",
      "cycle 5 field 094 \n",
      "Got threshold\n",
      "cycle 5 field 095 \n",
      "Got threshold\n",
      "cycle 5 field 096 \n",
      "Got threshold\n",
      "cycle 5 field 097 \n",
      "Got threshold\n",
      "cycle 5 field 098 \n",
      "Got threshold\n",
      "cycle 5 field 100 \n",
      "Got threshold\n",
      "cycle 5 field 101 \n",
      "Got threshold\n",
      "cycle 5 field 102 \n",
      "Got threshold\n",
      "cycle 5 field 103 \n",
      "Got threshold\n",
      "cycle 5 field 105 \n",
      "Got threshold\n",
      "cycle 5 field 106 \n",
      "Got threshold\n",
      "cycle 5 field 107 \n",
      "Got threshold\n",
      "cycle 5 field 108 \n",
      "Got threshold\n",
      "cycle 5 field 109 \n",
      "Got threshold\n",
      "cycle 5 field 110 \n",
      "Got threshold\n",
      "cycle 5 field 111 \n",
      "Got threshold\n",
      "cycle 5 field 112 \n",
      "Got threshold\n",
      "cycle 5 field 113 \n",
      "Got threshold\n",
      "cycle 5 field 114 \n",
      "Got threshold\n",
      "cycle 5 field 115 \n",
      "Got threshold\n",
      "cycle 5 field 116 \n",
      "Got threshold\n",
      "cycle 5 field 117 \n",
      "Got threshold\n",
      "cycle 5 field 118 \n",
      "Got threshold\n",
      "cycle 5 field 119 \n",
      "Got threshold\n",
      "cycle 5 field 120 \n",
      "Got threshold\n",
      "cycle 5 field 121 \n",
      "Got threshold\n",
      "cycle 5 field 122 \n",
      "Got threshold\n",
      "cycle 5 field 123 \n",
      "Got threshold\n",
      "cycle 5 field 124 \n",
      "Got threshold\n",
      "cycle 5 field 125 \n",
      "Got threshold\n",
      "cycle 5 field 126 \n",
      "Got threshold\n",
      "cycle 5 field 127 \n",
      "Got threshold\n",
      "cycle 5 field 128 \n",
      "Got threshold\n",
      "cycle 5 field 129 \n",
      "Got threshold\n",
      "cycle 5 field 130 \n",
      "Got threshold\n",
      "cycle 5 field 131 \n",
      "Got threshold\n",
      "cycle 5 field 132 \n",
      "Got threshold\n",
      "cycle 5 field 133 \n",
      "Got threshold\n",
      "cycle 5 field 134 \n",
      "Got threshold\n",
      "cycle 5 field 135 \n",
      "Got threshold\n",
      "cycle 5 field 136 \n",
      "Got threshold\n",
      "cycle 5 field 137 \n",
      "Got threshold\n",
      "cycle 5 field 138 \n",
      "Got threshold\n",
      "cycle 5 field 139 \n",
      "Got threshold\n",
      "cycle 5 field 140 \n",
      "Got threshold\n",
      "cycle 5 field 141 \n",
      "Got threshold\n",
      "cycle 5 field 142 \n",
      "Got threshold\n",
      "cycle 5 field 143 \n",
      "Got threshold\n",
      "cycle 5 field 144 \n",
      "Got threshold\n",
      "cycle 5 field 145 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 5 field 146 \n",
      "Got threshold\n",
      "cycle 5 field 147 \n",
      "Got threshold\n",
      "cycle 5 field 148 \n",
      "Got threshold\n",
      "cycle 5 field 149 \n",
      "Got threshold\n",
      "cycle 5 field 151 \n",
      "Got threshold\n",
      "cycle 5 field 152 \n",
      "Got threshold\n",
      "cycle 5 field 153 \n",
      "Got threshold\n",
      "cycle 5 field 154 \n",
      "Got threshold\n",
      "cycle 5 field 155 \n",
      "Got threshold\n",
      "cycle 5 field 156 \n",
      "Got threshold\n",
      "cycle 5 field 157 \n",
      "Got threshold\n",
      "cycle 5 field 158 \n",
      "Got threshold\n",
      "cycle 5 field 159 \n",
      "Got threshold\n",
      "cycle 5 field 160 \n",
      "Got threshold\n",
      "cycle 5 field 162 \n",
      "Got threshold\n",
      "cycle 5 field 163 \n",
      "Got threshold\n",
      "cycle 5 field 164 \n",
      "Got threshold\n",
      "cycle 5 field 165 \n",
      "Got threshold\n",
      "cycle 5 field 166 \n",
      "Got threshold\n",
      "cycle 5 field 167 \n",
      "Got threshold\n",
      "cycle 5 field 168 \n",
      "Got threshold\n",
      "cycle 5 field 169 \n",
      "Got threshold\n",
      "cycle 5 field 170 \n",
      "Got threshold\n",
      "cycle 5 field 171 \n",
      "Got threshold\n",
      "cycle 5 field 172 \n",
      "Got threshold\n",
      "cycle 5 field 173 \n",
      "Got threshold\n",
      "cycle 5 field 174 \n",
      "Got threshold\n",
      "cycle 5 field 175 \n",
      "Got threshold\n",
      "cycle 5 field 176 \n",
      "Got threshold\n",
      "cycle 5 field 178 \n",
      "Got threshold\n",
      "cycle 5 field 179 \n",
      "Got threshold\n",
      "cycle 5 field 180 \n",
      "Got threshold\n",
      "cycle 5 field 181 \n",
      "Got threshold\n",
      "cycle 5 field 182 \n",
      "Got threshold\n",
      "cycle 5 field 183 \n",
      "Got threshold\n",
      "cycle 5 field 184 \n",
      "Got threshold\n",
      "cycle 5 field 185 \n",
      "Got threshold\n",
      "cycle 5 field 186 \n",
      "Got threshold\n",
      "cycle 5 field 187 \n",
      "Got threshold\n",
      "cycle 5 field 188 \n",
      "Got threshold\n",
      "cycle 5 field 189 \n",
      "Got threshold\n",
      "cycle 5 field 190 \n",
      "Got threshold\n",
      "cycle 5 field 191 \n",
      "Got threshold\n",
      "cycle 5 field 192 \n",
      "Got threshold\n",
      "cycle 5 field 193 \n",
      "Got threshold\n",
      "cycle 5 field 194 \n",
      "Got threshold\n",
      "cycle 5 field 195 \n",
      "Got threshold\n",
      "cycle 5 field 196 \n",
      "Got threshold\n",
      "cycle 5 field 197 \n",
      "Got threshold\n",
      "cycle 5 field 198 \n",
      "Got threshold\n",
      "cycle 5 field 199 \n",
      "Got threshold\n",
      "cycle 5 field 200 \n",
      "Got threshold\n",
      "cycle 5 field 201 \n",
      "Got threshold\n",
      "cycle 5 field 202 \n",
      "Got threshold\n",
      "cycle 5 field 203 \n",
      "Got threshold\n",
      "cycle 5 field 204 \n",
      "Got threshold\n",
      "cycle 5 field 205 \n",
      "Got threshold\n",
      "cycle 5 field 206 \n",
      "Got threshold\n",
      "cycle 5 field 207 \n",
      "Got threshold\n",
      "cycle 5 field 208 \n",
      "Got threshold\n",
      "cycle 5 field 209 \n",
      "Got threshold\n",
      "cycle 5 field 210 \n",
      "Got threshold\n",
      "cycle 5 field 211 \n",
      "Got threshold\n",
      "cycle 5 field 212 \n",
      "Got threshold\n",
      "cycle 5 field 213 \n",
      "Got threshold\n",
      "cycle 5 field 214 \n",
      "Got threshold\n",
      "cycle 5 field 215 \n",
      "Got threshold\n",
      "cycle 5 field 216 \n",
      "Got threshold\n",
      "cycle 5 field 217 \n",
      "Got threshold\n",
      "cycle 5 field 218 \n",
      "Got threshold\n",
      "cycle 5 field 219 \n",
      "Got threshold\n",
      "cycle 5 field 220 \n",
      "Got threshold\n",
      "cycle 5 field 221 \n",
      "Got threshold\n",
      "cycle 5 field 222 \n",
      "Got threshold\n",
      "cycle 5 field 223 \n",
      "Got threshold\n",
      "cycle 5 field 224 \n",
      "Got threshold\n",
      "cycle 6 field 000 \n",
      "Got threshold\n",
      "cycle 6 field 001 \n",
      "Got threshold\n",
      "cycle 6 field 002 \n",
      "Got threshold\n",
      "cycle 6 field 003 \n",
      "Got threshold\n",
      "cycle 6 field 004 \n",
      "Got threshold\n",
      "cycle 6 field 005 \n",
      "Got threshold\n",
      "cycle 6 field 007 \n",
      "Got threshold\n",
      "cycle 6 field 008 \n",
      "Got threshold\n",
      "cycle 6 field 011 \n",
      "Got threshold\n",
      "cycle 6 field 012 \n",
      "Got threshold\n",
      "cycle 6 field 013 \n",
      "Got threshold\n",
      "cycle 6 field 014 \n",
      "Got threshold\n",
      "cycle 6 field 015 \n",
      "Got threshold\n",
      "cycle 6 field 016 \n",
      "Got threshold\n",
      "cycle 6 field 017 \n",
      "Got threshold\n",
      "cycle 6 field 019 \n",
      "Got threshold\n",
      "cycle 6 field 020 \n",
      "Got threshold\n",
      "cycle 6 field 021 \n",
      "Got threshold\n",
      "cycle 6 field 022 \n",
      "Got threshold\n",
      "cycle 6 field 023 \n",
      "Got threshold\n",
      "cycle 6 field 024 \n",
      "Got threshold\n",
      "cycle 6 field 025 \n",
      "Got threshold\n",
      "cycle 6 field 026 \n",
      "Got threshold\n",
      "cycle 6 field 027 \n",
      "Got threshold\n",
      "cycle 6 field 028 \n",
      "Got threshold\n",
      "cycle 6 field 029 \n",
      "Got threshold\n",
      "cycle 6 field 030 \n",
      "Got threshold\n",
      "cycle 6 field 031 \n",
      "Got threshold\n",
      "cycle 6 field 032 \n",
      "Got threshold\n",
      "cycle 6 field 033 \n",
      "Got threshold\n",
      "cycle 6 field 034 \n",
      "Got threshold\n",
      "cycle 6 field 035 \n",
      "Got threshold\n",
      "cycle 6 field 036 \n",
      "Got threshold\n",
      "cycle 6 field 037 \n",
      "Got threshold\n",
      "cycle 6 field 038 \n",
      "Got threshold\n",
      "cycle 6 field 039 \n",
      "Got threshold\n",
      "cycle 6 field 040 \n",
      "Got threshold\n",
      "cycle 6 field 041 \n",
      "Got threshold\n",
      "cycle 6 field 042 \n",
      "Got threshold\n",
      "cycle 6 field 044 \n",
      "Got threshold\n",
      "cycle 6 field 045 \n",
      "Got threshold\n",
      "cycle 6 field 046 \n",
      "Got threshold\n",
      "cycle 6 field 047 \n",
      "Got threshold\n",
      "cycle 6 field 048 \n",
      "Got threshold\n",
      "cycle 6 field 049 \n",
      "Got threshold\n",
      "cycle 6 field 050 \n",
      "Got threshold\n",
      "cycle 6 field 051 \n",
      "Got threshold\n",
      "cycle 6 field 052 \n",
      "Got threshold\n",
      "cycle 6 field 053 \n",
      "Got threshold\n",
      "cycle 6 field 054 \n",
      "Got threshold\n",
      "cycle 6 field 055 \n",
      "Got threshold\n",
      "cycle 6 field 056 \n",
      "Got threshold\n",
      "cycle 6 field 057 \n",
      "Got threshold\n",
      "cycle 6 field 058 \n",
      "Got threshold\n",
      "cycle 6 field 059 \n",
      "Got threshold\n",
      "cycle 6 field 060 \n",
      "Got threshold\n",
      "cycle 6 field 061 \n",
      "Got threshold\n",
      "cycle 6 field 062 \n",
      "Got threshold\n",
      "cycle 6 field 063 \n",
      "Got threshold\n",
      "cycle 6 field 064 \n",
      "Got threshold\n",
      "cycle 6 field 065 \n",
      "Got threshold\n",
      "cycle 6 field 066 \n",
      "Got threshold\n",
      "cycle 6 field 067 \n",
      "Got threshold\n",
      "cycle 6 field 068 \n",
      "Got threshold\n",
      "cycle 6 field 069 \n",
      "Got threshold\n",
      "cycle 6 field 070 \n",
      "Got threshold\n",
      "cycle 6 field 071 \n",
      "Got threshold\n",
      "cycle 6 field 072 \n",
      "Got threshold\n",
      "cycle 6 field 073 \n",
      "Got threshold\n",
      "cycle 6 field 074 \n",
      "Got threshold\n",
      "cycle 6 field 075 \n",
      "Got threshold\n",
      "cycle 6 field 076 \n",
      "Got threshold\n",
      "cycle 6 field 077 \n",
      "Got threshold\n",
      "cycle 6 field 078 \n",
      "Got threshold\n",
      "cycle 6 field 080 \n",
      "Got threshold\n",
      "cycle 6 field 081 \n",
      "Got threshold\n",
      "cycle 6 field 082 \n",
      "Got threshold\n",
      "cycle 6 field 083 \n",
      "Got threshold\n",
      "cycle 6 field 084 \n",
      "Got threshold\n",
      "cycle 6 field 085 \n",
      "Got threshold\n",
      "cycle 6 field 086 \n",
      "Got threshold\n",
      "cycle 6 field 087 \n",
      "Got threshold\n",
      "cycle 6 field 088 \n",
      "Got threshold\n",
      "cycle 6 field 089 \n",
      "Got threshold\n",
      "cycle 6 field 090 \n",
      "Got threshold\n",
      "cycle 6 field 091 \n",
      "Got threshold\n",
      "cycle 6 field 092 \n",
      "Got threshold\n",
      "cycle 6 field 093 \n",
      "Got threshold\n",
      "cycle 6 field 094 \n",
      "Got threshold\n",
      "cycle 6 field 095 \n",
      "Got threshold\n",
      "cycle 6 field 096 \n",
      "Got threshold\n",
      "cycle 6 field 097 \n",
      "Got threshold\n",
      "cycle 6 field 098 \n",
      "Got threshold\n",
      "cycle 6 field 100 \n",
      "Got threshold\n",
      "cycle 6 field 101 \n",
      "Got threshold\n",
      "cycle 6 field 102 \n",
      "Got threshold\n",
      "cycle 6 field 103 \n",
      "Got threshold\n",
      "cycle 6 field 105 \n",
      "Got threshold\n",
      "cycle 6 field 106 \n",
      "Got threshold\n",
      "cycle 6 field 107 \n",
      "Got threshold\n",
      "cycle 6 field 108 \n",
      "Got threshold\n",
      "cycle 6 field 109 \n",
      "Got threshold\n",
      "cycle 6 field 110 \n",
      "Got threshold\n",
      "cycle 6 field 111 \n",
      "Got threshold\n",
      "cycle 6 field 112 \n",
      "Got threshold\n",
      "cycle 6 field 113 \n",
      "Got threshold\n",
      "cycle 6 field 114 \n",
      "Got threshold\n",
      "cycle 6 field 115 \n",
      "Got threshold\n",
      "cycle 6 field 116 \n",
      "Got threshold\n",
      "cycle 6 field 117 \n",
      "Got threshold\n",
      "cycle 6 field 118 \n",
      "Got threshold\n",
      "cycle 6 field 119 \n",
      "Got threshold\n",
      "cycle 6 field 120 \n",
      "Got threshold\n",
      "cycle 6 field 121 \n",
      "Got threshold\n",
      "cycle 6 field 122 \n",
      "Got threshold\n",
      "cycle 6 field 123 \n",
      "Got threshold\n",
      "cycle 6 field 124 \n",
      "Got threshold\n",
      "cycle 6 field 125 \n",
      "Got threshold\n",
      "cycle 6 field 126 \n",
      "Got threshold\n",
      "cycle 6 field 127 \n",
      "Got threshold\n",
      "cycle 6 field 128 \n",
      "Got threshold\n",
      "cycle 6 field 129 \n",
      "Got threshold\n",
      "cycle 6 field 130 \n",
      "Got threshold\n",
      "cycle 6 field 131 \n",
      "Got threshold\n",
      "cycle 6 field 132 \n",
      "Got threshold\n",
      "cycle 6 field 133 \n",
      "Got threshold\n",
      "cycle 6 field 134 \n",
      "Got threshold\n",
      "cycle 6 field 135 \n",
      "Got threshold\n",
      "cycle 6 field 136 \n",
      "Got threshold\n",
      "cycle 6 field 137 \n",
      "Got threshold\n",
      "cycle 6 field 138 \n",
      "Got threshold\n",
      "cycle 6 field 139 \n",
      "Got threshold\n",
      "cycle 6 field 140 \n",
      "Got threshold\n",
      "cycle 6 field 141 \n",
      "Got threshold\n",
      "cycle 6 field 142 \n",
      "Got threshold\n",
      "cycle 6 field 143 \n",
      "Got threshold\n",
      "cycle 6 field 144 \n",
      "Got threshold\n",
      "cycle 6 field 145 \n",
      "Got threshold\n",
      "cycle 6 field 146 \n",
      "Got threshold\n",
      "cycle 6 field 147 \n",
      "Got threshold\n",
      "cycle 6 field 148 \n",
      "Got threshold\n",
      "cycle 6 field 149 \n",
      "Got threshold\n",
      "cycle 6 field 151 \n",
      "Got threshold\n",
      "cycle 6 field 152 \n",
      "Got threshold\n",
      "cycle 6 field 153 \n",
      "Got threshold\n",
      "cycle 6 field 154 \n",
      "Got threshold\n",
      "cycle 6 field 155 \n",
      "Got threshold\n",
      "cycle 6 field 156 \n",
      "Got threshold\n",
      "cycle 6 field 157 \n",
      "Got threshold\n",
      "cycle 6 field 158 \n",
      "Got threshold\n",
      "cycle 6 field 159 \n",
      "Got threshold\n",
      "cycle 6 field 160 \n",
      "Got threshold\n",
      "cycle 6 field 162 \n",
      "Got threshold\n",
      "cycle 6 field 163 \n",
      "Got threshold\n",
      "cycle 6 field 164 \n",
      "Got threshold\n",
      "cycle 6 field 165 \n",
      "Got threshold\n",
      "cycle 6 field 166 \n",
      "Got threshold\n",
      "cycle 6 field 167 \n",
      "Got threshold\n",
      "cycle 6 field 168 \n",
      "Got threshold\n",
      "cycle 6 field 169 \n",
      "Got threshold\n",
      "cycle 6 field 170 \n",
      "Got threshold\n",
      "cycle 6 field 171 \n",
      "Got threshold\n",
      "cycle 6 field 172 \n",
      "Got threshold\n",
      "cycle 6 field 173 \n",
      "Got threshold\n",
      "cycle 6 field 174 \n",
      "Got threshold\n",
      "cycle 6 field 175 \n",
      "Got threshold\n",
      "cycle 6 field 176 \n",
      "Got threshold\n",
      "cycle 6 field 178 \n",
      "Got threshold\n",
      "cycle 6 field 179 \n",
      "Got threshold\n",
      "cycle 6 field 180 \n",
      "Got threshold\n",
      "cycle 6 field 181 \n",
      "Got threshold\n",
      "cycle 6 field 182 \n",
      "Got threshold\n",
      "cycle 6 field 183 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got threshold\n",
      "cycle 6 field 184 \n",
      "Got threshold\n",
      "cycle 6 field 185 \n",
      "Got threshold\n",
      "cycle 6 field 186 \n",
      "Got threshold\n",
      "cycle 6 field 187 \n",
      "Got threshold\n",
      "cycle 6 field 188 \n",
      "Got threshold\n",
      "cycle 6 field 189 \n",
      "Got threshold\n",
      "cycle 6 field 190 \n",
      "Got threshold\n",
      "cycle 6 field 191 \n",
      "Got threshold\n",
      "cycle 6 field 192 \n",
      "Got threshold\n",
      "cycle 6 field 193 \n",
      "Got threshold\n",
      "cycle 6 field 194 \n",
      "Got threshold\n",
      "cycle 6 field 195 \n",
      "Got threshold\n",
      "cycle 6 field 196 \n",
      "Got threshold\n",
      "cycle 6 field 197 \n",
      "Got threshold\n",
      "cycle 6 field 198 \n",
      "Got threshold\n",
      "cycle 6 field 199 \n",
      "Got threshold\n",
      "cycle 6 field 200 \n",
      "Got threshold\n",
      "cycle 6 field 201 \n",
      "Got threshold\n",
      "cycle 6 field 202 \n",
      "Got threshold\n",
      "cycle 6 field 203 \n",
      "Got threshold\n",
      "cycle 6 field 204 \n",
      "Got threshold\n",
      "cycle 6 field 205 \n",
      "Got threshold\n",
      "cycle 6 field 206 \n",
      "Got threshold\n",
      "cycle 6 field 207 \n",
      "Got threshold\n",
      "cycle 6 field 208 \n",
      "Got threshold\n",
      "cycle 6 field 209 \n",
      "Got threshold\n",
      "cycle 6 field 210 \n",
      "Got threshold\n",
      "cycle 6 field 211 \n",
      "Got threshold\n",
      "cycle 6 field 212 \n",
      "Got threshold\n",
      "cycle 6 field 213 \n",
      "Got threshold\n",
      "cycle 6 field 214 \n",
      "Got threshold\n",
      "cycle 6 field 215 \n",
      "Got threshold\n",
      "cycle 6 field 216 \n",
      "Got threshold\n",
      "cycle 6 field 217 \n",
      "Got threshold\n",
      "cycle 6 field 218 \n",
      "Got threshold\n",
      "cycle 6 field 219 \n",
      "Got threshold\n",
      "cycle 6 field 220 \n",
      "Got threshold\n",
      "cycle 6 field 221 \n",
      "Got threshold\n",
      "cycle 6 field 222 \n",
      "Got threshold\n",
      "cycle 6 field 223 \n",
      "Got threshold\n",
      "cycle 6 field 224 \n",
      "Got threshold\n",
      "cycle 7 field 000 \n",
      "Got threshold\n",
      "cycle 7 field 001 \n",
      "Got threshold\n",
      "cycle 7 field 002 \n",
      "Got threshold\n",
      "cycle 7 field 003 \n",
      "Got threshold\n",
      "cycle 7 field 004 \n",
      "Got threshold\n",
      "cycle 7 field 005 \n",
      "Got threshold\n",
      "cycle 7 field 007 \n",
      "Got threshold\n",
      "cycle 7 field 008 \n",
      "Got threshold\n",
      "cycle 7 field 011 \n",
      "Got threshold\n",
      "cycle 7 field 012 \n",
      "Got threshold\n",
      "cycle 7 field 013 \n",
      "Got threshold\n",
      "cycle 7 field 014 \n",
      "Got threshold\n",
      "cycle 7 field 015 \n",
      "Got threshold\n",
      "cycle 7 field 016 \n",
      "Got threshold\n",
      "cycle 7 field 017 \n",
      "Got threshold\n",
      "cycle 7 field 019 \n",
      "Got threshold\n",
      "cycle 7 field 020 \n",
      "Got threshold\n",
      "cycle 7 field 021 \n",
      "Got threshold\n",
      "cycle 7 field 022 \n",
      "Got threshold\n",
      "cycle 7 field 023 \n",
      "Got threshold\n",
      "cycle 7 field 024 \n",
      "Got threshold\n",
      "cycle 7 field 025 \n",
      "Got threshold\n",
      "cycle 7 field 026 \n",
      "Got threshold\n",
      "cycle 7 field 027 \n",
      "Got threshold\n",
      "cycle 7 field 028 \n",
      "Got threshold\n",
      "cycle 7 field 029 \n",
      "Got threshold\n",
      "cycle 7 field 030 \n",
      "Got threshold\n",
      "cycle 7 field 031 \n",
      "Got threshold\n",
      "cycle 7 field 032 \n",
      "Got threshold\n",
      "cycle 7 field 033 \n",
      "Got threshold\n",
      "cycle 7 field 034 \n",
      "Got threshold\n",
      "cycle 7 field 035 \n",
      "Got threshold\n",
      "cycle 7 field 036 \n",
      "Got threshold\n",
      "cycle 7 field 037 \n",
      "Got threshold\n",
      "cycle 7 field 038 \n",
      "Got threshold\n",
      "cycle 7 field 039 \n",
      "Got threshold\n",
      "cycle 7 field 040 \n",
      "Got threshold\n",
      "cycle 7 field 041 \n",
      "Got threshold\n",
      "cycle 7 field 042 \n",
      "Got threshold\n",
      "cycle 7 field 044 \n",
      "Got threshold\n",
      "cycle 7 field 045 \n",
      "Got threshold\n",
      "cycle 7 field 046 \n",
      "Got threshold\n",
      "cycle 7 field 047 \n",
      "Got threshold\n",
      "cycle 7 field 048 \n",
      "Got threshold\n",
      "cycle 7 field 049 \n",
      "Got threshold\n",
      "cycle 7 field 050 \n",
      "Got threshold\n",
      "cycle 7 field 051 \n",
      "Got threshold\n",
      "cycle 7 field 052 \n",
      "Got threshold\n",
      "cycle 7 field 053 \n",
      "Got threshold\n",
      "cycle 7 field 054 \n",
      "Got threshold\n",
      "cycle 7 field 055 \n",
      "Got threshold\n",
      "cycle 7 field 056 \n",
      "Got threshold\n",
      "cycle 7 field 057 \n",
      "Got threshold\n",
      "cycle 7 field 058 \n",
      "Got threshold\n",
      "cycle 7 field 059 \n",
      "Got threshold\n",
      "cycle 7 field 060 \n",
      "Got threshold\n",
      "cycle 7 field 061 \n",
      "Got threshold\n",
      "cycle 7 field 062 \n",
      "Got threshold\n",
      "cycle 7 field 063 \n",
      "Got threshold\n",
      "cycle 7 field 064 \n",
      "Got threshold\n",
      "cycle 7 field 065 \n",
      "Got threshold\n",
      "cycle 7 field 066 \n",
      "Got threshold\n",
      "cycle 7 field 067 \n",
      "Got threshold\n",
      "cycle 7 field 068 \n",
      "Got threshold\n",
      "cycle 7 field 069 \n",
      "Got threshold\n",
      "cycle 7 field 070 \n",
      "Got threshold\n",
      "cycle 7 field 071 \n",
      "Got threshold\n",
      "cycle 7 field 072 \n",
      "Got threshold\n",
      "cycle 7 field 073 \n",
      "Got threshold\n",
      "cycle 7 field 074 \n",
      "Got threshold\n",
      "cycle 7 field 075 \n",
      "Got threshold\n",
      "cycle 7 field 076 \n",
      "Got threshold\n",
      "cycle 7 field 077 \n",
      "Got threshold\n",
      "cycle 7 field 078 \n",
      "Got threshold\n",
      "cycle 7 field 080 \n",
      "Got threshold\n",
      "cycle 7 field 081 \n",
      "Got threshold\n",
      "cycle 7 field 082 \n",
      "Got threshold\n",
      "cycle 7 field 083 \n",
      "Got threshold\n",
      "cycle 7 field 084 \n",
      "Got threshold\n",
      "cycle 7 field 085 \n",
      "Got threshold\n",
      "cycle 7 field 086 \n",
      "Got threshold\n",
      "cycle 7 field 087 \n",
      "Got threshold\n",
      "cycle 7 field 088 \n",
      "Got threshold\n",
      "cycle 7 field 089 \n",
      "Got threshold\n",
      "cycle 7 field 090 \n",
      "Got threshold\n",
      "cycle 7 field 091 \n",
      "Got threshold\n",
      "cycle 7 field 092 \n",
      "Got threshold\n",
      "cycle 7 field 093 \n",
      "Got threshold\n",
      "cycle 7 field 094 \n",
      "Got threshold\n",
      "cycle 7 field 095 \n",
      "Got threshold\n",
      "cycle 7 field 096 \n",
      "Got threshold\n",
      "cycle 7 field 097 \n",
      "Got threshold\n",
      "cycle 7 field 098 \n",
      "Got threshold\n",
      "cycle 7 field 100 \n",
      "Got threshold\n",
      "cycle 7 field 101 \n",
      "Got threshold\n",
      "cycle 7 field 102 \n",
      "Got threshold\n",
      "cycle 7 field 103 \n",
      "Got threshold\n",
      "cycle 7 field 105 \n",
      "Got threshold\n",
      "cycle 7 field 106 \n",
      "Got threshold\n",
      "cycle 7 field 107 \n",
      "Got threshold\n",
      "cycle 7 field 108 \n",
      "Got threshold\n",
      "cycle 7 field 109 \n",
      "Got threshold\n",
      "cycle 7 field 110 \n",
      "Got threshold\n",
      "cycle 7 field 111 \n",
      "Got threshold\n",
      "cycle 7 field 112 \n",
      "Got threshold\n",
      "cycle 7 field 113 \n",
      "Got threshold\n",
      "cycle 7 field 114 \n",
      "Got threshold\n",
      "cycle 7 field 115 \n",
      "Got threshold\n",
      "cycle 7 field 116 \n",
      "Got threshold\n",
      "cycle 7 field 117 \n",
      "Got threshold\n",
      "cycle 7 field 118 \n",
      "Got threshold\n",
      "cycle 7 field 119 \n",
      "Got threshold\n",
      "cycle 7 field 120 \n",
      "Got threshold\n",
      "cycle 7 field 121 \n",
      "Got threshold\n",
      "cycle 7 field 122 \n",
      "Got threshold\n",
      "cycle 7 field 123 \n",
      "Got threshold\n",
      "cycle 7 field 124 \n",
      "Got threshold\n",
      "cycle 7 field 125 \n",
      "Got threshold\n",
      "cycle 7 field 126 \n",
      "Got threshold\n",
      "cycle 7 field 127 \n",
      "Got threshold\n",
      "cycle 7 field 128 \n",
      "Got threshold\n",
      "cycle 7 field 129 \n",
      "Got threshold\n",
      "cycle 7 field 130 \n",
      "Got threshold\n",
      "cycle 7 field 131 \n",
      "Got threshold\n",
      "cycle 7 field 132 \n",
      "Got threshold\n",
      "cycle 7 field 133 \n",
      "Got threshold\n",
      "cycle 7 field 134 \n",
      "Got threshold\n",
      "cycle 7 field 135 \n",
      "Got threshold\n",
      "cycle 7 field 136 \n",
      "Got threshold\n",
      "cycle 7 field 137 \n",
      "Got threshold\n",
      "cycle 7 field 138 \n",
      "Got threshold\n",
      "cycle 7 field 139 \n",
      "Got threshold\n",
      "cycle 7 field 140 \n",
      "Got threshold\n",
      "cycle 7 field 141 \n",
      "Got threshold\n",
      "cycle 7 field 142 \n",
      "Got threshold\n",
      "cycle 7 field 143 \n",
      "Got threshold\n",
      "cycle 7 field 144 \n",
      "Got threshold\n",
      "cycle 7 field 145 \n",
      "Got threshold\n",
      "cycle 7 field 146 \n",
      "Got threshold\n",
      "cycle 7 field 147 \n",
      "Got threshold\n",
      "cycle 7 field 148 \n",
      "Got threshold\n",
      "cycle 7 field 149 \n",
      "Got threshold\n",
      "cycle 7 field 151 \n",
      "Got threshold\n",
      "cycle 7 field 152 \n",
      "Got threshold\n",
      "cycle 7 field 153 \n",
      "Got threshold\n",
      "cycle 7 field 154 \n",
      "Got threshold\n",
      "cycle 7 field 155 \n",
      "Got threshold\n",
      "cycle 7 field 156 \n",
      "Got threshold\n",
      "cycle 7 field 157 \n",
      "Got threshold\n",
      "cycle 7 field 158 \n",
      "Got threshold\n",
      "cycle 7 field 159 \n",
      "Got threshold\n",
      "cycle 7 field 160 \n",
      "Got threshold\n",
      "cycle 7 field 162 \n",
      "Got threshold\n",
      "cycle 7 field 163 \n",
      "Got threshold\n",
      "cycle 7 field 164 \n",
      "Got threshold\n",
      "cycle 7 field 165 \n",
      "Got threshold\n",
      "cycle 7 field 166 \n",
      "Got threshold\n",
      "cycle 7 field 167 \n",
      "Got threshold\n",
      "cycle 7 field 168 \n",
      "Got threshold\n",
      "cycle 7 field 169 \n",
      "Got threshold\n",
      "cycle 7 field 170 \n",
      "Got threshold\n",
      "cycle 7 field 171 \n",
      "Got threshold\n",
      "cycle 7 field 172 \n",
      "Got threshold\n",
      "cycle 7 field 173 \n",
      "Got threshold\n",
      "cycle 7 field 174 \n",
      "Got threshold\n",
      "cycle 7 field 175 \n",
      "Got threshold\n",
      "cycle 7 field 176 \n",
      "Got threshold\n",
      "cycle 7 field 178 \n",
      "Got threshold\n",
      "cycle 7 field 179 \n",
      "Got threshold\n",
      "cycle 7 field 180 \n",
      "Got threshold\n",
      "cycle 7 field 181 \n",
      "Got threshold\n",
      "cycle 7 field 182 \n",
      "Got threshold\n",
      "cycle 7 field 183 \n",
      "Got threshold\n",
      "cycle 7 field 184 \n",
      "Got threshold\n",
      "cycle 7 field 185 \n",
      "Got threshold\n",
      "cycle 7 field 186 \n",
      "Got threshold\n",
      "cycle 7 field 187 \n",
      "Got threshold\n",
      "cycle 7 field 188 \n",
      "Got threshold\n",
      "cycle 7 field 189 \n",
      "Got threshold\n",
      "cycle 7 field 190 \n",
      "Got threshold\n",
      "cycle 7 field 191 \n",
      "Got threshold\n",
      "cycle 7 field 192 \n",
      "Got threshold\n",
      "cycle 7 field 193 \n",
      "Got threshold\n",
      "cycle 7 field 194 \n",
      "Got threshold\n",
      "cycle 7 field 195 \n",
      "Got threshold\n",
      "cycle 7 field 196 \n",
      "Got threshold\n",
      "cycle 7 field 197 \n",
      "Got threshold\n",
      "cycle 7 field 198 \n",
      "Got threshold\n",
      "cycle 7 field 199 \n",
      "Got threshold\n",
      "cycle 7 field 200 \n",
      "Got threshold\n",
      "cycle 7 field 201 \n",
      "Got threshold\n",
      "cycle 7 field 202 \n",
      "Got threshold\n",
      "cycle 7 field 203 \n",
      "Got threshold\n",
      "cycle 7 field 204 \n",
      "Got threshold\n",
      "cycle 7 field 205 \n",
      "Got threshold\n",
      "cycle 7 field 206 \n",
      "Got threshold\n",
      "cycle 7 field 207 \n",
      "Got threshold\n",
      "cycle 7 field 208 \n",
      "Got threshold\n",
      "cycle 7 field 209 \n",
      "Got threshold\n",
      "cycle 7 field 210 \n",
      "Got threshold\n",
      "cycle 7 field 211 \n",
      "Got threshold\n",
      "cycle 7 field 212 \n",
      "Got threshold\n",
      "cycle 7 field 213 \n",
      "Got threshold\n",
      "cycle 7 field 214 \n",
      "Got threshold\n",
      "cycle 7 field 215 \n",
      "Got threshold\n",
      "cycle 7 field 216 \n",
      "Got threshold\n",
      "cycle 7 field 217 \n",
      "Got threshold\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cycle 7 field 218 \n",
      "Got threshold\n",
      "cycle 7 field 219 \n",
      "Got threshold\n",
      "cycle 7 field 220 \n",
      "Got threshold\n",
      "cycle 7 field 221 \n",
      "Got threshold\n",
      "cycle 7 field 222 \n",
      "Got threshold\n",
      "cycle 7 field 223 \n",
      "Got threshold\n",
      "cycle 7 field 224 \n",
      "Got threshold\n",
      "cycle 8 field 000 \n",
      "Got threshold\n",
      "cycle 8 field 001 \n",
      "Got threshold\n",
      "cycle 8 field 002 \n",
      "Got threshold\n",
      "cycle 8 field 003 \n",
      "Got threshold\n",
      "cycle 8 field 004 \n",
      "Got threshold\n",
      "cycle 8 field 005 \n",
      "Got threshold\n",
      "cycle 8 field 007 \n",
      "Got threshold\n",
      "cycle 8 field 008 \n",
      "Got threshold\n",
      "cycle 8 field 011 \n",
      "Got threshold\n",
      "cycle 8 field 012 \n",
      "Got threshold\n",
      "cycle 8 field 013 \n",
      "Got threshold\n",
      "cycle 8 field 014 \n",
      "Got threshold\n",
      "cycle 8 field 015 \n",
      "Got threshold\n",
      "cycle 8 field 016 \n",
      "Got threshold\n",
      "cycle 8 field 017 \n",
      "Got threshold\n",
      "cycle 8 field 019 \n",
      "Got threshold\n",
      "cycle 8 field 020 \n",
      "Got threshold\n",
      "cycle 8 field 021 \n",
      "Got threshold\n",
      "cycle 8 field 022 \n",
      "Got threshold\n",
      "cycle 8 field 023 \n",
      "Got threshold\n",
      "cycle 8 field 024 \n",
      "Got threshold\n",
      "cycle 8 field 025 \n",
      "Got threshold\n",
      "cycle 8 field 026 \n",
      "Got threshold\n",
      "cycle 8 field 027 \n",
      "Got threshold\n",
      "cycle 8 field 028 \n",
      "Got threshold\n",
      "cycle 8 field 029 \n",
      "Got threshold\n",
      "cycle 8 field 030 \n",
      "Got threshold\n",
      "cycle 8 field 031 \n",
      "Got threshold\n",
      "cycle 8 field 032 \n",
      "Got threshold\n",
      "cycle 8 field 033 \n",
      "Got threshold\n",
      "cycle 8 field 034 \n",
      "Got threshold\n",
      "cycle 8 field 035 \n",
      "Got threshold\n",
      "cycle 8 field 036 \n",
      "Got threshold\n",
      "cycle 8 field 037 \n",
      "Got threshold\n",
      "cycle 8 field 038 \n",
      "Got threshold\n",
      "cycle 8 field 039 \n",
      "Got threshold\n",
      "cycle 8 field 040 \n",
      "Got threshold\n",
      "cycle 8 field 041 \n",
      "Got threshold\n",
      "cycle 8 field 042 \n",
      "Got threshold\n",
      "cycle 8 field 044 \n",
      "Got threshold\n",
      "cycle 8 field 045 \n",
      "Got threshold\n",
      "cycle 8 field 046 \n",
      "Got threshold\n",
      "cycle 8 field 047 \n",
      "Got threshold\n",
      "cycle 8 field 048 \n",
      "Got threshold\n",
      "cycle 8 field 049 \n",
      "Got threshold\n",
      "cycle 8 field 050 \n",
      "Got threshold\n",
      "cycle 8 field 051 \n",
      "Got threshold\n",
      "cycle 8 field 052 \n",
      "Got threshold\n",
      "cycle 8 field 053 \n",
      "Got threshold\n",
      "cycle 8 field 054 \n",
      "Got threshold\n",
      "cycle 8 field 055 \n",
      "Got threshold\n",
      "cycle 8 field 056 \n",
      "Got threshold\n",
      "cycle 8 field 057 \n",
      "Got threshold\n",
      "cycle 8 field 058 \n",
      "Got threshold\n",
      "cycle 8 field 059 \n",
      "Got threshold\n",
      "cycle 8 field 060 \n",
      "Got threshold\n",
      "cycle 8 field 061 \n",
      "Got threshold\n",
      "cycle 8 field 062 \n",
      "Got threshold\n",
      "cycle 8 field 063 \n",
      "Got threshold\n",
      "cycle 8 field 064 \n",
      "Got threshold\n",
      "cycle 8 field 065 \n",
      "Got threshold\n",
      "cycle 8 field 066 \n",
      "Got threshold\n",
      "cycle 8 field 067 \n",
      "Got threshold\n",
      "cycle 8 field 068 \n",
      "Got threshold\n",
      "cycle 8 field 069 \n",
      "Got threshold\n",
      "cycle 8 field 070 \n",
      "Got threshold\n",
      "cycle 8 field 071 \n",
      "Got threshold\n",
      "cycle 8 field 072 \n",
      "Got threshold\n",
      "cycle 8 field 073 \n",
      "Got threshold\n",
      "cycle 8 field 074 \n",
      "Got threshold\n",
      "cycle 8 field 075 \n",
      "Got threshold\n",
      "cycle 8 field 076 \n",
      "Got threshold\n",
      "cycle 8 field 077 \n",
      "Got threshold\n",
      "cycle 8 field 078 \n",
      "Got threshold\n",
      "cycle 8 field 080 \n",
      "Got threshold\n",
      "cycle 8 field 081 \n",
      "Got threshold\n",
      "cycle 8 field 082 \n",
      "Got threshold\n",
      "cycle 8 field 083 \n",
      "Got threshold\n",
      "cycle 8 field 084 \n",
      "Got threshold\n",
      "cycle 8 field 085 \n",
      "Got threshold\n",
      "cycle 8 field 086 \n",
      "Got threshold\n",
      "cycle 8 field 087 \n",
      "Got threshold\n",
      "cycle 8 field 088 \n",
      "Got threshold\n",
      "cycle 8 field 089 \n",
      "Got threshold\n",
      "cycle 8 field 090 \n",
      "Got threshold\n",
      "cycle 8 field 091 \n",
      "Got threshold\n",
      "cycle 8 field 092 \n",
      "Got threshold\n",
      "cycle 8 field 093 \n",
      "Got threshold\n",
      "cycle 8 field 094 \n",
      "Got threshold\n",
      "cycle 8 field 095 \n",
      "Got threshold\n",
      "cycle 8 field 096 \n",
      "Got threshold\n",
      "cycle 8 field 097 \n",
      "Got threshold\n",
      "cycle 8 field 098 \n",
      "Got threshold\n",
      "cycle 8 field 100 \n",
      "Got threshold\n",
      "cycle 8 field 101 \n",
      "Got threshold\n",
      "cycle 8 field 102 \n",
      "Got threshold\n",
      "cycle 8 field 103 \n",
      "Got threshold\n",
      "cycle 8 field 105 \n",
      "Got threshold\n",
      "cycle 8 field 106 \n",
      "Got threshold\n",
      "cycle 8 field 107 \n",
      "Got threshold\n",
      "cycle 8 field 108 \n",
      "Got threshold\n",
      "cycle 8 field 109 \n",
      "Got threshold\n",
      "cycle 8 field 110 \n",
      "Got threshold\n",
      "cycle 8 field 111 \n",
      "Got threshold\n",
      "cycle 8 field 112 \n",
      "Got threshold\n",
      "cycle 8 field 113 \n",
      "Got threshold\n",
      "cycle 8 field 114 \n",
      "Got threshold\n",
      "cycle 8 field 115 \n",
      "Got threshold\n",
      "cycle 8 field 116 \n",
      "Got threshold\n",
      "cycle 8 field 117 \n",
      "Got threshold\n",
      "cycle 8 field 118 \n",
      "Got threshold\n",
      "cycle 8 field 119 \n",
      "Got threshold\n",
      "cycle 8 field 120 \n",
      "Got threshold\n",
      "cycle 8 field 121 \n",
      "Got threshold\n",
      "cycle 8 field 122 \n",
      "Got threshold\n",
      "cycle 8 field 123 \n",
      "Got threshold\n",
      "cycle 8 field 124 \n",
      "Got threshold\n",
      "cycle 8 field 125 \n",
      "Got threshold\n",
      "cycle 8 field 126 \n",
      "Got threshold\n",
      "cycle 8 field 127 \n",
      "Got threshold\n",
      "cycle 8 field 128 \n",
      "Got threshold\n",
      "cycle 8 field 129 \n",
      "Got threshold\n",
      "cycle 8 field 130 \n",
      "Got threshold\n",
      "cycle 8 field 131 \n",
      "Got threshold\n",
      "cycle 8 field 132 \n",
      "Got threshold\n",
      "cycle 8 field 133 \n",
      "Got threshold\n",
      "cycle 8 field 134 \n",
      "Got threshold\n",
      "cycle 8 field 135 \n",
      "Got threshold\n",
      "cycle 8 field 136 \n",
      "Got threshold\n",
      "cycle 8 field 137 \n",
      "Got threshold\n",
      "cycle 8 field 138 \n",
      "Got threshold\n",
      "cycle 8 field 139 \n",
      "Got threshold\n",
      "cycle 8 field 140 \n",
      "Got threshold\n",
      "cycle 8 field 141 \n",
      "Got threshold\n",
      "cycle 8 field 142 \n",
      "Got threshold\n",
      "cycle 8 field 143 \n",
      "Got threshold\n",
      "cycle 8 field 144 \n",
      "Got threshold\n",
      "cycle 8 field 145 \n",
      "Got threshold\n",
      "cycle 8 field 146 \n",
      "Got threshold\n",
      "cycle 8 field 147 \n",
      "Got threshold\n",
      "cycle 8 field 148 \n",
      "Got threshold\n",
      "cycle 8 field 149 \n",
      "Got threshold\n",
      "cycle 8 field 151 \n",
      "Got threshold\n",
      "cycle 8 field 152 \n",
      "Got threshold\n",
      "cycle 8 field 153 \n",
      "Got threshold\n",
      "cycle 8 field 154 \n",
      "Got threshold\n",
      "cycle 8 field 155 \n",
      "Got threshold\n",
      "cycle 8 field 156 \n",
      "Got threshold\n",
      "cycle 8 field 157 \n",
      "Got threshold\n",
      "cycle 8 field 158 \n",
      "Got threshold\n",
      "cycle 8 field 159 \n",
      "Got threshold\n",
      "cycle 8 field 160 \n",
      "Got threshold\n",
      "cycle 8 field 162 \n",
      "Got threshold\n",
      "cycle 8 field 163 \n",
      "Got threshold\n",
      "cycle 8 field 164 \n",
      "Got threshold\n",
      "cycle 8 field 165 \n",
      "Got threshold\n",
      "cycle 8 field 166 \n",
      "Got threshold\n",
      "cycle 8 field 167 \n",
      "Got threshold\n",
      "cycle 8 field 168 \n",
      "Got threshold\n",
      "cycle 8 field 169 \n",
      "Got threshold\n",
      "cycle 8 field 170 \n",
      "Got threshold\n",
      "cycle 8 field 171 \n",
      "Got threshold\n",
      "cycle 8 field 172 \n",
      "Got threshold\n",
      "cycle 8 field 173 \n",
      "Got threshold\n",
      "cycle 8 field 174 \n",
      "Got threshold\n",
      "cycle 8 field 175 \n",
      "Got threshold\n",
      "cycle 8 field 176 \n",
      "Got threshold\n",
      "cycle 8 field 178 \n",
      "Got threshold\n",
      "cycle 8 field 179 \n",
      "Got threshold\n",
      "cycle 8 field 180 \n",
      "Got threshold\n",
      "cycle 8 field 181 \n",
      "Got threshold\n",
      "cycle 8 field 182 \n",
      "Got threshold\n",
      "cycle 8 field 183 \n",
      "Got threshold\n",
      "cycle 8 field 184 \n",
      "Got threshold\n",
      "cycle 8 field 185 \n",
      "Got threshold\n",
      "cycle 8 field 186 \n",
      "Got threshold\n",
      "cycle 8 field 187 \n",
      "Got threshold\n",
      "cycle 8 field 188 \n",
      "Got threshold\n",
      "cycle 8 field 189 \n",
      "Got threshold\n",
      "cycle 8 field 190 \n",
      "Got threshold\n",
      "cycle 8 field 191 \n",
      "Got threshold\n",
      "cycle 8 field 192 \n",
      "Got threshold\n",
      "cycle 8 field 193 \n",
      "Got threshold\n",
      "cycle 8 field 194 \n",
      "Got threshold\n",
      "cycle 8 field 195 \n",
      "Got threshold\n",
      "cycle 8 field 196 \n",
      "Got threshold\n",
      "cycle 8 field 197 \n",
      "Got threshold\n",
      "cycle 8 field 198 \n",
      "Got threshold\n",
      "cycle 8 field 199 \n",
      "Got threshold\n",
      "cycle 8 field 200 \n",
      "Got threshold\n",
      "cycle 8 field 201 \n",
      "Got threshold\n",
      "cycle 8 field 202 \n",
      "Got threshold\n",
      "cycle 8 field 203 \n",
      "Got threshold\n",
      "cycle 8 field 204 \n",
      "Got threshold\n",
      "cycle 8 field 205 \n",
      "Got threshold\n",
      "cycle 8 field 206 \n",
      "Got threshold\n",
      "cycle 8 field 207 \n",
      "Got threshold\n",
      "cycle 8 field 208 \n",
      "Got threshold\n",
      "cycle 8 field 209 \n",
      "Got threshold\n",
      "cycle 8 field 210 \n",
      "Got threshold\n",
      "cycle 8 field 211 \n",
      "Got threshold\n",
      "cycle 8 field 212 \n",
      "Got threshold\n",
      "cycle 8 field 213 \n",
      "Got threshold\n",
      "cycle 8 field 214 \n",
      "Got threshold\n",
      "cycle 8 field 215 \n",
      "Got threshold\n",
      "cycle 8 field 216 \n",
      "Got threshold\n",
      "cycle 8 field 217 \n",
      "Got threshold\n",
      "cycle 8 field 218 \n",
      "Got threshold\n",
      "cycle 8 field 219 \n",
      "Got threshold\n",
      "cycle 8 field 220 \n",
      "Got threshold\n",
      "cycle 8 field 221 \n",
      "Got threshold\n",
      "cycle 8 field 222 \n",
      "Got threshold\n",
      "cycle 8 field 223 \n",
      "Got threshold\n",
      "cycle 8 field 224 \n",
      "Got threshold\n",
      "cycle 9 field 000 \n",
      "Got threshold\n",
      "cycle 9 field 001 \n",
      "Got threshold\n",
      "cycle 9 field 002 \n",
      "Got threshold\n",
      "cycle 9 field 003 \n",
      "Got threshold\n",
      "cycle 9 field 004 \n",
      "Got threshold\n",
      "cycle 9 field 005 \n",
      "Got threshold\n",
      "cycle 9 field 007 \n",
      "Got threshold\n",
      "cycle 9 field 008 \n",
      "Got threshold\n",
      "cycle 9 field 011 \n",
      "Got threshold\n",
      "cycle 9 field 012 \n",
      "Got threshold\n",
      "cycle 9 field 013 \n",
      "Got threshold\n",
      "cycle 9 field 014 \n",
      "Got threshold\n",
      "cycle 9 field 015 \n",
      "Got threshold\n",
      "cycle 9 field 016 \n",
      "Got threshold\n",
      "cycle 9 field 017 \n",
      "Got threshold\n",
      "cycle 9 field 019 \n",
      "Got threshold\n",
      "cycle 9 field 020 \n",
      "Got threshold\n",
      "cycle 9 field 021 \n",
      "Got threshold\n",
      "cycle 9 field 022 \n",
      "Got threshold\n",
      "cycle 9 field 023 \n",
      "Got threshold\n",
      "cycle 9 field 024 \n",
      "Got threshold\n",
      "cycle 9 field 025 \n",
      "Got threshold\n",
      "cycle 9 field 026 \n",
      "Got threshold\n",
      "cycle 9 field 027 \n",
      "Got threshold\n",
      "cycle 9 field 028 \n",
      "Got threshold\n",
      "cycle 9 field 029 \n",
      "Got threshold\n",
      "cycle 9 field 030 \n",
      "Got threshold\n",
      "cycle 9 field 031 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got threshold\n",
      "cycle 9 field 032 \n",
      "Got threshold\n",
      "cycle 9 field 033 \n",
      "Got threshold\n",
      "cycle 9 field 034 \n",
      "Got threshold\n",
      "cycle 9 field 035 \n",
      "Got threshold\n",
      "cycle 9 field 036 \n",
      "Got threshold\n",
      "cycle 9 field 037 \n",
      "Got threshold\n",
      "cycle 9 field 038 \n",
      "Got threshold\n",
      "cycle 9 field 039 \n",
      "Got threshold\n",
      "cycle 9 field 040 \n",
      "Got threshold\n",
      "cycle 9 field 041 \n",
      "Got threshold\n",
      "cycle 9 field 042 \n",
      "Got threshold\n",
      "cycle 9 field 044 \n",
      "Got threshold\n",
      "cycle 9 field 045 \n",
      "Got threshold\n",
      "cycle 9 field 046 \n",
      "Got threshold\n",
      "cycle 9 field 047 \n",
      "Got threshold\n",
      "cycle 9 field 048 \n",
      "Got threshold\n",
      "cycle 9 field 049 \n",
      "Got threshold\n",
      "cycle 9 field 050 \n",
      "Got threshold\n",
      "cycle 9 field 051 \n",
      "Got threshold\n",
      "cycle 9 field 052 \n",
      "Got threshold\n",
      "cycle 9 field 053 \n",
      "Got threshold\n",
      "cycle 9 field 054 \n",
      "Got threshold\n",
      "cycle 9 field 055 \n",
      "Got threshold\n",
      "cycle 9 field 056 \n",
      "Got threshold\n",
      "cycle 9 field 057 \n",
      "Got threshold\n",
      "cycle 9 field 058 \n",
      "Got threshold\n",
      "cycle 9 field 059 \n",
      "Got threshold\n",
      "cycle 9 field 060 \n",
      "Got threshold\n",
      "cycle 9 field 061 \n",
      "Got threshold\n",
      "cycle 9 field 062 \n",
      "Got threshold\n",
      "cycle 9 field 063 \n",
      "Got threshold\n",
      "cycle 9 field 064 \n",
      "Got threshold\n",
      "cycle 9 field 065 \n",
      "Got threshold\n",
      "cycle 9 field 066 \n",
      "Got threshold\n",
      "cycle 9 field 067 \n",
      "Got threshold\n",
      "cycle 9 field 068 \n",
      "Got threshold\n",
      "cycle 9 field 069 \n",
      "Got threshold\n",
      "cycle 9 field 070 \n",
      "Got threshold\n",
      "cycle 9 field 071 \n",
      "Got threshold\n",
      "cycle 9 field 072 \n",
      "Got threshold\n",
      "cycle 9 field 073 \n",
      "Got threshold\n",
      "cycle 9 field 074 \n",
      "Got threshold\n",
      "cycle 9 field 075 \n",
      "Got threshold\n",
      "cycle 9 field 076 \n",
      "Got threshold\n",
      "cycle 9 field 077 \n",
      "Got threshold\n",
      "cycle 9 field 078 \n",
      "Got threshold\n",
      "cycle 9 field 080 \n",
      "Got threshold\n",
      "cycle 9 field 081 \n",
      "Got threshold\n",
      "cycle 9 field 082 \n",
      "Got threshold\n",
      "cycle 9 field 083 \n",
      "Got threshold\n",
      "cycle 9 field 084 \n",
      "Got threshold\n",
      "cycle 9 field 085 \n",
      "Got threshold\n",
      "cycle 9 field 086 \n",
      "Got threshold\n",
      "cycle 9 field 087 \n",
      "Got threshold\n",
      "cycle 9 field 088 \n",
      "Got threshold\n",
      "cycle 9 field 089 \n",
      "Got threshold\n",
      "cycle 9 field 090 \n",
      "Got threshold\n",
      "cycle 9 field 091 \n",
      "Got threshold\n",
      "cycle 9 field 092 \n",
      "Got threshold\n",
      "cycle 9 field 093 \n",
      "Got threshold\n",
      "cycle 9 field 094 \n",
      "Got threshold\n",
      "cycle 9 field 095 \n",
      "Got threshold\n",
      "cycle 9 field 096 \n",
      "Got threshold\n",
      "cycle 9 field 097 \n",
      "Got threshold\n",
      "cycle 9 field 098 \n",
      "Got threshold\n",
      "cycle 9 field 100 \n",
      "Got threshold\n",
      "cycle 9 field 101 \n",
      "Got threshold\n",
      "cycle 9 field 102 \n",
      "Got threshold\n",
      "cycle 9 field 103 \n",
      "Got threshold\n",
      "cycle 9 field 105 \n",
      "Got threshold\n",
      "cycle 9 field 106 \n",
      "Got threshold\n",
      "cycle 9 field 107 \n",
      "Got threshold\n",
      "cycle 9 field 108 \n",
      "Got threshold\n",
      "cycle 9 field 109 \n",
      "Got threshold\n",
      "cycle 9 field 110 \n",
      "Got threshold\n",
      "cycle 9 field 111 \n",
      "Got threshold\n",
      "cycle 9 field 112 \n",
      "Got threshold\n",
      "cycle 9 field 113 \n",
      "Got threshold\n",
      "cycle 9 field 114 \n",
      "Got threshold\n",
      "cycle 9 field 115 \n",
      "Got threshold\n",
      "cycle 9 field 116 \n",
      "Got threshold\n",
      "cycle 9 field 117 \n",
      "Got threshold\n",
      "cycle 9 field 118 \n",
      "Got threshold\n",
      "cycle 9 field 119 \n",
      "Got threshold\n",
      "cycle 9 field 120 \n",
      "Got threshold\n",
      "cycle 9 field 121 \n",
      "Got threshold\n",
      "cycle 9 field 122 \n",
      "Got threshold\n",
      "cycle 9 field 123 \n",
      "Got threshold\n",
      "cycle 9 field 124 \n",
      "Got threshold\n",
      "cycle 9 field 125 \n",
      "Got threshold\n",
      "cycle 9 field 126 \n",
      "Got threshold\n",
      "cycle 9 field 127 \n",
      "Got threshold\n",
      "cycle 9 field 128 \n",
      "Got threshold\n",
      "cycle 9 field 129 \n",
      "Got threshold\n",
      "cycle 9 field 130 \n",
      "Got threshold\n",
      "cycle 9 field 131 \n",
      "Got threshold\n",
      "cycle 9 field 132 \n",
      "Got threshold\n",
      "cycle 9 field 133 \n",
      "Got threshold\n",
      "cycle 9 field 134 \n",
      "Got threshold\n",
      "cycle 9 field 135 \n",
      "Got threshold\n",
      "cycle 9 field 136 \n",
      "Got threshold\n",
      "cycle 9 field 137 \n",
      "Got threshold\n",
      "cycle 9 field 138 \n",
      "Got threshold\n",
      "cycle 9 field 139 \n",
      "Got threshold\n",
      "cycle 9 field 140 \n",
      "Got threshold\n",
      "cycle 9 field 141 \n",
      "Got threshold\n",
      "cycle 9 field 142 \n",
      "Got threshold\n",
      "cycle 9 field 143 \n",
      "Got threshold\n",
      "cycle 9 field 144 \n",
      "Got threshold\n",
      "cycle 9 field 145 \n",
      "Got threshold\n",
      "cycle 9 field 146 \n",
      "Got threshold\n",
      "cycle 9 field 147 \n",
      "Got threshold\n",
      "cycle 9 field 148 \n",
      "Got threshold\n",
      "cycle 9 field 149 \n",
      "Got threshold\n",
      "cycle 9 field 151 \n",
      "Got threshold\n",
      "cycle 9 field 152 \n",
      "Got threshold\n",
      "cycle 9 field 153 \n",
      "Got threshold\n",
      "cycle 9 field 154 \n",
      "Got threshold\n",
      "cycle 9 field 155 \n",
      "Got threshold\n",
      "cycle 9 field 156 \n",
      "Got threshold\n",
      "cycle 9 field 157 \n",
      "Got threshold\n",
      "cycle 9 field 158 \n",
      "Got threshold\n",
      "cycle 9 field 159 \n",
      "Got threshold\n",
      "cycle 9 field 160 \n",
      "Got threshold\n",
      "cycle 9 field 162 \n",
      "Got threshold\n",
      "cycle 9 field 163 \n",
      "Got threshold\n",
      "cycle 9 field 164 \n",
      "Got threshold\n",
      "cycle 9 field 165 \n",
      "Got threshold\n",
      "cycle 9 field 166 \n",
      "Got threshold\n",
      "cycle 9 field 167 \n",
      "Got threshold\n",
      "cycle 9 field 168 \n",
      "Got threshold\n",
      "cycle 9 field 169 \n",
      "Got threshold\n",
      "cycle 9 field 170 \n",
      "Got threshold\n",
      "cycle 9 field 171 \n",
      "Got threshold\n",
      "cycle 9 field 172 \n",
      "Got threshold\n",
      "cycle 9 field 173 \n",
      "Got threshold\n",
      "cycle 9 field 174 \n",
      "Got threshold\n",
      "cycle 9 field 175 \n",
      "Got threshold\n",
      "cycle 9 field 176 \n",
      "Got threshold\n",
      "cycle 9 field 178 \n",
      "Got threshold\n",
      "cycle 9 field 179 \n",
      "Got threshold\n",
      "cycle 9 field 180 \n",
      "Got threshold\n",
      "cycle 9 field 181 \n",
      "Got threshold\n",
      "cycle 9 field 182 \n",
      "Got threshold\n",
      "cycle 9 field 183 \n",
      "Got threshold\n",
      "cycle 9 field 184 \n",
      "Got threshold\n",
      "cycle 9 field 185 \n",
      "Got threshold\n",
      "cycle 9 field 186 \n",
      "Got threshold\n",
      "cycle 9 field 187 \n",
      "Got threshold\n",
      "cycle 9 field 188 \n",
      "Got threshold\n",
      "cycle 9 field 189 \n",
      "Got threshold\n",
      "cycle 9 field 190 \n",
      "Got threshold\n",
      "cycle 9 field 191 \n",
      "Got threshold\n",
      "cycle 9 field 192 \n",
      "Got threshold\n",
      "cycle 9 field 193 \n",
      "Got threshold\n",
      "cycle 9 field 194 \n",
      "Got threshold\n",
      "cycle 9 field 195 \n",
      "Got threshold\n",
      "cycle 9 field 196 \n",
      "Got threshold\n",
      "cycle 9 field 197 \n",
      "Got threshold\n",
      "cycle 9 field 198 \n",
      "Got threshold\n",
      "cycle 9 field 199 \n",
      "Got threshold\n",
      "cycle 9 field 200 \n",
      "Got threshold\n",
      "cycle 9 field 201 \n",
      "Got threshold\n",
      "cycle 9 field 202 \n",
      "Got threshold\n",
      "cycle 9 field 203 \n",
      "Got threshold\n",
      "cycle 9 field 204 \n",
      "Got threshold\n",
      "cycle 9 field 205 \n",
      "Got threshold\n",
      "cycle 9 field 206 \n",
      "Got threshold\n",
      "cycle 9 field 207 \n",
      "Got threshold\n",
      "cycle 9 field 208 \n",
      "Got threshold\n",
      "cycle 9 field 209 \n",
      "Got threshold\n",
      "cycle 9 field 210 \n",
      "Got threshold\n",
      "cycle 9 field 211 \n",
      "Got threshold\n",
      "cycle 9 field 212 \n",
      "Got threshold\n",
      "cycle 9 field 213 \n",
      "Got threshold\n",
      "cycle 9 field 214 \n",
      "Got threshold\n",
      "cycle 9 field 215 \n",
      "Got threshold\n",
      "cycle 9 field 216 \n",
      "Got threshold\n",
      "cycle 9 field 217 \n",
      "Got threshold\n",
      "cycle 9 field 218 \n",
      "Got threshold\n",
      "cycle 9 field 219 \n",
      "Got threshold\n",
      "cycle 9 field 220 \n",
      "Got threshold\n",
      "cycle 9 field 221 \n",
      "Got threshold\n",
      "cycle 9 field 222 \n",
      "Got threshold\n",
      "cycle 9 field 223 \n",
      "Got threshold\n",
      "cycle 9 field 224 \n",
      "Got threshold\n"
     ]
    }
   ],
   "source": [
    "# for c in range(CYCLE_NUMS-1):\n",
    "#     refs = iter(sorted(glob.glob('tif/Cycle_0/*'))) # list of cycle 0 .tif \n",
    "#     movs = iter(sorted(glob.glob(f'tif/Cycle_{c+1}/*'))) # cycle 1, 2, 3, .tif list --> FOV000, 001, (002 = error) 005 006 \n",
    "#     for FOV in range(0, NUM_FOVS): # \n",
    "#         #sFOV = str(FOV).zfill(NUM_DIGITS_OF_FOVS)\n",
    "#         ref_name = next(refs) \n",
    "#         ref = imread(ref_name)\n",
    "#         ref = ref.astype(np.uint16)\n",
    "#         mov_name = next(movs)\n",
    "#         mov = imread(mov_name)\n",
    "#         mov = mov.astype(np.uint16)\n",
    "#         FOV_num = mov_name.split('_F')[1][0:3]\n",
    "#         print(f'cycle {c+1} field {FOV_num} ')\n",
    "\n",
    "#         ref_max = ref.max(0)\n",
    "#         ref_binary = ref_max[0] > threshold_otsu(ref_max[0]) # nuclei channel\n",
    "#         mov_max = mov.max(0)\n",
    "#         mov_binary = mov_max[0] > threshold_otsu(mov_max[0]) # nuclei channel\n",
    "#         print(\"Got threshold\")\n",
    "#         sr = StackReg(StackReg.RIGID_BODY)  \n",
    "#         tmat = sr.register(ref_binary, mov_binary) \n",
    "#         out = sr.transform(mov_binary) \n",
    "#         out = pystackreg.util.to_uint16(out) \n",
    "\n",
    "#         base_J.loc[FOV_num, str(c+1)] = jaccard(ref_binary, mov_binary)\n",
    "#         reg_J.loc[FOV_num, str(c+1)] = jaccard(ref_binary, out.astype('bool'))\n",
    "\n",
    "# base_J.to_csv('base_J.csv')\n",
    "# reg_J.to_csv('reg_J.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.853270</td>\n",
       "      <td>0.820718</td>\n",
       "      <td>0.870026</td>\n",
       "      <td>0.856564</td>\n",
       "      <td>0.840501</td>\n",
       "      <td>0.839719</td>\n",
       "      <td>0.827765</td>\n",
       "      <td>0.545044</td>\n",
       "      <td>0.583867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.859494</td>\n",
       "      <td>0.901067</td>\n",
       "      <td>0.890277</td>\n",
       "      <td>0.780184</td>\n",
       "      <td>0.819584</td>\n",
       "      <td>0.760861</td>\n",
       "      <td>0.734861</td>\n",
       "      <td>0.560674</td>\n",
       "      <td>0.593008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.911945</td>\n",
       "      <td>0.896377</td>\n",
       "      <td>0.903707</td>\n",
       "      <td>0.871699</td>\n",
       "      <td>0.846738</td>\n",
       "      <td>0.852401</td>\n",
       "      <td>0.823503</td>\n",
       "      <td>0.671982</td>\n",
       "      <td>0.625071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.904377</td>\n",
       "      <td>0.880772</td>\n",
       "      <td>0.879458</td>\n",
       "      <td>0.838962</td>\n",
       "      <td>0.846383</td>\n",
       "      <td>0.820976</td>\n",
       "      <td>0.784727</td>\n",
       "      <td>0.641588</td>\n",
       "      <td>0.642180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0.895610</td>\n",
       "      <td>0.872921</td>\n",
       "      <td>0.875593</td>\n",
       "      <td>0.817978</td>\n",
       "      <td>0.847621</td>\n",
       "      <td>0.813290</td>\n",
       "      <td>0.781031</td>\n",
       "      <td>0.581790</td>\n",
       "      <td>0.620994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>209</td>\n",
       "      <td>0.877554</td>\n",
       "      <td>0.879467</td>\n",
       "      <td>0.854489</td>\n",
       "      <td>0.820595</td>\n",
       "      <td>0.827627</td>\n",
       "      <td>0.790028</td>\n",
       "      <td>0.758706</td>\n",
       "      <td>0.509985</td>\n",
       "      <td>0.590929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>210</td>\n",
       "      <td>0.886508</td>\n",
       "      <td>0.886607</td>\n",
       "      <td>0.861543</td>\n",
       "      <td>0.833069</td>\n",
       "      <td>0.836622</td>\n",
       "      <td>0.796822</td>\n",
       "      <td>0.769990</td>\n",
       "      <td>0.585303</td>\n",
       "      <td>0.596549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>211</td>\n",
       "      <td>0.808913</td>\n",
       "      <td>0.869704</td>\n",
       "      <td>0.845224</td>\n",
       "      <td>0.813688</td>\n",
       "      <td>0.820752</td>\n",
       "      <td>0.782113</td>\n",
       "      <td>0.802202</td>\n",
       "      <td>0.455573</td>\n",
       "      <td>0.529163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>212</td>\n",
       "      <td>0.878994</td>\n",
       "      <td>0.844800</td>\n",
       "      <td>0.857626</td>\n",
       "      <td>0.828800</td>\n",
       "      <td>0.834340</td>\n",
       "      <td>0.801296</td>\n",
       "      <td>0.698204</td>\n",
       "      <td>0.501129</td>\n",
       "      <td>0.622875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>213</td>\n",
       "      <td>0.876930</td>\n",
       "      <td>0.883636</td>\n",
       "      <td>0.858691</td>\n",
       "      <td>0.834267</td>\n",
       "      <td>0.836019</td>\n",
       "      <td>0.801043</td>\n",
       "      <td>0.783886</td>\n",
       "      <td>0.569061</td>\n",
       "      <td>0.627613</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>214 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            1         2         3         4         5         6         7  \\\n",
       "0    0.853270  0.820718  0.870026  0.856564  0.840501  0.839719  0.827765   \n",
       "1    0.859494  0.901067  0.890277  0.780184  0.819584  0.760861  0.734861   \n",
       "2    0.911945  0.896377  0.903707  0.871699  0.846738  0.852401  0.823503   \n",
       "3    0.904377  0.880772  0.879458  0.838962  0.846383  0.820976  0.784727   \n",
       "4    0.895610  0.872921  0.875593  0.817978  0.847621  0.813290  0.781031   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "209  0.877554  0.879467  0.854489  0.820595  0.827627  0.790028  0.758706   \n",
       "210  0.886508  0.886607  0.861543  0.833069  0.836622  0.796822  0.769990   \n",
       "211  0.808913  0.869704  0.845224  0.813688  0.820752  0.782113  0.802202   \n",
       "212  0.878994  0.844800  0.857626  0.828800  0.834340  0.801296  0.698204   \n",
       "213  0.876930  0.883636  0.858691  0.834267  0.836019  0.801043  0.783886   \n",
       "\n",
       "            8         9  \n",
       "0    0.545044  0.583867  \n",
       "1    0.560674  0.593008  \n",
       "2    0.671982  0.625071  \n",
       "3    0.641588  0.642180  \n",
       "4    0.581790  0.620994  \n",
       "..        ...       ...  \n",
       "209  0.509985  0.590929  \n",
       "210  0.585303  0.596549  \n",
       "211  0.455573  0.529163  \n",
       "212  0.501129  0.622875  \n",
       "213  0.569061  0.627613  \n",
       "\n",
       "[214 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base_J = pd.read_csv('base_J.csv')\n",
    "base_J = base_J.drop([\"Unnamed: 0\"], axis=1)\n",
    "base_J"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.743168</td>\n",
       "      <td>0.794817</td>\n",
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       "      <td>0.905545</td>\n",
       "      <td>0.907863</td>\n",
       "      <td>0.901557</td>\n",
       "      <td>0.900356</td>\n",
       "      <td>0.893862</td>\n",
       "      <td>0.895307</td>\n",
       "      <td>0.892438</td>\n",
       "      <td>0.775489</td>\n",
       "      <td>0.783615</td>\n",
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       "      <td>3</td>\n",
       "      <td>0.921156</td>\n",
       "      <td>0.913762</td>\n",
       "      <td>0.908909</td>\n",
       "      <td>0.905727</td>\n",
       "      <td>0.901585</td>\n",
       "      <td>0.900949</td>\n",
       "      <td>0.896350</td>\n",
       "      <td>0.777007</td>\n",
       "      <td>0.785735</td>\n",
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       "      <td>4</td>\n",
       "      <td>0.915122</td>\n",
       "      <td>0.911985</td>\n",
       "      <td>0.906305</td>\n",
       "      <td>0.893244</td>\n",
       "      <td>0.901266</td>\n",
       "      <td>0.898936</td>\n",
       "      <td>0.895991</td>\n",
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       "      <td>209</td>\n",
       "      <td>0.895264</td>\n",
       "      <td>0.898136</td>\n",
       "      <td>0.889806</td>\n",
       "      <td>0.890988</td>\n",
       "      <td>0.879971</td>\n",
       "      <td>0.879217</td>\n",
       "      <td>0.871701</td>\n",
       "      <td>0.702278</td>\n",
       "      <td>0.754215</td>\n",
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       "    <tr>\n",
       "      <td>210</td>\n",
       "      <td>0.906482</td>\n",
       "      <td>0.905866</td>\n",
       "      <td>0.898583</td>\n",
       "      <td>0.893131</td>\n",
       "      <td>0.891698</td>\n",
       "      <td>0.887442</td>\n",
       "      <td>0.886082</td>\n",
       "      <td>0.730663</td>\n",
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       "      <td>0.884918</td>\n",
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       "      <td>0.872969</td>\n",
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       "      <td>0.608794</td>\n",
       "      <td>0.638358</td>\n",
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       "      <td>0.902963</td>\n",
       "      <td>0.893111</td>\n",
       "      <td>0.894587</td>\n",
       "      <td>0.891080</td>\n",
       "      <td>0.885850</td>\n",
       "      <td>0.884225</td>\n",
       "      <td>0.879701</td>\n",
       "      <td>0.740642</td>\n",
       "      <td>0.762061</td>\n",
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       "      <td>0.906947</td>\n",
       "      <td>0.899413</td>\n",
       "      <td>0.900810</td>\n",
       "      <td>0.895034</td>\n",
       "      <td>0.894600</td>\n",
       "      <td>0.892269</td>\n",
       "      <td>0.735967</td>\n",
       "      <td>0.776358</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>214 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            1         2         3         4         5         6         7  \\\n",
       "0    0.907611  0.900037  0.905580  0.896440  0.895270  0.894652  0.894226   \n",
       "1    0.893185  0.900616  0.902458  0.896568  0.894786  0.890575  0.892135   \n",
       "2    0.905545  0.907863  0.901557  0.900356  0.893862  0.895307  0.892438   \n",
       "3    0.921156  0.913762  0.908909  0.905727  0.901585  0.900949  0.896350   \n",
       "4    0.915122  0.911985  0.906305  0.893244  0.901266  0.898936  0.895991   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "209  0.895264  0.898136  0.889806  0.890988  0.879971  0.879217  0.871701   \n",
       "210  0.906482  0.905866  0.898583  0.893131  0.891698  0.887442  0.886082   \n",
       "211  0.889912  0.889659  0.884918  0.880568  0.872969  0.869751  0.861621   \n",
       "212  0.902963  0.893111  0.894587  0.891080  0.885850  0.884225  0.879701   \n",
       "213  0.905854  0.906947  0.899413  0.900810  0.895034  0.894600  0.892269   \n",
       "\n",
       "            8         9  \n",
       "0    0.739632  0.772490  \n",
       "1    0.743168  0.794817  \n",
       "2    0.775489  0.783615  \n",
       "3    0.777007  0.785735  \n",
       "4    0.756100  0.769296  \n",
       "..        ...       ...  \n",
       "209  0.702278  0.754215  \n",
       "210  0.730663  0.770003  \n",
       "211  0.608794  0.638358  \n",
       "212  0.740642  0.762061  \n",
       "213  0.735967  0.776358  \n",
       "\n",
       "[214 rows x 9 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_J = pd.read_csv(\"reg_J.csv\")\n",
    "reg_J = reg_J.drop([\"Unnamed: 0\"], axis=1)\n",
    "reg_J"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RlY3jI0nasfZmTS9/zZsNY2k+4tskiAXgyUTxWGu1HSM2MxsWVZoN0SknYjOrFfeIzcwGbDzRJcimkhOxmdXKMA5NDN9Xh5lZG41Qx0sRSUdL+qmkOyUt7lfMRWUwT5e0T7+e3MwstQh1vLQjaQT4JHAMWYmH10o6qB8xF/WIPwhcL+l7kt4iabd+BGFmlkrCWhOHAXdGxN0RsRG4GDi+HzEXJeK7gb3JEvIhwG2SviXplLz+xKQkjUpaLmn5FRvuThiumVl73QxNNOeqfBltamov4L6m+2vydckVHayLiGgAVwFXSZpB1k1/LfARYNIeckQsBZYCfGfeq4dw6NzMhlU3syaac9UkJhu76Es+K0rEWwQSEZuAy4HLJc3qR0BmZmUkzJRrgOZjZHsDa9M1/3tFifgvW22IiA2JYzEzK62T2RAdWgY8TdL+wC+A1wAnp2q8WVE94jv68aRmZv2SquhPRIxJeitwJTACnBcRtyZpfAKf0GFmtZLy4swR8Q3gGwmbnJQTsZnVSiSq+DiV+p6IpyUaOk/xLZeqJKJPR5waqd6vFFy+cniMuR6xmdlguUdsZjZgKceIp4oTsZnVinvEZmYD5h6xmdmAjbtHbGY2WEN4paT2iVjSTLLT+tZGxDWSTgZeCKwClua1J8zMKiPVleOnUlGP+Pz8MbMlnQLMAb4MHElWq/OU/oZnZtadYSz3WJSInxMRB0uaTlb0Ys+IGJd0IbCi1U55Tc9RgHdtv5A/m3VAsoDNzNoZxoN1RSeJTcuHJ7YHZgM75uu3AWa02ikilkbEoohY5CRsZlOpIXW8VEVRj/jTwO1klYeWAJdIuhs4nOyyIWZmlTI+6AB6UFQG8xxJ/5nfXivpAuAo4D8i4oapCNDMrBu1mzUBWQJuuv1r4NK+RmRmVkIdZ02YmQ2VOs6aMDMbKrUcmigr1Z8JKWoAq2LfldOG8ANj5aSaWuWa2K0N4/Q194jNrFbGh7CD40RsZrXiHrGZ2YA5EZuZDdgQXrLOidjM6qWWPWJJBwInAvsAY8DPgIsi4tE+x2Zm1rVhPMW57SwYSacDnwK2BQ4FZpEl5B9KemnfozMz61JDnS9VUTQd8c3A0RHxf8lqTBwUEUuAo4FzWu0kaVTScknLr9hwd7pozcwKNLpYqqKTeeGbhy+2ISuHSUTcS4dlMI91GUwzm0LDmIiLxojPBZZJ+hFwBHAWgKTdgEf6HJuZWdeqdf5sZ4rKYH5C0jXAs4CPRcTt+foHyRKzmVmlVGnst1OdlMG8Fbh1CmIxMyttGGdNeB6xmdVKYwgHJ5yIzaxWqnQQrlN9T8TjicpgTq/Qt9yTkaYI4Qyl+cik+uDNnr4pSTvrx1pOqOnKI60n5nRsNzYmiASkNJ+/kSStpBPDeD5wgepkis65R2xmteIesZnZgI0l+uuliKQF/P7M4zHgLb1eVNmF/s2sVqKLpaSzgTMjYgHw/vx+T9wjNrNamcKhiQB2yG/vCKxt89i2nIjNrFamcPraO4ArJX2EbHThhb025ERsZrXSTRqWNAqMNq1aGhFLm7ZfA+wxya5LgCOBd0bElyS9Gvg0WXG0rjkRm1mtdDM0kSfdpW22t0yski4A3p7fvYSsNk9PfLDOzGplnOh4KWkt8JL89svJLprRk6LC8DtK+kdJt0t6OF9W5et2arPf7+oRf33DXb3GZmbWtSksg/lm4KOSVgAfZsshjq4U9Yi/CPwKeGlEzI2IucDL8nWXtNqpuR7xK2cd2GtsZmZdiy7+lXqeiO9HxCER8dyIeH5E3NhrW0WJeH5EnBUR65qefF1EnAXs2+uTmpn1yzAWhi9KxPdIeo+keZtXSJon6b3Aff0Nzcysew2i46UqihLxXwJzgeskPSLpEeBaYBfgpD7HZmbWtSk8sy6Zoit0/Ap4b75sQdKpwPl9isvMrCdjlUqxnSkzfe3MZFGYmSUyVQfrUmrbI5Z0S6tNwLwW27ZQpYnKkag2ctXaGUn0gdowlub8HiWKZ/sof9GbVNcvq1odYWutSgfhOlX0mzcP+BOy6WrNBPx3XyIyMyuhSj3dThUl4iuAORFx88QNkq7tS0RmZiXUrkccEW9qs+3k9OGYmZUzHvXrEZuZDZUqzQ/ulBOxmdVKHceIzcyGSu3GiM3Mhs0wDk30ZZpvcxnMK1wG08ym0DCe0NFzIpb0zVbbmstgHusymGY2hcYjOl6qoujMuoWtNgEL0odjZlbOMA5NFI0RLwOug0nPxW15hQ4zs0Gp48G6VcDfRMQfXItJkusRm1nlVGnst1NFifgDtB5HflvaUMzMyqvd0EREXNpm886JYzEzKy0qdBCuU2XmEZ9JB4XhU5VEbCT62U5LUBYx1WtK9rNJ0kq1SpZCmtf12xhhtsqX04xIU09TGr4k0YlUJV1TGK9bjzhFPeIqSZGEbbikSMI2XGo3NIHrEZvZkKnj0ITrEZvZUKldj9j1iM1s2NRx+pqZ2VCp0qnLnXIiNrNaqd3QhJnZsHEiNjMbsGGcNdF2Dr+kHST9P0mfk3TyhG3/2ma/pnrEd6eK1cysUIPoeKmKopOpziebM/wl4DWSviRpm3zb4a122rIe8QGJQjUzKzaMheGLhiYOjIg/z29/RdIS4DuSjutzXGZmPRmP4SuEWZSIt5E0LSJ7ZRHxIUlrgO8Cc/oenZlZl2o3Rgx8DXh584qI+Czwd8DGfgVlZtarYRwjLjqz7j0t1n9L0of7E5KZWe+qNPbbqTKVD89MFoWZWSKNiI6XMiSdJOlWSQ1JiyZsO1jSD/PtP5G0bbu2hqYM5kiCOq5VqpkK6eJJVdd4PFE8I4niqVJ95KrVEZ45kqa855NjaU4lSFUvPIUp7BGvBF4F/HvzSknTgQuBv4qIFZLmApvaNeQymGZWK1M1ayIiVgFIf9CBeQVwS0SsyB/3cFFbLoNpZrXSzZCDpFFgtGnV0ohYWjKEpwMh6UpgN+DiiDi73Q4ug2lmtdLN0ESedFsmXknXAHtMsmlJRHy1xW7TgRcBhwLrgW9LujEivt3qeVxrwsxqpexBuGYRcVQPu60BrouIhwAkfQNYCLRMxFU6HmJmVloFTnG+EjhY0uz8wN1LgNva7eBEbGa1Mh7jHS9lSDoxP9P4BcDX8zFhIuJXwMeAZcDNwE0R8fV2bXlowsxqZapOcY6Iy4DLWmy7kGwKW0f60iN2GUwzG5RhPMW5qB7xHpL+TdInJc2V9IH8LJEvSnpKq/1cBtPMBiUiOl6qoqhH/BmyQeb7gP8CNgCvBL4HfKqvkZmZ9WCqTnFOqfDMuoj4ZwBJb4mIs/L1/yyp5RxjM7NBGcaiP0WJuLnHfMGEbSOJYzEzK62OheG/KmlORDwREf+weaWkpwI/7W9oZmbdq9LYb6eKTnF+f4v1d0pqOy/OzGwQqjT22ynXIzazWhnGWRNDU484Re3eVHV7I9H0a1GtsazpShPPWNTvhM1pieoRNyJNzedUdYRTmVahUt9Vmh/cKdcjNrNaqVJPt1OuR2xmtVK7WROuR2xmw2YYD9ZVa6DJzKykOg5NmJkNlTqeWWdmNlS2ih6xpN0j4oF+BGNmVtYwjhEXTXbeZcIyF1gN7Azs0ma/UWB5vox2MKm68DEdTs52O0MQi9vxe+5ly0X5D2hSkhrAPRNW7012cbyIiCTFhiUtj4hFbqd/7VQpFrczNe1UKZaU7dRR0SlQ7yEr7nNcROwfEfsDa/LbrvhuZpZA20QcER8BTgPeL+ljkraHITwkaWZWYYVFASJiTUScRHaFjquB2X2IY6nb6Xs7VYrF7UxNO1WKJWU7tdN2jPgPHizNAg6MiJWSTo2I8/sXmpnZ1qGrRLzFjtK9EbFv4njMzLY6RVdxvqXF8hMSlcGUdLSkn0q6U9LiHts4T9IDklaWiGMfSf8laZWkWyW9vcd2tpV0g6QVeTul6jZLGpH0Y0lXlGhjdX717ZslLS/Rzk6SLpV0e/5zekEPbTwjj2Pz8pikd/TQzjvzn+9KSRdJ2rbbNvJ23p63cWu3cUz2uZO0i6SrJf0s/3/nHto4KY+nIamjWQYt2vmn/L26RdJlknbqsZ0P5m3cLOkqSXv20k7TtndLCkm7dvLatgoF8/7uBxYA+01Y5gNrE8wrHAHuAg4AZgIrgIN6aOcIYCGwskQsTwEW5re3B+7oMRaRVawDmAFcDxxeIq53AV8ArijRxmpg1wTv12eB0/LbM4GdErz/64D9utxvL+DnwKz8/heBN/bw/M8GVpId95gOXAM8rcznDjgbWJzfXgyc1UMbzwKeAVwLLCoRyyuA6fnts4piadPODk23Twc+1Us7+fp9gCvJpsWW/kzWZSk6WLe5DOY9E5bV+YekrMOAOyPi7ojYCFwMHN9tIxHxXeCRMoFExC8j4qb89uPAKrJf+G7biYh4Ir87I196Gv+RtDfwSuDcXvZPSdIOZL9cnwaIiI0R8euSzR4J3BURE+eqd2I6MEvSdLJEuraHNp4F/Cgi1kfEGHAdcGKnO7f43B1P9oVF/v8J3bYREasioqtrQrZo56r8dQH8iOwcgF7aeazp7nZ08Hlu8zt5Dtm0WM++alI0fe1NEfH9FttSlMHcC7iv6f4aekh+qUmaDzyPrDfby/4jkm4GHgCujoie2gE+TvahLVtgNYCrJN0oabTHNg4AHgTOz4dKzpW0Xcm4XgNc1O1OEfEL4CPAvcAvgUcj4qoenn8lcISkuZJmA39K1mMrY15E/DKP85fA7iXbS+WvgW/2urOkD0m6D3gdMOm1LDto4zjgFxGxotc46mrQ17SZ7AIrA/2mlDQH+BLwjgk9gY5FxHhELCDrgRwm6dk9xHEs8EBE3NhLDBP8UUQsBI4B/pekI3poYzrZn5r/FhHPA35D9qd3TyTNBI4DLulh353Jep77A3sC20l6fbftRMQqsj/Zrwa+RTY0NtZ2pyEkaQnZ6/p8r21ExJKI2Cdv4609xDAbWEKPSbzuBp2I17BlD2RvevsTMwlJM8iS8Ocj4stl28v/dL8WOLqH3f8IOE7SarIhm5dLurDHONbm/z8AXEY2JNStNWRnVW7u3V9Klph7dQxwU0Tc38O+RwE/j4gHI2IT8GXghb0EERGfjoiFEXEE2Z/SP+ulnSb3S3oKQP7/QAtkSToFOBZ4XUSk6OR8AfjzHvY7kOyLc0X+md4buEnSHgliGnqDTsTLgKdJ2j/vIb0GuHwQgUgS2fjnqoj4WIl2dtt8dFrZvOujgNu7bSci3hcRe0fEfLKfy3ciouten6TtlJ0RST6U8AqyP8m7jWcdcJ+kZ+SrjgRu67adJq+lh2GJ3L3A4ZJm5+/bkWRj+l2TtHv+/77Aq0rEtNnlwCn57VOAr5Zsr2eSjgbeS1aiYH2Jdp7WdPc4evs8/yQido+I+flneg3ZwfF1vcZVK4M+Wkg2LncH2eyJJT22cRHZWOEmsjf4TT208SKyYZFbgJvz5U97aOdg4Md5OyuB9yf4Gb2UHmdNkI3trsiXW3v9GedtLSCrqHcL8BVg5x7bmQ08DOxYIpYzyRLCSuBzwDY9tvM9si+UFcCRZT93ZBUKv03Ws/42baoUtmnjxPz2k2Qzl67sMZY7yY7BbP48dzLbYbJ2vpT/nG8Bvgbs1Us7E7avxrMmfrf0fEKHmZmlMeihCTOzrZ4TsZnZgDkRm5kNmBOxmdmAORGbmQ2YE7GZ2YA5EZuZDZgTsZnZgP1/b8uzTEyzHIIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uhWlmXTKIB+sa9YiXS3p7fnuZpAUAkvYFRmvtVF2P2EnYzLopKmp66ReNEvE7gRdLugPYD/i5pDuBL+fbzMz6SkTzS79oVI/4IeBtkmYDe+b3XxMR67oRnJlZq/qpp9uspqavRcQjwLIOx2JmVtggTl/zPGIzK5XxPpoN0SwnYjMrFfeIJ/G4Gh0PbM70BLOvd5ySpo7wmrGRJO2k+rxsSvQap6odncoeUx4t3MY9id6r7YcfT9LOfWMzkrSTqo5wiprPAMN9dOCrtGPEZmaDop9mQzTLidjMSsU9YjOzHhuvpBmq6yYnYjMrlUEcmhi8Px1mZnVUQk0vjUhaKOnXklZJOqlTMTcqg3mipF069eBmZqlFqOmlHklTgC8CR5GVeDhO0n6diLlRj/gfgesl/VTSeyU9tRNBmJmlkrDWxMHAqoi4MyKeAL4JHNOJmBsl4juB+WQJ+UDgNkmXSzohrz8xKUmLJC2VtPTqjasShmtmVl8rQxPVuSpfFlU1tTNwd9XPa/J1yTU6WBcRUQGuBK6UNEzWTT8OOAOYtIccEUuAJQAX7PimARw6N7NB1cqsiepcNYnJxi46ks8aJeItAomIUeAy4DJJaU4RMjNLKGGmXANUHyObD9ybrvm/aJSI31BrQ0Q8ljgWM7PCmpkN0aQbgX0k7QHcA7wROD5V49Ua1SP+TSce1MysU1IV/YmIMUnvB64ApgBnRcSKJI1P4BM6zKxUUpauiogfAD9I2OSknIjNrFQiUWW6bup4Ih5OdL7heIIXN1VJxEeH0pyQOKPSX2UnRxN9gFOdrnnH+MzCbYwk6h+tH52epJ1KorKTQ4kOSQ2VcE7TmOsRm5n1lnvEZmY91l/fM5vjRGxmpeIesZlZj7lHbGbWYykO7HebE7GZlcoAXimpfiKWtBXZaX33RsTVko4HXgCsBJbktSfMzPpGqitcd1OjHvHZ+X1GJJ0AzAIuBg4nq9V5QmfDMzNrzSBOjW6UiP8mIp4taSpZ0YudImJc0rnAslo75TU9FwG8Z/ZBHDmyd7KAzczqGcSDdY1OghrKhydmAyPANvn6acBwrZ0iYklELIiIBU7CZtZNFanppV806hF/BbidrPLQYuACSXcCh5BdNsTMrK+M9zqANjQqg/k5Sd/Kb98r6RzgCODLEXFDNwI0M2tF6WZNQJaAq27/CbiwoxGZmRVQxlkTZmYDpYyzJszMBkophyaKemwozasyo1L879wTiY6STktUY3lKklYG8+BEM1K9PimMKk2V5VR1hAfx63e3DOL0NfeIzaxUxgfwb5QTsZmVinvEZmY95kRsZtZjA3jJOidiMyuXUvaIJe0FvBrYBRgDfgucHxEPdTg2M7OWDeIsorpzciSdCHwJmA4cBMwgS8g/l3RYx6MzM2tRRc0v/aLR5Mh3AQsj4p/IakzsFxGLgYXA52rtJGmRpKWSll6zcVW6aM3MGqi0sPSLZmapbx6+mEZWDpOIuIsmy2Ae7jKYZtZFg5iIG40RnwncKOkXwKHAaQCSngr8scOxmZm1rHS1JiLi85KuBp4BfDYibs/X30+WmM3M+ko/jf02q5kymCuAFV2IxcyssEGcNeF5xGZWKpUBHJxwIjazUumng3DN6ngiHk1UenI8QTnN2ZU0b9HjqcppJvrLPZ6oJOKuUzcmaWfd6Iwk7dy5VfHn9bRNaV6bVOUrU71XqYZBhxM9r9E+Kss5eP1h94jNrGTcIzYz67ExdadPLGl//nLm8Rjw3nYvqpzmsgNmZn0iWlgKOh04JSL2Bz6Z/9wW94jNrFS6ODQRwNb57W2Ae+vcty4nYjMrlS5OX/sQcIWkM8hGF17QbkNOxGZWKq2kYUmLgEVVq5ZExJKq7VcDO0yy62LgcODDEXGRpNcDXyErjtYyJ2IzK5VWhibypLukzvaaiVXSOcAH8x8vIKvN0xYfrDOzUhknml4Kuhd4cX77pWQXzWhLo8Lw20j6F0m3S/pDvqzM121bZ78/1yP+8aNtx2Zm1rIulsF8F/AZScuAU9lyiKMljXrE3wYeBA6LiLkRMRd4Sb7uglo7VdcjfsnMfdqNzcysZdHCv0KPE/GziDgwIp4TEc+LiJvabatRIt49Ik6LiLVVD742Ik4Ddm33Qc3MOmUQC8M3SsS/l/QxSfM2r5A0T9LHgbs7G5qZWesqRNNLv2iUiN8AzAWuk/RHSX8ErgWeAhzb4djMzFrWxTPrkml0hY4HgY/nyxYkvR04u0NxmZm1ZayvUmxzikxfOyVZFGZmiXTrYF1KdXvEkm6ttQmYV2PbFoYjzZOdUSneTqrayMlqLEeadiqJ4rlrbCRJO6lK0+67qfjhlFSXzZma6nc2UWWwVHWNhxI9ryn9U464rw7CNavRmXXzgJeTTVerJuB/OhKRmVkB/dTTbVajRPw9YFZE3DJxg6RrOxKRmVkBpesRR8Q76mw7Pn04ZmbFjCcaDu0mF/0xs1Lpp/nBzXIiNrNSKeMYsZnZQCndGLGZ2aAZxKGJjtQjri6Dec3GVZ14CDOzSQ3iCR1tJ2JJP6y1rboM5uEje7f7EGZmLRuPaHrpF43OrDug1iZg//ThmJkVM4hDE43GiG8ErmPyk1ZrXqHDzKxXyniwbiXw7oj4q+sdSXI9YjPrO/009tusRon4U9QeR/5A2lDMzIor3dBERFxYZ/OcxLGYmRUWfXQQrllF5hGfQhOF4YcTvSabEpV6TFGWc3qCOACmpPrLPXifu6akes+n99EvZqqyk5VEZSdTtdNPxgfwF6Lj9Yj7SarayDY4+ikJW3eUbmgC1yM2swFTxqEJ1yM2s4FSuh6x6xGb2aAp4/Q1M7OB0k+nLjfLidjMSqV0QxNmZoPGidjMrMcGcdZE3TKYkraW9M+Svi7p+Anb/qPOfn+uR3yV6xGbWRdViKaXftGoHvHZZHOGLwLeKOkiSdPybYfU2qm6HvHLXI/YzLpoEAvDNxqa2CsiXpvf/o6kxcCPJB3d4bjMzNoyHoNXCLNRIp4maSgie2YR8WlJa4CfALM6Hp2ZWYtKN0YMfBd4afWKiPga8H+AJzoVlJlZuwZxjLjRmXUfq7H+ckmndiYkM7P29dPYb7OKXMX5lGRRmJklUoloeilC0rGSVkiqSFowYduzJf083/4rSXWr53a8DOZ4M3dqwrQE4z6phvBTPafxSS8F2Dsbhor8Xf6LbSqpXqH+eX2UqJc1nqjG8s5TNyZp556xkSTtjCZ6Xil0sUe8HHgN8F/VKyVNBc4F3hIRyyTNBUbrNeQymGZWKt2aNRERKwH013+EjgRujYhl+f3+0Kgtl8E0s1JpZchB0iJgUdWqJRGxpGAI+wIh6QrgqcA3I+L0eju4DKaZlUorQxN50q2ZeCVdDewwyabFEXFpjd2mAi8EDgI2AtdIuikirqn1OK41YWalUvQgXLWIOKKN3dYA10XEAwCSfgAcANRMxGmOzpiZ9Yk+OMX5CuDZkkbyA3cvBm6rt4MTsZmVyniMN70UIenV+ZnGzwe+n48JExEPAp8FbgRuAW6OiO/Xa8tDE2ZWKt06xTkiLgEuqbHtXLIpbE3pSI+4ugzm1S6DaWZdNIinODeqR7yDpP+U9EVJcyV9Kj9L5NuSdqy1X3UZzCNcBtPMuigiml76RaMe8VfJBpnvBn4MPAa8Avgp8KWORmZm1oZuneKcUsMz6yLi3wEkvTciTsvX/7ukmnOMzcx6ZRCL/jRKxNU95nMmbJuSOBYzs8LKWBj+UkmzImJDRPzD5pWS9gZ+3dnQzMxa109jv81qdIrzJ2usXyWp7rw4M7Ne6Kex32a5HrGZlcogzproeD3iVMYS1DudlmjsaKPSTL9OUWM5pVR1hB9P9PpMT/D6DPVZHeGhRG/5XYnqCKc6kWCojz7L/TQ/uFmuR2xmpdJPPd1muR6xmZVK6WZNuB6xmQ2aQTxY56I/ZlYqZRyaMDMbKGU8s87MbKA8KXrEkraPiPWdCMbMrKhBHCNuNNn5KROWucBqYA7wlDr7LQKW5suiJiZVN7xPk5Oz3c4AxOJ2/J572XJR/gJNSlIF+P2E1fPJLo4XEbFna2m/5uMsjYgFbqdz7fRTLG6nO+30Uywp2ymjRifWfIysuM/REbFHROwBrMlvJ0nCZmZPdnUTcUScAbwT+KSkz0qaDQN4SNLMrI81PNU8ItZExLFkV+i4CkhzkvuWlridjrfTT7G4ne6000+xpGyndOqOEf/VnaUZwF4RsVzS2yPi7M6FZmb25NBSIt5iR+muiNg1cTxmZk86ja7ifGuN5VckKoMpaaGkX0taJemkNts4S9J6ScsLxLGLpB9LWilphaQPttnOdEk3SFqWt1OobrOkKZJ+Kel7BdpYnV99+xZJSwu0s62kCyXdnr9Oz2+jjaflcWxeHpb0oTba+XD++i6XdL6k6a22kbfzwbyNFa3GMdnnTtJTJF0l6bf5/3PaaOPYPJ6KpKZmGdRo51/z9+pWSZdI2rbNdv4xb+MWSVdK2qmddqq2fVRSSNqumef2pNBg3t86YH9gtwnL7sC9CeYVTgHuAPYEtgKWAfu10c6hwAHA8gKx7AgckN+eDfymzVhEVrEOYBi4HjikQFwfAc4DvlegjdXAdgner68B78xvbwVsm+D9Xwvs1uJ+OwO/A2bkP38beFsbj/8sYDnZcY+pwNXAPkU+d8DpwEn57ZOA09po4xnA04BrgQUFYjkSmJrfPq1RLHXa2brq9onAl9ppJ1+/C3AF2bTYwp/JsiyNDtZtLoP5+wnL6vxDUtTBwKqIuDMingC+CRzTaiMR8RPgj0UCiYj7IuLm/PYjwEqyX/hW24mI2JD/OJwvbY3/SJoPvAI4s539U5K0Ndkv11cAIuKJiPhTwWYPB+6IiIlz1ZsxFZghaSpZIr23jTaeAfwiIjZGxBhwHfDqZneu8bk7huwPFvn/r2q1jYhYGREtXROyRjtX5s8L4Bdk5wC0087DVT/OpInPc53fyc+RTYv17KsqjaavvSMiflZjW4oymDsDd1f9vIY2kl9qknYHnkvWm21n/ymSbgHWA1dFRFvtAP9G9qEtWmA1gCsl3SRpUZtt7AncD5ydD5WcKWlmwbjeCJzf6k4RcQ9wBnAXcB/wUERc2cbjLwcOlTRX0gjwd2Q9tiLmRcR9eZz3AdsXbC+V/wX8sN2dJX1a0t3Am4BJr2XZRBtHA/dExLJ24yirVFdKaddk15/p6V9KSbOAi4APTegJNC0ixiNif7IeyMGSntVGHK8E1kfETe3EMMHfRsQBwFHA+yQd2kYbU8m+av5nRDwXeJTsq3dbJG0FHA1c0Ma+c8h6nnsAOwEzJb251XYiYiXZV/argMvJhsbG6u40gCQtJnte32i3jYhYHBG75G28v40YRoDFtJnEy67XiXgNW/ZA5tPeV8wkJA2TJeFvRMTFRdvLv7pfCyxsY/e/BY6WtJpsyOalks5tM4578//XA5eQDQm1ag3ZWZWbe/cXkiXmdh0F3BwR69rY9wjgdxFxf0SMAhcDL2gniIj4SkQcEBGHkn2V/m077VRZJ2lHgPz/nhbIknQC8ErgTRGRopNzHvDaNvbbi+wP57L8Mz0fuFnSDgliGni9TsQ3AvtI2iPvIb0RuKwXgUgS2fjnyoj4bIF2nrr56LSyeddHALe32k5EfCIi5kfE7mSvy48iouVen6SZys6IJB9KOJLsK3mr8awF7pb0tHzV4cBtrbZT5TjaGJbI3QUcImkkf98OJxvTb5mk7fP/dwVeUyCmzS4DTshvnwBcWrC9tklaCHycrETBxgLt7FP149G093n+VURsHxG755/pNWQHx9e2G1ep9PpoIdm43G/IZk8sbrON88nGCkfJ3uB3tNHGC8mGRW4FbsmXv2ujnWcDv8zbWQ58MsFrdBhtzpogG9tdli8r2n2N87b2J6uodyvwHWBOm+2MAH8AtikQyylkCWE58HVgWpvt/JTsD8oy4PCinzuyCoXXkPWsr6FOlcI6bbw6v72JbObSFW3GsorsGMzmz3Mzsx0ma+ei/HW+FfgusHM77UzYvhrPmvjz0vYJHWZmlkavhybMzJ70nIjNzHrMidjMrMeciM3MesyJ2Mysx5yIzcx6zInYzKzHnIjNzAg7Yh8AAAAISURBVHrs/wMz1wSerT/CHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making the table for the X and Y shift heatmap   ------ THIS TAKES A VERY SHORT AMOUNT OF TIME\n",
    "\n",
    "for idx, c in enumerate(range(CYCLE_NUMS-1)):\n",
    "    fig, axes = plt.subplots()\n",
    "    tmats = iter(glob.glob(f'tmat_Cyc_{c+1}/*'))\n",
    "    dfX = pd.DataFrame(0, index=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'], \n",
    "                   columns=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'])\n",
    "    dfY = pd.DataFrame(0, index=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'], \n",
    "                   columns=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'])\n",
    "    for sFOV in range(0,NUM_FOVS):\n",
    "        tmat_name = next(tmats)\n",
    "        tmat_loaded = np.load(tmat_name)\n",
    "        moveX = tmat_loaded[0,2]\n",
    "        moveY = tmat_loaded[1,2]\n",
    "        \n",
    "        col = str(int(tmat_name.split('_')[6]))\n",
    "        row = str(int(tmat_name.split('_')[7][0:3]))\n",
    "\n",
    "        dfX.loc[row, col] = moveX\n",
    "        dfY.loc[row, col] = moveY\n",
    "        \n",
    "    sns.heatmap(dfX, vmin=-20, vmax=20)\n",
    "    pl.suptitle(f\"Cycle {c+1} X-shift\")\n",
    "    \n",
    "#     fig, axes = plt.subplots()\n",
    "#     sns.heatmap(dfY, vmin=-100, vmax=100)\n",
    "#     pl.suptitle(f\"Cycle {c+1} Y-shift\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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S8THA6yXdCewOXC3pLuDr+TYzs1KJaH0pi2b1iFcB75c0C9gpf/7KiHh4IoIzM2tXmXq6rWpp+lpErAGWdjkWM7PC+nH6mucRm1mljJRoNkSrnIjNrFLcI+6iFOM+qeoIT5k0kqSdspk0mGaGe6oxuuGRZueSm0v1mp55Nk2N5RnT1ydpx+qr7BixmVm/KNNsiFY5EZtZpbhHbGbWYyOjxYe0JpoTsZlVSj8OTfTfrw4zswZGQy0vzUg6SNJtku6QdHy3Ym5WBvM4Sdt26+BmZqlFqOWlEUmDwFeAg8lKPBwpafduxNysR/w54BpJv5b0YUmbdyMIM7NUEtaa2Ae4IyLuioj1wPeAQ7sRc7NEfBcwnywh7wXcIunnko7O60+MS9JCSUskLTl/9b0JwzUza6ydoYnaXJUvC2ua2ga4r+brlfm65JqdrIuIGAUuBS6VNJmsm34k8AVg3B5yRCwGFgMs2+mtfTh0bmb9qp1ZE7W5ahzjjV10JZ81S8TPCyQiNgAXAxdLmt6NgMzMikiYKVcCtefI5gMPpGv+T5ol4nfX2xARzyaOxcyssFZmQ7ToOmAXSTsC9wNHAEelarxWs3rEt3fjoGZm3ZKq6E9EDEv6CHAJMAicGRE3J2l8DF/QYWaVkvLmzBHxU+CnCZsclxOxmVVKjHuOrdy6nogHE5UhXLe+eKjz5j2TIBJ48omhJO1MGhxu/qQWJBwTK5WhqXXvT9uyVO9NqvKVqQrSaKBck5HKVGhnuA9/HtwjNrNKcY/YzKzHUo4RTxQnYjOrFPeIzcx6zD1iM7MeG3GP2Myst0o0gaNlDROxpClkl/U9EBGXSzoKeA2wHFic154wMyuN0Qr2iM/KnzMk6WhgJvAD4ACyWp1Hdzc8M7P2lGuGdWuaJeKXR8QrJE0iK3qxdUSMSDoHWFpvp7ym50KAz27+F7xrznbJAjYza6SKJ+sG8uGJGcAQMAd4ApgKTK63U22Nz+W7vLkff0GZWZ8aVfWGJr4B3EpWeWgRcL6ku4B9yW4bYmZWKiO9DqADzcpgflHSf+aPH5B0NnAg8PWIuHYiAjQza0flZk1AloBrHj8FXNDViMzMCqjirAkzs77SjyelnIjNrFIqOTRR1OCkNJNJ5s4ofou8SPSrctNEdY1XP5nm/quDA+WasDM4OU08KWrcDpSsf6TBNPE8+1zdSUs9MTSUpl5zCuX6aWiNe8RmVikj7hGbmfWWe8RmZj3mRGxm1mN9eMs6J2Izq5ZK9ogl7Qy8DdgWGAb+AJwbEau6HJuZWdv68RLngUYbJR0HnA5MA/YGppMl5Ksl7d/16MzM2jSq1peyaJiIgWOBgyLin8hqTOweEYuAg4Av1ttJ0kJJSyQt+c+n7ksXrZlZE6NtLGXRyhjxJLLe/lRgFkBE3CuppTKYt+92ULlm1JtZpZUpwbaqWSI+A7hO0m+B/YBTACRtTlaX2MysVPqx59esDOaXJV0O7AacFhG35usfJUvMZmalUqax31a1UgbzZuDmCYjFzKywfpw14XnEZlYpo304OOFEbGaVUsWTdYU9sWooSTszp5WnzF4qUrl+c69dl6a04oyBNJ/V5MnF/8h8LlG5yE23SlP6dNWjaUqfTpu6IUk7qYyWqORZuX6qWuMesZlVinvEZmY9NjxBf2lK2oM/XXk8DHy405sqN7uyzsysr0QbS0GnAidFxB7ACfnXHXGP2MwqZQKHJgKYnT+eAzzQ4LkNORGbWaVM4PS1jwOXSPoC2ejCazptyInYzCqlnTQsaSGwsGbV4rxWzsbtlwNbjbPrIuAA4BMR8X1J7wK+QVYcrW1OxGZWKe0MTdQWKKuzvW5ilXQ28LH8y/PJavN0xCfrzKxSRoiWl4IeAF6fP34D2U0zOtKsMPwcSf8s6VZJj+fL8nzd3Ab7/bEe8UVr7+40NjOztk1gPeJjgX+VtBT4PM8f4mhLs6GJ84BfAPtHxEMAkrYCjibrir9xvJ1qu/u/3frt/Xihi5n1qZigk3UR8RtgrxRtNRua2CEiTtmYhPODPxQRpwDbpQjAzCylfrxDR7NEfI+kT0nacuMKSVtK+jTgeyCZWemMEi0vZdEsEb8b2Ay4StITkp4ArgQ2BQ7vcmxmZm2bwCvrkml2h44ngU/ny/NI+gBwVpfiMjPryHCpUmxrikxfOylZFGZmiUQb/8qiYY9Y0o31NgFb1tn2PDMS1U0dSFBRSQNp3viRkTTTr1O8ppRmTE9TR1iJStOmqiWcwp13bZaknc1mPJuknafWTkvSzuzp65K0MzhYnlNf5Ymkdc2mr20J/DXw5Jj1Av67KxGZmRVQpp5uq5ol4h8DMyPihrEbJF3ZlYjMzAqoXI84Ij7YYNtR6cMxMytmJKrXIzYz6ytlmh/cKidiM6uUKo4Rm5n1lcqNEZuZ9Zt+HJroSj3i2jKYF6y5pxuHMDMbVz9e0NFxIpb0s3rbImJxRCyIiAXvnLV9p4cwM2vbSETLS1k0u7Juz3qbgD3Sh2NmVkw/Dk00GyO+DriKLPGOVfcOHWZmvVLFk3XLgQ9FxJ/di0mS6xGbWemUaey3Vc0S8WepP4780bShmJkVV7mhiYi4oMHmTRLHYmZWWJToJFyriswjPokWCsPPmvNcgUP8ydo1Uwq3EaPimeeKtzM9UWnPqhodSVQHM5GnE3zmkwfSjDymKsU6dyjNz1UVjVStR5yiHnGZpEjC1l9SJGHrL5UbmsD1iM2sz1RxaML1iM2sr1SuR+x6xGbWb6o4fc3MrK+U6dLlVjkRm1mlVG5owsys3zgRm5n1WD/OmmhYBlPSbEn/V9K3JR01ZttXG+z3x3rE3318ZapYzcyaGiVaXsqiWT3is8jmDH8fOELS9yVNzbftW2+n2nrER202P1GoZmbN9WNh+GZDEztHxDvyxxdJWgT8QtIhXY7LzKwjI9F/hTCbJeKpkgYislcWESdLWgn8CpjZ9ejMzNpUuTFi4EfAG2pXRMS3gP8NrO9WUGZmnerHMeJmV9Z9qs76n0v6fHdCMjPrXJnGfltV5C7OJyWLwswskdGIlpciJB0u6WZJo5IWjNn2CklX59tvkjStUVtdL4P58COzWnlaU7NnFK+/WrY6wjPmrEvSzpqnGn7GLRssWU9iQMXjmTktzQhailhSWrtucpJ2ZkxP8/6MjBTp06U1gT3iZcDbgf+oXSlpEnAO8DcRsVTSZkDD5OMymGZWKRM1ayIilgNIf3YjhDcBN0bE0vx5jzdry2UwzaxS2hlykLQQWFizanFELC4Ywq5ASLoE2Bz4XkSc2mgHl8E0s0ppZ2giT7p1E6+ky4Gtxtm0KCJ+WGe3ScDrgL2BtcAVkn4XEVfUO45rTZhZpRQ9CVcrIg7sYLeVwFUR8RiApJ8CewJ1E3F5RtjNzBIowSXOlwCvkDSUn7h7PXBLox2ciM2sUkZipOWlCElvy680fjXwk3xMmIh4EjgNuA64Abg+In7SqC0PTZhZpUzUJc4RcSFwYZ1t55BNYWtJV3rEtWUwL1p7dzcOYWY2rn68xLlZPeKtJH1N0lckbSbps/lVIudJelG9/WrLYB42tGP6qM3M6oiIlpeyaNYj/ibZIPN9wC+BZ4G3AL8GTu9qZGZmHZioS5xTanplXUT8G4CkD0fEKfn6f5NUd46xmVmv9GPRn2aJuLbHfPaYbYOJYzEzK6yKheF/KGlmRDwdEX+/caWkFwO3dTc0M7P2lWnst1XNLnE+oc76OyQ1nBdnZtYLZRr7bZXrEZtZpfTjrImu1yNOUUcYIEb/rNRc21LVlNVAmnaeWTW1+ZNakOp1paopOziYZowuxWeeKpaySVVHOMV7DOWq11ym+cGtcj1iM6uUMvV0W+V6xGZWKZWbNeF6xGbWb/rxZJ2L/phZpVRxaMLMrK9U8co6M7O+8oLoEUvaIiIe6UYwZmZF9eMYcbPJzpuOWTYDVgCbAJs22G8hsCRfFrYwqbrpc1qcnO12+iAWt+PP3MvzF+Vv0LgkjQL3jFk9n+zmeBERO7WX9useZ0lELHA73WunTLG4nYlpp0yxpGynippdSvUpsuI+h0TEjhGxI7Ayf5wkCZuZvdA1TMQR8QXgGOAESadJmgV9eErSzKzEmhYXiIiVEXE42R06LgOGuhDHYrfT9XbKFIvbmZh2yhRLynYqp+EY8Z89WZoO7BwRyyR9ICLO6l5oZmYvDG0l4uftKN0bEdsljsfM7AWn2V2cb6yz3ESLZTCbkXSQpNsk3SHp+A7bOFPSI5KWFYhjW0m/lLRc0s2SPtZhO9MkXStpad5OobrNkgYl/V7Sjwu0sSK/+/YNkpYUaGeupAsk3Zq/T6/uoI2X5HFsXFZL+ngH7Xwif3+XSTpX0rR228jb+Vjexs3txjHe952kTSVdJukP+f+bdNDG4Xk8o5JammVQp51/yT+rGyVdKGluh+18Lm/jBkmXStq6k3Zqtv2dpJA0r5XX9oLQZN7fw8AewPZjlh2ABxLMKxwE7gR2AqYAS4HdO2hnP2BPYFmBWF4E7Jk/ngXc3mEsIqtYBzAZuAbYt0BcnwS+C/y4QBsrgHkJPq9vAcfkj6cAcxN8/g8B27e53zbA3cD0/OvzgPd3cPyXAcvIzntMAi4HdinyfQecChyfPz4eOKWDNnYDXgJcCSwoEMubgEn541OaxdKgndk1j48DTu+knXz9tsAlZNNiC39PVmVpdrJuYxnMe8YsK/JvkqL2Ae6IiLsiYj3wPeDQdhuJiF8BTxQJJCIejIjr88drgOVkP/DtthMR8XT+5eR86Wj8R9J84C3AGZ3sn5Kk2WQ/XN8AiIj1EfFUwWYPAO6MiLFz1VsxCZguaRJZIn2ggzZ2A34bEWsjYhi4CnhbqzvX+b47lOwXFvn/h7XbRkQsj4i27glZp51L89cF8FuyawA6aWd1zZczaOH7ucHP5BfJpsV69lWNZtPXPhgRv6mzLUUZzG2A+2q+XkkHyS81STsAryTrzXay/6CkG4BHgMsioqN2gC+RfdMWLbAawKWSfidpYYdt7AQ8CpyVD5WcIWlGwbiOAM5td6eIuB/4AnAv8CCwKiIu7eD4y4D9JG0maQh4M1mPrYgtI+LBPM4HgS0KtpfK3wI/63RnSSdLug94DzDuvSxbaOMQ4P6IWNppHFWV5t44nRvvPi09/U0paSbwfeDjY3oCLYuIkYjYg6wHso+kl3UQx1uBRyLid53EMMZrI2JP4GDgf0nar4M2JpH9qfm1iHgl8AzZn94dkTQFOAQ4v4N9NyHree4IbA3MkPTedtuJiOVkf7JfBvycbGhsuOFOfUjSIrLX9Z1O24iIRRGxbd7GRzqIYQhYRIdJvOp6nYhX8vweyHw6+xMzCUmTyZLwdyLiB0Xby/90vxI4qIPdXwscImkF2ZDNGySd02EcD+T/PwJcSDYk1K6VZFdVbuzdX0CWmDt1MHB9RDzcwb4HAndHxKMRsQH4AfCaToKIiG9ExJ4RsR/Zn9J/6KSdGg9LehFA/n9PC2RJOhp4K/CeiEjRyfku8I4O9tuZ7Bfn0vx7ej5wvaStEsTU93qdiK8DdpG0Y95DOgK4uBeBSBLZ+OfyiDitQDubbzw7rWze9YHAre22ExGfiYj5EbED2fvyi4hou9cnaYayKyLJhxLeRPYnebvxPATcJ+kl+aoDgFvabafGkXQwLJG7F9hX0lD+uR1ANqbfNklb5P9vB7y9QEwbXQwcnT8+GvhhwfY6Jukg4NNkJQrWFmhnl5ovD6Gz7+ebImKLiNgh/55eSXZy/KFO46qUXp8tJBuXu51s9sSiDts4l2yscAPZB/zBDtp4HdmwyI3ADfny5g7aeQXw+7ydZcAJCd6j/elw1gTZ2O7SfLm50/c4b2sPsop6NwIXAZt02M4Q8Dgwp0AsJ5ElhGXAt4GpHbbza7JfKEuBA4p+35FVKLyCrGd9BQ2qFDZo423543VkM5cu6TCWO8jOwWz8fm5ltsN47Xw/f59vBH4EbNNJO2O2r8CzJv64dHxBh5mZpdHroQkzsxc8J2Izsx5zIjYz6zEnYjOzHnMiNjPrMSdiM7MecyI2M+sxJ2Izsx77/5GjvT1pX595AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Making the table for the X and Y shift heatmap   ------ THIS TAKES A VERY SHORT AMOUNT OF TIME\n",
    "\n",
    "for idx, c in enumerate(range(CYCLE_NUMS-1)):\n",
    "    fig, axes = plt.subplots()\n",
    "    tmats = iter(glob.glob(f'tmat_Cyc_{c+1}/*'))\n",
    "    dfX = pd.DataFrame(0, index=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'], \n",
    "                   columns=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'])\n",
    "    dfY = pd.DataFrame(0, index=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'], \n",
    "                   columns=['0','1','2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14'])\n",
    "    for sFOV in range(0,NUM_FOVS):\n",
    "        tmat_name = next(tmats)\n",
    "        tmat_loaded = np.load(tmat_name)\n",
    "        moveX = tmat_loaded[0,2]\n",
    "        moveY = tmat_loaded[1,2]\n",
    "        \n",
    "        col = str(int(tmat_name.split('_')[6]))\n",
    "        row = str(int(tmat_name.split('_')[7][0:3]))\n",
    "\n",
    "        dfX.loc[row, col] = moveX\n",
    "        dfY.loc[row, col] = moveY\n",
    "#     fig, axes = plt.subplots()\n",
    "#     sns.heatmap(dfX, vmin=-20, vmax=20)\n",
    "#     pl.suptitle(f\"Cycle {c+1} X-shift\")\n",
    " \n",
    "    sns.heatmap(dfY, vmin=-20, vmax=20)\n",
    "    pl.suptitle(f\"Cycle {c+1} Y-shift\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfX_shift = pd.DataFrame()\n",
    "dfY_shift = pd.DataFrame()\n",
    "for idx, c in enumerate(range(CYCLE_NUMS-1)):\n",
    "    tmats = iter(sorted(glob.glob(f'tmat_Cyc_{c+1}/*')))\n",
    "    for sFOV in range(0,NUM_FOVS):\n",
    "        tmat_name = next(tmats)\n",
    "        FOV_num = tmat_name.split('_F')[1][0:3]\n",
    "        tmat_loaded = np.load(tmat_name)\n",
    "        moveX = tmat_loaded[0,2]\n",
    "        moveY = tmat_loaded[1,2]\n",
    "\n",
    "        dfX_shift.loc[FOV_num, str(c+1)] = moveX\n",
    "        dfY_shift.loc[FOV_num, str(c+1)] = moveY\n",
    "dfX_shift.to_csv('X_shift.csv')\n",
    "dfY_shift.to_csv('Y_shift.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>-1.886151</td>\n",
       "      <td>-2.493653</td>\n",
       "      <td>-1.402804</td>\n",
       "      <td>1.371631</td>\n",
       "      <td>1.009267</td>\n",
       "      <td>1.549498</td>\n",
       "      <td>1.547167</td>\n",
       "      <td>8.093952</td>\n",
       "      <td>4.289030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1.501888</td>\n",
       "      <td>-0.554379</td>\n",
       "      <td>0.661776</td>\n",
       "      <td>2.862587</td>\n",
       "      <td>1.385061</td>\n",
       "      <td>3.119292</td>\n",
       "      <td>3.527840</td>\n",
       "      <td>11.481923</td>\n",
       "      <td>4.518784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>-0.438284</td>\n",
       "      <td>-0.799116</td>\n",
       "      <td>0.195039</td>\n",
       "      <td>0.976888</td>\n",
       "      <td>0.919479</td>\n",
       "      <td>1.236167</td>\n",
       "      <td>1.809834</td>\n",
       "      <td>8.815022</td>\n",
       "      <td>4.201838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>-0.560225</td>\n",
       "      <td>-0.994825</td>\n",
       "      <td>0.010578</td>\n",
       "      <td>0.835028</td>\n",
       "      <td>0.862514</td>\n",
       "      <td>1.036424</td>\n",
       "      <td>1.748159</td>\n",
       "      <td>8.480382</td>\n",
       "      <td>4.021640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>-0.645086</td>\n",
       "      <td>-1.092329</td>\n",
       "      <td>0.058026</td>\n",
       "      <td>1.134127</td>\n",
       "      <td>0.684577</td>\n",
       "      <td>1.034247</td>\n",
       "      <td>1.725428</td>\n",
       "      <td>8.817424</td>\n",
       "      <td>4.054484</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <td>209</td>\n",
       "      <td>-0.815954</td>\n",
       "      <td>-0.191304</td>\n",
       "      <td>0.556876</td>\n",
       "      <td>1.509580</td>\n",
       "      <td>0.978085</td>\n",
       "      <td>1.339161</td>\n",
       "      <td>2.138249</td>\n",
       "      <td>9.327518</td>\n",
       "      <td>4.072291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>210</td>\n",
       "      <td>-0.742566</td>\n",
       "      <td>-0.057557</td>\n",
       "      <td>0.469414</td>\n",
       "      <td>1.265430</td>\n",
       "      <td>0.732659</td>\n",
       "      <td>1.252339</td>\n",
       "      <td>2.177804</td>\n",
       "      <td>8.916259</td>\n",
       "      <td>3.766134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>211</td>\n",
       "      <td>-2.215736</td>\n",
       "      <td>-0.061781</td>\n",
       "      <td>0.467857</td>\n",
       "      <td>1.439989</td>\n",
       "      <td>-0.620406</td>\n",
       "      <td>1.264478</td>\n",
       "      <td>0.606719</td>\n",
       "      <td>9.773851</td>\n",
       "      <td>4.086456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>212</td>\n",
       "      <td>0.962676</td>\n",
       "      <td>1.577064</td>\n",
       "      <td>0.277268</td>\n",
       "      <td>1.341366</td>\n",
       "      <td>0.727028</td>\n",
       "      <td>1.052973</td>\n",
       "      <td>3.943035</td>\n",
       "      <td>11.435891</td>\n",
       "      <td>3.969785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>213</td>\n",
       "      <td>-0.987547</td>\n",
       "      <td>-0.277603</td>\n",
       "      <td>0.260453</td>\n",
       "      <td>1.345884</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>1.139530</td>\n",
       "      <td>2.082315</td>\n",
       "      <td>9.314482</td>\n",
       "      <td>3.779182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>214 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            1         2         3         4         5         6         7  \\\n",
       "0   -1.886151 -2.493653 -1.402804  1.371631  1.009267  1.549498  1.547167   \n",
       "1    1.501888 -0.554379  0.661776  2.862587  1.385061  3.119292  3.527840   \n",
       "2   -0.438284 -0.799116  0.195039  0.976888  0.919479  1.236167  1.809834   \n",
       "3   -0.560225 -0.994825  0.010578  0.835028  0.862514  1.036424  1.748159   \n",
       "4   -0.645086 -1.092329  0.058026  1.134127  0.684577  1.034247  1.725428   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "209 -0.815954 -0.191304  0.556876  1.509580  0.978085  1.339161  2.138249   \n",
       "210 -0.742566 -0.057557  0.469414  1.265430  0.732659  1.252339  2.177804   \n",
       "211 -2.215736 -0.061781  0.467857  1.439989 -0.620406  1.264478  0.606719   \n",
       "212  0.962676  1.577064  0.277268  1.341366  0.727028  1.052973  3.943035   \n",
       "213 -0.987547 -0.277603  0.260453  1.345884  0.786564  1.139530  2.082315   \n",
       "\n",
       "             8         9  \n",
       "0     8.093952  4.289030  \n",
       "1    11.481923  4.518784  \n",
       "2     8.815022  4.201838  \n",
       "3     8.480382  4.021640  \n",
       "4     8.817424  4.054484  \n",
       "..         ...       ...  \n",
       "209   9.327518  4.072291  \n",
       "210   8.916259  3.766134  \n",
       "211   9.773851  4.086456  \n",
       "212  11.435891  3.969785  \n",
       "213   9.314482  3.779182  \n",
       "\n",
       "[214 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfY_shift = pd.read_csv(\"Y_shift.csv\")\n",
    "dfY_shift = dfY_shift.drop([\"Unnamed: 0\"], axis=1)\n",
    "dfY_shift\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.041730</td>\n",
       "      <td>-0.164353</td>\n",
       "      <td>-0.500135</td>\n",
       "      <td>-1.066634</td>\n",
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       "      <td>-1.355874</td>\n",
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       "      <td>-2.369145</td>\n",
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       "      <td>-1.300447</td>\n",
       "      <td>-2.012350</td>\n",
       "      <td>-1.773128</td>\n",
       "      <td>-2.270344</td>\n",
       "      <td>-2.641319</td>\n",
       "      <td>-2.619794</td>\n",
       "      <td>3.140509</td>\n",
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       "      <td>4</td>\n",
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       "      <td>-1.962361</td>\n",
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       "      <td>-0.917730</td>\n",
       "      <td>-1.307751</td>\n",
       "      <td>-1.469080</td>\n",
       "      <td>-1.648486</td>\n",
       "      <td>-2.200012</td>\n",
       "      <td>-2.130489</td>\n",
       "      <td>-2.826400</td>\n",
       "      <td>3.111888</td>\n",
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       "    <tr>\n",
       "      <td>210</td>\n",
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       "      <td>-0.889124</td>\n",
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       "      <td>-1.616145</td>\n",
       "      <td>-2.115784</td>\n",
       "      <td>-2.059448</td>\n",
       "      <td>-2.521535</td>\n",
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       "      <td>-1.789754</td>\n",
       "      <td>-2.349845</td>\n",
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       "      <td>-1.780214</td>\n",
       "      <td>-2.324279</td>\n",
       "      <td>-2.161695</td>\n",
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      "text/plain": [
       "            1         2         3         4         5         6         7  \\\n",
       "0    0.168700 -0.093716 -0.296563 -0.865705 -1.637099 -1.218249 -1.482637   \n",
       "1    0.029334 -0.162930 -0.387578 -1.018323 -1.678771 -1.328117 -1.537250   \n",
       "2    0.041730 -0.164353 -0.500135 -1.066634 -1.705912 -1.355874 -1.632357   \n",
       "3   -0.641672 -0.892154 -1.300447 -2.012350 -1.773128 -2.270344 -2.641319   \n",
       "4   -0.648636 -0.883858 -1.293749 -1.962361 -1.681181 -2.261966 -2.585352   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "209 -0.559178 -0.917730 -1.307751 -1.469080 -1.648486 -2.200012 -2.130489   \n",
       "210 -0.561265 -0.889124 -1.282351 -1.401310 -1.616145 -2.115784 -2.059448   \n",
       "211 -0.663742 -1.009954 -1.397605 -1.564404 -1.714573 -2.311108 -2.129682   \n",
       "212 -0.732010 -1.100820 -1.458525 -1.610602 -1.789754 -2.349845 -2.239077   \n",
       "213 -0.682706 -1.047467 -1.486634 -1.579986 -1.780214 -2.324279 -2.161695   \n",
       "\n",
       "            8         9  \n",
       "0   -2.273261  4.197781  \n",
       "1   -2.592109  4.019381  \n",
       "2   -2.369145  3.847385  \n",
       "3   -2.619794  3.140509  \n",
       "4   -2.559731  3.178497  \n",
       "..        ...       ...  \n",
       "209 -2.826400  3.111888  \n",
       "210 -2.521535  3.414172  \n",
       "211 -2.599165  3.264199  \n",
       "212 -2.977513  2.953589  \n",
       "213 -2.963431  2.995294  \n",
       "\n",
       "[214 rows x 9 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfX_shift = pd.read_csv(\"X_shift.csv\")\n",
    "dfX_shift = dfX_shift.drop([\"Unnamed: 0\"], axis=1)\n",
    "dfX_shift\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x2160 with 27 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(CYCLE_NUMS-1, 3, figsize=(15,30))\n",
    "\n",
    "for cycle in range(CYCLE_NUMS-1):\n",
    "    axs[cycle][0].hist(reg_J[f'{cycle+1}'], bins = 50, alpha=0.5, label='reg_J', range=[0,1])\n",
    "    axs[cycle][0].hist(base_J[f'{cycle+1}'], bins = 50, alpha=0.5, label='base_J', range=[0,1])\n",
    "    \n",
    "    axs[cycle][1].hist(dfY_shift[f'{cycle+1}'], bins = 50, alpha=0.5, label='dfX_shift', range=[-20,20])\n",
    "    axs[cycle][2].hist(dfX_shift[f'{cycle+1}'], bins = 50, alpha=0.5, label='dfX_shift', range=[-20,20])\n",
    "    \n",
    "    axs[cycle][0].title.set_text(f'Change in Jaccard Index - Cycle {cycle+1}')\n",
    "    axs[cycle][1].title.set_text(f'Y Shift - Cycle {cycle+1}')\n",
    "    axs[cycle][2].title.set_text(f'X Shift - Cycle {cycle+1}')\n",
    "\n",
    "#     for ax in axs.flat:\n",
    "#         ax.set(xlabel='', ylabel='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e9f66f5ffb1343cdadd7a290ecf8d156",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=9), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# We are trying to look for registered binaries that have intensity percentage less than 0.1 percent (< 0.001)\n",
    "\n",
    "hist = pd.DataFrame()\n",
    "err_lst = []\n",
    "err_lst2 = []\n",
    "err_lst3 = []\n",
    "\n",
    "for c in tqdm(range(CYCLE_NUMS-1)):    \n",
    "    binas = iter(glob.glob(f'reg_bin_Cyc_{c+1}/*')) \n",
    "    for FOV in range(0, NUM_FOVS): # \n",
    "        #sFOV = str(FOV).zfill(NUM_DIGITS_OF_FOVS)\n",
    "        bina_name = next(binas)\n",
    "        bina = imread(bina_name)\n",
    "        bina = bina.astype(np.uint16)\n",
    "        FOV_num = bina_name[-15:-12]\n",
    "        \n",
    "        percentage = (np.sum(bina))/(2048*2048)    \n",
    "        \n",
    "        if percentage < 0.001:\n",
    "            err_lst.append(bina_name)\n",
    "        if percentage < 0.01:\n",
    "            err_lst2.append(bina_name)\n",
    "        if percentage > 0.75:\n",
    "            err_lst3.append(bina_name)\n",
    "            \n",
    "        hist.loc[FOV_num, f'{c+1}'] = percentage    # this is the table of percent of signal in images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_lst\n",
    "uniq_fov = set()\n",
    "for i in err_lst:\n",
    "    FOV = i.split('_F')[1][0:3]\n",
    "    uniq_fov.add(FOV)\n",
    "uniq_fov"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_lst2\n",
    "uniq_fov2 = set()\n",
    "for i in err_lst2:\n",
    "    FOV = i.split('_F')[1][0:3]\n",
    "    uniq_fov2.add(FOV)\n",
    "uniq_fov2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "err_lst3\n",
    "uniq_fov3 = set()\n",
    "for i in err_lst3:\n",
    "    FOV = i.split('_F')[1][0:3]\n",
    "    uniq_fov3.add(FOV)\n",
    "uniq_fov3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pylab as pl\n",
    "for c in range(CYCLE_NUMS-1):\n",
    "    hist.hist(column=f'{c+1}', bins = 80, range=[0, 0.5])\n",
    "    pl.suptitle(f\"Cycle {c+1}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merging and Cropping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_FOVS = 214"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " tmat_Cyc_1 \n",
      " 0.16738048528881855 -1.477374828145571 1.5018878978820567 -2.5914217485100948\n",
      "X_max:1 X_min:-2 Y_max:2 Y_min:-3\n",
      "\n",
      " tmat_Cyc_2 \n",
      " -0.09371649980175789 -2.769835344630792 2.025316236468143 -3.0085687743220095\n",
      "X_max:-1 X_min:-3 Y_max:3 Y_min:-4\n",
      "\n",
      " tmat_Cyc_3 \n",
      " -0.2965633589112713 -3.0270502862565536 2.6598070371722997 -1.8533045413772538\n",
      "X_max:-1 X_min:-4 Y_max:3 Y_min:-2\n",
      "\n",
      " tmat_Cyc_4 \n",
      " -0.8657054165879572 -3.620462798021208 3.6086915339583356 -1.0332847522809083\n",
      "X_max:-1 X_min:-4 Y_max:4 Y_min:-2\n",
      "\n",
      " tmat_Cyc_5 \n",
      " -1.3316988582297427 -3.9915264798449925 3.1143259682826283 -1.8148503432937535\n",
      "X_max:-2 X_min:-4 Y_max:4 Y_min:-2\n",
      "\n",
      " tmat_Cyc_6 \n",
      " -1.2182488818058346 -3.897637214990482 3.4906665669709582 -1.1205213188590664\n",
      "X_max:-2 X_min:-4 Y_max:4 Y_min:-2\n",
      "\n",
      " tmat_Cyc_7 \n",
      " -1.482637080484892 -4.316873421598757 4.021577993023243 -0.5336786406364591\n",
      "X_max:-2 X_min:-5 Y_max:5 Y_min:-1\n",
      "\n",
      " tmat_Cyc_8 \n",
      " -1.6111502807686966 -6.2216363699485555 11.481923082678804 7.057089643812105\n",
      "X_max:-2 X_min:-7 Y_max:12 Y_min:8\n",
      "\n",
      " tmat_Cyc_9 \n",
      " 4.505675133207049 -0.7805030016403407 6.1965301546578075 1.3910627866828236\n",
      "X_max:5 X_min:-1 Y_max:7 Y_min:2\n",
      "\n",
      " X_max_total:5 X_min_total:-7 Y_max_total:12 Y_min_total:-4\n"
     ]
    }
   ],
   "source": [
    "## print('X shift and Y shift max min values')\n",
    "x_max_list=[]\n",
    "x_min_list=[]\n",
    "y_max_list=[]\n",
    "y_min_list=[]\n",
    "X_indices =[]\n",
    "Y_indices =[]\n",
    "X_SHIFT_df = pd.DataFrame\n",
    "Y_SHIFT_df = pd.DataFrame\n",
    "\n",
    "for c in range(CYCLE_NUMS-1):     \n",
    "    tmats = iter(glob.glob(f'tmat_Cyc_{c+1}/*'))\n",
    "    X_SHIFT = []\n",
    "    Y_SHIFT = []\n",
    "    X_RIG = []\n",
    "    Y_RIG = []\n",
    "    for sFOV in range(0,NUM_FOVS): \n",
    "        tmat_name = next(tmats)\n",
    "        fov = tmat_name.split('_F')[1][0:3]\n",
    "        tmat_loaded = np.load(tmat_name)\n",
    "        moveX = tmat_loaded[0,2]\n",
    "        moveY = tmat_loaded[1,2]\n",
    "        if moveX > 0:\n",
    "            moveX = moveX + 2048*np.tan(np.arcsin(tmat_loaded[0,1]))\n",
    "            X_RIG = []\n",
    "        if moveY < 0:\n",
    "            moveY = moveY - 2048*np.tan(np.arcsin(tmat_loaded[0,1]))\n",
    "        X_SHIFT.append(moveX)\n",
    "        Y_SHIFT.append(moveY)\n",
    "        \n",
    "#         X_SHIFT_df.loc[fov, c] = moveX\n",
    "#         Y_SHIFT_df.loc[fov, c] = moveY\n",
    "\n",
    "    X_max = max(X_SHIFT)\n",
    "    X_min = min(X_SHIFT)\n",
    "    Y_max = max(Y_SHIFT)\n",
    "    Y_min = min(Y_SHIFT)\n",
    "\n",
    "    print('\\n', f'tmat_Cyc_{c+1} \\n', X_max,X_min,Y_max,Y_min)\n",
    "\n",
    "    def round_shift(val):\n",
    "        import math\n",
    "        if val <0: # if negative,\n",
    "            val = math.floor(val)\n",
    "        else:\n",
    "            val = math.ceil(val)\n",
    "        return val\n",
    "\n",
    "    X_max = round_shift(X_max)\n",
    "    X_min = round_shift(X_min)\n",
    "    Y_max = round_shift(Y_max)\n",
    "    Y_min = round_shift(Y_min)\n",
    "    \n",
    "    x_max_list.append(X_max)\n",
    "    x_min_list.append(X_min)\n",
    "    y_max_list.append(Y_max)\n",
    "    y_min_list.append(Y_min)\n",
    "    print(f'X_max:{X_max}',f'X_min:{X_min}',f'Y_max:{Y_max}',f'Y_min:{Y_min}')\n",
    "\n",
    "X_max_total = max(x_max_list)\n",
    "X_min_total = min(x_min_list)\n",
    "Y_max_total = max(y_max_list)\n",
    "Y_min_total = min(y_min_list)\n",
    "\n",
    "print('\\n', f'X_max_total:{X_max_total}', f'X_min_total:{X_min_total}', \n",
    "      f'Y_max_total:{Y_max_total}', f'Y_min_total:{Y_min_total}')\n",
    "\n",
    "# X_SHIFT_df.to_csv('X_SHIFT_df.csv',sep=',')\n",
    "# Y_SHIFT_df.to_csv('Y_SHIFT_df.csv',sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2048 2048\n"
     ]
    }
   ],
   "source": [
    "Y_total = len(mov[0][0][0])    # 2048\n",
    "X_total = len(mov[0][0][1])    # 2048\n",
    "print(Y_total, X_total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "###############################\n",
    "X_abs_shift = [abs(X_max_total), abs(X_min_total)]\n",
    "Y_abs_shift = [abs(Y_max_total), abs(Y_min_total)] \n",
    "\n",
    "def crop(X_x, X_n, Y_x, Y_n, img, pad):\n",
    "    Y_total = img.shape[3]    # 2048\n",
    "    X_total = img.shape[-1]     # 2048\n",
    "    print('image shape', Y_total, X_total)\n",
    "    \n",
    "    if X_x * X_n > 0:   # same signs --> both negative or both positive\n",
    "        Xlength = X_total - (max(X_abs_shift))\n",
    "        print(Xlength)\n",
    "        if X_x > 0: # moving left\n",
    "            img = img[...,:, 0+pad:Xlength-pad]\n",
    "        if X_x < 0:  # moving right \n",
    "            img = img[...,:, abs(X_n)+pad:X_total-pad]\n",
    "\n",
    "    if X_x * X_n < 0:   # diff signs --> one is positive and other is negative\n",
    "        Xlength = X_total  - (abs(X_x) + abs(X_n))\n",
    "        print(Xlength)\n",
    "        img = img[...,:, abs(X_n)+pad: X_total - abs(X_x)-pad] \n",
    "        \n",
    "    if X_x == 0 and X_n < 0:\n",
    "        Xlength = X_total  - abs(X_n)\n",
    "        print(Xlength)\n",
    "        img = img[...,:, abs(X_n)+pad:X_total-pad]\n",
    "    if X_x == 0 and X_n == 0:\n",
    "        Xlength = X_total\n",
    "        print(Xlength)\n",
    "        img = img[...,:, 0+pad:X_total-pad]\n",
    "    if X_x > 0 and X_n == 0:\n",
    "        Xlength = X_total - X_x\n",
    "        print(Xlength)\n",
    "        img = img[...,:, 0+pad:Xlength-pad]\n",
    "### Y ## #\n",
    "    if Y_x * Y_n > 0:   \n",
    "        Ylength = Y_total - (max(Y_abs_shift))\n",
    "        print(Ylength)\n",
    "        if Y_x > 0: # up\n",
    "            img = img[..., 0+pad:Ylength-pad, :]\n",
    "        if Y_x < 0: # down\n",
    "            img = img[...,abs(Y_n)+pad:Y_total-pad, :]\n",
    "            \n",
    "    if Y_x * Y_n < 0:  # Y_x > 0 , Y_n < 0\n",
    "        Ylength = Y_total  - (abs(Y_x) + abs(Y_n)) # \n",
    "        print(Ylength)\n",
    "        img = img[...,abs(Y_n)+pad:Y_total-abs(Y_x)-pad, :] \n",
    "        \n",
    "    if Y_x == 0 and Y_n < 0: # down\n",
    "        Ylength = Y_total  - abs(Y_n)\n",
    "        print(Ylength)\n",
    "        img = img[..., abs(Y_n)+pad:Y_total-pad, :]\n",
    "        \n",
    "    if Y_x == 0 and Y_n == 0:\n",
    "        Ylength = Y_total\n",
    "        print(Ylength)\n",
    "        img = img[..., 0+pad:Y_total-pad,:]\n",
    "        \n",
    "    if Y_x > 0 and Y_n == 0:\n",
    "        Ylength = Y_total - Y_x ## \n",
    "        print(Ylength)\n",
    "        img = img[..., 0+pad:Ylength-pad, :] ## up  \n",
    "    Xlength = Xlength - (pad*2)\n",
    "    Ylength = Ylength - (pad*2)\n",
    "    return Xlength, Ylength, img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "IN_DIR = 'reg'\n",
    "REF_DIR = 'tif' # cycle0\n",
    "MERGE_DIR = 'merged' # output directory to save\n",
    "Z = 13\n",
    "final_ch = 38\n",
    "\n",
    "pad = 10 # 5 pixel padding\n",
    "\n",
    "!mkdir merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOV 001\n",
      "image max: 1725\n",
      "Appending...  reg_Cyc_1/Cycle_1_F001_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F001_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F001_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F001_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F001_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F001_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F001_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F001_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F001_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F001.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 58107\n",
      "FOV 002\n",
      "image max: 1944\n",
      "Appending...  reg_Cyc_1/Cycle_1_F002_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F002_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F002_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F002_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F002_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F002_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F002_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F002_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F002_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F002.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 004\n",
      "image max: 2648\n",
      "Appending...  reg_Cyc_1/Cycle_1_F004_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F004_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F004_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F004_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F004_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F004_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F004_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F004_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F004_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F004.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 005\n",
      "image max: 3832\n",
      "Appending...  reg_Cyc_1/Cycle_1_F005_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F005_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F005_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F005_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F005_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F005_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F005_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F005_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F005_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F005.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65530\n",
      "FOV 006\n",
      "image max: 2306\n",
      "Appending...  reg_Cyc_1/Cycle_1_F006_reg.tif\n",
      "65529\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F006_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F006_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F006_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F006_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F006_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F006_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F006_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F006_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F006.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 007\n",
      "image max: 1331\n",
      "Appending...  reg_Cyc_1/Cycle_1_F007_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F007_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F007_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F007_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F007_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F007_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F007_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F007_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F007_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F007.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 008\n",
      "image max: 2194\n",
      "Appending...  reg_Cyc_1/Cycle_1_F008_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F008_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F008_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F008_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F008_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F008_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F008_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F008_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F008_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F008.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 009\n",
      "image max: 2967\n",
      "Appending...  reg_Cyc_1/Cycle_1_F009_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F009_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F009_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F009_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F009_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F009_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F009_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F009_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F009_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F009.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 010\n",
      "image max: 2807\n",
      "Appending...  reg_Cyc_1/Cycle_1_F010_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F010_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F010_reg.tif\n",
      "65528\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F010_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F010_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F010_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F010_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F010_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F010_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F010.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 012\n",
      "image max: 3427\n",
      "Appending...  reg_Cyc_1/Cycle_1_F012_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F012_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F012_reg.tif\n",
      "5058\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F012_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F012_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F012_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F012_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F012_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F012_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F012.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65530\n",
      "FOV 013\n",
      "image max: 2496\n",
      "Appending...  reg_Cyc_1/Cycle_1_F013_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F013_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F013_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F013_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F013_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F013_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F013_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F013_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F013_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F013.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 014\n",
      "image max: 2872\n",
      "Appending...  reg_Cyc_1/Cycle_1_F014_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F014_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F014_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F014_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F014_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F014_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F014_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F014_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F014_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F014.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 015\n",
      "image max: 2796\n",
      "Appending...  reg_Cyc_1/Cycle_1_F015_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F015_reg.tif\n",
      "10300\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F015_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F015_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F015_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F015_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F015_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F015.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 016\n",
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      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "Shape = (13, 20, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F016_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F016.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 47537\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F017_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F017_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F017_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F017_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F017_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F017_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F017_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F017.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 018\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F018_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F018_reg.tif\n",
      "9323\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F018_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F018_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F018_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F018_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F018_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F018_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F018_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F018.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 019\n",
      "image max: 2889\n",
      "Appending...  reg_Cyc_1/Cycle_1_F019_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F019_reg.tif\n",
      "10966\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F019_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F019_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F019_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F019_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F019_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F019_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F019_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F019.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65528\n",
      "FOV 020\n",
      "image max: 3164\n",
      "Appending...  reg_Cyc_1/Cycle_1_F020_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F020_reg.tif\n",
      "27830\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F020_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F020_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F020_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F020_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F020_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F020_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F020_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F020.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65455\n",
      "FOV 021\n",
      "image max: 1885\n",
      "Appending...  reg_Cyc_1/Cycle_1_F021_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F021_reg.tif\n",
      "9080\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F021_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F021_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F021_reg.tif\n",
      "20232\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F021_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F021_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F021_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F021_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F021.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 022\n",
      "image max: 3259\n",
      "Appending...  reg_Cyc_1/Cycle_1_F022_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F022_reg.tif\n",
      "9643\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F022_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F022_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F022_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F022_reg.tif\n",
      "65527\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F022_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F022_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F022_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F022.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 52162\n",
      "FOV 023\n",
      "image max: 2521\n",
      "Appending...  reg_Cyc_1/Cycle_1_F023_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F023_reg.tif\n",
      "11695\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F023_reg.tif\n",
      "2405\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F023_reg.tif\n",
      "65528\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F023_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F023_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F023_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F023_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F023_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F023.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65532\n",
      "FOV 024\n",
      "image max: 2495\n",
      "Appending...  reg_Cyc_1/Cycle_1_F024_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F024_reg.tif\n",
      "10962\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F024_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F024_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F024_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F024_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F024_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F024_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F024_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F024.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 38462\n",
      "FOV 025\n",
      "image max: 1626\n",
      "Appending...  reg_Cyc_1/Cycle_1_F025_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F025_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F025_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F025_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F025_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F025_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F025_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F025_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F025_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F025.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65528\n",
      "FOV 026\n",
      "image max: 3237\n",
      "Appending...  reg_Cyc_1/Cycle_1_F026_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F026_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F026_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F026_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F026_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F026_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F026_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F026_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F026_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F026.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 027\n",
      "image max: 3138\n",
      "Appending...  reg_Cyc_1/Cycle_1_F027_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F027_reg.tif\n",
      "8359\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F027_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F027_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F027_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F027_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F027_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F027.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65479\n",
      "FOV 028\n",
      "image max: 2306\n",
      "Appending...  reg_Cyc_1/Cycle_1_F028_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "Appending...  reg_Cyc_5/Cycle_5_F028_reg.tif\n",
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      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F028_reg.tif\n",
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      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F028_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F028.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 64741\n",
      "FOV 029\n",
      "image max: 3725\n",
      "Appending...  reg_Cyc_1/Cycle_1_F029_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F029_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F029_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F029_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F029_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F029_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F029_reg.tif\n",
      "65527\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F029_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F029_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F029.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65510\n",
      "FOV 030\n",
      "image max: 2544\n",
      "Appending...  reg_Cyc_1/Cycle_1_F030_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F030_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F030_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F030_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F030_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F030_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F030_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F030_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F030_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F030.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 031\n",
      "image max: 1843\n",
      "Appending...  reg_Cyc_1/Cycle_1_F031_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F031_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F031_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F031_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F031_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F031_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F031_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F031_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F031_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F031.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 032\n",
      "image max: 2674\n",
      "Appending...  reg_Cyc_1/Cycle_1_F032_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F032_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F032_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F032_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F032_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F032_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F032_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F032_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F032_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F032.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 53226\n",
      "FOV 033\n",
      "image max: 2554\n",
      "Appending...  reg_Cyc_1/Cycle_1_F033_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F033_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F033_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F033_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F033_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F033_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F033_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F033_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F033_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F033.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65512\n",
      "FOV 034\n",
      "image max: 3283\n",
      "Appending...  reg_Cyc_1/Cycle_1_F034_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F034_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F034_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F034_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F034_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F034_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F034_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F034_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F034_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F034.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 035\n",
      "image max: 3880\n",
      "Appending...  reg_Cyc_1/Cycle_1_F035_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F035_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F035_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F035_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F035_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F035_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F035_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F035_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F035.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 41936\n",
      "FOV 036\n",
      "image max: 3279\n",
      "Appending...  reg_Cyc_1/Cycle_1_F036_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F036_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F036_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F036_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F036_reg.tif\n",
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      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F036_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F036_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F036.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 58655\n",
      "FOV 038\n",
      "image max: 2825\n",
      "Appending...  reg_Cyc_1/Cycle_1_F038_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F038_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F038_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F038_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F038.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 039\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F039_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 16, 2048, 2048)\n",
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      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F039_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F039_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F039_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F039_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F039_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F039.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 50921\n",
      "FOV 040\n",
      "image max: 2817\n",
      "Appending...  reg_Cyc_1/Cycle_1_F040_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F040_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F040_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F040_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F040_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F040_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F040_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F040_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F040_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F040.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 49513\n",
      "FOV 041\n",
      "image max: 3282\n",
      "Appending...  reg_Cyc_1/Cycle_1_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F041_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F041_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F041.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 042\n",
      "image max: 3214\n",
      "Appending...  reg_Cyc_1/Cycle_1_F042_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F042_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F042_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F042_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F042_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F042_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F042_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F042_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F042_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F042.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65490\n",
      "FOV 044\n",
      "image max: 2815\n",
      "Appending...  reg_Cyc_1/Cycle_1_F044_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F044_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F044_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F044_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F044_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F044_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F044_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F044_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F044_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F044.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 56421\n",
      "FOV 045\n",
      "image max: 2820\n",
      "Appending...  reg_Cyc_1/Cycle_1_F045_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F045_reg.tif\n",
      "13304\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F045_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F045_reg.tif\n",
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      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F045_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F045_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F045.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65442\n",
      "FOV 046\n",
      "image max: 3266\n",
      "Appending...  reg_Cyc_1/Cycle_1_F046_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F046_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F046_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F046_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F046.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 64968\n",
      "FOV 047\n",
      "image max: 2543\n",
      "Appending...  reg_Cyc_1/Cycle_1_F047_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "Shape = (13, 20, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F047_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F047.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 51819\n",
      "FOV 048\n",
      "image max: 3624\n",
      "Appending...  reg_Cyc_1/Cycle_1_F048_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 16, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F048_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F048.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 57802\n",
      "FOV 049\n",
      "image max: 4365\n",
      "Appending...  reg_Cyc_1/Cycle_1_F049_reg.tif\n",
      "65529\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
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      "65535\n",
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      "65532\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F049_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F049.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 050\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F050_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
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      "65535\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F050_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F050_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F050.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 051\n",
      "image max: 3836\n",
      "Appending...  reg_Cyc_1/Cycle_1_F051_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F051_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F051_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F051_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F051_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F051_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F051.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 052\n",
      "image max: 3094\n",
      "Appending...  reg_Cyc_1/Cycle_1_F052_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F052_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F052_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F052_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F052_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F052_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F052_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F052_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F052_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F052.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 053\n",
      "image max: 4059\n",
      "Appending...  reg_Cyc_1/Cycle_1_F053_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F053_reg.tif\n",
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      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F053_reg.tif\n",
      "3583\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F053_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F053_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F053_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F053_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F053_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F053_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F053.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 59400\n",
      "FOV 054\n",
      "image max: 4172\n",
      "Appending...  reg_Cyc_1/Cycle_1_F054_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F054_reg.tif\n",
      "18196\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F054_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F054_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F054_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F054_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F054_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F054_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F054_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F054.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 055\n",
      "image max: 3863\n",
      "Appending...  reg_Cyc_1/Cycle_1_F055_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F055_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F055_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F055_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F055_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F055_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F055_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F055_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F055_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F055.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 52475\n",
      "FOV 056\n",
      "image max: 2769\n",
      "Appending...  reg_Cyc_1/Cycle_1_F056_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F056_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F056_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F056_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F056_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F056_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F056_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F056_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F056_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F056.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 52874\n",
      "FOV 057\n",
      "image max: 3199\n",
      "Appending...  reg_Cyc_1/Cycle_1_F057_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F057_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F057_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F057_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F057_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F057_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F057_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F057_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F057_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F057.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65503\n",
      "FOV 058\n",
      "image max: 2652\n",
      "Appending...  reg_Cyc_1/Cycle_1_F058_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F058_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F058_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F058_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F058_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F058_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F058_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F058_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F058_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F058.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65524\n",
      "FOV 059\n",
      "image max: 4516\n",
      "Appending...  reg_Cyc_1/Cycle_1_F059_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F059_reg.tif\n",
      "12779\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F059_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F059_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F059_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F059_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F059_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F059_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F059_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F059.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 060\n",
      "image max: 4327\n",
      "Appending...  reg_Cyc_1/Cycle_1_F060_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F060_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F060_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F060_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F060_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F060_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F060_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F060_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F060_reg.tif\n",
      "65534\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F060.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65129\n",
      "FOV 061\n",
      "image max: 6094\n",
      "Appending...  reg_Cyc_1/Cycle_1_F061_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F061_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F061_reg.tif\n",
      "52261\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F061_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F061_reg.tif\n",
      "65448\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F061_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F061_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F061_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F061_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F061.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 062\n",
      "image max: 5802\n",
      "Appending...  reg_Cyc_1/Cycle_1_F062_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F062_reg.tif\n",
      "12439\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F062_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F062_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F062_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F062_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F062_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F062_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F062_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F062.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65502\n",
      "FOV 063\n",
      "image max: 5324\n",
      "Appending...  reg_Cyc_1/Cycle_1_F063_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F063_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F063_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F063_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F063_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F063_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F063_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F063_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F063_reg.tif\n",
      "65535\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F063.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 064\n",
      "image max: 3418\n",
      "Appending...  reg_Cyc_1/Cycle_1_F064_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F064_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F064_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F064_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F064_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F064_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F064_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F064_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F064_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F064.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 065\n",
      "image max: 3970\n",
      "Appending...  reg_Cyc_1/Cycle_1_F065_reg.tif\n",
      "10266\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F065_reg.tif\n",
      "12907\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F065_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F065_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F065_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F065_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F065_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F065_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F065_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F065.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 50835\n",
      "FOV 066\n",
      "image max: 3725\n",
      "Appending...  reg_Cyc_1/Cycle_1_F066_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F066_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F066_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F066_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F066_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F066_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F066_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F066_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F066_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F066.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 48895\n",
      "FOV 067\n",
      "image max: 3086\n",
      "Appending...  reg_Cyc_1/Cycle_1_F067_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F067_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F067_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F067_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F067_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F067_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F067_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F067_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F067_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F067.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 39470\n",
      "FOV 068\n",
      "image max: 2339\n",
      "Appending...  reg_Cyc_1/Cycle_1_F068_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F068_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F068_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F068_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F068_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F068_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F068_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F068_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F068_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F068.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 069\n",
      "image max: 3588\n",
      "Appending...  reg_Cyc_1/Cycle_1_F069_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F069_reg.tif\n",
      "16983\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F069_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F069_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F069_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F069_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F069_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F069_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F069_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F069.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 44624\n",
      "FOV 070\n",
      "image max: 2557\n",
      "Appending...  reg_Cyc_1/Cycle_1_F070_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F070_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F070_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F070_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F070_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F070_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F070_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F070_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F070_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F070.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 071\n",
      "image max: 2162\n",
      "Appending...  reg_Cyc_1/Cycle_1_F071_reg.tif\n",
      "65528\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "3854\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F071_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F071_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F071_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F071_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F071_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F071_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F071.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 45696\n",
      "FOV 072\n",
      "image max: 2606\n",
      "Appending...  reg_Cyc_1/Cycle_1_F072_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F072_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F072_reg.tif\n",
      "8245\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F072_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F072_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F072_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F072_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F072_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F072_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F072.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 44533\n",
      "FOV 073\n",
      "image max: 2299\n",
      "Appending...  reg_Cyc_1/Cycle_1_F073_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F073_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F073_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F073_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F073_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F073_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F073_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F073_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F073_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F073.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 63598\n",
      "FOV 074\n",
      "image max: 2278\n",
      "Appending...  reg_Cyc_1/Cycle_1_F074_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F074_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F074_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F074_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F074_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F074_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F074_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F074_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F074_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F074.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 48059\n",
      "FOV 075\n",
      "image max: 3630\n",
      "Appending...  reg_Cyc_1/Cycle_1_F075_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F075_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F075_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F075_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F075_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F075.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 076\n",
      "image max: 2446\n",
      "Appending...  reg_Cyc_1/Cycle_1_F076_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F076_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F076_reg.tif\n",
      "13147\n",
      "Shape = (13, 24, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F076_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F076.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 56463\n",
      "FOV 077\n",
      "image max: 1564\n",
      "Appending...  reg_Cyc_1/Cycle_1_F077_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 20, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "Shape = (13, 28, 2048, 2048)\n",
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      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F077_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F077.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 62068\n",
      "FOV 078\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F078_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F078_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F078.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 53806\n",
      "FOV 079\n",
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      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F079_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F079.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
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      "image max: 65535\n",
      "FOV 081\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F081_reg.tif\n",
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      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "Shape = (13, 28, 2048, 2048)\n",
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      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F081_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F081_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F081.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 42466\n",
      "FOV 082\n",
      "image max: 9955\n",
      "Appending...  reg_Cyc_1/Cycle_1_F082_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F082_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F082_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F082_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F082_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F082_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F082_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F082.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 083\n",
      "image max: 2535\n",
      "Appending...  reg_Cyc_1/Cycle_1_F083_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F083_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F083_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F083_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F083_reg.tif\n",
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      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F083_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F083.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
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      "image max: 50573\n",
      "FOV 084\n",
      "image max: 2950\n",
      "Appending...  reg_Cyc_1/Cycle_1_F084_reg.tif\n",
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      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F084_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F084_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F084_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F084_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F084_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F084_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F084.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 43825\n",
      "FOV 085\n",
      "image max: 2332\n",
      "Appending...  reg_Cyc_1/Cycle_1_F085_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F085_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F085_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F085_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F085_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F085_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F085_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F085_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F085_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F085.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 086\n",
      "image max: 2124\n",
      "Appending...  reg_Cyc_1/Cycle_1_F086_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F086_reg.tif\n",
      "65529\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F086_reg.tif\n",
      "4995\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F086_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F086_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F086_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F086_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F086_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F086_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F086.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65529\n",
      "FOV 087\n",
      "image max: 5083\n",
      "Appending...  reg_Cyc_1/Cycle_1_F087_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F087_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F087_reg.tif\n",
      "6693\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F087_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F087_reg.tif\n",
      "20123\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F087_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F087_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F087_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F087_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F087.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 39608\n",
      "FOV 088\n",
      "image max: 3570\n",
      "Appending...  reg_Cyc_1/Cycle_1_F088_reg.tif\n",
      "65529\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F088_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F088_reg.tif\n",
      "6361\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F088_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F088_reg.tif\n",
      "15890\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F088_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F088_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F088_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F088_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F088.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 62104\n",
      "FOV 089\n",
      "image max: 1751\n",
      "Appending...  reg_Cyc_1/Cycle_1_F089_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F089_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F089_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F089_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F089_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F089_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F089_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F089_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F089_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F089.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 47875\n",
      "FOV 090\n",
      "image max: 1670\n",
      "Appending...  reg_Cyc_1/Cycle_1_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F090_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F090.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 38644\n",
      "FOV 091\n",
      "image max: 2176\n",
      "Appending...  reg_Cyc_1/Cycle_1_F091_reg.tif\n",
      "65529\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F091_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F091_reg.tif\n",
      "65529\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F091_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F091_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F091_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F091_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F091_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F091_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F091.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 59380\n",
      "FOV 092\n",
      "image max: 1676\n",
      "Appending...  reg_Cyc_1/Cycle_1_F092_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F092_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F092_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F092_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F092_reg.tif\n",
      "65527\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F092_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F092_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F092_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F092_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F092.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 093\n",
      "image max: 2013\n",
      "Appending...  reg_Cyc_1/Cycle_1_F093_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F093_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F093_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F093_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F093_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F093_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F093_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F093_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F093_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F093.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 094\n",
      "image max: 1994\n",
      "Appending...  reg_Cyc_1/Cycle_1_F094_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F094_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F094_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65531\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F094_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F094_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F094_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F094_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F094_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F094_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F094.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 48266\n",
      "FOV 095\n",
      "image max: 2720\n",
      "Appending...  reg_Cyc_1/Cycle_1_F095_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F095_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F095_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F095_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F095_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F095_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F095_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F095_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F095_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F095.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 096\n",
      "image max: 10053\n",
      "Appending...  reg_Cyc_1/Cycle_1_F096_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F096_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F096_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F096_reg.tif\n",
      "12283\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F096_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F096_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F096_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F096_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F096_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F096.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 097\n",
      "image max: 3634\n",
      "Appending...  reg_Cyc_1/Cycle_1_F097_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F097_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F097_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F097_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F097_reg.tif\n",
      "24981\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F097_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F097_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F097_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F097_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F097.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 098\n",
      "image max: 3124\n",
      "Appending...  reg_Cyc_1/Cycle_1_F098_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F098_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F098_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F098_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F098_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F098_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F098_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F098_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F098_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F098.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 42271\n",
      "FOV 099\n",
      "image max: 2119\n",
      "Appending...  reg_Cyc_1/Cycle_1_F099_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F099_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F099_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F099_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F099_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F099_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F099_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F099_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F099_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F099.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 63228\n",
      "FOV 100\n",
      "image max: 2096\n",
      "Appending...  reg_Cyc_1/Cycle_1_F100_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F100_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F100_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F100_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F100_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F100_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F100_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F100_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F100_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F100.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 101\n",
      "image max: 2451\n",
      "Appending...  reg_Cyc_1/Cycle_1_F101_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F101_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F101_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F101_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F101_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F101_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F101_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F101_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F101_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F101.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 57921\n",
      "FOV 102\n",
      "image max: 2014\n",
      "Appending...  reg_Cyc_1/Cycle_1_F102_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F102_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F102_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F102_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F102_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F102_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F102_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F102_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F102_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F102.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 57371\n",
      "FOV 103\n",
      "image max: 3271\n",
      "Appending...  reg_Cyc_1/Cycle_1_F103_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F103_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F103_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F103_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F103_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F103_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F103_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F103_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F103_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F103.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 104\n",
      "image max: 3669\n",
      "Appending...  reg_Cyc_1/Cycle_1_F104_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F104_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F104_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F104_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F104_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F104_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F104_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F104_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F104_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F104.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 57282\n",
      "FOV 105\n",
      "image max: 2832\n",
      "Appending...  reg_Cyc_1/Cycle_1_F105_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F105_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F105_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F105_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F105_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F105_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F105_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F105_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F105_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F105.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 38033\n",
      "FOV 106\n",
      "image max: 3380\n",
      "Appending...  reg_Cyc_1/Cycle_1_F106_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F106_reg.tif\n",
      "26616\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F106_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F106_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F106_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F106_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F106_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F106_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F106_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F106.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 63161\n",
      "FOV 107\n",
      "image max: 2712\n",
      "Appending...  reg_Cyc_1/Cycle_1_F107_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F107_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F107_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F107_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F107_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F107_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F107_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F107_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F107_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F107.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 108\n",
      "image max: 3039\n",
      "Appending...  reg_Cyc_1/Cycle_1_F108_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F108_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F108_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F108_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F108_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F108_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F108_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F108_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F108_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F108.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65523\n",
      "FOV 109\n",
      "image max: 2690\n",
      "Appending...  reg_Cyc_1/Cycle_1_F109_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F109_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F109_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F109_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F109_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F109_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F109_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F109_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F109_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F109.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 47225\n",
      "FOV 110\n",
      "image max: 2009\n",
      "Appending...  reg_Cyc_1/Cycle_1_F110_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F110_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F110_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F110_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F110_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F110_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F110_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F110_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F110_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F110.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 60121\n",
      "FOV 111\n",
      "image max: 2655\n",
      "Appending...  reg_Cyc_1/Cycle_1_F111_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F111_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F111_reg.tif\n",
      "65529\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F111_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F111_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F111_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F111_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F111_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F111_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F111.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 47548\n",
      "FOV 112\n",
      "image max: 3332\n",
      "Appending...  reg_Cyc_1/Cycle_1_F112_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F112_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F112_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F112_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F112_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F112_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F112_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F112_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F112_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F112.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 113\n",
      "image max: 2562\n",
      "Appending...  reg_Cyc_1/Cycle_1_F113_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F113_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F113_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F113_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F113_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F113_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F113_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F113_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F113_reg.tif\n",
      "65535\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F113.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 41448\n",
      "FOV 114\n",
      "image max: 2711\n",
      "Appending...  reg_Cyc_1/Cycle_1_F114_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F114_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F114_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F114_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F114_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F114_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F114_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F114_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F114_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F114.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 115\n",
      "image max: 2081\n",
      "Appending...  reg_Cyc_1/Cycle_1_F115_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F115_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F115_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F115_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F115_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F115_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F115_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F115_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F115_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F115.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65529\n",
      "FOV 116\n",
      "image max: 1929\n",
      "Appending...  reg_Cyc_1/Cycle_1_F116_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F116_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F116_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F116_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F116_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F116_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F116_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F116_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F116_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F116.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 53395\n",
      "FOV 118\n",
      "image max: 1931\n",
      "Appending...  reg_Cyc_1/Cycle_1_F118_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F118_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F118_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F118_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F118_reg.tif\n",
      "65527\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F118_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F118_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F118_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F118_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F118.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65513\n",
      "FOV 119\n",
      "image max: 2309\n",
      "Appending...  reg_Cyc_1/Cycle_1_F119_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F119_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F119_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F119_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F119_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F119_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F119_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F119_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F119_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F119.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 120\n",
      "image max: 2459\n",
      "Appending...  reg_Cyc_1/Cycle_1_F120_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F120_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F120_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F120_reg.tif\n",
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      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F120_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F120_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F120_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F120_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F120.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 50408\n",
      "FOV 121\n",
      "image max: 3086\n",
      "Appending...  reg_Cyc_1/Cycle_1_F121_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F121_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F121_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F121_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F121_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F121_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F121_reg.tif\n",
      "65527\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F121_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F121_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F121.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 46928\n",
      "FOV 122\n",
      "image max: 4645\n",
      "Appending...  reg_Cyc_1/Cycle_1_F122_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F122_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F122_reg.tif\n",
      "65529\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F122_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F122_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F122_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F122_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F122_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F122_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F122.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65491\n",
      "FOV 123\n",
      "image max: 2200\n",
      "Appending...  reg_Cyc_1/Cycle_1_F123_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F123_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F123_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F123_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F123_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F123_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F123_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F123_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F123_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F123.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 124\n",
      "image max: 1864\n",
      "Appending...  reg_Cyc_1/Cycle_1_F124_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F124_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F124_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F124_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F124_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F124_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F124_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F124_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F124_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F124.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 125\n",
      "image max: 2182\n",
      "Appending...  reg_Cyc_1/Cycle_1_F125_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F125_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F125_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F125_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F125_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F125_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F125_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F125_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F125_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F125.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 126\n",
      "image max: 1657\n",
      "Appending...  reg_Cyc_1/Cycle_1_F126_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F126_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F126_reg.tif\n",
      "4024\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F126_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F126_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F126_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F126_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F126_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F126_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F126.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 50903\n",
      "FOV 127\n",
      "image max: 1447\n",
      "Appending...  reg_Cyc_1/Cycle_1_F127_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F127_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F127_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F127_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F127_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F127_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F127_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F127_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F127_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F127.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 46983\n",
      "FOV 129\n",
      "image max: 2364\n",
      "Appending...  reg_Cyc_1/Cycle_1_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F129_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F129.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 130\n",
      "image max: 2151\n",
      "Appending...  reg_Cyc_1/Cycle_1_F130_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F130_reg.tif\n",
      "8834\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F130_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F130_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F130_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F130_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F130_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F130_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F130_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F130.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65527\n",
      "FOV 131\n",
      "image max: 1715\n",
      "Appending...  reg_Cyc_1/Cycle_1_F131_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F131_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F131_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F131_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F131_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F131_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F131_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F131_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F131_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F131.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 132\n",
      "image max: 1418\n",
      "Appending...  reg_Cyc_1/Cycle_1_F132_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F132_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F132_reg.tif\n",
      "65530\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F132_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F132_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F132_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F132_reg.tif\n",
      "65527\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F132_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F132_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F132.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65464\n",
      "FOV 133\n",
      "image max: 1297\n",
      "Appending...  reg_Cyc_1/Cycle_1_F133_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F133_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F133_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F133_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F133_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F133_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F133_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F133_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F133_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F133.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 52042\n",
      "FOV 134\n",
      "image max: 1266\n",
      "Appending...  reg_Cyc_1/Cycle_1_F134_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F134_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F134_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F134_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F134_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F134_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F134_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F134_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F134_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F134.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 45534\n",
      "FOV 135\n",
      "image max: 1787\n",
      "Appending...  reg_Cyc_1/Cycle_1_F135_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F135_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F135_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F135_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F135_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F135_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F135_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F135_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F135_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F135.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 136\n",
      "image max: 1796\n",
      "Appending...  reg_Cyc_1/Cycle_1_F136_reg.tif\n",
      "65527\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F136_reg.tif\n",
      "22724\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F136_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F136_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F136_reg.tif\n",
      "65528\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F136_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F136_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F136_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F136_reg.tif\n",
      "65534\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F136.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 137\n",
      "image max: 27139\n",
      "Appending...  reg_Cyc_1/Cycle_1_F137_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F137_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F137_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F137_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F137_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F137_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F137_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F137_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F137_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F137.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 138\n",
      "image max: 15132\n",
      "Appending...  reg_Cyc_1/Cycle_1_F138_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F138_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F138_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F138_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F138_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F138_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F138_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F138_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F138_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F138.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 140\n",
      "image max: 1878\n",
      "Appending...  reg_Cyc_1/Cycle_1_F140_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F140_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F140_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F140_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F140_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F140_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F140_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F140_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F140_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F140.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65517\n",
      "FOV 141\n",
      "image max: 18976\n",
      "Appending...  reg_Cyc_1/Cycle_1_F141_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F141_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F141_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F141_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F141_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F141_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F141_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F141_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F141_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F141.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 60434\n",
      "FOV 142\n",
      "image max: 29503\n",
      "Appending...  reg_Cyc_1/Cycle_1_F142_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F142_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F142_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F142_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F142_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F142_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F142_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F142_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F142_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F142.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65457\n",
      "FOV 143\n",
      "image max: 1748\n",
      "Appending...  reg_Cyc_1/Cycle_1_F143_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F143_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F143_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F143_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F143_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F143_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F143_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F143_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F143_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F143.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 50863\n",
      "FOV 144\n",
      "image max: 2735\n",
      "Appending...  reg_Cyc_1/Cycle_1_F144_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F144_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F144_reg.tif\n",
      "65530\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F144_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F144_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F144_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F144_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F144_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F144_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F144.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 145\n",
      "image max: 1692\n",
      "Appending...  reg_Cyc_1/Cycle_1_F145_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F145_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F145_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F145_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F145_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F145_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F145_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F145_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F145_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F145.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 146\n",
      "image max: 1538\n",
      "Appending...  reg_Cyc_1/Cycle_1_F146_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F146_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F146_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65531\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F146_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F146_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F146_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F146_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F146_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F146_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F146.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 147\n",
      "image max: 1629\n",
      "Appending...  reg_Cyc_1/Cycle_1_F147_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F147_reg.tif\n",
      "13600\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F147_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F147_reg.tif\n",
      "65528\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F147_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F147_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F147_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F147_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F147_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F147.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65516\n",
      "FOV 148\n",
      "image max: 1466\n",
      "Appending...  reg_Cyc_1/Cycle_1_F148_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F148_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F148_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F148_reg.tif\n",
      "65527\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F148_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F148_reg.tif\n",
      "65527\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F148_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F148_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F148_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F148.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65524\n",
      "FOV 149\n",
      "image max: 2043\n",
      "Appending...  reg_Cyc_1/Cycle_1_F149_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F149_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F149_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F149_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F149_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F149_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F149_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F149_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F149_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F149.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 59170\n",
      "FOV 150\n",
      "image max: 1355\n",
      "Appending...  reg_Cyc_1/Cycle_1_F150_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F150_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F150_reg.tif\n",
      "65531\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F150_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F150_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F150_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F150_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F150_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F150_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F150.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 151\n",
      "image max: 1503\n",
      "Appending...  reg_Cyc_1/Cycle_1_F151_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F151_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F151_reg.tif\n",
      "3427\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F151_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F151_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F151_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F151_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F151_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F151_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F151.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 152\n",
      "image max: 3427\n",
      "Appending...  reg_Cyc_1/Cycle_1_F152_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F152_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F152_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F152_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F152_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F152_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F152_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F152_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F152_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F152.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 153\n",
      "image max: 2925\n",
      "Appending...  reg_Cyc_1/Cycle_1_F153_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F153_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F153_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F153_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F153_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F153_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F153_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F153_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F153_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F153.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 40139\n",
      "FOV 154\n",
      "image max: 2321\n",
      "Appending...  reg_Cyc_1/Cycle_1_F154_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F154_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F154_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F154_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F154_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F154_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F154_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F154_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F154_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F154.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 59480\n",
      "FOV 155\n",
      "image max: 1809\n",
      "Appending...  reg_Cyc_1/Cycle_1_F155_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F155_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F155_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F155_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F155_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F155_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F155_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F155_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F155_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F155.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 49339\n",
      "FOV 156\n",
      "image max: 3055\n",
      "Appending...  reg_Cyc_1/Cycle_1_F156_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F156_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F156_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F156_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F156_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F156_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F156_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F156_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F156_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F156.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 50915\n",
      "FOV 157\n",
      "image max: 2807\n",
      "Appending...  reg_Cyc_1/Cycle_1_F157_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F157_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F157_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F157_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F157_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F157_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F157.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65527\n",
      "FOV 158\n",
      "image max: 1313\n",
      "Appending...  reg_Cyc_1/Cycle_1_F158_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F158_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F158_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F158_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F158_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F158.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65514\n",
      "FOV 159\n",
      "image max: 1312\n",
      "Appending...  reg_Cyc_1/Cycle_1_F159_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F159_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F159_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F159_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F159.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65529\n",
      "FOV 160\n",
      "image max: 1272\n",
      "Appending...  reg_Cyc_1/Cycle_1_F160_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F160_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F160_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F160_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F160_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F160_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F160_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F160.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65435\n",
      "FOV 161\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F161_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
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      "Shape = (13, 20, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "Shape = (13, 28, 2048, 2048)\n",
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      "Shape = (13, 32, 2048, 2048)\n",
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      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F161_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F161.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
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      "image max: 65533\n",
      "FOV 162\n",
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      "Appending...  reg_Cyc_1/Cycle_1_F162_reg.tif\n",
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      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F162_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F162.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 39222\n",
      "FOV 163\n",
      "image max: 1713\n",
      "Appending...  reg_Cyc_1/Cycle_1_F163_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F163_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F163_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F163_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F163_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F163_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F163_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F163.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 164\n",
      "image max: 1857\n",
      "Appending...  reg_Cyc_1/Cycle_1_F164_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F164_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F164_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F164_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F164_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F164_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F164_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F164_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F164_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F164.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 165\n",
      "image max: 1780\n",
      "Appending...  reg_Cyc_1/Cycle_1_F165_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F165_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F165_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F165_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F165_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F165_reg.tif\n",
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      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F165_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F165_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F165_reg.tif\n",
      "65535\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F165.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65525\n",
      "FOV 166\n",
      "image max: 2644\n",
      "Appending...  reg_Cyc_1/Cycle_1_F166_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F166_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F166_reg.tif\n",
      "65531\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F166_reg.tif\n",
      "65528\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F166_reg.tif\n",
      "65530\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F166_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F166_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F166_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F166_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F166.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 55253\n",
      "FOV 167\n",
      "image max: 1817\n",
      "Appending...  reg_Cyc_1/Cycle_1_F167_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F167_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F167_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F167_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F167_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F167_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F167_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F167_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F167_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F167.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65526\n",
      "FOV 168\n",
      "image max: 1400\n",
      "Appending...  reg_Cyc_1/Cycle_1_F168_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F168_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F168_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F168_reg.tif\n",
      "65528\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F168_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F168_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F168_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F168_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F168_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F168.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65531\n",
      "FOV 169\n",
      "image max: 5215\n",
      "Appending...  reg_Cyc_1/Cycle_1_F169_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F169_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F169_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F169_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F169_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F169_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F169_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F169_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F169_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F169.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65528\n",
      "FOV 170\n",
      "image max: 4750\n",
      "Appending...  reg_Cyc_1/Cycle_1_F170_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F170_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F170_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F170_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F170_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F170_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F170_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F170_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F170_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F170.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 171\n",
      "image max: 4372\n",
      "Appending...  reg_Cyc_1/Cycle_1_F171_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F171_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F171_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F171_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F171_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F171_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F171_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F171_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F171_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F171.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 45380\n",
      "FOV 172\n",
      "image max: 3032\n",
      "Appending...  reg_Cyc_1/Cycle_1_F172_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F172_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F172_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F172_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F172_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F172_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F172_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F172_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F172_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F172.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 46104\n",
      "FOV 173\n",
      "image max: 1881\n",
      "Appending...  reg_Cyc_1/Cycle_1_F173_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F173_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F173_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F173_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F173_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F173_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F173_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F173_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F173_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F173.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 174\n",
      "image max: 65535\n",
      "Appending...  reg_Cyc_1/Cycle_1_F174_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F174_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F174_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F174_reg.tif\n",
      "65528\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F174_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F174_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F174_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F174_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F174_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F174.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 175\n",
      "image max: 1796\n",
      "Appending...  reg_Cyc_1/Cycle_1_F175_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F175_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F175_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F175_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F175_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F175_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F175_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F175_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F175_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F175.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 176\n",
      "image max: 2440\n",
      "Appending...  reg_Cyc_1/Cycle_1_F176_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F176_reg.tif\n",
      "65532\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F176_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F176_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F176_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F176_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F176_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F176_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F176_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F176.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 178\n",
      "image max: 2090\n",
      "Appending...  reg_Cyc_1/Cycle_1_F178_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F178_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F178_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F178_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F178_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F178_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F178_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F178_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F178_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F178.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65534\n",
      "FOV 179\n",
      "image max: 1690\n",
      "Appending...  reg_Cyc_1/Cycle_1_F179_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F179_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F179_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F179_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F179_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F179_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F179_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F179_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F179_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F179.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 45980\n",
      "FOV 180\n",
      "image max: 2763\n",
      "Appending...  reg_Cyc_1/Cycle_1_F180_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F180_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F180_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F180_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F180_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F180_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F180_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F180_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F180_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F180.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 181\n",
      "image max: 2513\n",
      "Appending...  reg_Cyc_1/Cycle_1_F181_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F181_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F181_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F181_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F181_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F181_reg.tif\n",
      "65533\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F181_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F181_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F181_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F181.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 182\n",
      "image max: 1730\n",
      "Appending...  reg_Cyc_1/Cycle_1_F182_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F182_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F182_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F182_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F182_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F182_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F182_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F182_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F182_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F182.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 183\n",
      "image max: 1711\n",
      "Appending...  reg_Cyc_1/Cycle_1_F183_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F183_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F183_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F183_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F183_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F183_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F183_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F183_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F183_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F183.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 42494\n",
      "FOV 184\n",
      "image max: 3569\n",
      "Appending...  reg_Cyc_1/Cycle_1_F184_reg.tif\n",
      "65530\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F184_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F184_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F184_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F184_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F184_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F184_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F184_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F184_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F184.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65507\n",
      "FOV 185\n",
      "image max: 2844\n",
      "Appending...  reg_Cyc_1/Cycle_1_F185_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F185_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F185_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F185_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F185_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F185_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F185_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F185_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F185_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F185.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 186\n",
      "image max: 4943\n",
      "Appending...  reg_Cyc_1/Cycle_1_F186_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F186_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F186_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F186_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F186_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F186_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F186_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F186_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F186_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F186.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 187\n",
      "image max: 2174\n",
      "Appending...  reg_Cyc_1/Cycle_1_F187_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F187_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F187_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F187_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F187_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F187_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F187_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F187_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F187_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F187.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 188\n",
      "image max: 1977\n",
      "Appending...  reg_Cyc_1/Cycle_1_F188_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F188_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F188_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F188_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F188_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F188_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F188_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F188_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F188_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F188.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 189\n",
      "image max: 1607\n",
      "Appending...  reg_Cyc_1/Cycle_1_F189_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F189_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F189_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F189_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F189_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F189_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F189_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F189_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F189_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F189.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 42901\n",
      "FOV 190\n",
      "image max: 33939\n",
      "Appending...  reg_Cyc_1/Cycle_1_F190_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F190_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F190_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F190_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F190_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F190_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F190_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F190_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F190_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F190.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 43070\n",
      "FOV 191\n",
      "image max: 1604\n",
      "Appending...  reg_Cyc_1/Cycle_1_F191_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F191_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F191_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F191_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F191_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F191_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F191_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F191_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F191_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F191.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65490\n",
      "FOV 192\n",
      "image max: 2115\n",
      "Appending...  reg_Cyc_1/Cycle_1_F192_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F192_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F192_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F192_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F192_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F192_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F192_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F192_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F192_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F192.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 44742\n",
      "FOV 193\n",
      "image max: 2215\n",
      "Appending...  reg_Cyc_1/Cycle_1_F193_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F193_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F193_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F193_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F193_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F193_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F193_reg.tif\n",
      "65530\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F193_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F193_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F193.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 194\n",
      "image max: 1944\n",
      "Appending...  reg_Cyc_1/Cycle_1_F194_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F194_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F194_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F194_reg.tif\n",
      "65529\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F194_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F194_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F194_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F194_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F194_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F194.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65486\n",
      "FOV 195\n",
      "image max: 1529\n",
      "Appending...  reg_Cyc_1/Cycle_1_F195_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F195_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F195_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F195_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F195_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F195_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F195_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F195_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F195_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F195.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 196\n",
      "image max: 2146\n",
      "Appending...  reg_Cyc_1/Cycle_1_F196_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F196_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F196_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F196_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F196_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F196_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F196_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F196_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F196_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F196.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 197\n",
      "image max: 1919\n",
      "Appending...  reg_Cyc_1/Cycle_1_F197_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F197_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F197_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F197_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F197_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F197_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F197_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F197_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F197_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F197.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 198\n",
      "image max: 15727\n",
      "Appending...  reg_Cyc_1/Cycle_1_F198_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F198_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F198_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F198_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F198_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F198_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F198_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F198.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 49640\n",
      "FOV 199\n",
      "image max: 1600\n",
      "Appending...  reg_Cyc_1/Cycle_1_F199_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F199_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
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      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F199_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F199_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F199.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 56261\n",
      "FOV 200\n",
      "image max: 5476\n",
      "Appending...  reg_Cyc_1/Cycle_1_F200_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F200_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F200_reg.tif\n",
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      "Shape = (13, 16, 2048, 2048)\n",
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      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F200_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F200_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F200_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F200_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F200.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 44338\n",
      "FOV 201\n",
      "image max: 2694\n",
      "Appending...  reg_Cyc_1/Cycle_1_F201_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F201_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F201_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F201_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F201_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F201_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F201.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 202\n",
      "image max: 2152\n",
      "Appending...  reg_Cyc_1/Cycle_1_F202_reg.tif\n",
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      "Shape = (13, 8, 2048, 2048)\n",
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      "Shape = (13, 12, 2048, 2048)\n",
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      "Shape = (13, 20, 2048, 2048)\n",
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      "Shape = (13, 24, 2048, 2048)\n",
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      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
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      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F202_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F202.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 52205\n",
      "FOV 203\n",
      "image max: 65535\n",
      "Appending...  reg_Cyc_1/Cycle_1_F203_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
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      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
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      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F203_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F203_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F203_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F203_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F203.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 204\n",
      "image max: 1591\n",
      "Appending...  reg_Cyc_1/Cycle_1_F204_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F204_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F204_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F204_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F204_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F204_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F204_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F204_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F204_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F204.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 46968\n",
      "FOV 205\n",
      "image max: 4888\n",
      "Appending...  reg_Cyc_1/Cycle_1_F205_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F205_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F205_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F205_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F205_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F205_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F205_reg.tif\n",
      "65534\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F205_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F205_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F205.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 64668\n",
      "FOV 206\n",
      "image max: 1458\n",
      "Appending...  reg_Cyc_1/Cycle_1_F206_reg.tif\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F206_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F206_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F206_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F206_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F206_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F206_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F206_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F206_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F206.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 207\n",
      "image max: 6956\n",
      "Appending...  reg_Cyc_1/Cycle_1_F207_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F207_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F207_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F207_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F207_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F207_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F207_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F207_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F207_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F207.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 208\n",
      "image max: 1832\n",
      "Appending...  reg_Cyc_1/Cycle_1_F208_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F208_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F208_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F208_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F208_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F208_reg.tif\n",
      "65532\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F208_reg.tif\n",
      "65533\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F208_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F208_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F208.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 45028\n",
      "FOV 209\n",
      "image max: 1860\n",
      "Appending...  reg_Cyc_1/Cycle_1_F209_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F209_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F209_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F209_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F209_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F209_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F209_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F209_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F209_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F209.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 210\n",
      "image max: 14009\n",
      "Appending...  reg_Cyc_1/Cycle_1_F210_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F210_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F210_reg.tif\n",
      "65535\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F210_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F210_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F210_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F210_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F210_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F210_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F210.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 211\n",
      "image max: 1474\n",
      "Appending...  reg_Cyc_1/Cycle_1_F211_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F211_reg.tif\n",
      "65530\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F211_reg.tif\n",
      "3436\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F211_reg.tif\n",
      "65534\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F211_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F211_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F211_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F211_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F211_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F211.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 37621\n",
      "FOV 212\n",
      "image max: 1845\n",
      "Appending...  reg_Cyc_1/Cycle_1_F212_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F212_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F212_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F212_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F212_reg.tif\n",
      "65531\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F212_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F212_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F212_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F212_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F212.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 49867\n",
      "FOV 214\n",
      "image max: 5353\n",
      "Appending...  reg_Cyc_1/Cycle_1_F214_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F214_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F214_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F214_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F214_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F214_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F214_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F214_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F214_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F214.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 215\n",
      "image max: 43369\n",
      "Appending...  reg_Cyc_1/Cycle_1_F215_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F215_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F215_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F215_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F215_reg.tif\n",
      "65534\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F215_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F215_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F215_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F215_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F215.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 216\n",
      "image max: 1542\n",
      "Appending...  reg_Cyc_1/Cycle_1_F216_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F216_reg.tif\n",
      "65533\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F216_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F216_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F216_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F216_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F216_reg.tif\n",
      "65528\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F216_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F216_reg.tif\n",
      "65535\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F216.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 217\n",
      "image max: 1837\n",
      "Appending...  reg_Cyc_1/Cycle_1_F217_reg.tif\n",
      "65534\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F217_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F217_reg.tif\n",
      "65532\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F217_reg.tif\n",
      "65530\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F217_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F217_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F217_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F217_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F217_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F217.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 218\n",
      "image max: 1970\n",
      "Appending...  reg_Cyc_1/Cycle_1_F218_reg.tif\n",
      "65533\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F218_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F218_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F218_reg.tif\n",
      "65535\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F218_reg.tif\n",
      "65533\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F218_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F218_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F218_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F218_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F218.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 49304\n",
      "FOV 219\n",
      "image max: 19977\n",
      "Appending...  reg_Cyc_1/Cycle_1_F219_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F219_reg.tif\n",
      "65534\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F219_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F219_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F219_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F219_reg.tif\n",
      "65529\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F219_reg.tif\n",
      "65532\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F219_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F219_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F219.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 220\n",
      "image max: 1817\n",
      "Appending...  reg_Cyc_1/Cycle_1_F220_reg.tif\n",
      "65532\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F220_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F220_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F220_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F220_reg.tif\n",
      "65535\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F220_reg.tif\n",
      "65528\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F220_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F220_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F220_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F220.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n",
      "FOV 221\n",
      "image max: 1495\n",
      "Appending...  reg_Cyc_1/Cycle_1_F221_reg.tif\n",
      "65531\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F221_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F221_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F221_reg.tif\n",
      "65533\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F221_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F221_reg.tif\n",
      "65530\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F221_reg.tif\n",
      "65531\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F221_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F221_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F221.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 62933\n",
      "FOV 222\n",
      "image max: 2150\n",
      "Appending...  reg_Cyc_1/Cycle_1_F222_reg.tif\n",
      "65529\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F222_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F222_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F222_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F222_reg.tif\n",
      "65529\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F222_reg.tif\n",
      "65531\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F222_reg.tif\n",
      "65529\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F222_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F222_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F222.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 35854\n",
      "FOV 223\n",
      "image max: 8742\n",
      "Appending...  reg_Cyc_1/Cycle_1_F223_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F223_reg.tif\n",
      "65531\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F223_reg.tif\n",
      "65533\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F223_reg.tif\n",
      "65531\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F223_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F223_reg.tif\n",
      "65535\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F223_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F223_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F223_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F223.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 53057\n",
      "FOV 224\n",
      "image max: 1787\n",
      "Appending...  reg_Cyc_1/Cycle_1_F224_reg.tif\n",
      "65535\n",
      "Shape = (13, 8, 2048, 2048)\n",
      "Appending...  reg_Cyc_2/Cycle_2_F224_reg.tif\n",
      "65535\n",
      "Shape = (13, 12, 2048, 2048)\n",
      "Appending...  reg_Cyc_3/Cycle_3_F224_reg.tif\n",
      "65534\n",
      "Shape = (13, 16, 2048, 2048)\n",
      "Appending...  reg_Cyc_4/Cycle_4_F224_reg.tif\n",
      "65532\n",
      "Shape = (13, 20, 2048, 2048)\n",
      "Appending...  reg_Cyc_5/Cycle_5_F224_reg.tif\n",
      "65532\n",
      "Shape = (13, 24, 2048, 2048)\n",
      "Appending...  reg_Cyc_6/Cycle_6_F224_reg.tif\n",
      "65534\n",
      "Shape = (13, 28, 2048, 2048)\n",
      "Appending...  reg_Cyc_7/Cycle_7_F224_reg.tif\n",
      "65535\n",
      "Shape = (13, 32, 2048, 2048)\n",
      "Appending...  reg_Cyc_8/Cycle_8_F224_reg.tif\n",
      "65535\n",
      "Shape = (13, 34, 2048, 2048)\n",
      "Appending...  reg_Cyc_9/Cycle_9_F224_reg.tif\n",
      "65535\n",
      "Shape = (13, 38, 2048, 2048)\n",
      "saving ./{MERGE_DIR}/F224.tif\n",
      "dtype of  uint16\n",
      "image shape 2048 2048\n",
      "2036\n",
      "2032\n",
      "image max: 65535\n"
     ]
    }
   ],
   "source": [
    "refs = iter(glob.glob('tif/Cycle_0/*')) \n",
    "for FOV in range(NUM_FOVS):\n",
    "    ref_name = next(refs)\n",
    "    FOV_num = ref_name.split('_F')[1][0:3]\n",
    "    print(\"FOV\", FOV_num)\n",
    "    #sFOV = str(FOV).zfill(NUM_DIGITS_OF_FOVS)\n",
    "    img = imread(f'{REF_DIR}/Cycle_0/Cycle_F{FOV_num}.tif') # reference image that did not move\n",
    "    img = img.astype(np.uint16)\n",
    "    print(\"image max:\",img.max())\n",
    "    for cycle in range(CYCLE_NUMS-1):    \n",
    "        fname = f'{IN_DIR}_Cyc_{cycle+1}/Cycle_{cycle+1}_F{FOV_num}_{IN_DIR}.tif'\n",
    "        print('Appending... ', fname)\n",
    "        im_to_add = imread(fname).astype(np.uint16)\n",
    "        print(im_to_add.max())\n",
    "        im_to_add = im_to_add[:,:,...] \n",
    "        img = np.append(img, im_to_add, axis=1) # concatenate along channel index\n",
    "        print(f\"Shape = {img.shape}\") \n",
    "    fname = f'/F{FOV_num}.tif'\n",
    "    print('saving', './{MERGE_DIR}'+fname)\n",
    "    print('dtype of ', img.dtype)\n",
    "\n",
    "    ########## CROP ################ --> CHANGE everytime depending on shifts\n",
    "    Xlength, Ylength, img = crop(X_max_total, X_min_total, Y_max_total, Y_min_total, img, pad)\n",
    "\n",
    "    assert img.shape[3] == Xlength, \"Check X size\"\n",
    "    assert img.shape[2] == Ylength, \"Check Y size\"\n",
    "\n",
    "    ### FINAL CHECK before saving ### \n",
    "    assert img.shape[0] == Z, \"Check ZCYX\"\n",
    "    assert img.shape[1] == final_ch, \"check final merge size\"\n",
    "    print(\"image max:\", img.max())\n",
    "\n",
    "    tifffile.imwrite(\n",
    "        f'./{MERGE_DIR}'+fname,\n",
    "        img,\n",
    "        imagej=True,\n",
    "        photometric='minisblack',\n",
    "        metadata={'axes': 'ZCYX'},\n",
    "    )\n",
    "\n",
    "    del img # clear memory\n",
    "    del im_to_add\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_FOVS = 214"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOV 001\n",
      "0\n",
      "1\n",
      "2\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 002\n",
      "0\n",
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      "6\n",
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      "11\n",
      "12\n",
      "FOV 004\n",
      "0\n",
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      "12\n",
      "FOV 005\n",
      "0\n",
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      "FOV 006\n",
      "0\n",
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      "11\n",
      "12\n",
      "FOV 007\n",
      "0\n",
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      "FOV 008\n",
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      "FOV 009\n",
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      "FOV 010\n",
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      "10\n",
      "11\n",
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      "FOV 012\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 013\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 014\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 015\n",
      "0\n",
      "1\n",
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      "3\n",
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      "6\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 016\n",
      "0\n",
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      "6\n",
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      "8\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 017\n",
      "0\n",
      "1\n",
      "2\n",
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      "4\n",
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      "6\n",
      "7\n",
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      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 018\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 019\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 020\n",
      "0\n",
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      "12\n",
      "FOV 021\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 022\n",
      "0\n",
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      "6\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 023\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 024\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 025\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 026\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 027\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 028\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 029\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 030\n",
      "0\n",
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      "11\n",
      "12\n",
      "FOV 031\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 032\n",
      "0\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 033\n",
      "0\n",
      "1\n",
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      "3\n",
      "4\n",
      "5\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 034\n",
      "0\n",
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      "5\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 035\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 036\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
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      "6\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 038\n",
      "0\n",
      "1\n",
      "2\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 039\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
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      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 040\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 041\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
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      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 042\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 044\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 045\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 046\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 047\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 048\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
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      "6\n",
      "7\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 049\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
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      "10\n",
      "11\n",
      "12\n",
      "FOV 050\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 051\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 052\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 053\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 054\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 055\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 056\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 057\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 058\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 059\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 060\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 061\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 062\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 063\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 064\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 065\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 066\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 067\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 068\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 069\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 070\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 071\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 072\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 073\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 074\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 075\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 076\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 077\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 078\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 079\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 081\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 082\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 083\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 084\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 085\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 086\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 087\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 088\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 089\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 090\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 091\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 092\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 093\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 094\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 095\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 096\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 097\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 098\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 099\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 100\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 101\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 102\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 103\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 104\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 105\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 106\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 107\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 108\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 109\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 110\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 111\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 112\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 113\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 114\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 115\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 116\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 118\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 119\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 120\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 121\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "FOV 122\n",
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n"
     ]
    }
   ],
   "source": [
    "int_counts = pd.DataFrame()\n",
    "one_to_five_list = []\n",
    "sixfivek_list = []\n",
    "z_list = []\n",
    "\n",
    "merged = iter(glob.glob('merged/*')) \n",
    "for FOV in range(NUM_FOVS):\n",
    "    merged_name = next(merged)\n",
    "    img = imread(merged_name)\n",
    "    img = img.astype(np.uint16)\n",
    "    FOV_num = merged_name.split('/F')[1][0:3]\n",
    "    print(\"FOV\", FOV_num)\n",
    "    \n",
    "    overall_count_zero = np.count_nonzero(img == 0)\n",
    "    x = np.count_nonzero((0 < img) & (img < 6))\n",
    "    y = np.count_nonzero(65000 < img)\n",
    "     \n",
    "    for Z in range(img.shape[0]):\n",
    "        print(Z)\n",
    "        for ch in range(img.shape[1]): \n",
    "            count_zeros = np.count_nonzero(img[Z,ch,...] == 0)\n",
    "            if count_zeros > 0:\n",
    "                z_list.append((FOV_num, Z, ch))\n",
    "            count = np.count_nonzero((0 < img[Z,ch,...]) & (img[Z,ch,...] < 6))\n",
    "            if count > 0:\n",
    "                one_to_five_list.append((FOV_num, Z, ch))\n",
    "            count = np.count_nonzero(65000 < img[Z,ch,...])\n",
    "            if count > 0:\n",
    "                sixfivek_list.append((FOV_num, Z, ch))\n",
    "                \n",
    "    int_counts.loc[FOV_num, 'FOV_num'] = FOV_num\n",
    "    int_counts.loc[FOV_num, 'total Zero count'] = overall_count_zero\n",
    "    int_counts.loc[FOV_num, 'one to five'] = x\n",
    "    int_counts.loc[FOV_num, 'greater 65K'] = y\n",
    "int_counts.to_csv('pixel_intensity_counts_table.csv')    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>total Zero count</th>\n",
       "      <th>one to five</th>\n",
       "      <th>greater 65K</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>000</td>\n",
       "      <td>000</td>\n",
       "      <td>493858.0</td>\n",
       "      <td>13396.0</td>\n",
       "      <td>17891.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>001</td>\n",
       "      <td>001</td>\n",
       "      <td>480241.0</td>\n",
       "      <td>10310.0</td>\n",
       "      <td>14353.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>002</td>\n",
       "      <td>002</td>\n",
       "      <td>2416700.0</td>\n",
       "      <td>40575.0</td>\n",
       "      <td>55541.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>003</td>\n",
       "      <td>003</td>\n",
       "      <td>944596.0</td>\n",
       "      <td>12743.0</td>\n",
       "      <td>24385.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>004</td>\n",
       "      <td>004</td>\n",
       "      <td>274.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>11087.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>220</td>\n",
       "      <td>220</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>221</td>\n",
       "      <td>221</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>222</td>\n",
       "      <td>222</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>223</td>\n",
       "      <td>223</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>224</td>\n",
       "      <td>224</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FOV_num  total Zero count  one to five  greater 65K\n",
       "000     000          493858.0      13396.0      17891.0\n",
       "001     001          480241.0      10310.0      14353.0\n",
       "002     002         2416700.0      40575.0      55541.0\n",
       "003     003          944596.0      12743.0      24385.0\n",
       "004     004             274.0        483.0      11087.0\n",
       "..      ...               ...          ...          ...\n",
       "220     220               0.0          0.0          0.0\n",
       "221     221               0.0          0.0          0.0\n",
       "222     222               0.0          0.0          0.0\n",
       "223     223               0.0          0.0          0.0\n",
       "224     224               0.0          0.0          1.0\n",
       "\n",
       "[211 rows x 4 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3063"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sixfivek_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3150"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(one_to_five_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3014"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(z_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " ('034', 11, 32),\n",
       " ('034', 11, 33),\n",
       " ...]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13396 FOV: 000\n",
      "10310 FOV: 001\n",
      "40575 FOV: 002\n",
      "12743 FOV: 003\n",
      "483 FOV: 004\n",
      "261 FOV: 005\n",
      "13229 FOV: 007\n",
      "491 FOV: 008\n",
      "276 FOV: 011\n",
      "6758 FOV: 012\n",
      "22700 FOV: 013\n",
      "906 FOV: 014\n",
      "9488 FOV: 015\n",
      "259 FOV: 016\n",
      "9009 FOV: 017\n",
      "8890 FOV: 019\n",
      "20979 FOV: 020\n",
      "7228 FOV: 021\n",
      "6169 FOV: 022\n",
      "236 FOV: 023\n",
      "252 FOV: 024\n",
      "1532 FOV: 025\n",
      "20910 FOV: 026\n",
      "16435 FOV: 027\n",
      "293 FOV: 028\n",
      "122 FOV: 029\n",
      "19996 FOV: 030\n",
      "20796 FOV: 031\n",
      "17966 FOV: 032\n",
      "6296 FOV: 033\n",
      "297 FOV: 034\n",
      "6564 FOV: 035\n",
      "9635 FOV: 036\n",
      "10787 FOV: 037\n",
      "12896 FOV: 038\n",
      "530 FOV: 039\n",
      "266 FOV: 040\n",
      "14310 FOV: 041\n",
      "249 FOV: 042\n",
      "213 FOV: 044\n",
      "17357 FOV: 045\n",
      "1296 FOV: 046\n",
      "282 FOV: 047\n",
      "11319 FOV: 049\n",
      "288 FOV: 050\n",
      "8799 FOV: 051\n",
      "22111 FOV: 052\n",
      "241 FOV: 053\n",
      "272 FOV: 054\n",
      "10538 FOV: 056\n",
      "8455 FOV: 057\n",
      "7541 FOV: 058\n",
      "15578 FOV: 059\n",
      "1128 FOV: 060\n",
      "12456 FOV: 063\n",
      "7995 FOV: 064\n",
      "16546 FOV: 065\n",
      "252 FOV: 066\n",
      "17669 FOV: 067\n",
      "253 FOV: 068\n",
      "17737 FOV: 069\n",
      "103 FOV: 070\n",
      "7564 FOV: 072\n",
      "154 FOV: 073\n",
      "229 FOV: 074\n",
      "8178 FOV: 075\n",
      "814 FOV: 077\n",
      "6173 FOV: 078\n",
      "15252 FOV: 082\n",
      "208 FOV: 084\n",
      "11 FOV: 085\n",
      "22280 FOV: 088\n",
      "21023 FOV: 089\n",
      "6802 FOV: 092\n",
      "3115 FOV: 094\n",
      "186 FOV: 095\n",
      "222 FOV: 096\n",
      "264 FOV: 097\n",
      "278 FOV: 098\n",
      "6034 FOV: 100\n",
      "276 FOV: 101\n",
      "1 FOV: 102\n",
      "1 FOV: 103\n",
      "492 FOV: 105\n",
      "14 FOV: 106\n",
      "7563 FOV: 108\n",
      "5384 FOV: 110\n",
      "1 FOV: 112\n",
      "31 FOV: 113\n",
      "16 FOV: 114\n",
      "20 FOV: 115\n",
      "514 FOV: 116\n",
      "239 FOV: 118\n",
      "11061 FOV: 120\n",
      "17628 FOV: 123\n",
      "28627 FOV: 125\n",
      "3 FOV: 126\n",
      "302 FOV: 127\n",
      "269 FOV: 128\n",
      "261 FOV: 132\n",
      "247 FOV: 133\n",
      "229 FOV: 134\n",
      "264 FOV: 135\n",
      "18655 FOV: 137\n",
      "263 FOV: 141\n",
      "262 FOV: 142\n",
      "13344 FOV: 143\n",
      "288 FOV: 144\n",
      "259 FOV: 145\n",
      "9822 FOV: 146\n",
      "84 FOV: 147\n",
      "20992 FOV: 148\n",
      "8 FOV: 149\n",
      "236 FOV: 151\n",
      "6382 FOV: 152\n",
      "1158 FOV: 153\n",
      "6600 FOV: 154\n",
      "12743 FOV: 155\n",
      "9 FOV: 156\n",
      "9077 FOV: 157\n",
      "98 FOV: 158\n",
      "8316 FOV: 159\n",
      "5700 FOV: 162\n",
      "10379 FOV: 163\n",
      "255 FOV: 166\n",
      "274 FOV: 167\n",
      "12906 FOV: 168\n",
      "9 FOV: 170\n",
      "208 FOV: 171\n",
      "5733 FOV: 172\n",
      "27 FOV: 179\n",
      "274 FOV: 185\n",
      "400 FOV: 186\n",
      "1246 FOV: 187\n",
      "335 FOV: 188\n",
      "294 FOV: 189\n",
      "2 FOV: 190\n",
      "1 FOV: 192\n",
      "216 FOV: 193\n",
      "491 FOV: 194\n",
      "12067 FOV: 196\n",
      "4671 FOV: 197\n",
      "246 FOV: 198\n",
      "4586 FOV: 199\n",
      "1 FOV: 200\n",
      "10 FOV: 204\n",
      "13573 FOV: 206\n",
      "9 FOV: 208\n",
      "8328 FOV: 213\n",
      "346 FOV: 214\n",
      "6349 FOV: 217\n"
     ]
    }
   ],
   "source": [
    "for idx, val in enumerate(int_counts['one to five']):\n",
    "    if val != 0:\n",
    "        print(int(int_counts.iloc[idx, 2]), \"FOV:\", int_counts.iloc[idx, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "z_FOV_set = set()\n",
    "for i in z_list:\n",
    "    z_FOV_set.add(i[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "000 493858.0\n",
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     ]
    },
    {
     "data": {
      "text/plain": [
       "['000',\n",
       " '001',\n",
       " '002',\n",
       " '003',\n",
       " '007',\n",
       " '012',\n",
       " '013',\n",
       " '015',\n",
       " '016',\n",
       " '017',\n",
       " '019',\n",
       " '020',\n",
       " '021',\n",
       " '022',\n",
       " '026',\n",
       " '027',\n",
       " '030',\n",
       " '031',\n",
       " '032',\n",
       " '033',\n",
       " '035',\n",
       " '036',\n",
       " '037',\n",
       " '038',\n",
       " '041',\n",
       " '045',\n",
       " '049',\n",
       " '051',\n",
       " '052',\n",
       " '056',\n",
       " '057',\n",
       " '058',\n",
       " '059',\n",
       " '063',\n",
       " '064',\n",
       " '065',\n",
       " '067',\n",
       " '069',\n",
       " '072',\n",
       " '075',\n",
       " '077',\n",
       " '078',\n",
       " '082',\n",
       " '087',\n",
       " '088',\n",
       " '089',\n",
       " '092',\n",
       " '094',\n",
       " '100',\n",
       " '108',\n",
       " '110',\n",
       " '120',\n",
       " '123',\n",
       " '125',\n",
       " '137',\n",
       " '143',\n",
       " '146',\n",
       " '148',\n",
       " '152',\n",
       " '154',\n",
       " '155',\n",
       " '157',\n",
       " '159',\n",
       " '162',\n",
       " '163',\n",
       " '168',\n",
       " '172',\n",
       " '187',\n",
       " '196',\n",
       " '197',\n",
       " '199',\n",
       " '203',\n",
       " '206',\n",
       " '213',\n",
       " '215',\n",
       " '217']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# LOOKING FOR WHICH FOVS HAVE THE BLACK BOXES\n",
    "black_box = []\n",
    "for idx, val in enumerate(int_counts['total Zero count']):\n",
    "    if val > 2000:\n",
    "        black_box.append(int_counts.iloc[idx, 0])\n",
    "        print(int_counts.iloc[idx, 0], val)\n",
    "black_box"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "76"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(black_box)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "one_to_five_set = set()\n",
    "for i in one_to_five_list:\n",
    "    one_to_five_set.add(i[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "151"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(one_to_five_set)               # num FOVs that have pixel intensity 1-5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3150"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(one_to_five_list)    # number of single images that contains -- surrounding black box, black circle artifacts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " ('031', 10, 32),\n",
       " ('031', 10, 33),\n",
       " ('031', 11, 32),\n",
       " ('031', 11, 33),\n",
       " ('031', 12, 32),\n",
       " ('031', 12, 33),\n",
       " ('032', 0, 26),\n",
       " ('032', 0, 32),\n",
       " ('032', 0, 33),\n",
       " ('032', 1, 26),\n",
       " ('032', 1, 32),\n",
       " ('032', 1, 33),\n",
       " ('032', 2, 26),\n",
       " ('032', 2, 32),\n",
       " ('032', 2, 33),\n",
       " ('032', 3, 26),\n",
       " ('032', 3, 32),\n",
       " ('032', 3, 33),\n",
       " ('032', 4, 26),\n",
       " ('032', 4, 32),\n",
       " ('032', 4, 33),\n",
       " ('032', 5, 26),\n",
       " ('032', 5, 32),\n",
       " ('032', 5, 33),\n",
       " ('032', 6, 26),\n",
       " ('032', 6, 32),\n",
       " ('032', 6, 33),\n",
       " ('032', 7, 26),\n",
       " ('032', 7, 32),\n",
       " ('032', 7, 33),\n",
       " ('032', 8, 10),\n",
       " ('032', 8, 32),\n",
       " ('032', 8, 33),\n",
       " ('032', 9, 10),\n",
       " ('032', 9, 32),\n",
       " ('032', 9, 33),\n",
       " ('032', 10, 10),\n",
       " ('032', 10, 32),\n",
       " ('032', 10, 33),\n",
       " ('032', 11, 10),\n",
       " ('032', 11, 32),\n",
       " ('032', 11, 33),\n",
       " ('032', 12, 10),\n",
       " ('032', 12, 32),\n",
       " ('032', 12, 33),\n",
       " ('033', 0, 25),\n",
       " ('033', 0, 32),\n",
       " ('033', 0, 33),\n",
       " ('033', 1, 25),\n",
       " ('033', 1, 32),\n",
       " ('033', 1, 33),\n",
       " ('033', 2, 25),\n",
       " ('033', 2, 32),\n",
       " ('033', 2, 33),\n",
       " ('033', 3, 25),\n",
       " ('033', 3, 32),\n",
       " ('033', 3, 33),\n",
       " ('033', 4, 25),\n",
       " ('033', 4, 32),\n",
       " ('033', 4, 33),\n",
       " ('033', 5, 25),\n",
       " ('033', 5, 32),\n",
       " ('033', 5, 33),\n",
       " ('033', 6, 25),\n",
       " ('033', 6, 32),\n",
       " ('033', 6, 33),\n",
       " ('033', 7, 18),\n",
       " ('033', 7, 25),\n",
       " ('033', 7, 32),\n",
       " ('033', 7, 33),\n",
       " ('033', 8, 32),\n",
       " ('033', 8, 33),\n",
       " ('033', 9, 32),\n",
       " ('033', 9, 33),\n",
       " ('033', 10, 32),\n",
       " ('033', 10, 33),\n",
       " ('033', 11, 32),\n",
       " ('033', 11, 33),\n",
       " ('033', 12, 32),\n",
       " ('033', 12, 33),\n",
       " ('034', 0, 32),\n",
       " ('034', 0, 33),\n",
       " ('034', 1, 32),\n",
       " ('034', 1, 33),\n",
       " ('034', 2, 32),\n",
       " ('034', 2, 33),\n",
       " ('034', 3, 32),\n",
       " ('034', 3, 33),\n",
       " ('034', 4, 32),\n",
       " ('034', 4, 33),\n",
       " ('034', 5, 32),\n",
       " ('034', 5, 33),\n",
       " ('034', 6, 32),\n",
       " ('034', 6, 33),\n",
       " ('034', 7, 32),\n",
       " ('034', 7, 33),\n",
       " ...]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "one_to_five_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Checking Location of Pixels in Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 910,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 0 pixel image \n",
    "for i in z_list:            \n",
    "    if i[0] == '122':\n",
    "        print(f\"Z:{i[1]}\", \" \",f\"ch:{i[2]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  0,  0, ..., 12, 12, 12]),\n",
       " array([32, 32, 32, ..., 33, 33, 33]),\n",
       " array([1802, 1803, 1804, ..., 1993, 1994, 1995]),\n",
       " array([2028, 2028, 2028, ..., 2028, 2028, 2028]))"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = 'merged/F000.tif'\n",
    "img = imread(img)\n",
    "np.where(img == 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 734,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Z:8   ch:14\n"
     ]
    }
   ],
   "source": [
    "# >65k pixel image\n",
    "for i in sixfivek_list:           \n",
    "    if i[0] == '002':\n",
    "        print(f\"Z:{i[1]}\", \" \",f\"ch:{i[2]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 736,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 0, 0, ..., 9, 9, 9]),\n",
       " array([28, 28, 28, ..., 28, 28, 28]),\n",
       " array([324, 324, 324, ..., 194, 194, 194]),\n",
       " array([106, 108, 109, ..., 614, 615, 616]))"
      ]
     },
     "execution_count": 736,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = 'merged/F002.tif'\n",
    "img = imread(img)\n",
    "np.where(65000 < img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1-5 pixel image\n",
    "for i in one_to_five_list:            \n",
    "    if i[0] == '000':\n",
    "        print(f\"Z:{i[1]}\", \" \",f\"ch:{i[2]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = 'merged/F000.tif'\n",
    "img = imread(img)\n",
    "np.where((0 < img) & (img < 6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>Z</th>\n",
       "      <th>channel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
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       "      <td>33.0</td>\n",
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       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>000</td>\n",
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       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3009</td>\n",
       "      <td>217</td>\n",
       "      <td>8.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3010</td>\n",
       "      <td>217</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3011</td>\n",
       "      <td>217</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3012</td>\n",
       "      <td>217</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3013</td>\n",
       "      <td>217</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1635 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     FOV_num     Z  channel\n",
       "0        000   0.0     32.0\n",
       "1        000   0.0     33.0\n",
       "2        000   0.0     37.0\n",
       "3        000   1.0     32.0\n",
       "4        000   1.0     33.0\n",
       "...      ...   ...      ...\n",
       "3009     217   8.0     12.0\n",
       "3010     217   9.0     12.0\n",
       "3011     217  10.0     12.0\n",
       "3012     217  11.0     12.0\n",
       "3013     217  12.0     12.0\n",
       "\n",
       "[1635 rows x 3 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_black_box = pd.DataFrame()\n",
    "for idx, i in enumerate(z_list):\n",
    "    if i[0] in black_box:\n",
    "        df_black_box.loc[idx, 'FOV_num'] = i[0]\n",
    "        df_black_box.loc[idx, 'Z'] = i[1]\n",
    "        df_black_box.loc[idx, 'channel'] = i[2]\n",
    "        \n",
    "df_black_box\n",
    "df_black_box.to_csv('black_box_locations.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>total Zero count</th>\n",
       "      <th>one to five</th>\n",
       "      <th>greater 65K</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>000</td>\n",
       "      <td>000</td>\n",
       "      <td>0.120376</td>\n",
       "      <td>0.003265</td>\n",
       "      <td>4.360853e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>001</td>\n",
       "      <td>001</td>\n",
       "      <td>0.117057</td>\n",
       "      <td>0.002513</td>\n",
       "      <td>3.498481e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>002</td>\n",
       "      <td>002</td>\n",
       "      <td>0.589060</td>\n",
       "      <td>0.009890</td>\n",
       "      <td>1.353787e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>003</td>\n",
       "      <td>003</td>\n",
       "      <td>0.230241</td>\n",
       "      <td>0.003106</td>\n",
       "      <td>5.943737e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>004</td>\n",
       "      <td>004</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>0.000118</td>\n",
       "      <td>2.702408e-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>220</td>\n",
       "      <td>220</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>221</td>\n",
       "      <td>221</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>222</td>\n",
       "      <td>222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>223</td>\n",
       "      <td>223</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>224</td>\n",
       "      <td>224</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.437456e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FOV_num  total Zero count  one to five   greater 65K\n",
       "000     000          0.120376     0.003265  4.360853e-03\n",
       "001     001          0.117057     0.002513  3.498481e-03\n",
       "002     002          0.589060     0.009890  1.353787e-02\n",
       "003     003          0.230241     0.003106  5.943737e-03\n",
       "004     004          0.000067     0.000118  2.702408e-03\n",
       "..      ...               ...          ...           ...\n",
       "220     220          0.000000     0.000000  0.000000e+00\n",
       "221     221          0.000000     0.000000  0.000000e+00\n",
       "222     222          0.000000     0.000000  0.000000e+00\n",
       "223     223          0.000000     0.000000  0.000000e+00\n",
       "224     224          0.000000     0.000000  2.437456e-07\n",
       "\n",
       "[211 rows x 4 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# total num of pixels is 3995601 (because 2019*1979)\n",
    "total = img.shape[2] * img.shape[3]\n",
    "# here we get percent of 0 intensity count, 0<x<6 and greater than 65k\n",
    "percents = int_counts.copy()\n",
    "percents['total Zero count'] = percents['total Zero count'].div(total)\n",
    "percents['one to five'] = percents['one to five'].div(total)\n",
    "percents['greater 65K'] = percents['greater 65K'].div(total)\n",
    "percents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "percents.to_csv('percent_intensity_table.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>total Zero count</th>\n",
       "      <th>one to five</th>\n",
       "      <th>greater 65K</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>004</td>\n",
       "      <td>004</td>\n",
       "      <td>6.678630e-05</td>\n",
       "      <td>1.177291e-04</td>\n",
       "      <td>0.002702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>005</td>\n",
       "      <td>005</td>\n",
       "      <td>2.803075e-05</td>\n",
       "      <td>6.361760e-05</td>\n",
       "      <td>0.000646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>008</td>\n",
       "      <td>008</td>\n",
       "      <td>4.801789e-05</td>\n",
       "      <td>1.196791e-04</td>\n",
       "      <td>0.001091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>011</td>\n",
       "      <td>011</td>\n",
       "      <td>3.022446e-05</td>\n",
       "      <td>6.727379e-05</td>\n",
       "      <td>0.000836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>014</td>\n",
       "      <td>014</td>\n",
       "      <td>1.043231e-04</td>\n",
       "      <td>2.208335e-04</td>\n",
       "      <td>0.005722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>198</td>\n",
       "      <td>198</td>\n",
       "      <td>2.729951e-05</td>\n",
       "      <td>5.996142e-05</td>\n",
       "      <td>0.000289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>200</td>\n",
       "      <td>200</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.437456e-07</td>\n",
       "      <td>0.000002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>204</td>\n",
       "      <td>204</td>\n",
       "      <td>7.312368e-07</td>\n",
       "      <td>2.437456e-06</td>\n",
       "      <td>0.000031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>208</td>\n",
       "      <td>208</td>\n",
       "      <td>7.312368e-07</td>\n",
       "      <td>2.193710e-06</td>\n",
       "      <td>0.000036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>214</td>\n",
       "      <td>214</td>\n",
       "      <td>4.631167e-05</td>\n",
       "      <td>8.433598e-05</td>\n",
       "      <td>0.001038</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>73 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FOV_num  total Zero count   one to five  greater 65K\n",
       "004     004      6.678630e-05  1.177291e-04     0.002702\n",
       "005     005      2.803075e-05  6.361760e-05     0.000646\n",
       "008     008      4.801789e-05  1.196791e-04     0.001091\n",
       "011     011      3.022446e-05  6.727379e-05     0.000836\n",
       "014     014      1.043231e-04  2.208335e-04     0.005722\n",
       "..      ...               ...           ...          ...\n",
       "198     198      2.729951e-05  5.996142e-05     0.000289\n",
       "200     200      0.000000e+00  2.437456e-07     0.000002\n",
       "204     204      7.312368e-07  2.437456e-06     0.000031\n",
       "208     208      7.312368e-07  2.193710e-06     0.000036\n",
       "214     214      4.631167e-05  8.433598e-05     0.001038\n",
       "\n",
       "[73 rows x 4 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "black_circles = percents.loc[(percents['one to five'] > 0)&(percents['greater 65K'] > 0)&(percents['total Zero count'] < 0.00050055048)]  \n",
    "black_circles\n",
    "# THESE MUST BE THE BLACK CIRCLE ARTIFACT ONES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "black_circles.to_csv('black_circle_pixel_intensity_table.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "black_circle_lst = []\n",
    "for i in black_circles['FOV_num']:\n",
    "    black_circle_lst.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['004',\n",
       " '005',\n",
       " '008',\n",
       " '011',\n",
       " '014',\n",
       " '023',\n",
       " '024',\n",
       " '025',\n",
       " '028',\n",
       " '029',\n",
       " '034',\n",
       " '039',\n",
       " '040',\n",
       " '042',\n",
       " '044',\n",
       " '046',\n",
       " '047',\n",
       " '050',\n",
       " '053',\n",
       " '054',\n",
       " '060',\n",
       " '066',\n",
       " '068',\n",
       " '070',\n",
       " '073',\n",
       " '074',\n",
       " '084',\n",
       " '095',\n",
       " '096',\n",
       " '097',\n",
       " '098',\n",
       " '101',\n",
       " '102',\n",
       " '105',\n",
       " '106',\n",
       " '112',\n",
       " '113',\n",
       " '114',\n",
       " '115',\n",
       " '116',\n",
       " '118',\n",
       " '126',\n",
       " '127',\n",
       " '128',\n",
       " '132',\n",
       " '133',\n",
       " '134',\n",
       " '135',\n",
       " '142',\n",
       " '144',\n",
       " '145',\n",
       " '147',\n",
       " '149',\n",
       " '151',\n",
       " '153',\n",
       " '156',\n",
       " '167',\n",
       " '170',\n",
       " '171',\n",
       " '179',\n",
       " '185',\n",
       " '186',\n",
       " '188',\n",
       " '189',\n",
       " '190',\n",
       " '192',\n",
       " '193',\n",
       " '194',\n",
       " '198',\n",
       " '200',\n",
       " '204',\n",
       " '208',\n",
       " '214']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "black_circle_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>Z</th>\n",
       "      <th>channel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>168</td>\n",
       "      <td>004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>169</td>\n",
       "      <td>004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>170</td>\n",
       "      <td>004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>171</td>\n",
       "      <td>004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>172</td>\n",
       "      <td>004</td>\n",
       "      <td>2.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3131</td>\n",
       "      <td>208</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3132</td>\n",
       "      <td>208</td>\n",
       "      <td>12.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3141</td>\n",
       "      <td>214</td>\n",
       "      <td>8.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3142</td>\n",
       "      <td>214</td>\n",
       "      <td>9.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3143</td>\n",
       "      <td>214</td>\n",
       "      <td>10.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1407 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     FOV_num     Z  channel\n",
       "168      004   0.0     32.0\n",
       "169      004   0.0     33.0\n",
       "170      004   1.0     32.0\n",
       "171      004   1.0     33.0\n",
       "172      004   2.0     32.0\n",
       "...      ...   ...      ...\n",
       "3131     208  11.0     35.0\n",
       "3132     208  12.0     35.0\n",
       "3141     214   8.0     35.0\n",
       "3142     214   9.0     35.0\n",
       "3143     214  10.0     35.0\n",
       "\n",
       "[1407 rows x 3 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_black_circle = pd.DataFrame()\n",
    "count = 0\n",
    "for idx, i in enumerate(one_to_five_list):\n",
    "    if i[0] in black_circle_lst:\n",
    "        df_black_circle.loc[idx, 'FOV_num'] = i[0]\n",
    "        df_black_circle.loc[idx, 'Z'] = i[1]\n",
    "        df_black_circle.loc[idx, 'channel'] = i[2]\n",
    "        count += 1\n",
    "        \n",
    "df_black_circle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_black_circle.to_csv('black_circle_locations.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = imread('merged/F000.tif')\n",
    "image = image[0, 32, ...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f229444af50>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAGrCAYAAABKaHlxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAeMklEQVR4nO3de7QlZX3m8e8jLURFBIKSluaqjWvwslAYJIk6ZDQIJBHMjBkYM6CYtCSaCZOViRidSIyZyUWT6CQDaUdGMAqSC0qyYoQ4KrMSERpELiLSIErTnSYBFQgGBX/zR71Hqw/nfk73OS/9/axVa9d+6/ZW7X32s+ut9+xKVSFJUs8et9wVkCRpsQwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM2mJJXkgySHLXY+5SPKpJD+zBOs5KEklWbUU9ZLmyzDTgiV5dfvgnjxUkl/bAds/JsmmOc67wz5sq2r3qrq9bff9Sd6x0HUluSPJt5LsM6n8urY/By2utjtG24+XLXc99NhlmGnBquqD7YP7uwNwJrAVeO981+e3+ml9GThl4kmS5wJPWL7qSCuPYaYlk+T5wO8DJ1fVllb2lCTvS7IlyV1J3pFklzbtNUn+LsnvJ7kXODvJ45K8NclXktyd5IIkT5nj9j+V5DfaOu9PctnojOaK9vj1dvb4g22Z05PcnORrST6e5MDR+irJGUlubdP/KEnatGcm+XSSbyT5pyQfnrTcM5OsA14N/Erb5l8m+a9J/nxSvf9nkj+YYdc+AJw6en4acMGkdfxYks8luS/JnUnOHk37viR/kuSeJF9PcnWSfac4fquTXJ/kl9vzmV67XZK8s+377cCPzVD/ydsZv+5fT3J7kh9q5Xe21/20uexbm35qe7/ck+S/jc8C2/vprCS3tekXJ9l7rnVVR6rKwWHRA7AncBvwpknlHwH+GHgS8DTgKuD1bdprgIeBXwBWMZxtnA5sBA4Bdgf+AvjANNs8Btg0ev6pVodD27o+BfxWm3YQUMCq0fwntW39q7b9twJ/P5pewF+1fTsA+EfguDbtQuAtDF8Ivw940aTlntnG3w+8YzRtNfDPwJ7t+SrgbuCIafbxDuBlwC2tnrsAdwIHtu0cNDoWz231eR7D2fFJbdrrgb8EntiWPwLYY3TMfqYdny8B6+b42p0BfBHYH9gb+OTk4zvVfkx63V/b6vMO4KvAHwG7AccC9wO7z2HfDgMeAF4E7Aq8E/j2aFtnAlcCa9q6/xi4cLn/XhyWflj2Cjj0PwABPtqGjMr3BR4CnjAqOwX4ZBt/DfDVSev6BPDzo+fPah9Oj/qQZOowe+vo+c8Df9PGD5r8YQt8DHjd6PnjgAeBA9vzYtuQuhg4q41fAKwH1kxRr2nDbLTdn23jPw58YYZjewdDmL0V+B/AccDlDCH43TCbYrk/AH6/jZ8O/D3wvCnm+xTwe207p8zjtfu/wBmjacdOPr5T7cfodb91NO25bdl9R2X3AIfPYd9+jVE4MQT2t0bbuhl46Wj66uneTw59DzYzaim8CXgOcFq1T4zmQODxwJbWnPR1hm/GTxvNc+ekdT0d+Mro+VcYPrgf1Sw2jX8YjT/IcHY3nQOBd4/qdi9DMO83h/X9Spv3qiQ3JTl9jvUDOB/46Tb+0wzNiLP5APAfGYLggskTk7wwySeT/GOSbzCcOe0zWvbjwEVJNif5nSSPHy3+auAu4M9GZbO9dk9n29du/JrNxdbR+DcBqmpy2e5z2Ldt6lFVDzIE4Xg/Lhntw83AI8z9/aROGGZalCTHMDS3/fuq+vqkyXcyfLvfp6r2bMMeVfXs0TyTb9uwmeEDaMIBDE1SW1mcqW4PcSdDs9meo+EJVfX3s66s6h+q6mer6ukMzXj/K8kz57jdjwDPS/IchjOzD85he19h6AhyAkPT62QfAi4F9q+qpwDnMoQtVfXtqvr1qjoM+KG2zfE1uLOBfwI+NHFNjNlfuy0MTYwTDphtHxZh2n1r9VgzMWOSJwDfP1r2TuD4Sa/x91XVXduxvloGhpkWLMlq4CLgzKr63OTpNXQCuQx4V5I92sX4ZyT5NzOs9kLgvyQ5OMnuwH8HPlxVDy+yuv8IfIfhWtyEc4E3J3l225+nJHnVXFaW5FVJJj5Ev8YQWo9MMevWSdukqv6F4SzoQ8BVVfXVOe7D64B/W1X/PMW0JwP3VtW/JDmK4Sxuoq4/kuS5LajuY2hmG9f128CrGK6NfSDJ4+bw2l0M/Ocka5LsBZw1x31YiGn3jeE4/kTrQLIr8Ot8L+hgeI1/M61jT5KnJjlxO9ZVy8Qw02L8LENzzbvz6P81O7fNcyrDhfkvMHzo/xnDdYvpnMfQLHYFw5nIvzB0EFmU1vz0m8DftSano6vqEuC3GZrf7gNuBI6f4yr/NfDZJA8wnDX8YlV9eYr53gcc1rb5kVH5+QzXiubSxDixD7dV1YZpJv888PYk9zNcR7p4NO0HGI77fQzNbJ8G/mTSur8F/CRDM+J5SR7HzK/dexmaLj8PXMvUZ4tLZdp9q6qbGN4fFzGcpd3P0KHmoTbLuxlen8va8lcCL9yOddUyybaXOCTtCEkOYOgN+ANVdd9y1+exop3Nfx1YO82XCz1GeWYm7WDtrOeXgIsMssVL8hNJnpjkSQxd829g6D2pncgOD7MkxyW5JcnGJNuznV1acdoH7n3AjwJvW+bqPFacyNBxaDOwluGf9m1y2sns0GbGdgH6Swx/yJuAqxn+t+ULO6wSkqTHnB19ZnYUsLGqbm8XnC9i+FYlSdKC7egfdt2Pbf/RchNT9CzK8Jt269rTI3ZAvSRJK0RVZfa5trWjw2yqCj6qnbOq1jP8VBBJbPuWJM1oRzczbmLbXw1Yw3DRVpKkBdvRYXY1sLb9usOuwMkM/9AoSdKC7dBmxqp6OMkbGX45YBfgvPYf/JIkLdiK/wUQr5lJ0s5lIR1A/AUQSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcWHGZJ9k/yySQ3J7kpyS+28rOT3JXkujacMFrmzUk2JrklycuXYgckSUpVLWzBZDWwuqquTfJk4BrgJOCngAeq6p2T5j8MuBA4Cng68LfAoVX1yCzbWVgFJUldqqrMd5kFn5lV1ZaquraN3w/cDOw3wyInAhdV1UNV9WVgI0OwSZK0KEtyzSzJQcDzgc+2ojcmuT7JeUn2amX7AXeOFtvENOGXZF2SDUk2LEX9JEmPbYsOsyS7A38OnFlV9wHnAM8ADge2AO+amHWKxadsQqyq9VV1ZFUdudj6SZIe+xYVZkkezxBkH6yqvwCoqq1V9UhVfQd4L99rStwE7D9afA2weTHblyQJFtebMcD7gJur6vdG5atHs70SuLGNXwqcnGS3JAcDa4GrFrp9SZImrFrEsj8M/CfghiTXtbJfBU5JcjhDE+IdwOsBquqmJBcDXwAeBt4wW09GSZLmYsFd83cUu+ZL0s5lh3bNlyRppTDMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3TPMJEndW3SYJbkjyQ1JrkuyoZXtneTyJLe2x71aeZK8J8nGJNcnecFity9J0lKdmf1IVR1eVUe252cBn6iqtcAn2nOA44G1bVgHnLNE25ck7cS2VzPjicD5bfx84KRR+QU1uBLYM8nq7VQHSdJOYinCrIDLklyTZF0r27eqtgC0x6e18v2AO0fLbmpl20iyLsmGiWZLSZJmsmoJ1vHDVbU5ydOAy5N8cYZ5M0VZPaqgaj2wHiDJo6ZLkjS26DOzqtrcHu8GLgGOArZONB+2x7vb7JuA/UeLrwE2L7YOkqSd26LCLMmTkjx5Yhw4FrgRuBQ4rc12GvDRNn4pcGrr1Xg08I2J5khJkhZqsc2M+wKXJJlY14eq6m+SXA1cnOR1wFeBV7X5/xo4AdgIPAi8dpHblySJVK3sS1JeM5OknUtVTdW/Ykb+AogkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpe4aZJKl7hpkkqXuGmSSpewsOsyTPSnLdaLgvyZlJzk5y16j8hNEyb06yMcktSV6+NLsgSdrZpaoWv5JkF+Au4IXAa4EHquqdk+Y5DLgQOAp4OvC3wKFV9cgs6158BSVJ3aiqzHeZpWpmfClwW1V9ZYZ5TgQuqqqHqurLwEaGYJMkaVGWKsxOZjjrmvDGJNcnOS/JXq1sP+DO0TybWpkkSYuy6DBLsivwCuBPW9E5wDOAw4EtwLsmZp1i8SmbEJOsS7IhyYbF1k+S9Ni3FGdmxwPXVtVWgKraWlWPVNV3gPfyvabETcD+o+XWAJunWmFVra+qI6vqyCWonyTpMW4pwuwURk2MSVaPpr0SuLGNXwqcnGS3JAcDa4GrlmD7kqSd3KrFLJzkicCPAq8fFf9OksMZmhDvmJhWVTcluRj4AvAw8IbZejJKkjQXS9I1f3uya74k7VyWs2u+JEnLxjCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHXPMJMkdc8wkyR1zzCTJHVvTmGW5Lwkdye5cVS2d5LLk9zaHvdq5UnyniQbk1yf5AWjZU5r89+a5LSl3x1J0s5ormdm7weOm1R2FvCJqloLfKI9BzgeWNuGdcA5MIQf8DbghcBRwNsmAlCSpMWYU5hV1RXAvZOKTwTOb+PnAyeNyi+owZXAnklWAy8HLq+qe6vqa8DlPDogJUmat8VcM9u3qrYAtMentfL9gDtH821qZdOVS5K0KKu2wzozRVnNUP7oFSTrGJooJUma1WLOzLa25kPa492tfBOw/2i+NcDmGcofparWV9WRVXXkIuonSdpJLCbMLgUmeiSeBnx0VH5q69V4NPCN1gz5ceDYJHu1jh/HtjJJkhZlTs2MSS4EjgH2SbKJoVfibwEXJ3kd8FXgVW32vwZOADYCDwKvBaiqe5P8BnB1m+/tVTW5U4kkSfOWqikvW60YSVZ2BSVJS6qqpupjMSN/AUSS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktQ9w0yS1D3DTJLUPcNMktS9WcMsyXlJ7k5y46jsd5N8Mcn1SS5JsmcrPyjJN5Nc14ZzR8sckeSGJBuTvCdJts8uSZJ2NnM5M3s/cNykssuB51TV84AvAW8eTbutqg5vwxmj8nOAdcDaNkxepyRJCzJrmFXVFcC9k8ouq6qH29MrgTUzrSPJamCPqvpMVRVwAXDSwqosSdK2luKa2enAx0bPD07yuSSfTvLiVrYfsGk0z6ZWNqUk65JsSLJhCeonSXqMW7WYhZO8BXgY+GAr2gIcUFX3JDkC+EiSZwNTXR+r6dZbVeuB9W0b084nSRIsIsySnAb8OPDS1nRIVT0EPNTGr0lyG3Aow5nYuClyDbB5oduWJGlsQc2MSY4D3gS8oqoeHJU/NckubfwQho4et1fVFuD+JEe3XoynAh9ddO0lSWIOZ2ZJLgSOAfZJsgl4G0Pvxd2Ay1sP+ytbz8WXAG9P8jDwCHBGVU10Hvk5hp6RT2C4xja+ziZJ0oKltRCuWF4zk6SdS1XN+/+Q/QUQSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvcMM0lS9wwzSVL3DDNJUvdmDbMk5yW5O8mNo7Kzk9yV5Lo2nDCa9uYkG5PckuTlo/LjWtnGJGct/a5IknZWqaqZZ0heAjwAXFBVz2llZwMPVNU7J817GHAhcBTwdOBvgUPb5C8BPwpsAq4GTqmqL8xawWTmCkqSHlOqKvNdZtUcVnpFkoPmuL4TgYuq6iHgy0k2MgQbwMaquh0gyUVt3lnDTJKk2Szmmtkbk1zfmiH3amX7AXeO5tnUyqYrn1KSdUk2JNmwiPpJknYSCw2zc4BnAIcDW4B3tfKpTg1rhvIpVdX6qjqyqo5cYP0kSTuRWZsZp1JVWyfGk7wX+Kv2dBOw/2jWNcDmNj5duSRJi7KgM7Mkq0dPXwlM9HS8FDg5yW5JDgbWAlcxdPhYm+TgJLsCJ7d5JUlatFnPzJJcCBwD7JNkE/A24JgkhzM0Fd4BvB6gqm5KcjFDx46HgTdU1SNtPW8EPg7sApxXVTct+d5IknZKs3bNX252zZeknctCuub7CyCSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7s0aZknOS3J3khtHZR9Ocl0b7khyXSs/KMk3R9POHS1zRJIbkmxM8p4k2T67JEna2ayawzzvB/4QuGCioKr+w8R4kncB3xjNf1tVHT7Fes4B1gFXAn8NHAd8bP5VliRpW7OemVXVFcC9U01rZ1c/BVw40zqSrAb2qKrPVFUxBONJ86+uJEmPtthrZi8GtlbVraOyg5N8Lsmnk7y4le0HbBrNs6mVTSnJuiQbkmxYZP0kSTuBuTQzzuQUtj0r2wIcUFX3JDkC+EiSZwNTXR+r6VZaVeuB9QBJpp1PkiRYRJglWQX8JHDERFlVPQQ81MavSXIbcCjDmdia0eJrgM0L3bYkSWOLaWZ8GfDFqvpu82GSpybZpY0fAqwFbq+qLcD9SY5u19lOBT66iG1LkvRdc+mafyHwGeBZSTYleV2bdDKP7vjxEuD6JJ8H/gw4o6omOo/8HPC/gY3AbdiTUZK0RDJ0Lly5vGYmSTuXqpr3/yH7CyCSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7hlmkqTuGWaSpO4ZZpKk7s0aZkn2T/LJJDcnuSnJL7byvZNcnuTW9rhXK0+S9yTZmOT6JC8Yreu0Nv+tSU7bfrslSdqZpKpmniFZDayuqmuTPBm4BjgJeA1wb1X9VpKzgL2q6k1JTgB+ATgBeCHw7qp6YZK9gQ3AkUC19RxRVV+bZfszV1CS9JhSVZnvMrOemVXVlqq6to3fD9wM7AecCJzfZjufIeBo5RfU4EpgzxaILwcur6p7W4BdDhw33wpLkjTZqvnMnOQg4PnAZ4F9q2oLDIGX5Glttv2AO0eLbWpl05VPtZ11wLr51E2StPOac5gl2R34c+DMqrovmfYscKoJNUP5owur1gPr23ZtZpQkzWhOvRmTPJ4hyD5YVX/Rire25sOJ62p3t/JNwP6jxdcAm2colyRpUebSmzHA+4Cbq+r3RpMuBSZ6JJ4GfHRUfmrr1Xg08I3WHPlx4Ngke7Wej8e2MkmSFmUuvRlfBPw/4AbgO634Vxmum10MHAB8FXhVVd3bwu8PGTp3PAi8tqo2tHWd3pYF+M2q+j+zVjC5H7hlnvu1UuwD/NNyV2KBrPvysO7Lw7ovj6nqfmBVPXW+K5o1zJZbkg1VdeRy12MhrPvysO7Lw7ovD+s+8BdAJEndM8wkSd3rIczWL3cFFsG6Lw/rvjys+/Kw7nRwzUySpNn0cGYmSdKMDDNJUvdWbJglOS7JLe1WMmctd30mm+HWOGcnuSvJdW04YbTMm9v+3JLk5ctXe0hyR5IbWh0n/g9w3rf1WYZ6P2t0bK9Lcl+SM1fqcU9yXpK7k9w4Kuvi9knT1P13k3yx1e+SJHu28oOSfHN0/M8dLXNEe69tbPs3719EX6K6z/s9shyfQ9PU/cOjet+R5LpWvtKO+/LdMqyqVtwA7ALcBhwC7Ap8Hjhsues1qY6rgRe08ScDXwIOA84GfnmK+Q9r+7EbcHDbv12Wsf53APtMKvsd4Kw2fhbw2238BOBjDL+veTTw2eU+/qP3yT8AB67U4w68BHgBcONCjzOwN3B7e9yrje+1THU/FljVxn97VPeDxvNNWs9VwA+2/foYcPwy1X1e75Hl+hyaqu6Tpr8L+LUVetyn+1zc7u/5lXpmdhSwsapur6pvARcx3Fpmxajpb40znROBi6rqoar6MrCRYT9Xkvne1me5vRS4raq+MsM8y3rcq+oK4N4p6rTib580Vd2r6rKqerg9vZLhN1an1eq/R1V9poZPqQv43v5uN9Mc9+lM9x5Zls+hmerezq5+CrhwpnUs43FftluGrdQwm/PtYlaCbHtrHIA3tlPm8yZOp1l5+1TAZUmuyXDLHZh0Wx9gttv6LLeT2faPuofjDvM/zitxHwBOZ/hWPeHgJJ9L8ukkL25l+zHUd8Jy130+75GVeNxfDGytqltHZSvyuGeGW4axHd7zKzXM5ny7mOWWSbfGAc4BngEcDmxhaBKAlbdPP1xVLwCOB96Q5CUzzLvS6k6SXYFXAH/aino57jNZ9O2TdpQkbwEeBj7YirYAB1TV84FfAj6UZA9WVt3n+x5ZSXWfcArbfoFbkcd9is/FaWedomxBx36lhlkXt4vJFLfGqaqtVfVIVX0HeC/fa9JaUftUVZvb493AJQz1nO9tfZbT8cC1VbUV+jnuTde3T2oX438ceHVrwqI10d3Txq9huNZ0KEPdx02Ry1b3BbxHVtpxXwX8JPDhibKVeNyn+lxkB7znV2qYXQ2sTXJw+wZ+MsOtZVaM1nb9qFvjTLqW9EpgokfSpcDJSXZLcjCwluEC7Q6X5ElJnjwxznBR/0bmf1uf5bTNN9QejvtIt7dPSnIc8CbgFVX14Kj8qUl2aeOHMBzn21v9709ydPubOZXv7e8OtYD3yEr7HHoZ8MWq+m7z4Uo77tN9LrIj3vPbu3fLQgeGXi5fYvim8Zblrs8U9XsRw2nv9cB1bTgB+ADD7XKuby/U6tEyb2n7cws7oGfRDHU/hKFn1ueBmyaOL/D9wCeAW9vj3q08wB+1ut8AHLnMx/6JwD3AU0ZlK/K4MwTuFuDbDN82X7eQ48xwfWpjG167jHXfyHAtY+I9f26b99+199LngWuBnxit50iG4LiN4fZQWaa6z/s9shyfQ1PVvZW/Hzhj0rwr7bhP97m43d/z/pyVJKl7K7WZUZKkOTPMJEndM8wkSd0zzCRJ3TPMJEndM8wkSd0zzCRJ3fv/+ETv/MdubqIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = 0\n",
    "binary_mask = image <= t\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 7), sharex=True, sharey=True)\n",
    "plt.title('Zero Intensity Masked Image')\n",
    "plt.imshow(binary_mask, cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 971,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('002', 0, 2),\n",
       " ('002', 0, 28),\n",
       " ('002', 1, 2),\n",
       " ('002', 1, 28),\n",
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       " ('220', 6, 3),\n",
       " ('220', 7, 3),\n",
       " ('221', 8, 7),\n",
       " ('221', 9, 7),\n",
       " ('224', 0, 34),\n",
       " ('224', 1, 34),\n",
       " ('224', 2, 34),\n",
       " ('224', 2, 35),\n",
       " ('224', 3, 34),\n",
       " ('224', 3, 35),\n",
       " ('224', 4, 34),\n",
       " ('224', 4, 35),\n",
       " ('224', 5, 34),\n",
       " ('224', 5, 35),\n",
       " ('224', 6, 34),\n",
       " ('224', 6, 35),\n",
       " ('224', 7, 34)]"
      ]
     },
     "execution_count": 971,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2800e779725041648703a0546880ed35",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=211), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOV 000\n",
      "FOV 001\n",
      "FOV 002\n",
      "FOV 003\n",
      "FOV 004\n",
      "FOV 005\n"
     ]
    }
   ],
   "source": [
    "# BINARY MASKING FOR 0 INTENSITY PIXELS -- ANOTHER WAY OF FINDING LOCATION OF BLACK BOXES\n",
    "validation = []\n",
    "t = 0\n",
    "merged = iter(glob.glob('merged/*')) \n",
    "for FOV in tqdm(range(NUM_FOVS)):\n",
    "    merged_name = next(merged)\n",
    "    img = imread(merged_name)\n",
    "    img = img.astype(np.uint16)\n",
    "    FOV_num = merged_name.split('/F')[1][0:3]\n",
    "    print(\"FOV\", FOV_num)\n",
    "\n",
    "    for Z in range(img.shape[0]):\n",
    "        for ch in range(img.shape[1]): \n",
    "            binary_mask = img[Z,ch,...] <= t\n",
    "            if binary_mask.sum() > 2000:\n",
    "                validation.append((FOV_num, Z, ch))\n",
    "                \n",
    "done = open(\"done.txt\", \"a\")\n",
    "done.write(\"done\")\n",
    "done.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 994,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>Z</th>\n",
       "      <th>channel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>002</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>002</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>002</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>002</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>002</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>531</td>\n",
       "      <td>224</td>\n",
       "      <td>3</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>532</td>\n",
       "      <td>224</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>533</td>\n",
       "      <td>224</td>\n",
       "      <td>5</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>534</td>\n",
       "      <td>224</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>535</td>\n",
       "      <td>224</td>\n",
       "      <td>7</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>536 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FOV_num  Z  channel\n",
       "0       002  0        2\n",
       "1       002  0       28\n",
       "2       002  1        2\n",
       "3       002  1       28\n",
       "4       002  2        2\n",
       "..      ... ..      ...\n",
       "531     224  3       34\n",
       "532     224  4       34\n",
       "533     224  5       34\n",
       "534     224  6       34\n",
       "535     224  7       34\n",
       "\n",
       "[536 rows x 3 columns]"
      ]
     },
     "execution_count": 994,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_validation = pd.DataFrame(validation)\n",
    "df_validation = df_validation.rename(columns={0: \"FOV_num\", 1: \"Z\", 2:'channel'})\n",
    "df_validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 995,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_validation.to_csv('black_box_locations_correct.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1312,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_validation = pd.read_csv('black_box_locations_correct.csv')\n",
    "df_validation = df_validation.drop(['Unnamed: 0'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1320,
   "metadata": {},
   "outputs": [],
   "source": [
    "validation_lst = list(df_validation.itertuples(index=False, name=None))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1326,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "55d5da288eec4ddbaf6ff65e6758afb7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "for idx, val in tqdm(enumerate(validation_lst)):\n",
    "    FOV = str(val[0]).zfill(3)\n",
    "    img = imread(f'merged/F{FOV}.tif')\n",
    "    Z = val[1]\n",
    "    ch = val[2]\n",
    "    \n",
    "    cnt = np.count_nonzero(img[Z, ch, ...] == 0)\n",
    "    ttl = img.shape[2]*img.shape[3]\n",
    "    df_validation.loc[idx, 'percent_bbox'] = (cnt/ttl)*100\n",
    "df_validation.to_csv('bbox_locs_and_percs.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1327,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>Z</th>\n",
       "      <th>channel</th>\n",
       "      <th>percent_bbox</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1.640204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>4.576158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.640204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>4.571352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.640204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>531</td>\n",
       "      <td>224</td>\n",
       "      <td>3</td>\n",
       "      <td>34</td>\n",
       "      <td>1.566723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>532</td>\n",
       "      <td>224</td>\n",
       "      <td>4</td>\n",
       "      <td>34</td>\n",
       "      <td>1.567749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>533</td>\n",
       "      <td>224</td>\n",
       "      <td>5</td>\n",
       "      <td>34</td>\n",
       "      <td>1.569101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>534</td>\n",
       "      <td>224</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>1.570527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>535</td>\n",
       "      <td>224</td>\n",
       "      <td>7</td>\n",
       "      <td>34</td>\n",
       "      <td>1.554835</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>536 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     FOV_num  Z  channel  percent_bbox\n",
       "0          2  0        2      1.640204\n",
       "1          2  0       28      4.576158\n",
       "2          2  1        2      1.640204\n",
       "3          2  1       28      4.571352\n",
       "4          2  2        2      1.640204\n",
       "..       ... ..      ...           ...\n",
       "531      224  3       34      1.566723\n",
       "532      224  4       34      1.567749\n",
       "533      224  5       34      1.569101\n",
       "534      224  6       34      1.570527\n",
       "535      224  7       34      1.554835\n",
       "\n",
       "[536 rows x 4 columns]"
      ]
     },
     "execution_count": 1327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 983,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'002',\n",
       " '008',\n",
       " '010',\n",
       " '011',\n",
       " '016',\n",
       " '017',\n",
       " '019',\n",
       " '026',\n",
       " '030',\n",
       " '031',\n",
       " '035',\n",
       " '036',\n",
       " '037',\n",
       " '038',\n",
       " '040',\n",
       " '042',\n",
       " '044',\n",
       " '045',\n",
       " '048',\n",
       " '050',\n",
       " '051',\n",
       " '052',\n",
       " '054',\n",
       " '059',\n",
       " '060',\n",
       " '062',\n",
       " '066',\n",
       " '071',\n",
       " '072',\n",
       " '075',\n",
       " '079',\n",
       " '080',\n",
       " '083',\n",
       " '084',\n",
       " '085',\n",
       " '088',\n",
       " '094',\n",
       " '101',\n",
       " '111',\n",
       " '113',\n",
       " '114',\n",
       " '117',\n",
       " '120',\n",
       " '124',\n",
       " '127',\n",
       " '128',\n",
       " '130',\n",
       " '133',\n",
       " '134',\n",
       " '135',\n",
       " '137',\n",
       " '138',\n",
       " '139',\n",
       " '143',\n",
       " '151',\n",
       " '152',\n",
       " '155',\n",
       " '160',\n",
       " '169',\n",
       " '173',\n",
       " '178',\n",
       " '182',\n",
       " '185',\n",
       " '187',\n",
       " '190',\n",
       " '197',\n",
       " '208',\n",
       " '214',\n",
       " '220',\n",
       " '221',\n",
       " '224'}"
      ]
     },
     "execution_count": 983,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "validation_FOVs = set()\n",
    "for i in validation:\n",
    "    validation_FOVs.add(i[0])\n",
    "validation_FOVs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 988,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 988,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "validation_FOVs = np.array(sorted(list(validation_FOVs)))\n",
    "black_box_arr = np.array(black_box)\n",
    "np.array_equal(validation_FOVs, black_box_arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "arr = imread('merged/F000.tif')\n",
    "arr = arr[0, 32, ...]\n",
    "#plt.imshow(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2012, 2019)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len((np.where(arr == 0))[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "percent = 0\n",
    "while np.percentile(arr, percent) == 0:\n",
    "    print(np.percentile(arr, percent), percent)\n",
    "    percent += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "NUM_FOVS = 211"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0cfc8141c5dd42859e2bd7d7182f0e8e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=211), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOV 000\n"
     ]
    }
   ],
   "source": [
    "percentiles = pd.DataFrame()\n",
    "\n",
    "merged = iter(glob.glob('merged/*')) \n",
    "for FOV in tqdm(range(NUM_FOVS)):\n",
    "    merged_name = next(merged)\n",
    "    img = imread(merged_name)\n",
    "    img = img.astype(np.uint16)\n",
    "    FOV_num = merged_name.split('/F')[1][0:3]\n",
    "    print(\"FOV\", FOV_num)\n",
    "\n",
    "    for ch in range(img.shape[1]): \n",
    "        arr = img[:,ch,...]\n",
    "        percent = 0\n",
    "        while np.percentile(arr, percent) == 0:\n",
    "            percent += 1\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_cutoff_perc'] = percent # by the +1, you will know if there are ANY 0's\n",
    "        \n",
    "        percentiles.loc[FOV_num, f'ch{ch}_0th_perc'] = np.percentile(arr, 0)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_0.001st_perc'] = np.percentile(arr, 0.001)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_0.01st_perc'] = np.percentile(arr, 0.01)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_0.1st_perc'] = np.percentile(arr, 0.1)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_0.5th_perc'] = np.percentile(arr, 0.5)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_1st_perc'] = np.percentile(arr, 1)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_5th_perc'] = np.percentile(arr, 5)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_10th_perc'] = np.percentile(arr, 10)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_90th_perc'] = np.percentile(arr, 90)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_95th_perc'] = np.percentile(arr, 95)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_99th_perc'] = np.percentile(arr, 99)\n",
    "        percentiles.loc[FOV_num, f'ch{ch}_100th_perc'] = np.percentile(arr, 100)\n",
    "\n",
    "\n",
    "percentiles.to_csv('percentiles.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "percentiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1236,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ch0_0th_perc</th>\n",
       "      <th>ch1_0th_perc</th>\n",
       "      <th>ch2_0th_perc</th>\n",
       "      <th>ch3_0th_perc</th>\n",
       "      <th>ch4_0th_perc</th>\n",
       "      <th>ch5_0th_perc</th>\n",
       "      <th>ch6_0th_perc</th>\n",
       "      <th>ch7_0th_perc</th>\n",
       "      <th>ch8_0th_perc</th>\n",
       "      <th>ch9_0th_perc</th>\n",
       "      <th>...</th>\n",
       "      <th>ch28_0th_perc</th>\n",
       "      <th>ch29_0th_perc</th>\n",
       "      <th>ch30_0th_perc</th>\n",
       "      <th>ch31_0th_perc</th>\n",
       "      <th>ch32_0th_perc</th>\n",
       "      <th>ch33_0th_perc</th>\n",
       "      <th>ch34_0th_perc</th>\n",
       "      <th>ch35_0th_perc</th>\n",
       "      <th>ch36_0th_perc</th>\n",
       "      <th>ch37_0th_perc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>000</td>\n",
       "      <td>55.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>57.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>001</td>\n",
       "      <td>43.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>55.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>002</td>\n",
       "      <td>37.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>003</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>48.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>004</td>\n",
       "      <td>41.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>52.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>219</td>\n",
       "      <td>36.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>220</td>\n",
       "      <td>29.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>...</td>\n",
       "      <td>59.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>55.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>221</td>\n",
       "      <td>42.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>...</td>\n",
       "      <td>63.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>222</td>\n",
       "      <td>51.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>...</td>\n",
       "      <td>52.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>40.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>224</td>\n",
       "      <td>39.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>...</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ch0_0th_perc  ch1_0th_perc  ch2_0th_perc  ch3_0th_perc  ch4_0th_perc  \\\n",
       "000          55.0          35.0          59.0          56.0          45.0   \n",
       "001          43.0          39.0          65.0          49.0          56.0   \n",
       "002          37.0          53.0           0.0          71.0          38.0   \n",
       "003          38.0          53.0          67.0          68.0          64.0   \n",
       "004          41.0          44.0          55.0          55.0          57.0   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "219          36.0          52.0          52.0          63.0          81.0   \n",
       "220          29.0          56.0          48.0           0.0          62.0   \n",
       "221          42.0          51.0          58.0          57.0          57.0   \n",
       "222          51.0          59.0          59.0          69.0          71.0   \n",
       "224          39.0          57.0          67.0          67.0           7.0   \n",
       "\n",
       "     ch5_0th_perc  ch6_0th_perc  ch7_0th_perc  ch8_0th_perc  ch9_0th_perc  \\\n",
       "000          48.0          44.0          38.0          43.0          43.0   \n",
       "001          51.0          48.0          50.0          43.0          49.0   \n",
       "002          46.0          27.0          36.0          54.0          52.0   \n",
       "003          58.0          57.0          38.0          49.0          39.0   \n",
       "004          53.0          56.0          44.0          46.0          28.0   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "219          81.0          72.0          78.0          79.0          76.0   \n",
       "220          76.0          71.0          71.0          78.0          76.0   \n",
       "221          59.0          51.0           0.0          72.0          63.0   \n",
       "222          64.0          72.0          71.0          71.0          66.0   \n",
       "224          75.0          73.0          68.0          61.0          57.0   \n",
       "\n",
       "     ...  ch28_0th_perc  ch29_0th_perc  ch30_0th_perc  ch31_0th_perc  \\\n",
       "000  ...           57.0           70.0           71.0           75.0   \n",
       "001  ...           55.0           51.0           67.0           40.0   \n",
       "002  ...            0.0           43.0           51.0           54.0   \n",
       "003  ...           48.0           38.0           55.0           61.0   \n",
       "004  ...           52.0           49.0           42.0           57.0   \n",
       "..   ...            ...            ...            ...            ...   \n",
       "219  ...           49.0           50.0           61.0           52.0   \n",
       "220  ...           59.0           62.0           64.0           60.0   \n",
       "221  ...           63.0           62.0           63.0           69.0   \n",
       "222  ...           52.0           55.0           61.0           54.0   \n",
       "224  ...           75.0           75.0           75.0           73.0   \n",
       "\n",
       "     ch32_0th_perc  ch33_0th_perc  ch34_0th_perc  ch35_0th_perc  \\\n",
       "000           49.0           44.0           60.0           80.0   \n",
       "001           55.0           50.0           36.0           83.0   \n",
       "002           56.0           52.0           46.0           91.0   \n",
       "003           47.0           37.0           40.0            0.0   \n",
       "004           24.0           46.0           39.0           77.0   \n",
       "..             ...            ...            ...            ...   \n",
       "219           54.0           40.0           46.0           89.0   \n",
       "220           47.0           21.0           58.0           99.0   \n",
       "221           58.0           32.0           69.0           93.0   \n",
       "222           44.0           41.0           48.0           90.0   \n",
       "224           51.0           41.0            0.0            0.0   \n",
       "\n",
       "     ch36_0th_perc  ch37_0th_perc  \n",
       "000           73.0           49.0  \n",
       "001           49.0           46.0  \n",
       "002           70.0           49.0  \n",
       "003           67.0           36.0  \n",
       "004           58.0           32.0  \n",
       "..             ...            ...  \n",
       "219           95.0           34.0  \n",
       "220           90.0           55.0  \n",
       "221           91.0           58.0  \n",
       "222           87.0           40.0  \n",
       "224           79.0           56.0  \n",
       "\n",
       "[211 rows x 38 columns]"
      ]
     },
     "execution_count": 1236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zeroth_perc = percentiles.filter(regex=(\".*_0th.*\"))\n",
    "zeroth_perc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 2.,  2.,  0.,  1.,  3., 15., 13.,  0.,  0.,  0.,  0.,  0.,  0.,\n",
       "         0.,  0.,  1.,  0.,  0.,  0.,  1.]),\n",
       " array([ 60. ,  63.6,  67.2,  70.8,  74.4,  78. ,  81.6,  85.2,  88.8,\n",
       "         92.4,  96. ,  99.6, 103.2, 106.8, 110.4, 114. , 117.6, 121.2,\n",
       "        124.8, 128.4, 132. ]),\n",
       " <a list of 20 Patch objects>)"
      ]
     },
     "execution_count": 1241,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sf3GX837g9CnnfJDB8eM7uq9Lp51zlaxf6H6f7gL+EThuo597T6WXpEbN5CEUSdLaLHBJapQFLkmNssAlqVEWuCQ1ygKXpEZZ4JLUqP8FKyZPA5Tt1a8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram of maz 0th percentile values across all channels\n",
    "\n",
    "plt.hist(zeroth_perc.max().to_frame()[0],bins = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1225,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Channel 35 -- percentiles')"
      ]
     },
     "execution_count": 1225,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Channel 35\n",
    "plt.hist(percentiles['ch35_0th_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '0_perc')\n",
    "plt.hist(percentiles['ch35_0.001st_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '0.001_perc')\n",
    "plt.hist(percentiles['ch35_0.1st_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '0.1_perc')\n",
    "plt.hist(percentiles['ch35_5th_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '5_perc')\n",
    "plt.hist(percentiles['ch35_10th_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '10_perc')\n",
    "plt.legend(loc='upper left')\n",
    "plt.suptitle(f\"Channel 35 -- percentiles\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1226,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Channel 36 -- percentiles')"
      ]
     },
     "execution_count": 1226,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZP38+ALNmzWLmzJlkZWXh7mRmZrJ8+fIzzh05ciSbN28mOzubs846i1GjRvFgwR0N0Foikky0HngSyMvL49FHHyU7+4zlfuuukjHw7e/8lV79B1ZSWUSSmdYDFxFpYpr9EEpjmj59OuvXr69QNmPGDIqKihITkIiEmhJ4I3r66acTHYKINCExJXAz2w18ApwETrh7tpmlAoVAJrAbGOfuhxsmTBEROV1txsCvcvfLogbSC4DV7t4DWB3si4hII6nPh5jXAwuD7YXADfUPR0REYhXrGLgDK83MgR+7+zzgQnffD+Du+82sY2Unmtk0YBpARkZGjU/0zOZnYgwpNrdfdntcrycikixi7YFf4e4DgGuA6WY2JNYncPd57p7t7tlpaWl1CrKh1bQe+Nq1axkwYAApKSksXrw4ARGKiJwppgTu7u8FjweA3wC5wAdm1gkgeDzQUEE2pFjWA8/IyGDBggVMmDChUeIREYlFjQnczNqa2bll28BwYCuwDJgUVJsELK38CsktlvXAMzMzycrK4itfqfnvXVFREUOGDGHMmDH07t2b2267jVOnTgGwcuVKBg0axIABAxg7dizHjh0rv/7s2bO58sorefHFF9m5cydXX301/fr1Y8CAAbzzzjvxf+EiEnqxjIFfCPwmWO0uBfilu68wszeAX5nZVGAPMLbhwmw4sawHXlvFxcVs27aNLl26MHLkSH7961+Tl5fH/fffzyuvvELbtm15+OGHeeyxx7jnnnsAaNWqFevWrQPg8ssvp6CggDFjxnD8+PHyPwDxFv15gz4rEAmfGhO4u78L9Kuk/BAwrCGCakzxXNO7TG5uLt26dQMii1qtW7eOVq1asW3bNq644goAPv/8cwYNGlR+zk033QTAJ598wr59+xgzZgwQSewiIpVp9ndixnNN7zJVre2dn5/PCy+8UOk5Zet7N+biYiISbkmXwBv7rXws64HXVnFxMbt27aJLly4UFhYybdo0Bg4cyPTp09m5cyfdu3fn008/paSkhEsuuaTCueeddx7p6eksWbKEG264gc8++4yTJ0+Wf9tOQ9Fwikj4NPvVCKPXA+/Vqxfjxo0rXw982bJlALzxxhukp6fz4osvcuutt9KnT59qrzlo0CAKCgro27cvXbt2ZcyYMaSlpbFgwQLGjx9PVlYWAwcO5M9//nOl5//85z/nySefJCsri8GDB/P+++/H/XWLSPglXQ88EUaNGsWoUaMqlM2ePbt8Oycnh5KSkpiv16ZNGwoLC88oHzp0KG+88cYZ5bt3766w36NHD/7whz/E/Hwi0jw1+x64iEhYqQdeR3/605+YOHFihbKzzz6bDRs2kJeXl5igRKRZUQKvo0svvZTNmzcnOgwRacY0hCIiElJK4CIiIaUELiISUkk3Bn5w7lNxvV7aHd+O6/VERJJF0iXwRMnMzOTcc8+lRYsWpKSksHHjxkSHJCJSLSXwKGvWrKFDhw4Ndv0TJ06QkpL8Ta7b6kXCQWPgtZSXl8fMmTMZPHgwffv2pbi4GIDS0lKmTJlCTk4O/fv3L19TfMGCBYwdO5brrruO4cOHA/DII49w6aWX0q9fPwoK9F3QIlI3yd8dbCRmxvDhwzEzbr31VqZNm1Zl3dLSUl599VXWrl3LlClT2Lp1Kw888ABDhw5l/vz5HDlyhNzcXK6++moAXnvtNbZs2UJqaiovv/wyS5YsYcOGDbRp04aPPvqosV6iiDQxSuCB9evX07lzZw4cOEB+fj5/+7d/y5AhlX/15/jx4wEYMmQIR48e5ciRI6xcuZJly5bx6KOPAnD8+HH27NkDQH5+PqmpqQC88sorTJ48uXx1wbJyEZHaUgIPlK0B3rFjR8aMGUNxcXGVCbyq9b5feuklevbsWeHYhg0bytf6hsh63/X9wggREUjCBJ6IaX+lpaWcOnWKc889l9LSUlauXFn+VWeVKSws5KqrrmLdunW0a9eOdu3aMWLECObOncvcuXMxMzZt2kT//v3POHf48OHMnj2bCRMmlA+hqBcuInWRdAk8ET744IPyrzA7ceIEEyZMYOTIkVXWb9++PYMHD+bo0aPMnz8fgFmzZjFz5kyysrJwdzIzM1m+fPkZ544cOZLNmzeTnZ3NWWedxahRo3jwwQcb5oWJSJNmjfkVXtnZ2X76/Ort27fTq1evRouhvvLy8nj00UfJzs5OdCjVO7r/jKLt7/yVXv0Hlu9HTxesiqYRiiSemb3p7mckHU0jFBEJKQ2hVGH69OmsX7++QtmMGTMoKipKTEAiIqdRAq/C008/negQRESqpSEUEZGQUgIXEQkpJXARkZCKeQzczFoAG4F97v41M+sKLAJSgT8CE9398/oGVPzbd+t7iQpyr+sW1+uJiCSL2vTAZwDbo/YfBh539x7AYWBqPANrTFOmTKFjx4707du3vOyjjz4iPz+fHj16kJ+fz+HDhxMYoYjImWJK4GaWDlwL/DTYN2AosDioshC4oSECbAy33HILK1asqFA2Z84chg0bxo4dOxg2bBhz5sxpkOd2d06dOtUg1xaRpi3WHvi/A/8MlGWaC4Aj7n4i2C8BLqrsRDObZmYbzWzjwYMH6xVsQxkyZMgZ65EsXbqUSZMmATBp0iSWLFlS5fn33nsvEydOZOjQofTo0YOf/OQn5cd++MMfkpOTQ1ZWFj/4wQ8A2L17N7169eL2229nwIAB7N27lxUrVjBgwAD69evHsGHDGuBVikhTU+MYuJl9DTjg7m+aWV5ZcSVVK70n393nAfMgcit9HeNsdB988AGdOnUCoFOnThw4cKDa+lu2bOH111+ntLSU/v37c+2117J161Z27NhBcXEx7s7o0aNZu3YtGRkZvP322zz//PM888wzHDx4kG9961usXbuWrl27ao1wEYlJLB9iXgGMNrNRQCvgPCI98vPNLCXohacD7zVcmMnv+uuvp3Xr1rRu3ZqrrrqK4uJi1q1bx8qVK8tXJTx27Bg7duwgIyODLl26MHBgZF2S119/nSFDhtC1a1dAa4SLSGxqTODufjdwN0DQA/+uu3/dzF4EbiQyE2USsLQB42x0F154Ifv376dTp07s37+fjh07Vlu/qjXC7777bm699dYKx3bv3q01wkWk3upzK/1dwCIzux/YBDwXj4CSZdrf6NGjWbhwIQUFBSxcuJDrr7++2vpLly7l7rvvprS0lKKiIubMmUPr1q2ZNWsWX//61znnnHPYt28fLVu2POPcQYMGMX36dHbt2lU+hKJeuIjUpFYJ3N2LgKJg+10gN/4hNb7x48dTVFTEhx9+SHp6Ovfddx8FBQWMGzeO5557joyMDF588cVqr5Gbm8u1117Lnj17mDVrFp07d6Zz585s376dQYMGAXDOOefwi1/8ghYtWlQ4Ny0tjXnz5vH3f//3nDp1io4dO7Jq1aoGe70i0jRoMSvghRdeqLR89erVMV/jkksuYd68eWeUz5gxgxkzZpxRvnXr1gr711xzDddcc03MzyciolvpRURCSj3wWnj++ed54oknKpRdccUVWnpWRBIiKRJ4WGZhTJ48mcmTJyc6jDqJfHVeaKbhi0gMEj6E0qpVKw4dOkRjfjdnc+PuHDpaSqsTxxIdiojEUcJ74Onp6ZSUlJCst9mH1vGPo3acVieOkV66BchPVEQiEmcJT+AtW7YsvwNR4mjNQ4mOQEQaWMKHUEREpG6UwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQirhN/JII4u+wad9u8TFISL1ph64iEhIKYGLiISUEriISEgpgYuIhJQSuIhISCmBi4iElBK4iEhIKYGLiISUEriISEgpgYuIhFSNt9KbWStgLXB2UH+xu//AzLoCi4BU4I/ARHf/vCGDbW4eX/WX8u078y9JYCQikoxi6YF/Bgx1937AZcBIMxsIPAw87u49gMPA1IYLU0RETldjAveIY8Fuy+DHgaHA4qB8IXBDg0QoIiKVimkM3MxamNlm4ACwCngHOOLuJ4IqJcBFDROiiIhUJqYE7u4n3f0yIB3IBXpVVq2yc81smpltNLONBw8erHukIiJSQa1mobj7EaAIGAicb2ZlH4KmA+9Vcc48d8929+y0tLT6xCoiIlFqTOBmlmZm5wfbrYGrge3AGuDGoNokYGlDBSkiImeK5Rt5OgELzawFkYT/K3dfbmbbgEVmdj+wCXiuAeMUEZHT1JjA3X0L0L+S8neJjIeLiEgC6E5MEZGQUgIXEQkpJXARkZBSAhcRCSklcBGRkIplGqEkAa1MKCKnUw9cRCSklMBFREJKCVxEJKQ0Bt6UrHko0RGISCNSD1xEJKSUwEVEQkpDKEkmerqgiEh11AMXEQkpJXARkZBSAhcRCSklcBGRkFICFxEJKSVwEZGQUgIXEQkpJXARkZBSAhcRCSklcBGRkNKt9FKtZzY/U759+2W3x3TOwblPlW+n3fHtuMckIhHqgYuIhJQSuIhISNWYwM3sYjNbY2bbzewtM5sRlKea2Soz2xE8tm/4cEVEpEwsPfATwD+5ey9gIDDdzHoDBcBqd+8BrA72RUSkkdSYwN19v7v/Mdj+BNgOXARcDywMqi0EbmioIEVE5Ey1GgM3s0ygP7ABuNDd90MkyQMd4x2ciIhULeZphGZ2DvASMNPdj5pZrOdNA6YBZGRk1CXGJk/fwiMidRFTD9zMWhJJ3v/h7r8Oij8ws07B8U7AgcrOdfd57p7t7tlpaWnxiFlERIhtFooBzwHb3f2xqEPLgEnB9iRgafzDExGRqsQyhHIFMBH4k5ltDsq+D8wBfmVmU4E9wNiGCVFERCpTYwJ393VAVQPew+IbjoiIxEp3YoqIhJQSuIhISGk1whCKnnZ4Z/4lCYzkS9ErEMZSR6sUitSfeuAiIiGlBC4iElIaQmnOdv3Xl9tdv9ogTxHL0IqI1I164CIiIaUELiISUkrgIiIhpTFwSSqaaigSO/XARURCSglcRCSkNISSIGH8EodnNj9Tvn37ZbcnMBIRAfXARURCSwlcRCSklMBFREJKY+CScLrdXqRu1AMXEQkpJXARkZDSEEoT8tq7h8q3B3W7IIGR1GzNrMLy7b4dExiISIipBy4iElJK4CIiIaUELiISUhoDl4TbeiCtfLtvx4OV1in+7bvl27nXdavV9etzrkgyUw9cRCSklMBFREKqxiEUM5sPfA044O59g7JUoBDIBHYD49z9cMOFKc1F9HAKUVMN2+bmlG9rSEQkIpYe+AJg5GllBcBqd+8BrA72RUSkEdWYwN19LfDRacXXAwuD7YXADXGOS0REalDXMfAL3X0/QPCoe+lERBpZg08jNLNpwDSAjIyMhn66pBP9zTt35l+SwEhqsOu/vtzu+tVan/7G+2+Ub+f8r5xqatZNafEblR+IGgPX2Lg0N3XtgX9gZp0AgscDVVV093nunu3u2WlpaVVVExGRWqprAl8GTAq2JwFL4xOOiIjEKpZphC8AeUAHMysBfgDMAX5lZlOBPcDYhgyyqWiILzKOvubAuF89+UUPm8RSHst1NPwiYVFjAnf38VUcGhbnWEREpBZ0J6aISEgpgYuIhJRWI5Rmq7bj5CLJRj1wEZGQUgIXEQkpDaHImWK4K/OZzc9U2M9swHAam6YUSlioBy4iElJK4CIiIaUELiISUhoDl7iramXCCt+2kyAH5z715U7mqBrrazxckpl64CIiIaUELiISUhpCqYfQfFlDMxH9pQ/RX4IcLXoYp21mQ0dUNQ3NSDyoBy4iElJK4CIiIaUELiISUqEfA9c4dOVee/dQpeWDul3QyJE0rCq/7DiGOrGMmVclejpi2h3frrJeso11J1s8Uj/qgYuIhJQSuIhISIV+CCVZNMQXFieFKlYmzHxxQ60v9d6xfeXbnc+5qF5h1SSWoZWq6kcPp0SXH9z9u/LtCneVzios37zqX2+q8jli+QLm2g5rVHVNDY80D+qBi4iElBK4iEhIKYGLiIRUkxoDr2ocuj7TC0+/ZrJNVRy4Z16t6leYXpga52AqsfLdzystb8zx8HiJZTXFNVHj4aeraqpi9Dj7mqjt6PH0NTGOs1cmli9vbuyx9FjG/eNVpylTD1xEJKSUwHqtyIUAAARlSURBVEVEQqpeQyhmNhJ4AmgB/NTd58QlqkrU547LeN6tGfbpgsu+srN8+2Ja1+rcWKcOHv60X62um2zDKbWdgthQKnz5BGmVlpdWNazTAMMJsQzjxDJcU536np9MGmN4p849cDNrATwNXAP0BsabWe94BSYiItWrzxBKLrDT3d9198+BRcD18QlLRERqUp8EfhGwN2q/JCgTEZFGYO5etxPNxgIj3P2bwf5EINfd7zit3jRgWrDbE3i7jrF2AD6s47nNhdqoemqf6ql9apaoNuri7md84FGfDzFLgIuj9tOB906v5O7zgNpNVq6EmW109+z6XqcpUxtVT+1TPbVPzZKtjeozhPIG0MPMuprZWcDNwLL4hCUiIjWpcw/c3U+Y2beB3xOZRjjf3d+KW2QiIlKtes0Dd/ffAb+rsWJ81HsYphlQG1VP7VM9tU/NkqqN6vwhpoiIJJZupRcRCalQJHAzG2lmb5vZTjMrSHQ8iWBm883sgJltjSpLNbNVZrYjeGwflJuZPRm01xYzG5C4yBuHmV1sZmvMbLuZvWVmM4JytVHAzFqZWbGZ/XfQRvcF5V3NbEPQRoXBpATM7Oxgf2dwPDOR8TcWM2thZpvMbHmwn7Ttk/QJXLfsl1sAjDytrABY7e49gNXBPkTaqkfwMw34USPFmEgngH9y917AQGB68O9EbfSlz4Ch7t4PuAwYaWYDgYeBx4M2OgxMDepPBQ67e3fg8aBeczAD2B61n7zt4+5J/QMMAn4ftX83cHei40pQW2QCW6P23wY6BdudgLeD7R8D4yur11x+gKVAvtqoyvZpA/wRuJzIjSkpQXn5/zciM8wGBdspQT1LdOwN3C7pRP7QDwWWA5bM7ZP0PXB0y351LnT3/QDBY8egvFm3WfBWtj+wAbVRBcHwwGbgALAKeAc44u4ngirR7VDeRsHxj4ELGjfiRvfvwD8Dp4L9C0ji9glDArdKyjR1pnrNts3M7BzgJWCmux+trmolZU2+jdz9pLtfRqSnmQv0qqxa8Nis2sjMvgYccPc3o4srqZo07ROGBB7TLfvN1Adm1gkgeDwQlDfLNjOzlkSS93+4+6+DYrVRJdz9CFBE5POC882s7J6Q6HYob6PgeDvgo8aNtFFdAYw2s91EVlcdSqRHnrTtE4YErlv2q7YMmBRsTyIy7ltW/o1gpsVA4OOyYYSmyswMeA7Y7u6PRR1SGwXMLM3Mzg+2WwNXE/mwbg1wY1Dt9DYqa7sbgT94MODbFLn73e6e7u6ZRPLMH9z96yRz+yT6Q4MYP1gYBfyFyHjdvyQ6ngS1wQvAfuALIn/5pxIZb1sN7AgeU4O6RmTmzjvAn4DsRMffCO1zJZG3r1uAzcHPKLVRhTbKAjYFbbQVuCco7wYUAzuBF4Gzg/JWwf7O4Hi3RL+GRmyrPGB5sreP7sQUEQmpMAyhiIhIJZTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURC6v8DYRUxb6gNiqkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Channel 36\n",
    "plt.hist(percentiles['ch36_0th_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '0_perc')\n",
    "plt.hist(percentiles['ch36_0.001st_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '0.001_perc')\n",
    "plt.hist(percentiles['ch36_0.1st_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '0.1_perc')\n",
    "plt.hist(percentiles['ch36_5th_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '5_perc')\n",
    "plt.hist(percentiles['ch36_10th_perc'], bins = 100, alpha=0.5, range=[0, 420], label = '10_perc')\n",
    "plt.legend(loc='upper left')\n",
    "plt.suptitle(f\"Channel 36 -- percentiles\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1227,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a78e1bbff44540e5ab7e22aa4b0533f3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=38), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/egunim/.conda/envs/all_your_base/lib/python3.7/site-packages/ipykernel_launcher.py:2: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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q1IjevXtz6NAhZs2aBcAdd9zB1KlTycnJwd3Jzs7m1VdfPWHZwYMHs27dOnJzcznttNMYMmQI9957bw28WiJSm1Q6nvvJEIbx3GtK3759eeCBB8jNjTlkc9Lo9ZaUif6BYjmf0DWee2wJjecuIiLpR90ytcTkyZNZtWrVcW1Tpkxh+fLlqSlIRNKawr2WePzxx1NdgoiEiLplRERCSOEuIhJCCncRkRBKmz736FOhkiFZp1OJiNRG8Vxmb5aZ7TWzDVFt88xsXXDbXnKFJjPLNrP/iZr2VE0WfzJUNp77ihUr6N69OxkZGbz00kspqFBE5ETxHLnPBh4DnitpcPerS+6b2YPAF1Hzb3X3rskqMJVKxnNfunQpWVlZ9OjRg6FDh9KhQ4fSeVq2bMns2bNLB/Cq6XpKfuUqIlKRSo/c3X0FEHOc2ODi2SOBuUmuq1aIZzz37OxscnJy+M53Kv/6Yvny5fTp04fhw4fToUMHbrrpJo4dOwbAkiVL6NWrF927d2fEiBF89dVXpeufNm0al1xyCS+++CJbtmzhsssuo0uXLnTv3p2tW7cmf8NFJO0l+oXqPwN73H1zVFsrM3vfzP7bzP65vAXNbKKZrTGzNUVFRQmWUTNijede3THZSxQUFPDggw/y4YcfsnXrVl5++WX27dvHL3/5S9544w3ee+89cnNzeeihh0qXqVevHitXrmTUqFFce+21TJ48mQ8++IC33nqLZs2aJVSPiIRTol+ojub4o/bdQEt3329m/wQsMLOO7n6o7ILuPhOYCZGxZRKso0Ykc0z2Enl5ebRuHRm3YvTo0axcuZJ69eqxceNGLr74YgD+8Y9/0KtXr9Jlrr460gv25ZdfsmvXLoYPHw5EQl9EJJZqh7uZZQDfB/6ppM3dvwG+Ce6vNbOtwIXAmpgrqeWSOSZ7ifLGZh8wYABz58bu3SoZn702DPImIukhkSP3y4CP3b2wpMHMMoED7n7UzFoDbYFPE6wRSM2pi/GM515VBQUFbNu2jQsuuIB58+YxceJEevbsyeTJk9myZQtt2rTh66+/prCwkAsvvPC4Zc8++2yysrJYsGABV111Fd988w1Hjx4tvcqSiEiJeE6FnAu8DbQzs0IzKxl4fBQnfpHaB1hvZh8ALwE3uXvaXrQzejz39u3bM3LkyNLx3BctWgTAu+++S1ZWFi+++CKTJk2iY8eOFa6zV69e5Ofn06lTJ1q1asXw4cPJzMxk9uzZjB49mpycHHr27MnHH38cc/nnn3+eRx99lJycHHr37s3f//73pG+3iKS/So/c3X10Oe3jYrTNB+YnXlbtMWTIEIYMOX6s52nTppXe79GjB4WFhWUXK1eDBg2YN2/eCe39+vXj3XffPaF9+/btxz1u27Ytf/nLX+J+PhE5NWn4ARGREEqb4QfSyYcffsiYMWOOazv99NNZvXo1ffv2TU1RInJKUbjXgM6dO7Nu3bpUlyEipzB1y4iIhJDCXUQkhBTuIiIhlDZ97kUzHkvq+jJ//KOkrk9EpDZJm3BPlezsbM466yzq1KlDRkYGa9ak5UgKInKKUbjH4c0336RJkyY1tv4jR46QkaFdISLJoz73JOnbty9Tp06ld+/edOrUiYKCAgCKi4uZMGECPXr0oFu3bqXjwc+ePZsRI0Zw5ZVXMnDgQADuv/9+OnfuTJcuXcjPz0/ZtohI+tPhYiXMjIEDB2JmTJo0iYkTJ5Y7b3FxMW+99RYrVqxgwoQJbNiwgXvuuYd+/foxa9YsDh48SF5eHpdddhkAb7/9NuvXr6dx48a8/vrrLFiwgNWrV9OgQQMOHEjbIXlEpBZQuFdi1apVNG/enL179zJgwAC+973v0adPn5jzjh4dGYanT58+HDp0iIMHD7JkyRIWLVpUehm+w4cPs2PHDgAGDBhA48aNAXjjjTcYP3586QiPJe0iItWhcK9EyfjtTZs2Zfjw4RQUFJQb7uWN1T5//nzatWt33LTVq1eXjtMOkbHaE70QiIhIibQJ91SculhcXMyxY8c466yzKC4uZsmSJdx5553lzj9v3jwuvfRSVq5cScOGDWnYsCGDBg1ixowZzJgxAzPj/fffp1u3bicsO3DgQKZNm8Y111xT2i2jo3cRqa60CfdU2LNnT+kl7Y4cOcI111zD4MGDy52/UaNG9O7dm0OHDjFr1iwA7rjjDqZOnUpOTg7uTnZ2Nq+++uoJyw4ePJh169aRm5vLaaedxpAhQ7j33ntrZsNEJPQqDXczmwX8C7DX3TsFbXcBNwIlV7a+3d1fC6bdBlwPHAV+4u5/roG6T4rWrVvzwQcfxD3/D37wA+67777j2urXr89vfvObE+YdN24c48aNO64tPz9fZ8mISFLEcyrkbCDW4erD7t41uJUEewciV2jqGCzzhJnVSVaxIiISn3iuxLTCzLLjXN8w4IXgQtnbzGwLkEfkMn2hMHnyZFatWnVc25QpU1i+fHlqChIRiSGRPvcfmdl1wBrgX939c6AF8E7UPIVBW2g8/vjjqS5BRKRS1f2F6pPAd4GuwG7gwaA91rl8HmsFZjbRzNaY2ZqioqJYs4iISDVVK9zdfY+7H3X3Y8DTRLpeIHKkfn7UrFnAZ+WsY6a757p7bmZmZnXKEBGRclQr3M2sWdTD4cCG4P4iYJSZnW5mrYC2QEFiJYqISFXFcyrkXKAv0MTMCoFfAH3NrCuRLpftwCQAd//IzP4IbASOAJPd/WgyCi3406fJWE2pvCtbJ3V9IiK1SaVH7u4+2t2buXtdd89y92fcfYy7d3b3HHcf6u67o+a/x92/6+7t3P31mi2/Zk2YMIGmTZvSqVOn0rYDBw4wYMAA2rZty4ABA/j8889TWKGISGwa8rcC48aNY/Hixce1TZ8+nf79+7N582b69+/P9OnTa+S53Z1jx47VyLpFJPwU7hXo06fPCeO7LFy4kLFjxwIwduxYFixYUO7yd911F2PGjKFfv360bduWp59+unTar3/9a3r06EFOTg6/+MUvANi+fTvt27fn5ptvpnv37uzcuZPFixfTvXt3unTpQv/+/WtgK0UkjDS2TBXt2bOHZs0i3yc3a9aMvXv3Vjj/+vXreeeddyguLqZbt25cccUVbNiwgc2bN1NQUIC7M3ToUFasWEHLli355JNPePbZZ3niiScoKirixhtvZMWKFbRq1UpjvItI3BTuNWzYsGHUr1+f+vXrc+mll1JQUMDKlStZsmRJ6eiQX331FZs3b6Zly5ZccMEF9OzZE4B33nmHPn360KpVK0BjvItI/BTuVXTeeeexe/dumjVrxu7du2natGmF85c3xvttt93GpEmTjpu2fft2jfEuIkmRNuFeW05dHDp0KHPmzCE/P585c+YwbNiwCudfuHAht912G8XFxSxfvpzp06dTv3597rjjDq699lrOPPNMdu3aRd26dU9YtlevXkyePJlt27aVdsvo6F1E4pE24Z4Ko0ePZvny5ezbt4+srCzuvvtu8vPzGTlyJM888wwtW7bkxRdfrHAdeXl5XHHFFezYsYM77riD5s2b07x5czZt2kSvXr0AOPPMM/nd735HnTrHD6CZmZnJzJkz+f73v8+xY8do2rQpS5curbHtFZHwULhXYO7cuTHbly1bFvc6LrzwQmbOnHlC+5QpU5gyZcoJ7Rs2bDju8eWXX87ll18e9/OJiIBOhRQRCSUduSfBs88+yyOPPHJc28UXX6zhgUUkZWp1uKfL2SLjx49n/PjxqS6j2txjjsosImms1nbL1KtXj/379yt4api7s3//furVq5fqUkQkiWrtkXtWVhaFhYXoQh41r169emRlZaW6DBFJolob7nXr1i39ZaaIiFRNre2WERGR6lO4i4iEUKXhbmazzGyvmW2Iavu1mX1sZuvN7BUzOydozzaz/zGzdcHtqZosXkREYovnyH02MLhM21Kgk7vnAH8FbouattXduwa3m5JTpoiIVEU8l9lbARwo07bE3Y8ED98BdKqFiEgtkow+9wlA9LVSW5nZ+2b232b2z+UtZGYTzWyNma3R6Y4iIsmVULib2b8DR4DfB027gZbu3g34KfAHMzs71rLuPtPdc909NzMzM5EyRESkjGqHu5mNBf4FuNaDn5G6+zfuvj+4vxbYClyYjEJFRCR+1Qp3MxsM3AoMdfevo9ozzaxOcL810Bb4NBmFiohI/Cr9haqZzQX6Ak3MrBD4BZGzY04HlgYDe70TnBnTB5hmZkeAo8BN7q6rOouInGSVhru7j47R/Ew5884H5idalIiIJEa/UBURCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhJDCXUQkhBTuIiIhpHAXEQkhhbuISAgp3EVEQkjhLiISQgp3EZEQUriLiISQwl1EJITiCnczm2Vme81sQ1RbYzNbamabg7+NgnYzs0fNbIuZrTez7jVVvIiIxBbvkftsYHCZtnxgmbu3BZYFjwEuJ3J5vbbARODJxMsUEZGqiCvc3X0FUPZyecOAOcH9OcBVUe3PecQ7wDlm1iwZxYqISHwS6XM/z913AwR/mwbtLYCdUfMVBm0iInKS1MQXqhajzU+YyWyima0xszVFRUU1UIaIyKkrkXDfU9LdEvzdG7QXAudHzZcFfFZ2YXef6e657p6bmZmZQBkiIlJWIuG+CBgb3B8LLIxqvy44a6Yn8EVJ942IiJwcGfHMZGZzgb5AEzMrBH4BTAf+aGbXAzuAEcHsrwFDgC3A18D4JNcsIiKViCvc3X10OZP6x5jXgcmJFCUiIonRL1RFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEFO4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhJDCXUQkhBTuIiIhpHAXEQkhhbuISAjFdbGOWMysHTAvqqk1cCdwDnAjUHLV69vd/bVqVygiIlVW7XB390+ArgBmVgfYBbxC5LJ6D7v7A0mpUEREqixZ3TL9ga3u/rckrU9ERBKQrHAfBcyNevwjM1tvZrPMrFGsBcxsopmtMbM1RUVFsWYREZFqSjjczew0YCjwYtD0JPBdIl02u4EHYy3n7jPdPdfdczMzMxMtQ0REoiTjyP1y4D133wPg7nvc/ai7HwOeBvKS8BwiIlIFyQj30UR1yZhZs6hpw4ENSXgOERGpgmqfLQNgZg2AAcCkqOb7zawr4MD2MtNEROQkSCjc3f1r4NwybWMSqkhERBKmX6iKiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEFO4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCY3nDmBm24EvgaPAEXfPNbPGwDwgm8gFO0a6++eJPpeIiMQnWUful7p7V3fPDR7nA8vcvS2wLHgsIiInSU11ywwD5gT35wBX1dDziIhIDMkIdweWmNlaM5sYtJ3n7rsBgr9Nk/A8IiISp4T73IGL3f0zM2sKLDWzj+NZKHgjmAjQsmXLJJQhIiIlEj5yd/fPgr97gVeAPGCPmTUDCP7ujbHcTHfPdffczMzMRMsQEZEoCYW7mZ1hZmeV3AcGAhuARcDYYLaxwMJEnkdERKom0W6Z84BXzKxkXX9w98Vm9i7wRzO7HtgBjEjweUREpAoSCnd3/xToEqN9P9A/kXWLiEj16ReqIiIhpHAXEQkhhbuISAgp3EVEQkjhLiISQgp3EZEQUriLiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEqh3uZna+mb1pZpvM7CMzmxK032Vmu8xsXXAbkrxyRUQkHolciekI8K/u/l5wHdW1ZrY0mPawuz+QeHkiIlId1Q53d98N7A7uf2lmm4AWySpMRESqLyl97maWDXQDVgdNPzKz9WY2y8walbPMRDNbY2ZrioqKklGGiIgEEg53MzsTmA9MdfdDwJPAd4GuRI7sH4y1nLvPdPdcd8/NzMxMtAwREYmSULibWV0iwf57d38ZwN33uPtRdz8GPA3kJV6miIhURbX73M3MgGeATe7+UFR7s6A/HmA4sCGxEkVOTQ8v/Wvp/VsGXJjCSiQdJXK2zPlSm2YAAAVxSURBVMXAGOBDM1sXtN0OjDazroAD24FJCVUoIiJVlsjZMisBizHpteqXIyIiyaBfqIqIhJDCXUQkhBTuIiIhpHAXEQkhhbuISAglciqkiJwkyTrnPXo9ia5LajeFu0iaqWrQlw10OTWoW0ZEJIQU7iIiIaRuGZFaJFldKOqKER25i4iEkI7cRVKgps5+SXtv3ve/9y+9LXV1hIDCXaQG1fZhe2t7fVJ9oQj32569qvT+feMXpLASkfRV3qcAhX56CkW4i6RCeUe95YVkVdtri7Ae3W/Y+7+X9zwjO3V11JQaC3czGww8AtQBfuvu02vquUSSTT8UknRXI+FuZnWAx4EBQCHwrpktcveNNfF8IlWhIE4OdePUbjV15J4HbHH3TwHM7AVgGKBwl7SjNwNJRzUV7i2AnVGPC4GLaui5JA3F0+1R1XkqoqPJ5KjqG11Y++vTgbl78ldqNgIY5O43BI/HAHnu/uOoeSYCE4OH7YBPEnjKJsC+BJavzbRt6SvM26dtqx0ucPfMWBNq6si9EDg/6nEW8Fn0DO4+E5iZjCczszXunpuMddU22rb0Febt07bVfjU1/MC7QFsza2VmpwGjgEU19FwiIlJGjRy5u/sRM/sR8Gcip0LOcvePauK5RETkRDV2nru7vwa8VlPrLyMp3Tu1lLYtfYV5+7RttVyNfKEqIiKppSF/RURCKK3D3cwGm9knZrbFzPJTXU8izOx8M3vTzDaZ2UdmNiVob2xmS81sc/C3UaprrS4zq2Nm75vZq8HjVma2Oti2ecGX72nJzM4xs5fM7ONgH/YKy74zs1uCf5MbzGyumdVL531nZrPMbK+ZbYhqi7mvLOLRIGPWm1n31FVeNWkb7lFDHFwOdABGm1mH1FaVkCPAv7p7e6AnMDnYnnxgmbu3BZYFj9PVFGBT1ONfAQ8H2/Y5cH1KqkqOR4DF7v49oAuR7Uz7fWdmLYCfALnu3onICRKjSO99NxsYXKatvH11OdA2uE0EnjxJNSYsbcOdqCEO3P0fQMkQB2nJ3Xe7+3vB/S+JhEMLIts0J5htDnBV7DXUbmaWBVwB/DZ4bEA/4KVglnTetrOBPsAzAO7+D3c/SEj2HZETL+qbWQbQANhNGu87d18BHCjTXN6+GgY85xHvAOeYWbOTU2li0jncYw1x0CJFtSSVmWUD3YDVwHnuvhsibwBA09RVlpD/Av4NOBY8Phc46O5HgsfpvP9aA0XAs0G302/N7AxCsO/cfRfwALCDSKh/AawlPPuuRHn7Km1zJp3D3WK0pf2pP2Z2JjAfmOruh1JdTzKY2b8Ae919bXRzjFnTdf9lAN2BJ929G1BMGnbBxBL0PQ8DWgHNgTOIdFWUla77rjJp++80ncO90iEO0o2Z1SUS7L9395eD5j0lHwODv3tTVV8CLgaGmtl2It1n/YgcyZ8TfNSH9N5/hUChu68OHr9EJOzDsO8uA7a5e5G7fwu8DPQmPPuuRHn7Km1zJp3DPVRDHAR90M8Am9z9oahJi4Cxwf2xwMKTXVui3P02d89y92wi++kv7n4t8Cbww2C2tNw2AHf/O7DTzNoFTf2JDG+d9vuOSHdMTzNrEPwbLdm2UOy7KOXtq0XAdcFZMz2BL0q6b2o9d0/bGzAE+CuwFfj3VNeT4LZcQuTj3npgXXAbQqRvehmwOfjbONW1JridfYFXg/utgQJgC/AicHqq60tgu7oCa4L9twBoFJZ9B9wNfAxsAJ4HTk/nfQfMJfL9wbdEjsyvL29fEemWeTzImA+JnDWU8m2I56ZfqIqIhFA6d8uIiEg5FO4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhND/B20NRMGpRSbvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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x3CtKjx49mDFjBpmZhQ7ZHDd6vqWqCft47roVUkQkhNQtU0lMmDCBDRs2nLFs4sSJrF27NjEFiUhSU7hXErNmzUp0CSISIuqWEREJIYW7iEgIKdxFREIoafrcZ2+ZHdfj3XnVnXE9nohIZaKWewlKGs993bp1dOrUiZSUFJYsWZKACkVEzqVwL0ZpxnNv2rQp8+fPZ+TIkeelHhGR0lC4F6M047mnp6eTkZHB975X8lO5du1aunfvzpAhQ2jTpg133HEHp0+fBmDVqlV07dqVTp06MXToUL788suC40+bNo1rr72WF198kV27dnHdddfRoUMHOnXqxIcffhj/ExeRpFdiIpnZPDM7ZGbbopbVM7PVZrYz+Fs3WG5m9oSZ7TKzrWbWqSKLr2iFjede3jHZ8+Xk5PDrX/+a9957jw8//JCXX36ZI0eO8Itf/ILXXnuNt99+m8zMTB599NGCfWrWrMn69esZPnw4t9xyCxMmTODdd9/ljTfeoFGjRjHVIyLhVJoPVOcDTwLPRS2bAqxx9+lmNiWYvxu4HmgZ/LsaeCr4m5TiOSZ7vqysLJo3j4xdMWLECNavX0/NmjXZvn0711xzDQDffPMNXbt2Ldjn5ptvBuCLL75g//79DBkyBIiEvohIYUoMd3dfZ2bpZy0eDPQIphcAa4mE+2DgOY+k4ptmdqmZNXL3A/Eq+HyK55js+Yoam71Pnz4sXLiw0H3yx2evDIO8iUhyKO+tkJflB7a7HzCzhsHyJsC+qO1yg2XnhLuZjQfGQ+RDyZIk4tbF0oznXlY5OTns3r2bK664gsWLFzN+/Hi6dOnChAkT2LVrFy1atOCrr74iNzeXK6+88ox9L7nkEtLS0li6dCk33ngjX3/9NadOnSr4lSURkXzx/kC1sD6LQpub7j7H3TPdPTM1NTXOZcRH9HjurVu3ZtiwYQXjuS9fvhyAt956i7S0NF588UVuv/122rZtW+wxu3btypQpU2jXrh3NmjVjyJAhpKamMn/+fEaMGEFGRgZdunThL3/5S6H7P//88zzxxBNkZGTQrVs3Pvnkk7ift4gkv/K23A/md7eYWSPgULA8F7g8ars04ONYCky0AQMGMGDAgDOWTZs2rWC6c+fO5Obmlvp4tWvXZvHixecs79WrF2+99dY5y/fs2XPGfMuWLfnzn/9c6scTkaqpvC335cDoYHo0sCxq+Y+Cu2a6AJ8na3+7iEgyK7HlbmYLiXx42sDMcoH7gOnA781sHLAXGBps/kdgALAL+AoYUwE1V3rvvfceo0aNOmPZBRdcQHZ2Nj169EhMUSJSpZTmbpkRRazqXci2DkyItahk1759e7Zs2ZLoMkSkCtM3VEVEQkjhLiISQgp3EZEQSprx3A/PfDKux0v9l3+O6/FERCqTpAn3RElPT+fiiy+mWrVqpKSksGnTpkSXJCJSIoV7Kbz++us0aNCgwo5/8uRJUlJ0KUQkftTnHic9evRg0qRJdOvWjXbt2pGTkwNAXl4eY8eOpXPnznTs2LFgPPj58+czdOhQBg4cSN++fQF45JFHaN++PR06dGDKlCkJOxcRSX5qLpbAzOjbty9mxu2338748eOL3DYvL4833niDdevWMXbsWLZt28aDDz5Ir169mDdvHseOHSMrK4vrrrsOgI0bN7J161bq1avHq6++ytKlS8nOzqZ27dp8+umn5+sURSSEFO4l2LBhA40bN+bQoUP06dOH73//+3Tv3r3QbUeMiHzfq3v37hw/fpxjx46xatUqli9fzowZMwA4ceIEe/fuBaBPnz7Uq1cPgNdee40xY8YUjPCYv1xEpDwU7iXIH7+9YcOGDBkyhJycnCLDvaix2l966SVatWp1xrrs7OyCcdohMlZ7rD8EIiKSL2nCPRG3Lubl5XH69Gkuvvhi8vLyWLVqFffee2+R2y9evJiePXuyfv166tSpQ506dejXrx8zZ85k5syZmBnvvPMOHTt2PGffvn37Mm3aNEaOHFnQLaPWu4iUV9KEeyIcPHiw4CftTp48yciRI+nfv3+R29etW5du3bpx/Phx5s2bB8A999zDpEmTyMjIwN1JT09nxYoV5+zbv39/tmzZQmZmJjVq1GDAgAE89NBDFXNiIhJ6Vhl+ui0zM9PPvn98x44dtG7dOkEVlV2PHj2YMWMGmZmZiS6lXJLt+RaJVfQXI3enf/ebDVkDmyeinHIxs83uXmjoqOUuIqEze8vsgulE/ERnZaBwL6MJEyawYcOGM5ZNnDiRtWvXJqYgEZFCKNzLaNasWYkuQUSkRPqGqohICCncRURCSOEuIhJCSdPnnvPKR3E9XjLd7iQiUlZquRdj7NixNGzYkHbt2hUs+/TTT+nTpw8tW7akT58+fPbZZwmsUESkcAr3Ytx6662sXLnyjGXTp0+nd+/e7Ny5k969ezN9+vQKeWx35/Tp0xVybBEJP4V7Mbp3737O+C7Lli1j9OjRAIwePZqlS5cWuf/999/PqFGj6NWrFy1btuQ3v/lNwbpf/epXdO7cmYyMDO677z4A9uzZQ+vWrbnzzjvp1KkT+/btY+XKlXTq1IkOHTrQu3fvCjhLEQmjpOlzrywOHjxIo0aNAGjUqBGHDh0qdvutW7fy5ptvkpeXR8eOHbnhhhvYtm0bO3fuJCcnB3dn0KBBrFu3jqZNm/LBBx/w7LPPMnv2bA4fPsyPf/xj1q1bR7NmzTTGu4iUmsK9gg0ePJhatWpRq1YtevbsSU5ODuvXr2fVqlUFo0N++eWX7Ny5k6ZNm3LFFVfQpUsXAN588026d+9Os2bNAI3xLiKlF1O4m9lk4DbAgfeAMUAjYBFQD3gbGOXu38RYZ6Vx2WWXceDAARo1asSBAwdo2LBhsdsXNcb71KlTuf32289Yt2fPHo3xLiJxUe5wN7MmwE+ANu7+NzP7PTAcGAA85u6LzOxpYBzwVKyFVpZbFwcNGsSCBQuYMmUKCxYsYPDgwcVuv2zZMqZOnUpeXh5r165l+vTp1KpVi3vuuYdbbrmFiy66iP3791O9evVz9u3atSsTJkxg9+7dBd0yar2LSGnE2i2TAtQys2+B2sABoBcwMli/ALifOIR7IowYMYK1a9dy5MgR0tLSeOCBB5gyZQrDhg1j7ty5NG3alBdffLHYY2RlZXHDDTewd+9e7rnnHho3bkzjxo3ZsWMHXbt2BeCiiy7ihRdeoFq1amfsm5qaypw5c/jhD3/I6dOnadiwIatXr66w8xWR8Ch3uLv7fjObAewF/gasAjYDx9z9ZLBZLtCksP3NbDwwHqBp06blLaNCLVy4sNDla9asKfUxrrzySubMmXPO8okTJzJx4sRzlm/btu2M+euvv57rr7++1I8nIgIx3AppZnWBwUAzoDFwIVBYChX6ayDuPsfdM909MzU1tbxliIhIIWLplrkO2O3uhwHM7GWgG3CpmaUErfc04OPYy6zcnn32WR5//PEzll1zzTUaHlhEEiaWcN8LdDGz2kS6ZXoDm4DXgZuI3DEzGlhW3gdIlrtFxowZw5gxYxJdRrlVhp9aFJH4Kne3jLtnA0uI3O74XnCsOcDdwF1mtguoD8wtz/Fr1qzJ0aNHFTwVzN05evQoNWvWTHQpIhJHMd0t4+73AfedtfgjICuW4wKkpaWRm5vL4cOHYz2UlKBmzZqkpaUlugwRiaNK+w3V6tWrF3wzU0REykYDh4mIhJDCXUQkhBTuIiIhpHAXEQkhhbuISAgp3EVEQkjhLiISQgp3EZEQUriLiISQwl1EJIQU7iIiIaRwFxEJoUo7cJiIVEGvP/zddM+piasjBNRyFxEJIYW7iEgIqVtGRKq8vJy3vpsZ2DxxhcSRWu4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhFBM97mb2aXAM0A7wIGxwAfAYiAd2AMMc/fPYqpSROQ8yXnlo4LprCS+5z3WlvvjwEp3/z7QAdgBTAHWuHtLYE0wLyIi51G5w93MLgG6A3MB3P0bdz8GDAYWBJstAG6MtUgRESmbWFruzYHDwLNm9o6ZPWNmFwKXufsBgOBvwzjUKSIiZRBLuKcAnYCn3L0jkEcZumDMbLyZbTKzTYcPH46hDBEROVss4Z4L5Lp7djC/hEjYHzSzRgDB30OF7ezuc9w9090zU1NTYyhDRETOVu5wd/dPgH1m1ipY1BvYDiwHRgfLRgPLYqpQRETKLNYhf/8F+K2Z1QA+AsYQecH4vZmNA/YCQ2N8DBERKaOYwt3dtwCZhazqHctxRUQkNvqGqohICCncRURCSOEuIhJCCncRkRBSuIuIhJDCXUQkhBTuIiIhFOuXmEREKoXZW2YnuoRKRS13EZEQUriLiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEFO4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRCKOdzNrJqZvWNmK4L5ZmaWbWY7zWyxmdWIvUwRESmLeLTcJwI7ouZ/CTzm7i2Bz4BxcXgMEREpg5jC3czSgBuAZ4J5A3oBS4JNFgA3xvIYIiJSdrG23P8T+DfgdDBfHzjm7ieD+VygSWE7mtl4M9tkZpsOHz4cYxkiIhKt3OFuZj8ADrn75ujFhWzqhe3v7nPcPdPdM1NTU8tbhoiIFCIlhn2vAQaZ2QCgJnAJkZb8pWaWErTe04CPYy9TRKq01x/+brrn1MTVkUTK3XJ396nunubu6cBw4M/ufgvwOnBTsNloYFnMVYqISJlUxH3udwN3mdkuIn3wcyvgMUREpBixdMsUcPe1wNpg+iMgKx7HFRGR8tE3VEVEQkjhLiISQgp3EZEQUriLiISQwl1EJITicreMiEjcRX9xKQazt8wumL7zqjvjcsxkoJa7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEFO4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhJDCXUQkhBTuIiIhpHAXEQkhhbuISAgp3EVEQkjhLiISQuUOdzO73MxeN7MdZva+mU0Mltczs9VmtjP4Wzd+5YqISGnE8gPZJ4F/dfe3zexiYLOZrQZuBda4+3QzmwJMAe6OvVQRCaU4/RB2Rch55aOC6ayBzRNYSdmVu+Xu7gfc/e1g+gtgB9AEGAwsCDZbANwYa5EiIlI2celzN7N0oCOQDVzm7gcg8gIANCxin/FmtsnMNh0+fDgeZYiISCDmcDezi4CXgEnufry0+7n7HHfPdPfM1NTUWMsQEZEosfS5Y2bViQT7b9395WDxQTNr5O4HzKwRcCjWIkVECjN7y+xEl1BpxXK3jAFzgR3u/mjUquXA6GB6NLCs/OWJiEh5xNJyvwYYBbxnZluCZf8OTAd+b2bjgL3A0NhKFBGRsip3uLv7esCKWN27vMcVEZHY6RuqIiIhFNMHqiIiYZOX81bB9IVZnRNYSWzUchcRCSGFu4hICKlbRqSSemz1XwumJ/e5MoGVSDJSy11EJITUchdJMmrRS2mo5S4iEkJquYvIGaLfGYDeHSQrhbtISFT67proH+XoOTVxdVQR6pYREQkhtdxF5PyrxD+tFxZquYuIhJBa7iJxVun7vgtx9oeokvwU7iJlkCzBnSx1lod+fal01C0jIhJCarmLnCelaU2XtXtE3SlSFLXcRURCSC13SQoV0YdcWb6JWdGt7zD3v59POa98dMZ81sDmCaqkdJI+3Kc+e2PB9MNjliawEgmTsnahxKubpTT1yPmTzL/KpG4ZEZEQSvqWu1Rt8exyiKV1nCwfhJbn+Spqn41zf1ow3bV5/e920LgxlYJa7iIiIaSWuySE+qsTr1zPS2nGhNG4MZVChYW7mfUHHgeqAc+4+/SKeiypvCoiWM93WFe1F4cue+ecMf9m0/EJqqQIu//nu+lm/1CmXaO/3To0XvVUUhXSLWNm1YBZwPVAG2CEmbWpiMcSEZFzVVTLPQvY5e4fAZjZImAwsL2CHq9QZf3wqCreDxzW56iqtbYrUnRLfmOCaph9bGvcj7ntUGpM+0ff914Z73mvqA9UmwD7ouZzg2UiInIemLvH/6BmQ4F+7n5bMD8KyMEVTIUAAAQISURBVHL3f4naZjyQ35nXCvignA/XADgSQ7mVXZjPT+eWvMJ8fsl0ble4e6FvQSqqWyYXuDxqPg34OHoDd58DnPnJTTmY2SZ3z4z1OJVVmM9P55a8wnx+YTm3iuqWeQtoaWbNzKwGMBxYXkGPJSIiZ6mQlru7nzSzfwb+RORWyHnu/n5FPJaIiJyrwu5zd/c/An+sqONHiblrp5IL8/np3JJXmM8vFOdWIR+oiohIYmlsGRGREErqcDez/mb2gZntMrMpia4nFmZ2uZm9bmY7zOx9M5sYLK9nZqvNbGfwt26iay0vM6tmZu+Y2YpgvpmZZQfntjj48D0pmdmlZrbEzP4SXMOuYbl2ZjY5+D+5zcwWmlnNZL52ZjbPzA6Z2baoZYVeK4t4IsiYrWbWKXGVl03ShnsIhzg4Cfyru7cGugATgvOZAqxx95bAmmA+WU0EdkTN/xJ4LDi3z4BxCakqPh4HVrr794EORM4z6a+dmTUBfgJkuns7IjdIDCe5r918oP9Zy4q6VtcDLYN/44GnzlONMUvacCdqiAN3/wbIH+IgKbn7AXd/O5j+gkg4NCFyTguCzRYANxZ+hMrNzNKAG4BngnkDegFLgk2S+dwuAboDcwHc/Rt3P0ZIrh2RGy9qmVkKUBs4QBJfO3dfB3x61uKirtVg4DmPeBO41MwanZ9KY5PM4R7aIQ7MLB3oCGQDl7n7AYi8AAANE1dZTP4T+DfgdDBfHzjm7ieD+WS+fs2Bw8CzQbfTM2Z2ISG4du6+H5gB7CUS6p8DmwnPtctX1LVK2pxJ5nC3QpYl/a0/ZnYR8BIwyd2PJ7qeeDCzHwCH3H1z9OJCNk3W65cCdAKecveOQB5J2AVTmKDveTDQDGgMXEikq+JsyXrtSpK0/0+TOdxLHOIg2ZhZdSLB/lt3fzlYfDD/bWDw91Ci6ovBNcAgM9tDpPusF5GW/KXBW31I7uuXC+S6e3Ywv4RI2Ifh2l0H7Hb3w+7+LfAy0I3wXLt8RV2rpM2ZZA73UA1xEPRBzwV2uPujUauWA6OD6dHAsvNdW6zcfaq7p7l7OpHr9Gd3vwV4Hbgp2Cwpzw3A3T8B9plZq2BRbyLDWyf9tSPSHdPFzGoH/0fzzy0U1y5KUddqOfCj4K6ZLsDn+d03lZ67J+0/YADwV+BD4OeJrifGc7mWyNu9rcCW4N8AIn3Ta4Cdwd96ia41xvPsAawIppsDOcAu4EXggkTXF8N5XQVsCq7fUqBuWK4d8ADwF2Ab8DxwQTJfO2Ahkc8PviXSMh9X1LUi0i0zK8iY94jcNZTwcyjNP31DVUQkhJK5W0ZERIqgcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhJDCXUQkhP4/HRsgWlSRqOEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zuYuISMpRt0wdMXHiRFatWnVM2aRJk1i+fHlyAhKRlKbkXkc89thjyQ5BREJE3TIiIiGk5C4iEkJK7iIiIVRln7uZzQa+A+x1905B2Xyg5KeRZwEH3L2rmWUBm4CPg3XvuPuNiQj08XWPJ2I3pW7qelNC9yciUpfEcuU+BxgUXeDuV7l7V3fvSuTG2S9Frd5asi5RiT2ZqprPfcWKFXTv3p20tDRefPHFJEQoInK8KpO7u68Ayp1KMLh59ghgXoLjqhNimc89MzOTOXPmMHr06BMSj4hILOLtc/82sMfdN0eVtTKz983sD2b27Yo2NLMJZrbGzNYUFhbGGUbtiGU+96ysLLKzs/nGN6p+K5cvX06fPn0YNmwYHTp04MYbb+To0aMALF26lF69etG9e3eGDx/Ol19+Wbr/qVOncvHFF/PCCy+wZcsWLr30Urp06UL37t3ZunVr4hsuIikv3uQ+imOv2ncDme7eDfgB8GszO7O8Dd19prvnuHtOenp6nGHUjvLmc6/pnOwl8vPzeeCBB/jggw/YunUrL730Evv27eOnP/0pb7zxBu+99x45OTk8+OCDpds0aNCAlStXMnLkSK6++momTpzIH//4R9566y1atGgRVzwiEk41/hGTmaUB3wX+uaTM3Q8Dh4PltWa2FbgAWFPuTuq4RM7JXiI3N5fWrVsDkQnEVq5cSYMGDdi4cSMXXXQRAH//+9/p1atX6TZXXXUVAF988QW7du1i2LBhQCTpi4iUJ55fqF4KfOTuBSUFZpYOfOruxWbWGmgL/DnOGJMmkXOyl6hobvb+/fszb175X12UzM9eFyZ5E5HUEMtQyHlAHtDMzAqAn7j7LGAkx3+R2geYamZHgGLgRndPyH3dkjF0MZb53KsrPz+fbdu2cf755zN//nwmTJhAz549mThxIlu2bKFNmzZ89dVXFBQUcMEFFxyz7ZlnnklGRgYLFy7kyiuv5PDhwxQXF5feZUlEpEQso2VGuXsLd6/v7hlBYsfdr3X3J8vUXeDuHd29i7t3d/ff1lbgJ0L0fO7t27dnxIgRpfO5L168GIB3332XjIwMXnjhBW644QY6duxY6T579erFlClT6NSpE61atWLYsGGkp6czZ84cRo0aRXZ2Nj179uSjjz4qd/tnn32WRx55hOzsbHr37s1f//rXhLdbRFKfJg6rwpAhQxgyZMgxZVOnTi1d7tGjBwUFBWU3q1CjRo2YP3/+ceV9+/bl3XffPa58+/btx7xu27Ytv//972M+noicnDT9gIhICOnKvRZ88MEHjBkz5piyU089ldWrV5OXl5ecoESkQvm/PXbcR+7lrZMUSeIoudeCzp07s27dumSHISInMXXLiIiEkJK7iEgIKbmLiIRQyvS5F854NKH7S//3mxO6PxGRuiRlknuyZGVlccYZZ1CvXj3S0tJYsyYlp8kRkZOMknsM3nzzTZo1a1Zr+z9y5AhpaToVIpI46nNPkLy8PCZPnkzv3r3p1KkT+fn5ABQVFTF+/Hh69OhBt27dSueDnzNnDsOHD+fyyy9nwIABANx///107tyZLl26MGXKlKS1RURSny4Xq2BmDBgwADPjhhtuYMKECRXWLSoq4q233mLFihWMHz+eDRs2cM8999C3b19mz57NgQMHyM3N5dJLLwXg7bffZv369TRt2pTXXnuNhQsXsnr1aho1asSnnyZkvjUROUkpuVdh1apVtGzZkr1799K/f3++9a1v0adPn3Lrjho1CoA+ffpw8OBBDhw4wNKlS1m8eDHTp08H4NChQ+zYsQOA/v3707RpUwDeeOMNxo0bVzrDY0m5iEhNKLlXoWT+9ubNmzNs2DDy8/MrTO4VzdW+YMEC2rVrd8y61atXl87TDpG52uO9EYiISImUSe7JGLpYVFTE0aNHOeOMMygqKmLp0qXceeedFdafP38+l1xyCStXrqRx48Y0btyYgQMHMmPGDGbMmIGZ8f7779OtW7fjth0wYABTp05l9OjRpd0yunoXkZpKmeSeDHv27Cm9pd2RI0cYPXo0gwYNqrB+kyZN6N27NwcPHmT27NkA3HHHHUyePJns7GzcnaysLF555ZXjth00aBDr1q0jJyeHU045hSFDhnDvvffWTsNEJPSsqlu3mdls4DvAXnfvFJTdBVwPFAbVbnf3V4N1twHXEbkT03+4+++qCiInJ8fLjh/ftGkT7du3r1ZjkikvL4/p06eTk5OT7FBqJNXeb5F4Rf8wclvWsfdsSJVZIc1srbuXm3RiGQo5ByjvcvUhd+8aPEoSewcit9/rGGzzuJnVq1nYIiJSU1V2y7j7CjPLinF/VwDPu/thYJuZbQFygbdrHGEdM3HiRFatWnVM2aRJk1i+fHlyAhIRKUc8fe43m9k1wBrgh+7+GXAu8E5UnYKg7DhmNgGYAJCZmRlHGCfWY489luwQRESqVNNfqD4BfBPoCuwGHgjKyxvLV26nvrvPdPccd89JT0+vYRgiIlKeGiV3d9/j7sXufhR4ikjXC0Su1M+LqpoBfBJfiCIiUl01Su5m1iLq5TBgQ7C8GBhpZqeaWSugLZAfX4giIlJdVfa5m9k8IA9oZmYFwE+APDPrSqTLZTtwA4C7f2hmvwE2AkeAie5enIhAy97ANl6pMtRJRKQmqrxyd/dR7t7C3eu7e4a7z3L3Me7e2d2z3X2ou++Oqn+Pu3/T3du5+2u1G37tGj9+PM2bN6dTp06lZZ9++in9+/enbdu29O/fn88++yyJEYqIlE9T/lbi2muvZcmSJceUTZs2jX79+rF582b69evHtGnTauXY7s7Ro0drZd8iEn5K7pXo06fPcfO7LFq0iLFjxwIwduxYFi5cWOH2d911F2PGjKFv3760bduWp556qnTdz3/+c3r06EF2djY/+clPANi+fTvt27fnpptuonv37uzcuZMlS5bQvXt3unTpQr9+/WqhlSISRppbppr27NlDixaR75NbtGjB3r17K62/fv163nnnHYqKiujWrRuXXXYZGzZsYPPmzeTn5+PuDB06lBUrVpCZmcnHH3/M008/zeOPP05hYSHXX389K1asoFWrVprjXURipuRey6644goaNmxIw4YNueSSS8jPz2flypUsXbq0dHbIL7/8ks2bN5OZmcn5559Pz549AXjnnXfo06cPrVq1AjTHu4jETsm9ms455xx2795NixYt2L17N82bN6+0fkVzvN92223ccMMNx6zbvn275ngXkYRImeReV4YuDh06lLlz5zJlyhTmzp3LFVdcUWn9RYsWcdttt1FUVMTy5cuZNm0aDRs25I477uDqq6/m9NNPZ9euXdSvX/+4bXv16sXEiRPZtm1babeMrt5FJBYpk9yTYdSoUSxfvpx9+/aRkZHB3XffzZQpUxgxYgSzZs0iMzOTF154odJ95Obmctlll7Fjxw7uuOMOWrZsScuWLdm0aRO9evUC4PTTT+e5556jXr1jJ9BMT09n5syZfPe73+Xo0aM0b96c119/vdbaKyLhoeReiXnz5pVbvmzZspj3ccEFFzBz5szjyidNmsSkSZOOK9+wYcMxrwcPHszgwYNjPp6ICGgopIhIKOnKPQGefvppHn744WPKLrroIk0PLCJJU6eTe6qMFhk3bhzjxo1Ldhg1VtWtFkUk9dTZbpkGDRqwf/9+JZ5a5u7s37+fBg0aJDsUEUmgOnvlnpGRQUFBAYWFhVVXlrg0aNCAjIyMZIchIglUZ5N7/fr1S3+ZKSIi1VNnu2VERKTmqkzuZjbbzPaa2Yaosp+b2Udmtt7MXjazs4LyLDP7m5mtCx5P1mbwIiJSvliu3OcAg8qUvQ50cvds4E/AbVHrtrp71+BxY2LCFBGR6ojlTkwrgE/LlC119yPBy3eI3AhbRETqiET0uY8Hom+n18rM3jezP5jZtxOwfxERqaa4RsuY2X8RuRH2r4Ki3UCmu+83s38GFppZR3c/WM62E4AJAJmZmfGEISIiZdT4yt3MxgLfAa724JdG7n7Y3fcHy2uBrcAF5W3v7jPdPcfdc9LT02sahoiIlKNGyd3MBgG3AkPd/auo8nQzqxcstwbaAn9ORKAiIhK7KrtlzGwekAc0M7MC4CdERsecCrwezP3yTjAypg8w1cyOAMXAje6uG3+KiJxgVSZ3dx9VTvGsCuouABbEG5SIiMRHv1AVEQkhJXcRkRBSchcRCSEldxGREFJyFxEJISV3EZEQUnIXEQkhJXcRkRBSchcRCSEldxGREFJyFxEJISV3EZEQUnIXEQkhJXcRkRBSchcRCSEldxGREIopuZvZbDPba2YbosqamtnrZrY5eG4SlJuZPWJmW8xsvZl1r63gRUSkfLFeuc8BBpUpmwIsc/e2wLLgNcBgIvdObQtMAJ6IP0wREamOmJK7u68Ayt4L9QpgbrA8F7gyqvwZj3gHOMvMWiQiWBERiU08fe7nuPtugOC5eVB+LrAzql5BUHYMM5tgZmvMbE1hYWEcYYiISFm18YWqlVPmxxW4z3T3HHfPSU9Pr4UwREROXvEk9z0l3S3B896gvAA4L6peBvBJHMcREZFqiie5LwbGBstjgUVR5dcEo2Z6Ap+XdN+IiMiJkRZLJTObB+QBzcysAPgJMA34jZldB+wAhgfVXwWGAFuAr4BxCY5ZRESqEFNyd/dRFazqV05dBybGE5SIiMRHv1AVEQkhJXcRkRBSchcRCSEldxGREFJyFxEJISV3EZEQUnIXEQkhJXcRkRBSchcRCSEldxGREFJyFxEJISV3EZEQUnIXEQkhJXcRkRCKacpfEZET4s37/rF8yW3JiyMEapzczawdMD+qqDVwJ3AWcD1Qctfr29391RpHKCIi1Vbj5O7uHwNdAcysHrALeJnInZcecvfpCYlQRESqLVF97v2Are7+lwTtT0RE4pCo5D4SmBf1+mYzW29ms82sSYKOISIiMYo7uZvZKcBQ4IWg6Angm0S6bHYDD1Sw3QQzW2NmawoLC8urIiIiNZSIK/fBwHvuvgfA3fe4e7G7HwWeAnLL28jdZ7p7jrvnpKenJyAMEREpkYjkPoqoLhkzaxG1bhiwIQHHEBGRaohrnLuZNQL6AzdEFd9vZl0BB7aXWSciIidAXMnd3b8Czi5TNiauiEREJG6afkBEJISU3EVEQkjJXUQkhJTcRURCSMldRCSElNxFREJI87mLSCg8vu7x0uWbut6UxEjqBl25i4iEkJK7iEgIKbmLiISQkruISAjpC1URSVnRX6LKsXTlLiISQkruIiIhpOQuIhJCSu4iIiEU9xeqZrYd+AIoBo64e46ZNQXmA1lE7sY0wt0/i/dYIiISm0RduV/i7l3dPSd4PQVY5u5tgWXBaxEROUFqq1vmCmBusDwXuLKWjiMiIuVIRHJ3YKmZrTWzCUHZOe6+GyB4bl52IzObYGZrzGxNYWFhAsIQEZESifgR00Xu/omZNQdeN7OPYtnI3WcCMwFycnI8AXGIiEgg7it3d/8keN4LvAzkAnvMrAVA8Lw33uOIiEjs4kruZnaamZ1RsgwMADYAi4GxQbWxwKJ4jiMiItUTb7fMOcDLZlayr1+7+xIzexf4jZldB+wAhsd5HBERqYa4kru7/xnoUk75fqBfPPsWEZGa06yQInJS2rA3vXT5tKzkxVFblNxFJHR0P1XNLSMiEkpK7iIiIaTkLiISQkruIiIhpOQuIhJCSu4iIiGk5C4iEkIa5y4iyfXmfcmOIJR05S4iEkJK7iIiIaTkLiISQkruIiIhpOQuIhJCSu4iIiFU46GQZnYe8AzwT8BRYKa7P2xmdwHXA4VB1dvd/dV4AxURgWOn85WKxTPO/QjwQ3d/L7iP6lozez1Y95C7T48/PBERqYkaJ3d33w3sDpa/MLNNwLmJCkxERGouIX3uZpYFdANWB0U3m9l6M5ttZk0q2GaCma0xszWFhYXlVRERkRqKO7mb2enAAmCyux8EngC+CXQlcmX/QHnbuftMd89x95z09PTyqojIyezN+/7xkGqLK7mbWX0iif1X7v4SgLvvcfdidz8KPAXkxh+miIhUR42Tu5kZMAvY5O4PRpW3iKo2DNhQ8/BERKQm4hktcxEwBvjAzNYFZbcDo8ysK541Et0AAAW0SURBVODAduCGuCIUEZFqi2e0zErAylmlMe0icrzovvNLbkteHCcJ/UJVRCSElNxFREJIyV1EJIR0mz2Rcjz0+p9Kl2/pf0ESIxGpGSV3ETnxqvnDJE0WVn3qlhERCSFduYvUInXvJMi2//3HcqtvJy+OFKIrdxGREFJyFxEJIXXLiNQhoejG0S9R6wQld5ETJBSJW1KGkrtIEkQn+trYj/54iJK7nBRiuWpOVMJNlGRe6Sfs2LrRRtIouUtKO9EJMBWvlNUddHJSchdJsNr4BKAELdVVa8ndzAYBDwP1gF+6+7TaOpaktup2mcRTp2y96saXqH3WFakat1StVpK7mdUDHgP6AwXAu2a22N031sbxRMoKc9KKp2219r6ob73Oqa0r91xgi7v/GcDMngeuAGolud/29JWly/eNW1gbh5AkqCgRhTlxJ0oi36MKv2dIW5CwY0ji1VZyPxfYGfW6ALiwlo51jBPZN1ndY52I2GL5T13dY1f3S8SK2qmkHC5v/3l/6XKv1mcnMZL4FeW/e2zB5a2TE0gCmbsnfqdmw4GB7v794PUYINfd/z2qzgRgQvCyHfBxHIdsBuyLY/u6TG1LXWFun9pWN5zv7unlraitK/cC4Lyo1xnAJ9EV3H0mMDMRBzOzNe6ek4h91TVqW+oKc/vUtrqvtiYOexdoa2atzOwUYCSwuJaOJSIiZdTKlbu7HzGzm4HfERkKOdvdP6yNY4mIyPFqbZy7u78KvFpb+y8jId07dZTalrrC3D61rY6rlS9URUQkuXSzDhGREErp5G5mg8zsYzPbYmZTkh1PPMzsPDN708w2mdmHZjYpKG9qZq+b2ebguUmyY60pM6tnZu+b2SvB61Zmtjpo2/zgy/eUZGZnmdmLZvZRcA57heXcmdktwb/JDWY2z8wapPK5M7PZZrbXzDZElZV7rizikSDHrDez7smLvHpSNrlHTXEwGOgAjDKzDsmNKi5HgB+6e3ugJzAxaM8UYJm7twWWBa9T1SRgU9TrnwEPBW37DLguKVElxsPAEnf/FtCFSDtT/tyZ2bnAfwA57t6JyACJkaT2uZsDDCpTVtG5Ggy0DR4TgCdOUIxxS9nkTtQUB+7+d6BkioOU5O673f29YPkLIsnhXCJtmhtUmwtcWf4e6jYzywAuA34ZvDagL/BiUCWV23Ym0AeYBeDuf3f3A4Tk3BEZeNHQzNKARsBuUvjcufsK4NMyxRWdqyuAZzziHeAsM2txYiKNTyon9/KmODg3SbEklJllAd2A1cA57r4bIn8AgObJiywu/wP8J3A0eH02cMDdjwSvU/n8tQYKgaeDbqdfmtlphODcufsuYDqwg0hS/xxYS3jOXYmKzlXK5plUTu5WTlnKD/0xs9OBBcBkdz+Y7HgSwcy+A+x197XRxeVUTdXzlwZ0B55w925AESnYBVOeoO/5CqAV0BI4jUhXRVmpeu6qkrL/TlM5uVc5xUGqMbP6RBL7r9z9paB4T8nHwOB5b7Lii8NFwFAz206k+6wvkSv5s4KP+pDa568AKHD31cHrF4kk+zCcu0uBbe5e6O5fAy8BvQnPuStR0blK2TyTysk9VFMcBH3Qs4BN7v5g1KrFwNhgeSyw6ETHFi93v83dM9w9i8h5+r27Xw28CXwvqJaSbQNw978CO82sXVDUj8j01il/7oh0x/Q0s0bBv9GStoXi3EWp6FwtBq4JRs30BD4v6b6p89w9ZR/AEOBPwFbgv5IdT5xtuZjIx731wLrgMYRI3/QyYHPw3DTZscbZzjzglWC5NZAPbAFeAE5NdnxxtKsrsCY4fwuBJmE5d8DdwEfABuBZ4NRUPnfAPCLfH3xN5Mr8uorOFZFumceCHPMBkVFDSW9DLA/9QlVEJIRSuVtGREQqoOQuIhJCSu4iIiGk5C4iEkJK7iIiIaTkLiISQkruIiIhpOQuIhJC/wexU4Ozt6+f9AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZLFq06LR1+/btS25uLllZWdSoUYP+/fvz8MMPV8C7JSJVicZzr+K6devG5MmTycoqdsjmhNH7LWeb6PHct2f2P2VeqowtE9d47mY208z2mdnGqLa5ZpYb/OwouP2emWWa2d+i5p1+yyEREalwsXTLzAKmAi8UNLj7Dwqem9ljwBdRy29z99NvEiqlGjNmDKtXrz6lbezYsaxYsSI5BYlISovlHqorzSyzuHkWuQzjRqBHYss6+zz99NPJLkFEQiTeb6h+B9jr7lui2pqa2Xtm9mcz+05JK5rZaDNbZ2br9u/fH2cZIiISLd5wHwrMiZreAzRx9/bAXcCLZnZBcSu6+3R3z3L3rPT09DjLEBGRaOUOdzNLA74HzC1oc/fj7n4weL4e2AZcFm+RIiJyZuK5zv1a4EN3zytoMLN04JC7nzSzZkAL4JOSNnAmpuVOS8RmCt3R7o6Ebk9EpCqJ5VLIOcAaoKWZ5ZlZwbdthnBqlwxAV2CDmf0FeAW43d1TeqSqssZzX7lyJR06dCAtLY1XXnklCRWKiJwulqtlhpbQfnMxbfOAefGXVTUUjOe+dOlSMjIy6NixIwMGDODyyy8vXKZJkybMmjWrcACviq6n4FuuIiKl0XjupYhlPPfMzEzatGnDt75V9lu5YsUKunbtyqBBg7j88su5/fbbyc/PB2DJkiV07tyZDh06MHjwYL766qvC7U+cOJFrrrmGl19+ma1bt3LttdfStm1bOnTowLZt2xK/4yKS8hTupShuPPfyjsleICcnh8cee4z333+fbdu28eqrr3LgwAF++ctfsmzZMt59912ysrJ4/PHHC9epWbMmq1atYsiQIdx0002MGTOGv/zlL7z11ls0bNgwrnpEJJw0cFgpEjkme4Hs7GyaNYuMWzF06FBWrVpFzZo12bRpE1dffTUAf//73+ncuXPhOj/4QeQLwV9++SW7d+9m0KBBQCT0RUSKo3AvRSLHZC9Q0tjsvXr1Ys6cop9PRxSMz14VBnkTkdSQMuGejEsXYxnP/Uzl5OSwfft2Lr30UubOncvo0aPp1KkTY8aMYevWrTRv3pyvv/6avLw8Lrvs1K8IXHDBBWRkZDB//nxuuOEGjh8/zsmTJwvvsiQiUkB97qWIHs+9VatW3HjjjYXjuS9cuBCAd955h4yMDF5++WVuu+02rrjiilK32blzZyZMmEDr1q1p2rQpgwYNIj09nVmzZjF06FDatGlDp06d+PDDD4td/ze/+Q1PPfUUbdq0oUuXLnz22WcJ328RSX0pc+aeLP3796d//1PHep44cWLh844dO5KXl1d0tRLVrl2buXPnntbeo0cP3nnnndPad+zYccp0ixYt+NOf/hTz64nI2Uln7iIiIaQz9wrw/vvvM3z48FPazjnnHNauXUu3bt2SU5SInFUU7hXgyiuvJDc3N9lliMhZTN0yIiIhpHAXEQkhhbuISAilTJ/7/ilTE7q99H+7M6HbExGpSlIm3JMlMzOT888/n2rVqpGWlsa6deuSXZKISJkU7jF48803qV+/foVt/8SJE6Sl6VCISOLEciemmWa2z8w2RrU9YGa7zSw3+OkfNe8eM9tqZh+ZWZ+KKryq6datG+PGjaNLly60bt2anJwcAI4ePcqoUaPo2LEj7du3LxwPftasWQwePJjrr7+e3r17A/Doo49y5ZVX0rZtWyZMmJC0fRGR1BfL6eIsYCrwQpH2J9z9lNsPmdnlRG6/dwXQCFhmZpe5+8kE1JoUZkbv3r0xM2677TZGjx5d4rJHjx7lrbfeYuXKlYwaNYqNGzfy0EMP0aNHD2bOnMnhw4fJzs7m2muvBWDNmjVs2LCBevXq8cYbbzB//nzWrl1L7dq1OXQope9OKCJJFstt9laaWWaM2xsIvOTux4HtZrYVyCZyD9aUtHr1aho1asS+ffvo1asX3/72t+natWuxyw4dGrkjYdeuXTly5AiHDx9myZIlLFy4sPA2fMeOHWPnzp0A9OrVi3r16gGwbNkyRo4cWTjCY0G7iEh5xHMp5J1mtiHotqkbtDUGdkUtkxe0payC8dsbNGjAoEGDCrtbilPSWO3z5s0jNzeX3Nxcdu7cSatWrYB/jNMOkbHa470RiIhIgfJ+ivcM8AvAg8fHgFFAcelU7B0mzGw0MBoiN5kuSzIuXTx69Cj5+fmcf/75HD16lCVLlnDfffeVuPzcuXPp3r07q1atok6dOtSpU4c+ffowZcoUpkyZgpnx3nvv0b59+9PW7d27NxMnTmTYsGGF3TI6exeR8ipXuLv73oLnZvYcsCiYzAMuiVo0A/i0hG1MB6YDZGVlVclbDO3du7fwlnYnTpxg2LBh9O3bt8Tl69atS5cuXThy5AgzZ84E4N5772XcuHG0adMGdyczM5NFixadtm7fvn3Jzc0lKyuLGjVq0L9/fx5++OGK2TERCT2L5dZtQZ/7IndvHUw3dPc9wfPxwFXuPsTMrgBeJNLP3ghYDrQo6wPVrKwsL3r9+ObNmwu7L1JBt27dmDx5MllZWckupVxS7f0WiVf0FyO3Z556z4bs65tVdjnlYmbr3b3Y0CnzzN3M5gDdgPpmlgfcD3Qzs3ZEulx2ALcBuPsHZvZ7YBNwAhiTylfKiIikqliulhlaTPOMUpZ/CHgonqKqsjFjxrB69epT2saOHcuKFSuSU5CISDH0tcgz9PTTTye7BBGRMmlUSBGREFK4i4iEkMJdRCSEUqbPPecPnyR0e6lyqZOISHnozL0Uo0aNokGDBrRu3bqw7dChQ/Tq1YsWLVrQq1cvPv/88yRWKCJSPIV7KW6++WYWL158StukSZPo2bMnW7ZsoWfPnkyaNKlCXtvdyc/Pr5Bti0j4KdxL0bVr19PGd1mwYAEjRowAYMSIEcyfP7/E9R944AGGDx9Ojx49aNGiBc8991zhvF//+td07NiRNm3acP/99wOwY8cOWrVqxR133EGHDh3YtWsXixcvpkOHDrRt25aePXtWwF6KSBilTJ97VbF3714aNmwIQMOGDdm3b1+py2/YsIG3336bo0eP0r59e6677jo2btzIli1byMnJwd0ZMGAAK1eupEmTJnz00Uc8//zzTJs2jf3793PrrbeycuVKmjZtqjHeRSRmCvcKNnDgQGrVqkWtWrXo3r07OTk5rFq1iiVLlhSODvnVV1+xZcsWmjRpwqWXXkqnTp0AePvtt+natStNmzYFNMa7iMRO4X6GLr74Yvbs2UPDhg3Zs2cPDRo0KHX5ksZ4v+eee7jttttOmbdjxw6N8S4iCZEy4V5VLl0cMGAAs2fPZsKECcyePZuBAweWuvyCBQu45557OHr0KCtWrGDSpEnUqlWLe++9l5tuuonzzjuP3bt3U7169dPW7dy5M2PGjGH79u2F3TI6exeRWKRMuCfD0KFDWbFiBQcOHCAjI4MHH3yQCRMmcOONNzJjxgyaNGnCyy+/XOo2srOzue6669i5cyf33nsvjRo1olGjRmzevJnOnTsDcN555/Hb3/6WatWqnbJueno606dP53vf+x75+fk0aNCApUuXVtj+ikh4KNxLMWfOnGLbly9fHvM2LrvsMqZPn35a+9ixYxk7duxp7Rs3bjxlul+/fvTr1y/m1xMRAV0KKSISSjpzT4Dnn3+eJ5988pS2q6++WsMDi0jSVOlwT5WrRUaOHMnIkSOTXUa5xXKrRRFJLWV2y5jZTDPbZ2Ybo9p+bWYfmtkGM3vNzC4M2jPN7G9mlhv8PFvewmrWrMnBgwcVPBXM3Tl48CA1a9ZMdikikkCxnLnPAqYCL0S1LQXucfcTZvYIcA9wdzBvm7u3i7ewjIwM8vLy2L9/f7ybkjLUrFmTjIyMZJchIgkUyz1UV5pZZpG2JVGTbwPfT2xZUL169cJvZoqIyJlJxNUyo4A3oqabmtl7ZvZnM/tOSSuZ2WgzW2dm63R2LiKSWHGFu5n9O3AC+F3QtAdo4u7tgbuAF83sguLWdffp7p7l7lnp6enxlCEiIkWUO9zNbATwXeAmDz71dPfj7n4weL4e2AZclohCRUQkduUKdzPrS+QD1AHu/nVUe7qZVQueNwNaAIm9P56IiJSpzA9UzWwO0A2ob2Z5wP1Ero45B1gaXIf+trvfDnQFJprZCeAkcLu7axByEZFKFsvVMkOLaZ5RwrLzgHnxFiUiIvHR2DIiIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhJDCXUQkhBTuIiIhpHAXEQkhhbuISAgp3EVEQkjhLiISQgp3EZEQUriLiISQwl1EJIRiCnczm2lm+8xsY1RbPTNbamZbgse6QbuZ2VNmttXMNphZh4oqXkREihfrmfssoG+RtgnAcndvASwPpgH6Ebl3agtgNPBM/GWKiMiZiCnc3X0lUPReqAOB2cHz2cANUe0veMTbwIVm1jARxYqISGzi6XO/2N33AASPDYL2xsCuqOXygjYREakkFfGBqhXT5qctZDbazNaZ2br9+/dXQBkiImeveMJ9b0F3S/C4L2jPAy6JWi4D+LToyu4+3d2z3D0rPT09jjJERKSoeMJ9ITAieD4CWBDV/sPgqplOwBcF3TciIlI50mJZyMzmAN2A+maWB9wPTAJ+b2a3ADuBwcHirwP9ga3A18DIBNcsIiJliCnc3X1oCbN6FrOsA2PiKUpEROKjb6iKiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEFO4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhFBMd2Iqjpm1BOZGNTUD7gMuBG4F9gftP3f318tdoYicPd781T+ed78neXWEQLnD3d0/AtoBmFk1YDfwGpF7pj7h7pMTUqGIiJyxRHXL9AS2uftfE7Q9ERGJQ6LCfQgwJ2r6TjPbYGYzzaxucSuY2WgzW2dm6/bv31/cIiIiUk5xh7uZ1QAGAC8HTc8A/0yky2YP8Fhx67n7dHfPcves9PT0eMsQkbPctNxphT+SmDP3fsC77r4XwN33uvtJd88HngOyE/AaIiJyBhIR7kOJ6pIxs4ZR8wYBGxPwGiIicgbKfbUMgJnVBnoBt0U1P2pm7QAHdhSZJyIilSCucHf3r4GLirQNj6siERGJm76hKiISQgp3EZEQUriLiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEFO4iIiGkcBcRCSGFu4hICMU1nruISDLpfqklizvczWwH8CVwEjjh7llmVg+YC2QSuRvTje7+ebyvJSIisUlUt0x3d2/n7lnB9ARgubu3AJYH0yIiUkkqqs99IDA7eD4buKGCXkdERIqRiHB3YImZrTez0UHbxe6+ByB4bJCA1xERkRgl4gPVq939UzNrACw1sw9jWSn4RTAaoEmTJgkoQ0RECsR95u7unwaP+4DXgGxgr5k1BAge9xWz3nR3z3L3rPT09HjLEBGRKHGFu5mda2bnFzwHegMbgYXAiGCxEcCCeF5HRETOTLzdMhcDr5lZwbZedPfFZvYO8HszuwXYCQyO83VEROQMxBXu7v4J0LaY9oNAz3i2LSIi5advqIpI6ER/c/WOdncksZLk0dgyIiIhpHAXEQkhhbuISAgp3EVEQkjhLiISQgp3EZEQUriLiISQwl1EJIQU7iIiIaRwFxEJIYW7iEgIKdxFREJI4S4iEkIKdxGREFK4i4iEkMJdRCSEyn2zDjO7BHgB+CcgH5ju7k+a2QPArcD+YNGfu/vr8RYqIiH15q+SXUEoxXMnphPAj9393eAm2evNbGkw7wl3nxx/eSIiUh7lDnd33wPsCZ5/aWabgcaJKkxERMovIX3uZpYJtAfWBk13mtkGM5tpZnVLWGe0ma0zs3X79+8vbhERESmnuG+QbWbnAfOAce5+xMyeAX4BePD4GDCq6HruPh2YDpCVleXx1iEiZ4fom19LyeI6czez6kSC/Xfu/iqAu+9195Pung88B2THX6aIiJyJcoe7mRkwA9js7o9HtTeMWmwQsLH85YmISHnE0y1zNTAceN/McoO2nwNDzawdkW6ZHcBtcVUoIuzHw0QAAAXjSURBVGen6Esku9+TvDpSVDxXy6wCrJhZuqZdRCTJ9A1VEZEQUriLiISQwl1EJITivs5dROSMnel4MtHL162T2FpCSuEuUkU9sfTjwufje12WxEokFalbRkQkhBTuIiIhpG4ZEUksffmoSlC4i0jFUdAnjcJdRCqH7rhUqRTuInJW2rgvvfD5uZmnzsv5wyeFz7Ovb1ZJFSWWwl3OCom6rLCqbaeqvZZUHQp3kWIkK3xTVgV3uUw7vOEfE3W/k/DtH81555Tpc7M7Jvw1KpvCXVJCIsO2IoJbZ+JS1SjcJZSSeTass36pCkIR7jqTObuk6vFWEEtlqrBwN7O+wJNANeC/3H1SRb2WCJQvPGP5RRFPKIch0FP1l+nZrkLC3cyqAU8DvYA84B0zW+jumyri9fbl/Sxqan5FvMRZoar1RVd2MIYhiMtS2j5GH58Sl9OXklJGRZ25ZwNb3f0TADN7CRgIVEi4S2rQGWD5VcYvnrD+cpuWO63w+R3t7khiJZWrosK9MbArajoPuKqCXusUJQVIVfiQqyLOhmN9jYq4PvtMa4hnmxWxbrzCGoZFddo5vfD5mqj2zvzjLH7NJwf/0d7sosooS8pg7p74jZoNBvq4+4+C6eFAtrv/W9Qyo4HRwWRL4KM4XrI+cCCO9asy7VvqCvP+ad+qhkvdPb24GRV15p4HXBI1nQF8Gr2Au08HppMAZrbO3bMSsa2qRvuWusK8f9q3qq+ixnN/B2hhZk3NrAYwBFhYQa8lIiJFVMiZu7ufMLM7gT8SuRRyprt/UBGvJSIip6uw69zd/XXg9YrafhEJ6d6porRvqSvM+6d9q+Iq5ANVERFJLt1DVUQkhFI63M2sr5l9ZGZbzWxCsuuJh5ldYmZvmtlmM/vAzMYG7fXMbKmZbQke6ya71vIys2pm9p6ZLQqmm5rZ2mDf5gYfvqckM7vQzF4xsw+DY9g5LMfOzMYH/yY3mtkcM6uZysfOzGaa2T4z2xjVVuyxsoingozZYGYdklf5mUnZcI8a4qAfcDkw1MwuT25VcTkB/NjdWwGdgDHB/kwAlrt7C2B5MJ2qxgKbo6YfAZ4I9u1z4JakVJUYTwKL3f3bQFsi+5nyx87MGgP/H8hy99ZELpAYQmofu1lA3yJtJR2rfkCL4Gc08Ewl1Ri3lA13ooY4cPe/AwVDHKQkd9/j7u8Gz78kEg6NiezT7GCx2cANyakwPmaWAVwH/FcwbUAP4JVgkVTetwuArsAMAHf/u7sfJiTHjsiFF7XMLA2oDewhhY+du68EDhVpLulYDQRe8Ii3gQvNrGHlVBqfVA734oY4aJykWhLKzDKB9sBa4GJ33wORXwBAg+RVFpf/BH4G5AfTFwGH3f1EMJ3Kx68ZsB94Puh2+i8zO5cQHDt33w1MBnYSCfUvgPWE59gVKOlYpWzOpHK4WzFtKX/pj5mdB8wDxrn7kWTXkwhm9l1gn7uvj24uZtFUPX5pQAfgGXdvDxwlBbtgihP0PQ8EmgKNgHOJdFUUlarHriwp++80lcO9zCEOUo2ZVScS7L9z91eD5r0FfwYGj/uSVV8crgYGmNkOIt1nPYicyV8Y/KkPqX388oA8d18bTL9CJOzDcOyuBba7+353/wZ4FehCeI5dgZKOVcrmTCqHe6iGOAj6oGcAm9398ahZC4ERwfMRwILKri1e7n6Pu2e4eyaR4/Qnd78JeBP4frBYSu4bgLt/Buwys5ZBU08iw1un/LEj0h3TycxqB/9GC/YtFMcuSknHaiHww+CqmU7AFwXdN1Weu6fsD9Af+BjYBvx7suuJc1+uIfLn3gYgN/jpT6RvejmwJXisl+xa49zPbsCi4HkzIAfYCrwMnJPs+uLYr3bAuuD4zQfqhuXYAQ8CHwIbgd8A56TysQPmEPn84BsiZ+a3lHSsiHTLPB1kzPtErhpK+j7E8qNvqIqIhFAqd8uIiEgJFO4iIiGkcBcRCSGFu4hICCncRURCSOEuIhJCCncRkRBSuIuIhND/ApRSQpgRxwjoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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35tixY8yfPx+AadOmMWnSJLKysnB3MjMzWbFixRnbDho0iG3btpGdnU39+vUZPHgwjz76aA28WiKSTDQeeBLo27cvM2fOJDv7jOF+40qvtdR1Gg9cRESSgoaTrUUTJkxg/fr1py2bOHEia9euTUxAIhJqSuC1aPbs2YkOQURSiLpQRERCSglcRCSklMBFREIq6frA52ybE9f93X/N/XHdn4hIslAFTuXjga9bt47u3buTlpbGkiVLytmDiEjtq/MJPJbxwFu1asWCBQsYNWpUrcQjIhKLOp/AYxkPPDMzk6ysLM47r/KXa+3atfTp04dhw4bRsWNH7rvvPk6dOgXAqlWr6NWrF927d2f48OF8/vnnpfufPn06119/PS+99BK7d+/mxhtvpGvXrnTv3p333nsv/gcuIqFX5xN4eeOBV3VM7xIFBQX88pe/5K233uK9997jlVde4fDhw/z85z9n9erV/P3vfyc7O5snn3yydJsGDRqQl5fHiBEjuPPOO5kwYQL/+Mc/2LBhAy1atKhWPCKSmpLuImZti+eY3iVycnJo0yYytsLIkSPJy8ujQYMG7Nixg+uuuw6Ar776il69epVuc8cddwDw2WefceDAAYYNGwZEEruISHnqfAKP55jeJSoa23vAgAG8+OKL5W5TMr53bQ4uJiLhlnQJvLZv+4tlPPBzVVBQwJ49e7jqqqtYvHgx48ePp2fPnkyYMIHdu3fTtm1bvvjiCwoLC7n66qtP2/aSSy4hIyODpUuXcuutt/Lll19y8uTJ0l/bEREpUef7wKPHA+/QoQO333576Xjgy5cvB2DTpk1kZGTw0ksvce+999KpU6ez7rNXr15MmTKFzp0707p1a4YNG0azZs1YsGABI0eOJCsri549e/LOO++Uu/3vfvc7nnnmGbKysujduzcffvhh3I9bRMIv6SrwRBg8eDCDBw8+bdn06dNLp3v06EFhYWHM+2vUqBGLFy8+Y3m/fv3YtGnTGcv37t172ny7du3429/+FvPziUjdVOcrcBGRsFIFXkVvvfUWo0ePPm3ZBRdcQH5+Pn379k1MUCJSpyiBV1GXLl3Ytm1bosMQkTpMXSgiIiGlBC4iElJK4CIiIZV0feBFs56N6/6a/eD7cd2fiEiySLoEniiZmZlcfPHF1KtXj7S0NDZv3pzokEREzkoJPMrrr79O06ZNa2z/J06cIC1NL7mIxIf6wM9R3759mTRpEr1796Zz584UFBQAUFxczLhx4+jRowfdunUrHVN8wYIFDB8+nFtuuYXc3FwAnnjiCbp06ULXrl2ZMmVKwo5FRMJN5WDAzMjNzcXMuPfeexk/fnyFbYuLi9mwYQPr1q1j3LhxbN++nUceeYR+/foxf/58jh49Sk5ODjfeeCMAGzdu5M033yQ9PZ1XX32VpUuXkp+fT6NGjfj4449r6xBFJMUogQfWr19Py5YtOXToEAMGDOBb3/oWffr0KbftyJEjAejTpw/Hjh3j6NGjrFq1iuXLlzNz5kwAjh8/zr59+wAYMGAA6enpAKxevZqxY8eWji5YslxE5FwpgQdKxgBv3rw5w4YNo6CgoMIEXtF43y+//DLt27c/bV1+fn7pWN8QGe+7uj8YISICSZjAE3HbX3FxMadOneLiiy+muLiYVatW8eCDD1bYfvHixdxwww3k5eXRuHFjGjduzMCBA5k1axazZs3CzNi6dSvdunU7Y9vc3FymT5/OqFGjSrtQVIWLSFUkXQJPhI8++qj0J8xOnDjBqFGjGDRoUIXtmzRpQu/evTl27Bjz588HYNq0aUyaNImsrCzcnczMTFasWHHGtoMGDWLbtm1kZ2dTv359Bg8ezKOPPlozByYiKc1q8ye8srOzvez91Tt37qRDhw61FkN19e3bl5kzZ5KdnZ3oUM5Z2F5rkXiL/qLgnsxvfgMg55Y2iQgnZma2xd3PSDq6jVBEJKTUhVKBCRMmsH79+tOWTZw4kbVr1yYmIBGRMpTAKzB79uxEhyAilZizbU7pdG3/IHoyUBeKiEhIKYGLiIRUTAnczC41syVm9o6Z7TSzXmaWbmavmdmu4G+Tmg5WRES+EWsf+NPASne/zczqA42AnwBr3H2GmU0BpgAPVDeggj+/X91dnCbZbw8SEamqSitwM7sE6APMA3D3r9z9KDAUWBg0WwjcWlNB1rRx48bRvHlzOnfuXLrs448/ZsCAAbRr144BAwbwySefJDBCEZEzxdKF0gYoAl4ws61m9hszuxC43N0PAgR/m9dgnDXqrrvuYuXKlactmzFjBv3792fXrl3079+fGTNm1MhzuzunTp2qkX2LSGqLJYGnAd2BX7t7N6CYSHdJTMxsvJltNrPNRUVFVQyzZvXp0+eM8UiWLVvGmDFjABgzZgxLly6tcPuHHnqI0aNH069fP9q1a8fzzz9fuu4Xv/gFPXr0ICsri5/+9KcA7N27lw4dOnD//ffTvXt39u/fz8qVK+nevTtdu3alf//+NXCUIpJqYukDLwQK3T0/mF9CJIF/ZGYt3P2gmbUADpW3sbvPBeZC5Kv0cYi5Vnz00Ue0aNECgBYtWnDoULmHV+rNN9/kjTfeoLi4mG7dunHzzTezfft2du3aRUFBAe7OkCFDWLduHa1ateLdd9/lhRdeYM6cORQVFfG9732PdevW0bp1a40RLiIxqTSBu/uHZrbfzNq7+7tAf2BH8BgDzAj+LqvRSJPc0KFDadiwIQ0bNuSGG26goKCAvLw8Vq1aVToq4eeff86uXbto1aoVV111FT179gTgjTfeoE+fPrRu3RrQGOEiEptY70L5AfCH4A6U94GxRLpf/tPM7gb2AcNrJsTEuPzyyzl48CAtWrTg4MGDNG9+9i7+isYInzp1Kvfee+9p6/bu3asxwkWk2mJK4O6+DShv+L24d9Ymy21/Q4YMYeHChUyZMoWFCxcydOjQs7ZftmwZU6dOpbi4mLVr1zJjxgwaNmzItGnTuPPOO7nooos4cOAA559//hnb9urViwkTJrBnz57SLhRV4SJSGY2FQuQn0tauXcvhw4fJyMjg4YcfZsqUKdx+++3MmzePVq1a8dJLL511Hzk5Odx8883s27ePadOm0bJlS1q2bMnOnTvp1asXABdddBG///3vqVev3mnbNmvWjLlz5/Kd73yHU6dO0bx5c1577bUaO14RSQ1K4MCLL75Y7vI1a9bEvI+rr76auXPnnrF84sSJTJw48Yzl27dvP23+pptu4qabbor5+URENBaKiEhIqQI/By+88AJPP/30acuuu+46DT0rIgmRFAk8LHdhjB07lrFjxyY6jCqpzZ/OE5HakfAulAYNGnDkyBElmBrk7hw5coQGDRokOhQRiaOEV+AZGRkUFhaSrF+zTxUNGjQgIyMj0WGISBwlPIGff/75pd9AFBGR2CW8C0VERKpGCVxEJKSUwEVEQirhfeAiIjWpaNaziQ6hxqgCFxEJKVXgIhIqc7bNSXQISUMVuIhISCmBi4iElBK4iEhIKYGLiISUEriISEgpgYuIhJQSuIhISCmBi4iElBK4iEhIKYGLiISUEriISEgpgYuIhJQSuIhISCmBi4iElBK4iEhIKYGLiISUEriISEgpgYuIhJR+Uk1E6ozth5qVTl+Ymbg44kUVuIhISCmBi4iElLpQRCQlRP9a/f3X3J/ASGqPKnARkZBSAhcRCamYE7iZ1TOzrWa2IphvbWb5ZrbLzBabWf2aC1NERMo6lwp8IrAzav5x4Cl3bwd8Atwdz8BEROTsYkrgZpYB3Az8Jpg3oB+wJGiyELi1JgIUEZHyxVqB/wr4D+BUMH8ZcNTdTwTzhcAVcY5NRETOotIEbmbfBg65+5boxeU09Qq2H29mm81sc1FRURXDFBGRsmKpwK8DhpjZXmARka6TXwGXmlnJfeQZwAflbezuc909292zmzVrVl4TERGpgkoTuLtPdfcMd88ERgB/c/c7gdeB24JmY4BlNRaliKSW1x/75iFVVp37wB8Afmhmu4n0ic+LT0giIhKLc/oqvbuvBdYG0+8DOfEPSUREYqFvYoqIhJQSuIhISGk0QhGpk4oLNpVOF0Qtz7mlTe0HU0WqwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURCKi3RAYiIVGbOtjmJDiEpqQIXEQkpJXARkZBSAhcRCSklcBGRkFICFxEJKSVwEZGQUgIXEQmpShO4mV1pZq+b2U4ze9vMJgbL083sNTPbFfxtUvPhiohIiVgq8BPAv7t7B6AnMMHMOgJTgDXu3g5YE8yLiEgtqTSBu/tBd/97MP0ZsBO4AhgKLAyaLQRurakgRUTkTOfUB25mmUA3IB+43N0PQiTJA83jHZyIiFQs5gRuZhcBLwOT3P3YOWw33sw2m9nmoqKiqsQoIiLliCmBm9n5RJL3H9z9lWDxR2bWIljfAjhU3rbuPtfds909u1mzZvGIWUREiGE0QjMzYB6w092fjFq1HBgDzAj+LquRCEUkub3+2DfTN0xNXBx1UCzDyV4HjAbeMrNtwbKfEEnc/2lmdwP7gOE1E6KIiJSn0gTu7nmAVbC6f3zDERGRWOmbmCIiIaUELiISUvpJNZG6ShcfSxUXbPpm5pY2iQvkHKkCFxEJKVXgIhI/0VV9tDpe4dcUVeAiIiGlBC4iElLqQhERiVLw5/dLp3OS/IKmKnARkZBSBS4iNa+ii5s1ZM62OaXTqTzGhypwEZGQUgUuIueulivqREn2/nBV4CIiIaUELiISUupCEYnRU6/9s3R68oCrExiJSIQqcBGRkFIFLiKxqSMXLsNEFbiISEipApc6S33aMVDVndRUgYuIhJQSuIhISKkLRUIhlu4OdYlUQyJ/Xk0/7VZlqsBFREJKFbgklZquoqP3XxPtqyLpPjkkyYXL6BEFa1P0DxxfmNMjITHEShW4iEhIqQKX0Em6ijVGtVHNVypJquswSsaRCVWBi4iElBK4iEhIqQtFqqRsd0DYb+1Liu6NmhKmbpPoWJs0TlwcIaEKXEQkpFSBS9zFUs2e6xdz4vVcNeFsx5LSlb0knCpwEZGQCk0FPvWFW0unHxu7NIGR1F2qJitX3deoomo+LNcSUk0sX+pJ5O2FqsBFREJKCVxEJKRC04UilQvrx+wwds0ke8wb5/2odLpXm8sSGEnqiO5OQd/EFBGR6lAFnsTiVVFXZyzteFaayV61JpuKXq/TzlXay6XTG98/Um776OV1sRrf9OE3lXPD8wbHZZ/RFy4TqVoVuJkNMrN3zWy3mU2JV1AiIlK5KlfgZlYPmA0MAAqBTWa23N13xCu4aF3zDn8zM7YmnqF8VfnKeCztE6WmvviSbNV1ssVTUyqquuUbn3zRtXS64UU1+1y1fUthdSrwHGC3u7/v7l8Bi4Ch8QlLREQqU50EfgWwP2q+MFgmIiK1wNy9ahuaDQcGuvs9wfxoIMfdf1Cm3XhgfDDbHni3irE2BQ5X2iqcUvnYILWPT8cWXmE6vqvcvVnZhdW5C6UQuDJqPgP4oGwjd58LzK3G8wBgZpvdPbu6+0lGqXxskNrHp2MLr1Q4vup0oWwC2plZazOrD4wAlscnLBERqUyVK3B3P2Fm3wf+CtQD5rv723GLTEREzqpaX+Rx978Af4lTLJWpdjdMEkvlY4PUPj4dW3iF/viqfBFTREQSS2OhiIiEVCgSeCp9Zd/MrjSz181sp5m9bWYTg+XpZvaame0K/jZJdKxVZWb1zGyrma0I5lubWX5wbIuDi96hY2aXmtkSM3snOH+9Uuy8TQ7+J7eb2Ytm1iCs587M5pvZITPbHrWs3HNlEc8E+eVNM+ueuMjPTdIn8Kiv7N8EdARGmlnHxEZVLSeAf3f3DkBPYEJwPFOANe7eDlgTzIfVRGBn1PzjwFPBsX0C3J2QqKrvaWClu38L6ErkGFPivJnZFcC/Adnu3pnIjQkjCO+5WwAMKofccRsAAAKASURBVLOsonN1E9AueIwHfl1LMVZb0idwUuwr++5+0N3/Hkx/RiQJXEHkmBYGzRYCt5a/h+RmZhnAzcBvgnkD+gFLgiahPDYzuwToA8wDcPev3P0oKXLeAmlAQzNLAxoBBwnpuXP3dcDHZRZXdK6GAr/1iDeAS82sRe1EWj1hSOAp+5V9M8sEugH5wOXufhAiSR5onrjIquVXwH8Ap4L5y4Cj7n4imA/r+WsDFAEvBN1DvzGzC0mR8+buB4CZwD4iiftTYAupce5KVHSuQptjwpDArZxlob91xswuAl4GJrn7sUTHEw9m9m3gkLtviV5cTtMwnr80oDvwa3fvBhQT0u6S8gT9wUOB1kBL4EIiXQtlhfHcVSa0/6NhSOAxfWU/TMzsfCLJ+w/u/kqw+KOSj23B30OJiq8argOGmNleIl1d/YhU5JcGH8shvOevECh09/xgfgmRhJ4K5w3gRmCPuxe5+9fAK0BvUuPclajoXIU2x4QhgafUV/aDPuF5wE53fzJq1XJgTDA9BlhW27FVl7tPdfcMd88kcp7+5u53Aq8DtwXNwnpsHwL7zax9sKg/sIMUOG+BfUBPM2sU/I+WHF/oz12Uis7VcuC7wd0oPYFPS7pakp67J/0DGAz8E3gP+D+Jjqeax3I9kY9nbwLbgsdgIn3Fa4Bdwd/0RMdazePsC6wIptsABcBu4CXggkTHV8VjugbYHJy7pUCTVDpvwMPAO8B24HfABWE9d8CLRPryvyZSYd9d0bki0oUyO8gvbxG5EyfhxxDLQ9/EFBEJqTB0oYiISDmUwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQur/A1aN0xqpHlnyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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iBQUFHDhwgMzMTB588EEmTZoUs462bdsyYMAAjhw5woIFCwCYMWMGU6dOJScnB3cnOzub119//SvbDhs2jI0bN5Kbm0uLFi244YYbeOSRRxrg2RKRpkLjgTcR+fn5zJ49m9zcrwz5mzAaD1wknOo8HriIiDRNakJpZFOmTGHt2rWnzbv77rspKChITkEiEloK8EY2d+7cZJcgIilCTSgiIiGlABcRCSkFuIhISDW5NvBfbPxFlfOPRo0H3qoW44Hf1euuetckItIU6Qo8UNN44GvWrKFPnz6kpaXxyiuvJKFCEZHTKcCJbzzwrKwsFi5cyNixYxulHhGRmijAiW888OzsbHJycjjrrJqfsoKCAgYOHMjIkSO5/PLLufPOOzl16hQAK1eupH///vTp04ebb76Zo0ePVuz/oYce4uqrr+bll19m+/btXHfddfTs2ZM+ffrw0UcfJf7ARSTUFOBUPR54Xcf0LldcXMzPf/5z3n//fT766CNee+01Dhw4wE9+8hNWr17Nu+++S25uLo8//njFNunp6RQWFjJ69GhuvfVWpkyZwh//+EfWrVtHx44d61WPiKSeJvchZjIkckzvcnl5eVxyySVAZFCrwsJC0tPT2bJlC1dddRUAf//73+nfv3/FNrfccgsAn3/+OXv27GHkyJFAJNhFRCpTgBPfeOC1FWts78GDB/PSSy9VuU35+N6NOcCYiIRXkwvwWN3+GnI0wnjGA6+t4uJiduzYwcUXX8ySJUuYPHky/fr1Y8qUKWzfvp0uXbrwt7/9jZKSEi677LLTtj3vvPPIzMxk6dKl3HTTTRw/fpyTJ09W/NqOiAioDRw4fTzwbt26MWrUqIrxwJcvXw7AH/7wBzIzM3n55Ze544476N69e7X77N+/P9OnT6dHjx507tyZkSNHkpGRwcKFCxkzZgw5OTn069ePP/3pT1Vu/+KLL/LUU0+Rk5PDgAED+Otf/5rw4xaRcNN44A2goKCA2bNnV/nDC8mk8cBFwknjgYuIpJga28DN7CLgBeAfgFPAPHd/0sxmArcDpcGqP3L33zZUoU3R+++/z7hx406bd/bZZ1NUVER+fn5yihKRM0Y8H2KeAH7g7u+aWWvgHTNbFSx7wt1nN1x5TdsVV1zBxo0bk12GiJyhagxwd98L7A2mPzezrcCFDV2YiIhUr1Zt4GaWDfQGioJZ3zOzTWa2wMzaxthmspltMLMNpaWlVa0iIiJ1EHeAm1kr4FVgqrsfAZ4B/hHoReQK/edVbefu89w9191zMzIyElCyiIhAnF/kMbPmRML7V+7+GoC774ta/hyQkD5zpXOernL+36LGAy+txXjgGd//Xr1rEhFpiuLphWLAfGCruz8eNb9j0D4OMBLY3DAlNo7s7Gxat25Ns2bNSEtLo3J/dRGRpiaeS9mrgHHA+2ZW3uXiR8AYM+sFOLATuKNBKmxEb731Fu3bt2+w/Z84cYK0tCY3eoGIhFQ8vVAKgaqG5juj+nyXy8/Pp1evXhQXF3PkyBEWLFhAXl4eZWVlfP/73+f999/nxIkTzJw5kxEjRrBw4UL+53/+h2PHjlFWVsbvf/97HnvsMV588UXOOussrr/++ip/AUhEpCa6HAyYGUOGDMHMuOOOO5g8eXLMdcvKyli3bh1r1qxh4sSJbN68mYcffphBgwaxYMECDh8+TF5eHtdddx0A69evZ9OmTbRr14433niDpUuXUlRUxDnnnMOhQ4ca6xBFJMUowANr166lU6dO7N+/n8GDB/P1r3+dgQMHVrnumDFjABg4cCBHjhzh8OHDrFy5kuXLlzN7duR7TceOHWPXrl0ADB48mHbt2gGwevVqJkyYUDGyYPl8EZHaUoAHysf/7tChAyNHjqS4uDhmgMca6/vVV1+la9eupy0rKiqqGOcbImN91/fHIkREoAkGeKxuf6eiRiPMSPBohGVlZZw6dYrWrVtTVlbGypUreeCBB2Kuv2TJEq655hoKCwtp06YNbdq0YejQocyZM4c5c+ZgZrz33nv07t37K9sOGTKEhx56iLFjx1Y0oegqXETqoskFeDLs27ev4ufLTpw4wdixYxk2bFjM9du2bcuAAQMqPsQEmDFjBlOnTiUnJwd3Jzs7u8rhZIcNG8bGjRvJzc2lRYsW3HDDDTzyyCMNc2AiktI0Hngt5efnM3v2bHJzvzI0b5On8cBFwknjgYuIpBg1ocQwZcoU1q5de9q8u+++m4KCguQUJCJSiQI8hrlz5ya7BBGRaqkJRUQkpBTgIiIhpQAXEQmpJtcGXvzfH1c5/2jUeOB/qcV44HnfuKTeNYmINEW6AgcmTpxIhw4d6NGjR8W8Q4cOMXjwYC699FIGDx7Mp59+msQKRUS+SgEO3HbbbaxYseK0ebNmzeLaa69l27ZtXHvttQ025Ku7c+rUqQbZt4ikNgU4kVEFK49HsmzZMsaPHw/A+PHjWbp0acztZ86cybhx4xg0aBCXXnopzz33XMWyn/3sZ/Tt25ecnBx+/OMfA7Bz5066devGXXfdRZ8+fdi9ezcrVqygT58+9OzZk2uvvbYBjlJEUk2TawNvKvbt20fHjh0B6NixI/v37692/U2bNvH2229TVlZG7969ufHGG9m8eTPbtm2juLgYd2f48OGsWbOGrKwsPvzwQ55//nl+8YtfUFpayu23386aNWvo3LmzxggXkbgowBNkxIgRtGzZkpYtW3LNNddQXFxMYWEhK1eurBiV8OjRo2zbto2srCwuvvhi+vXrB8Dbb7/NwIED6dy5M6AxwkUkPgrwGC644AL27t1Lx44d2bt3Lx06dKh2/VhjhN9///3cccfpPxe6c+dOjREuIvXW5AI8Vre/xh6NcPjw4SxatIjp06ezaNEiRowYUe36y5Yt4/7776esrIyCggJmzZpFy5YtmTFjBrfeeiutWrViz549NG/e/Cvb9u/fnylTprBjx46KJhRdhYtITZpcgCfDmDFjKCgo4MCBA2RmZvLggw8yffp0Ro0axfz588nKyuLll1+udh95eXnceOON7Nq1ixkzZtCpUyc6derE1q1b6d+/PwCtWrXil7/8Jc2aNTtt24yMDObNm8c3v/lNTp06RYcOHVi1alWDHa+IpAaNB54AM2fOpFWrVtx7773JLqVaGg9cJJw0HriISIqpsQnFzC4CXgD+ATgFzHP3J82sHbAEyAZ2AqPcPaW/rvj888/z5JNPnjbvqquu0tCzIpIU8bSBnwB+4O7vmllr4B0zWwXcBrzp7rPMbDowHbivLkWEpRfGhAkTmDBhQrLLqJPGbCoTkcZRYxOKu+9193eD6c+BrcCFwAhgUbDaIuCmuhSQnp7OwYMHFTANyN05ePAg6elN67MDEamfWvVCMbNsoDdQBFzg7nshEvJmVmVHaTObDEwGyMrK+sryzMxMSkpKKC0trfaxj/zvFxXTh1p+tSueVC89PZ3MzMxklyEiCRR3gJtZK+BVYKq7H4m3ycPd5wHzINILpfLy5s2bV3wDsTpPrPpzxfS0wZfFV7SISAqLqxeKmTUnEt6/cvfXgtn7zKxjsLwjUP1gISIiklA1BrhFLrXnA1vd/fGoRcuB8cH0eGBZ4ssTEZFY4mlCuQoYB7xvZhuDeT8CZgH/ZWaTgF3AzQ1TooiIVKXGAHf3QiBWg7cGrhYRSRJ9E1NEJKQU4CIiIaUAFxEJKQW4iEhIKcBFREJKAS4iElIKcBGRkFKAi4iElAJcRCSkFOAiIiGlABcRCSkFuIhISCnARURCSgEuIhJSCnARkZBSgIuIhJQCXEQkpBTgIiIhpQAXEQkpBbiISEgpwEVEQkoBLiISUgpwEZGQqjHAzWyBme03s81R82aa2R4z2xjcbmjYMkVEpLJ4rsAXAsOqmP+Eu/cKbr9NbFkiIlKTGgPc3dcAhxqhFhERqYX6tIF/z8w2BU0sbRNWkYiIxKWuAf4M8I9AL2Av8PNYK5rZZDPbYGYbSktL6/hwIiJSWZ0C3N33uftJdz8FPAfkVbPuPHfPdffcjIyMutYpIiKV1CnAzaxj1N2RwOZY64qISMNIq2kFM3sJyAfam1kJ8GMg38x6AQ7sBO5owBpFRKQKNQa4u4+pYvb8BqhFRERqQd/EFBEJKQW4iEhIKcBFREJKAS4iElIKcBGRkFKAi4iElAJcRCSkFOAiIiGlABcRCSkFuIhISCnARURCSgEuIhJSCnARkZBSgIuIhJQCXEQkpBTgIiIhpQAXEQkpBbiISEgpwEVEQkoBLiISUgpwEZGQUoCLiISUAlxEJKQU4CIiIVVjgJvZAjPbb2abo+a1M7NVZrYt+Nu2YcsUEZHK4rkCXwgMqzRvOvCmu18KvBncFxGRRlRjgLv7GuBQpdkjgEXB9CLgpgTXJSIiNahrG/gF7r4XIPjbIdaKZjbZzDaY2YbS0tI6PpyIiFTW4B9iuvs8d89199yMjIyGfjgRkTNGXQN8n5l1BAj+7k9cSSIiEo+6BvhyYHwwPR5YlphyREQkXvF0I3wJWA90NbMSM5sEzAIGm9k2YHBwX0REGlFaTSu4+5gYi65NcC0iIlIL+iamiEhI1XgFLiISZk+s+nPF9LTBlyWxksTTFbiISEgpwEVEQkoBLiISUgpwEZGQUoCLiISUAlxEJKQU4CIiIaUAFxEJKQW4iEhIKcBFREJKAS4iElIKcBGRkNJgViLS5KXygFT1oStwEZGQUoCLiISUAlxEJKQU4CIiIaUAFxEJKfVCEZFG19R6lUTXE60+tVXeZ0Mcp67ARURCSgEuIhJS9WpCMbOdwOfASeCEu+cmoigREalZItrAr3H3AwnYj4iI1IKaUEREQqq+V+AOrDQzB/7D3edVXsHMJgOTAbKysur5cCISJk2tt0m0WD1P4lk/5rG89WjUnW/Voaraqe8V+FXu3ge4HphiZgMrr+Du89w9191zMzIy6vlwIiJSrl4B7u6fBH/3A78B8hJRlIiI1KzOAW5m55pZ6/JpYAiwOVGFiYhI9erTBn4B8BszK9/Pr919RUKqEhGRGtU5wN39Y6BnAmsREZFaUDdCEZGQ0mBWImeoptzFD2rfzS9R29bnsaY1cqLqClxEJKQU4CIiIaUAFxEJKQW4iEhIKcBFREJKvVBE5DTx9E5JZC+Pxuxt0tC9U9Z/fPDLO40wdp+uwEVEQkoBLiISUgpwEZGQUoCLiISUAlxEJKQU4CIiIRWaboT9dn35c5tPrJpcMR3PIDxNfdCe+kjlY0tlsc5brG5utV0nnsetrfp2wUtUF75kDVSVrBqqoytwEZGQUoCLiISUAlxEJKQU4CIiIaUAFxEJqdD0Qll+1vaK6Q5R82v7afD6+fdWTPefNPu0ZfH0DIg5P+3VL3d0zf1fTr/1aJXzG6T3SIzHqu6Yq6wn+lg4fYCe6O0b4hhq28OioXvh1Hf/jdlLqLY9W2JtKzWL7hUX/zpV/9+rD12Bi4iElAJcRCSk6hXgZjbMzD40s+1mNj1RRYmISM3qHOBm1gyYC1wPXA6MMbPLE1WYiIhUrz5X4HnAdnf/2N3/DiwGRiSmLBERqUl9AvxCYHfU/ZJgnoiINAJz97ptaHYzMNTdvxvcHwfkufv3K603GSgffaor8GEda20PHKjjtmGQysenYwuvVD6+MB3bxe6eUXlmffqBlwAXRd3PBD6pvJK7zwNq7jRZAzPb4O659d1PU5XKx6djC69UPr5UOLb6NKH8AbjUzDqbWQtgNLA8MWWJiEhN6nwF7u4nzOx7wO+AZsACd/8gYZWJiEi16vVVenf/LfDbBNVSk3o3wzRxqXx8OrbwSuXjC/2x1flDTBERSS59lV5EJKRCEeCp9JV9M7vIzN4ys61m9oGZ3R3Mb2dmq8xsW/C3bbJrrSsza2Zm75nZ68H9zmZWFBzbkuBD71Ays6+Z2Stm9qfgHPZPlXNnZtOCf5ObzewlM0sP87kzswVmtt/MNkfNq/JcWcRTQcZsMrM+yas8fk0+wFPwK/sngB+4ezegHzAlOJ7pwJvufinwZnA/rO4Gtkbd/ynwRHBsnwKTklJVYjwJrHD3rwM9iRxn6M+dmV0I/CuQ6+49iHRMGE24z91CYFilebHO1fXApcFtMvBMI9VYL00+wD4+6QAAAAJuSURBVEmxr+y7+153fzeY/pxIAFxI5JgWBastAm5KToX1Y2aZwI3Afwb3DRgEvBKsEuZjOw8YCMwHcPe/u/thUuTcEenU0NLM0oBzgL2E+Ny5+xrgUKXZsc7VCOAFj3gb+JqZdWycSusuDAGesl/ZN7NsoDdQBFzg7nshEvKc/rsVYfLvwP8BTgX3zwcOu/uJ4H6Yz98lQCnwfNBE9J9mdi4pcO7cfQ+RXxzYRSS4PwPeIXXOXblY5yqUOROGALcq5oW+64yZtQJeBaa6+5Fk15MIZvZPwH53fyd6dhWrhvX8pQF9gGfcvTdQRgibS6oStAWPADoDnYBziTQrVBbWc1eTUP47DUOAx/WV/TAxs+ZEwvtX7v5aMHtf+Vu24O/+ZNVXD1cBw81sJ5GmrkFErsi/Frwth3CfvxKgxN2LgvuvEAn0VDh31wE73L3U3b8AXgMGkDrnrlyscxXKnAlDgKfUV/aDNuH5wFZ3fzxq0XJgfDA9HljW2LXVl7vf7+6Z7p5N5Dz93t1vBd4Cvh2sFspjA3D3vwK7zaxrMOtaYAspcO6INJ30M7Nzgn+j5ceWEucuSqxztRz4TtAbpR/wWXlTS5Pm7k3+BtwA/Bn4CPi/ya6nnsdyNZG3ZpuAjcHtBiJtxW8C24K/7ZJdaz2PMx94PZi+BCgGtgMvA2cnu756HFcvYENw/pYCbVPl3AEPAn8CNgMvAmeH+dwBLxFpz/+CyBX2pFjnikgTytwgY94n0hsn6cdQ003fxBQRCakwNKGIiEgVFOAiIiGlABcRCSkFuIhISCnARURCSgEuIhJSCnARkZBSgIuIhNT/B0i1XppcEQ5SAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in tqdm(range(38)):\n",
    "    fig, axes = plt.subplots()\n",
    "    plt.hist(percentiles[f'ch{i}_0th_perc'], bins = 100, alpha=0.5, range=[0, 110], label = '0_perc')\n",
    "    plt.hist(percentiles[f'ch{i}_0.001st_perc'], bins = 100, alpha=0.5, range=[0, 110], label = '0.001_perc')\n",
    "    plt.hist(percentiles[f'ch{i}_0.1st_perc'], bins = 100, alpha=0.5, range=[0, 110], label = '0.1_perc')\n",
    "    plt.hist(percentiles[f'ch{i}_5th_perc'], bins = 100, alpha=0.5, range=[0, 110], label = '5_perc')\n",
    "    plt.hist(percentiles[f'ch{i}_10th_perc'], bins = 100, alpha=0.5, range=[0, 110], label = '10_perc')\n",
    "    plt.legend(loc='upper left')\n",
    "    plt.suptitle(f\"Channel {i} -- percentiles\")\n",
    "    \n",
    "#     fig, axes = plt.subplots()\n",
    "#     sns.heatmap(dfY, vmin=-100, vmax=100)\n",
    "#     pl.suptitle(f\"Cycle {c+1} Y-shift\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1188,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ch0_cutoff_perc</th>\n",
       "      <th>ch1_cutoff_perc</th>\n",
       "      <th>ch2_cutoff_perc</th>\n",
       "      <th>ch3_cutoff_perc</th>\n",
       "      <th>ch4_cutoff_perc</th>\n",
       "      <th>ch5_cutoff_perc</th>\n",
       "      <th>ch6_cutoff_perc</th>\n",
       "      <th>ch7_cutoff_perc</th>\n",
       "      <th>ch8_cutoff_perc</th>\n",
       "      <th>ch9_cutoff_perc</th>\n",
       "      <th>...</th>\n",
       "      <th>ch28_cutoff_perc</th>\n",
       "      <th>ch29_cutoff_perc</th>\n",
       "      <th>ch30_cutoff_perc</th>\n",
       "      <th>ch31_cutoff_perc</th>\n",
       "      <th>ch32_cutoff_perc</th>\n",
       "      <th>ch33_cutoff_perc</th>\n",
       "      <th>ch34_cutoff_perc</th>\n",
       "      <th>ch35_cutoff_perc</th>\n",
       "      <th>ch36_cutoff_perc</th>\n",
       "      <th>ch37_cutoff_perc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>002</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>004</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>219</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>220</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>221</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>222</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>224</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>211 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     ch0_cutoff_perc  ch1_cutoff_perc  ch2_cutoff_perc  ch3_cutoff_perc  \\\n",
       "000              0.0              0.0              0.0              0.0   \n",
       "001              0.0              0.0              0.0              0.0   \n",
       "002              0.0              0.0              2.0              0.0   \n",
       "003              0.0              0.0              0.0              0.0   \n",
       "004              0.0              0.0              0.0              0.0   \n",
       "..               ...              ...              ...              ...   \n",
       "219              0.0              0.0              0.0              0.0   \n",
       "220              0.0              0.0              0.0              2.0   \n",
       "221              0.0              0.0              0.0              0.0   \n",
       "222              0.0              0.0              0.0              0.0   \n",
       "224              0.0              0.0              0.0              0.0   \n",
       "\n",
       "     ch4_cutoff_perc  ch5_cutoff_perc  ch6_cutoff_perc  ch7_cutoff_perc  \\\n",
       "000              0.0              0.0              0.0              0.0   \n",
       "001              0.0              0.0              0.0              0.0   \n",
       "002              0.0              0.0              0.0              0.0   \n",
       "003              0.0              0.0              0.0              0.0   \n",
       "004              0.0              0.0              0.0              0.0   \n",
       "..               ...              ...              ...              ...   \n",
       "219              0.0              0.0              0.0              0.0   \n",
       "220              0.0              0.0              0.0              0.0   \n",
       "221              0.0              0.0              0.0              1.0   \n",
       "222              0.0              0.0              0.0              0.0   \n",
       "224              0.0              0.0              0.0              0.0   \n",
       "\n",
       "     ch8_cutoff_perc  ch9_cutoff_perc  ...  ch28_cutoff_perc  \\\n",
       "000              0.0              0.0  ...               0.0   \n",
       "001              0.0              0.0  ...               0.0   \n",
       "002              0.0              0.0  ...               4.0   \n",
       "003              0.0              0.0  ...               0.0   \n",
       "004              0.0              0.0  ...               0.0   \n",
       "..               ...              ...  ...               ...   \n",
       "219              0.0              0.0  ...               0.0   \n",
       "220              0.0              0.0  ...               0.0   \n",
       "221              0.0              0.0  ...               0.0   \n",
       "222              0.0              0.0  ...               0.0   \n",
       "224              0.0              0.0  ...               0.0   \n",
       "\n",
       "     ch29_cutoff_perc  ch30_cutoff_perc  ch31_cutoff_perc  ch32_cutoff_perc  \\\n",
       "000               0.0               0.0               0.0               0.0   \n",
       "001               0.0               0.0               0.0               0.0   \n",
       "002               0.0               0.0               0.0               0.0   \n",
       "003               0.0               0.0               0.0               0.0   \n",
       "004               0.0               0.0               0.0               0.0   \n",
       "..                ...               ...               ...               ...   \n",
       "219               0.0               0.0               0.0               0.0   \n",
       "220               0.0               0.0               0.0               0.0   \n",
       "221               0.0               0.0               0.0               0.0   \n",
       "222               0.0               0.0               0.0               0.0   \n",
       "224               0.0               0.0               0.0               0.0   \n",
       "\n",
       "     ch33_cutoff_perc  ch34_cutoff_perc  ch35_cutoff_perc  ch36_cutoff_perc  \\\n",
       "000               0.0               0.0               0.0               0.0   \n",
       "001               0.0               0.0               0.0               0.0   \n",
       "002               0.0               0.0               0.0               0.0   \n",
       "003               0.0               0.0               1.0               0.0   \n",
       "004               0.0               0.0               0.0               0.0   \n",
       "..                ...               ...               ...               ...   \n",
       "219               0.0               0.0               0.0               0.0   \n",
       "220               0.0               0.0               0.0               0.0   \n",
       "221               0.0               0.0               0.0               0.0   \n",
       "222               0.0               0.0               0.0               0.0   \n",
       "224               0.0               2.0               1.0               0.0   \n",
       "\n",
       "     ch37_cutoff_perc  \n",
       "000               0.0  \n",
       "001               0.0  \n",
       "002               0.0  \n",
       "003               0.0  \n",
       "004               0.0  \n",
       "..                ...  \n",
       "219               0.0  \n",
       "220               0.0  \n",
       "221               0.0  \n",
       "222               0.0  \n",
       "224               0.0  \n",
       "\n",
       "[211 rows x 38 columns]"
      ]
     },
     "execution_count": 1188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cutoffs = percentiles.filter(regex=(\".*cutoff.*\"))\n",
    "cutoffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('002', 2, 2.0),\n",
       " ('002', 28, 4.0),\n",
       " ('003', 35, 1.0),\n",
       " ('008', 34, 7.0),\n",
       " ('010', 6, 3.0),\n",
       " ('011', 3, 2.0),\n",
       " ('011', 13, 2.0),\n",
       " ('011', 28, 1.0),\n",
       " ('016', 9, 2.0),\n",
       " ('017', 35, 1.0),\n",
       " ('019', 18, 2.0),\n",
       " ('026', 2, 1.0),\n",
       " ('027', 35, 1.0),\n",
       " ('028', 35, 1.0),\n",
       " ('029', 35, 1.0),\n",
       " ('030', 14, 4.0),\n",
       " ('031', 15, 1.0),\n",
       " ('034', 35, 1.0),\n",
       " ('035', 30, 1.0),\n",
       " ('036', 31, 2.0),\n",
       " ('037', 13, 2.0),\n",
       " ('037', 14, 2.0),\n",
       " ('037', 35, 1.0),\n",
       " ('038', 32, 1.0),\n",
       " ('038', 35, 1.0),\n",
       " ('040', 3, 1.0),\n",
       " ('040', 35, 1.0),\n",
       " ('042', 21, 2.0),\n",
       " ('042', 33, 1.0),\n",
       " ('044', 18, 2.0),\n",
       " ('044', 34, 2.0),\n",
       " ('045', 8, 2.0),\n",
       " ('045', 33, 3.0),\n",
       " ('048', 3, 1.0),\n",
       " ('048', 13, 1.0),\n",
       " ('050', 19, 2.0),\n",
       " ('051', 24, 2.0),\n",
       " ('051', 32, 2.0),\n",
       " ('052', 17, 2.0),\n",
       " ('054', 13, 2.0),\n",
       " ('059', 5, 1.0),\n",
       " ('060', 20, 1.0),\n",
       " ('062', 1, 1.0),\n",
       " ('062', 35, 1.0),\n",
       " ('063', 35, 1.0),\n",
       " ('065', 35, 1.0),\n",
       " ('066', 5, 3.0),\n",
       " ('071', 28, 1.0),\n",
       " ('072', 12, 1.0),\n",
       " ('075', 22, 1.0),\n",
       " ('075', 32, 1.0),\n",
       " ('079', 3, 2.0),\n",
       " ('080', 7, 2.0),\n",
       " ('083', 11, 1.0),\n",
       " ('084', 16, 1.0),\n",
       " ('085', 4, 3.0),\n",
       " ('088', 4, 1.0),\n",
       " ('094', 20, 2.0),\n",
       " ('094', 22, 1.0),\n",
       " ('094', 26, 1.0),\n",
       " ('094', 30, 1.0),\n",
       " ('098', 35, 1.0),\n",
       " ('099', 35, 1.0),\n",
       " ('101', 18, 3.0),\n",
       " ('101', 37, 1.0),\n",
       " ('108', 35, 1.0),\n",
       " ('111', 0, 1.0),\n",
       " ('111', 5, 5.0),\n",
       " ('113', 33, 1.0),\n",
       " ('113', 35, 1.0),\n",
       " ('114', 8, 5.0),\n",
       " ('114', 16, 5.0),\n",
       " ('115', 35, 1.0),\n",
       " ('117', 8, 3.0),\n",
       " ('120', 13, 3.0),\n",
       " ('124', 8, 1.0),\n",
       " ('124', 35, 1.0),\n",
       " ('127', 8, 6.0),\n",
       " ('128', 22, 3.0),\n",
       " ('130', 13, 1.0),\n",
       " ('132', 35, 1.0),\n",
       " ('133', 22, 1.0),\n",
       " ('133', 35, 1.0),\n",
       " ('134', 7, 2.0),\n",
       " ('135', 0, 2.0),\n",
       " ('137', 32, 2.0),\n",
       " ('138', 2, 1.0),\n",
       " ('138', 35, 1.0),\n",
       " ('139', 24, 2.0),\n",
       " ('143', 4, 1.0),\n",
       " ('143', 24, 2.0),\n",
       " ('146', 35, 1.0),\n",
       " ('151', 37, 1.0),\n",
       " ('152', 15, 2.0),\n",
       " ('152', 35, 1.0),\n",
       " ('155', 15, 2.0),\n",
       " ('160', 8, 3.0),\n",
       " ('161', 37, 1.0),\n",
       " ('162', 37, 1.0),\n",
       " ('169', 4, 2.0),\n",
       " ('173', 7, 2.0),\n",
       " ('178', 13, 2.0),\n",
       " ('178', 34, 1.0),\n",
       " ('181', 9, 1.0),\n",
       " ('181', 25, 1.0),\n",
       " ('182', 1, 4.0),\n",
       " ('182', 7, 1.0),\n",
       " ('185', 14, 1.0),\n",
       " ('187', 4, 5.0),\n",
       " ('189', 30, 1.0),\n",
       " ('190', 17, 2.0),\n",
       " ('191', 35, 1.0),\n",
       " ('191', 37, 1.0),\n",
       " ('197', 12, 4.0),\n",
       " ('206', 35, 1.0),\n",
       " ('207', 35, 1.0),\n",
       " ('208', 3, 2.0),\n",
       " ('208', 8, 4.0),\n",
       " ('210', 18, 1.0),\n",
       " ('210', 26, 1.0),\n",
       " ('210', 35, 1.0),\n",
       " ('211', 35, 1.0),\n",
       " ('213', 10, 1.0),\n",
       " ('213', 14, 1.0),\n",
       " ('213', 15, 1.0),\n",
       " ('213', 18, 1.0),\n",
       " ('213', 19, 1.0),\n",
       " ('213', 22, 1.0),\n",
       " ('213', 23, 1.0),\n",
       " ('213', 26, 1.0),\n",
       " ('213', 27, 1.0),\n",
       " ('213', 30, 1.0),\n",
       " ('214', 28, 1.0),\n",
       " ('220', 3, 2.0),\n",
       " ('221', 7, 1.0),\n",
       " ('224', 34, 2.0),\n",
       " ('224', 35, 1.0)]"
      ]
     },
     "execution_count": 1264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tup = []\n",
    "for index, row in cutoffs.iterrows():\n",
    "    for col, val in enumerate(row):\n",
    "        if val > 0:\n",
    "            tup.append((index, col, val))\n",
    "tup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>channel</th>\n",
       "      <th>percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>002</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>002</td>\n",
       "      <td>28</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>003</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>008</td>\n",
       "      <td>34</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>010</td>\n",
       "      <td>6</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>132</td>\n",
       "      <td>214</td>\n",
       "      <td>28</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>133</td>\n",
       "      <td>220</td>\n",
       "      <td>3</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>134</td>\n",
       "      <td>221</td>\n",
       "      <td>7</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>135</td>\n",
       "      <td>224</td>\n",
       "      <td>34</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>136</td>\n",
       "      <td>224</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>137 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    FOV_num  channel  percentage\n",
       "0       002        2         2.0\n",
       "1       002       28         4.0\n",
       "2       003       35         1.0\n",
       "3       008       34         7.0\n",
       "4       010        6         3.0\n",
       "..      ...      ...         ...\n",
       "132     214       28         1.0\n",
       "133     220        3         2.0\n",
       "134     221        7         1.0\n",
       "135     224       34         2.0\n",
       "136     224       35         1.0\n",
       "\n",
       "[137 rows x 3 columns]"
      ]
     },
     "execution_count": 1266,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bb_perc = pd.DataFrame(tup)\n",
    "bb_perc = bb_perc.rename(columns={0: \"FOV_num\", 1: \"channel\", 2:'percentage'})\n",
    "bb_perc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1294,
   "metadata": {},
   "outputs": [],
   "source": [
    "bb_perc.to_csv('bbox_percentages.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1295,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>FOV_num</th>\n",
       "      <th>Z</th>\n",
       "      <th>channel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>5.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>7.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>8.0</td>\n",
       "      <td>35.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>119</td>\n",
       "      <td>616</td>\n",
       "      <td>213</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>120</td>\n",
       "      <td>617</td>\n",
       "      <td>213</td>\n",
       "      <td>6.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>121</td>\n",
       "      <td>618</td>\n",
       "      <td>213</td>\n",
       "      <td>6.0</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>122</td>\n",
       "      <td>619</td>\n",
       "      <td>213</td>\n",
       "      <td>6.0</td>\n",
       "      <td>26.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>123</td>\n",
       "      <td>620</td>\n",
       "      <td>213</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>124 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0  FOV_num    Z  channel\n",
       "0            10        3  4.0     35.0\n",
       "1            11        3  5.0     35.0\n",
       "2            12        3  6.0     35.0\n",
       "3            13        3  7.0     35.0\n",
       "4            14        3  8.0     35.0\n",
       "..          ...      ...  ...      ...\n",
       "119         616      213  6.0     14.0\n",
       "120         617      213  6.0     18.0\n",
       "121         618      213  6.0     22.0\n",
       "122         619      213  6.0     26.0\n",
       "123         620      213  6.0     30.0\n",
       "\n",
       "[124 rows x 4 columns]"
      ]
     },
     "execution_count": 1295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bc = pd.read_csv('black_circle_locations.csv')\n",
    "bc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1301,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = set()\n",
    "for i in bc['FOV_num']:\n",
    "    s.add(str(i).zfill(3))\n",
    "s = pd.DataFrame(sorted(s))\n",
    "s.to_csv('b_circle_FOVs.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1332,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = imread('merged/F132.tif')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1333,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3, 3, 3, ..., 9, 9, 9]),\n",
       " array([766, 767, 767, ..., 864, 866, 866]),\n",
       " array([648, 640, 649, ..., 696, 689, 691]))"
      ]
     },
     "execution_count": 1333,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.where(test[:, 35, ...] == 0)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1334,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1010"
      ]
     },
     "execution_count": 1334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(x[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1276,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = imread('merged/F002.tif')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 0, 0, ..., 9, 9, 9]),\n",
       " array([324, 325, 325, ..., 192, 192, 192]),\n",
       " array([107, 108, 109, ..., 613, 614, 615]))"
      ]
     },
     "execution_count": 1287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.where(test[:, 28, ...] == 0)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1584705"
      ]
     },
     "execution_count": 1288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(x[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "from imageio import volread as imread\n",
    "\n",
    "from skimage.segmentation import expand_labels\n",
    "import tifffile\n",
    "from skimage.segmentation import *\n",
    "from skimage import measure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define inputs\n",
    "##########################################################################################\n",
    "IN_DIR = 'merged'\n",
    "OUT_DIR = 'mask'\n",
    "META_DIR = 'metadata'\n",
    "# define input directory\n",
    "#DATA_DIR = '101222_D10_Coverslip1_Processed'\n",
    "##########################################################################################\n",
    "# os.chdir(f'{DATA_DIR}')\n",
    "# print(os.getcwd())\n",
    "\n",
    "#SOURCE = f'gs://fc-secure-9289bfef-e5cb-493a-83d5-e604cd429e39/Brian/{DATA_DIR}/'\n",
    "\n",
    "# load metadata - load full codebook as well\n",
    "full_codebook = pd.read_csv(f'{META_DIR}/full_codebook.csv',sep=',', index_col=0) # this is \"legal\" codebook\n",
    "Procode_gRNA = pd.read_csv(f'{META_DIR}/PROCODE_gRNA.csv',sep=',')\n",
    "legal_codes = sorted(list(set(Procode_gRNA['ProCode ID'].to_list())))\n",
    "codebook = full_codebook[legal_codes]\n",
    "#AllProcodes = pd.read_csv('AllProcodes.csv', sep='.')\n",
    "sns.heatmap(codebook, linewidths = 0.3)\n",
    "markers = pd.read_csv(f'{META_DIR}/markers.csv')\n",
    "#markers.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0,\n",
       " 5,\n",
       " 6,\n",
       " 7,\n",
       " 9,\n",
       " 10,\n",
       " 11,\n",
       " 13,\n",
       " 14,\n",
       " 15,\n",
       " 17,\n",
       " 18,\n",
       " 19,\n",
       " 21,\n",
       " 22,\n",
       " 23,\n",
       " 25,\n",
       " 27,\n",
       " 29,\n",
       " 30,\n",
       " 31,\n",
       " 33,\n",
       " 35,\n",
       " 36,\n",
       " 37]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get indices of final channels --> only make mask when happening in these indices of merged file\n",
    "final_inds = []\n",
    "marker_names = ['DNA_0','NWS','VSVG','FLAG','HSV','C','S','Ollas','GFAP','NeuN',\n",
    "               'pRPS6','RANGAP1','NFKB','TOM20','LAMP1','4HNE','TDP43','G3BP1','GM130','Calnexin','Golgin97',\n",
    "               'SYTO','ER','AGP','Catalase']\n",
    "\n",
    "for marker in marker_names:\n",
    "    ind_to_add = markers[markers.marker_name == marker]['Split_Num'].values[0]\n",
    "    final_inds.append(ind_to_add)\n",
    "final_inds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['001', '002', '004', '005', '006', '007', '008', '009', '010', '012', '013', '014', '015', '016', '017', '018', '019', '020', '021', '022', '023', '024', '025', '026', '027', '028', '029', '030', '031', '032', '033', '034', '035', '036', '038', '039', '040', '041', '042', '044', '045', '046', '047', '048', '049', '050', '051', '052', '053', '054', '055', '056', '057', '058', '059', '060', '061', '062', '063', '064', '065', '066', '067', '068', '069', '070', '071', '072', '073', '074', '075', '076', '077', '078', '079', '081', '082', '083', '084', '085', '086', '087', '088', '089', '090', '091', '092', '093', '094', '095', '096', '097', '098', '099', '100', '101', '102', '103', '104', '105', '106', '107', '108', '109', '110', '111', '112', '113', '114', '115', '116', '118', '119', '120', '121', '122', '123', '124', '125', '126', '127', '129', '130', '131', '132', '133', '134', '135', '136', '137', '138', '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', '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', '204', '205', '206', '207', '208', '209', '210', '211', '212', '214', '215', '216', '217', '218', '219', '220', '221', '222', '223', '224']\n",
      "214\n"
     ]
    }
   ],
   "source": [
    "_allFOVs = sorted(glob.glob('tmat_Cyc_2/*'))\n",
    "allFOVs = [x.split('F')[-1][:3] for x in _allFOVs]\n",
    "print(allFOVs)\n",
    "print(len(allFOVs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['001', '002', '004', '005', '006', '007', '008', '009', '010', '012']\n",
      "['013', '014', '015', '016', '017', '018', '019', '020', '021', '022']\n",
      "['023', '024', '025', '026', '027', '028', '029', '030', '031', '032']\n",
      "['033', '034', '035', '036', '038', '039', '040', '041', '042', '044']\n",
      "['045', '046', '047', '048', '049', '050', '051', '052', '053', '054']\n",
      "['055', '056', '057', '058', '059', '060', '061', '062', '063', '064']\n",
      "['065', '066', '067', '068', '069', '070', '071', '072', '073', '074']\n",
      "['075', '076', '077', '078', '079', '081', '082', '083', '084', '085']\n",
      "['086', '087', '088', '089', '090', '091', '092', '093', '094', '095']\n",
      "['096', '097', '098', '099', '100', '101', '102', '103', '104', '105']\n",
      "['106', '107', '108', '109', '110', '111', '112', '113', '114', '115']\n",
      "['116', '118', '119', '120', '121', '122', '123', '124', '125', '126']\n",
      "['127', '129', '130', '131', '132', '133', '134', '135', '136', '137']\n",
      "['138', '140', '141', '142', '143', '144', '145', '146', '147', '148']\n",
      "['149', '150', '151', '152', '153', '154', '155', '156', '157', '158']\n",
      "['159', '160', '161', '162', '163', '164', '165', '166', '167', '168']\n",
      "['169', '170', '171', '172', '173', '174', '175', '176', '178', '179']\n",
      "['180', '181', '182', '183', '184', '185', '186', '187', '188', '189']\n",
      "['190', '191', '192', '193', '194', '195', '196', '197', '198', '199']\n",
      "['200', '201', '202', '203', '204', '205', '206', '207', '208', '209']\n",
      "['210', '211', '212', '214', '215', '216', '217', '218', '219', '220']\n",
      "['221', '222', '223', '224']\n"
     ]
    }
   ],
   "source": [
    "for ii in range(0,len(allFOVs),10): # For each CHUNK (10 FOVs per loop)\n",
    "    print(allFOVs[ii:ii+10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>1</th>\n",
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       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "      <th>32</th>\n",
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       "      <th>37</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>002</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>005</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>006</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>214 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0    1    2    3    4    5    6    7    8    9   ...   28   29   30  \\\n",
       "001  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "002  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "004  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "005  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "006  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "..   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "220  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "221  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "222  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "223  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "224  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  ...  NaN  NaN  NaN   \n",
       "\n",
       "      31   32   33   34   35   36   37  \n",
       "001  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "002  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "004  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "005  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "006  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "..   ...  ...  ...  ...  ...  ...  ...  \n",
       "220  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "221  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "222  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "223  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "224  NaN  NaN  NaN  NaN  NaN  NaN  NaN  \n",
       "\n",
       "[214 rows x 38 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# record in dataframe\n",
    "count0_df = pd.DataFrame(index=allFOVs, columns = list(range(38)))\n",
    "count20_df = pd.DataFrame(index=allFOVs, columns = list(range(38)))\n",
    "count65K_df = pd.DataFrame(index=allFOVs, columns = list(range(38)))\n",
    "count65K_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOV 001\n",
      "mask shape (2012, 2016)\n",
      "F001, no mask needed\n",
      "FOV 002\n",
      "mask shape (2012, 2016)\n",
      "FOV 004\n",
      "mask shape (2012, 2016)\n",
      "F004, no mask needed\n",
      "FOV 005\n",
      "mask shape (2012, 2016)\n",
      "F005, no mask needed\n",
      "FOV 006\n",
      "mask shape (2012, 2016)\n",
      "FOV 007\n",
      "mask shape (2012, 2016)\n",
      "F007, no mask needed\n",
      "FOV 008\n",
      "mask shape (2012, 2016)\n",
      "FOV 009\n",
      "mask shape (2012, 2016)\n",
      "F009, no mask needed\n",
      "FOV 010\n",
      "mask shape (2012, 2016)\n",
      "F010, no mask needed\n",
      "FOV 012\n",
      "mask shape (2012, 2016)\n",
      "F012, no mask needed\n",
      "FOV 013\n",
      "mask shape (2012, 2016)\n",
      "FOV 014\n",
      "mask shape (2012, 2016)\n",
      "FOV 015\n",
      "mask shape (2012, 2016)\n",
      "F015, no mask needed\n",
      "FOV 016\n",
      "mask shape (2012, 2016)\n",
      "F016, no mask needed\n",
      "FOV 017\n",
      "mask shape (2012, 2016)\n",
      "F017, no mask needed\n",
      "FOV 018\n",
      "mask shape (2012, 2016)\n",
      "F018, no mask needed\n",
      "FOV 019\n",
      "mask shape (2012, 2016)\n",
      "F019, no mask needed\n",
      "FOV 020\n",
      "mask shape (2012, 2016)\n",
      "F020, no mask needed\n",
      "FOV 021\n",
      "mask shape (2012, 2016)\n",
      "FOV 022\n",
      "mask shape (2012, 2016)\n",
      "F022, no mask needed\n",
      "FOV 023\n",
      "mask shape (2012, 2016)\n",
      "F023, no mask needed\n",
      "FOV 024\n",
      "mask shape (2012, 2016)\n",
      "F024, no mask needed\n",
      "FOV 025\n",
      "mask shape (2012, 2016)\n",
      "F025, no mask needed\n",
      "FOV 026\n",
      "mask shape (2012, 2016)\n",
      "FOV 027\n",
      "mask shape (2012, 2016)\n",
      "F027, no mask needed\n",
      "FOV 028\n",
      "mask shape (2012, 2016)\n",
      "F028, no mask needed\n",
      "FOV 029\n",
      "mask shape (2012, 2016)\n",
      "F029, no mask needed\n",
      "FOV 030\n",
      "mask shape (2012, 2016)\n",
      "FOV 031\n",
      "mask shape (2012, 2016)\n",
      "FOV 032\n",
      "mask shape (2012, 2016)\n",
      "F032, no mask needed\n",
      "FOV 033\n",
      "mask shape (2012, 2016)\n",
      "F033, no mask needed\n",
      "FOV 034\n",
      "mask shape (2012, 2016)\n",
      "FOV 035\n",
      "mask shape (2012, 2016)\n",
      "F035, no mask needed\n",
      "FOV 036\n",
      "mask shape (2012, 2016)\n",
      "F036, no mask needed\n",
      "FOV 038\n",
      "mask shape (2012, 2016)\n",
      "FOV 039\n",
      "mask shape (2012, 2016)\n",
      "F039, no mask needed\n",
      "FOV 040\n",
      "mask shape (2012, 2016)\n",
      "F040, no mask needed\n",
      "FOV 041\n",
      "mask shape (2012, 2016)\n",
      "F041, no mask needed\n",
      "FOV 042\n",
      "mask shape (2012, 2016)\n",
      "F042, no mask needed\n",
      "FOV 044\n",
      "mask shape (2012, 2016)\n",
      "F044, no mask needed\n",
      "FOV 045\n",
      "mask shape (2012, 2016)\n",
      "F045, no mask needed\n",
      "FOV 046\n",
      "mask shape (2012, 2016)\n",
      "F046, no mask needed\n",
      "FOV 047\n",
      "mask shape (2012, 2016)\n",
      "F047, no mask needed\n",
      "FOV 048\n",
      "mask shape (2012, 2016)\n",
      "F048, no mask needed\n",
      "FOV 049\n",
      "mask shape (2012, 2016)\n",
      "F049, no mask needed\n",
      "FOV 050\n",
      "mask shape (2012, 2016)\n",
      "F050, no mask needed\n",
      "FOV 051\n",
      "mask shape (2012, 2016)\n",
      "FOV 052\n",
      "mask shape (2012, 2016)\n",
      "FOV 053\n",
      "mask shape (2012, 2016)\n",
      "F053, no mask needed\n",
      "FOV 054\n",
      "mask shape (2012, 2016)\n",
      "F054, no mask needed\n",
      "FOV 055\n",
      "mask shape (2012, 2016)\n",
      "F055, no mask needed\n",
      "FOV 056\n",
      "mask shape (2012, 2016)\n",
      "F056, no mask needed\n",
      "FOV 057\n",
      "mask shape (2012, 2016)\n",
      "F057, no mask needed\n",
      "FOV 058\n",
      "mask shape (2012, 2016)\n",
      "F058, no mask needed\n",
      "FOV 059\n",
      "mask shape (2012, 2016)\n",
      "FOV 060\n",
      "mask shape (2012, 2016)\n",
      "F060, no mask needed\n",
      "FOV 061\n",
      "mask shape (2012, 2016)\n",
      "F061, no mask needed\n",
      "FOV 062\n",
      "mask shape (2012, 2016)\n",
      "F062, no mask needed\n",
      "FOV 063\n",
      "mask shape (2012, 2016)\n",
      "F063, no mask needed\n",
      "FOV 064\n",
      "mask shape (2012, 2016)\n",
      "F064, no mask needed\n",
      "FOV 065\n",
      "mask shape (2012, 2016)\n",
      "F065, no mask needed\n",
      "FOV 066\n",
      "mask shape (2012, 2016)\n",
      "F066, no mask needed\n",
      "FOV 067\n",
      "mask shape (2012, 2016)\n",
      "F067, no mask needed\n",
      "FOV 068\n",
      "mask shape (2012, 2016)\n",
      "FOV 069\n",
      "mask shape (2012, 2016)\n",
      "F069, no mask needed\n",
      "FOV 070\n",
      "mask shape (2012, 2016)\n",
      "F070, no mask needed\n",
      "FOV 071\n",
      "mask shape (2012, 2016)\n",
      "F071, no mask needed\n",
      "FOV 072\n",
      "mask shape (2012, 2016)\n",
      "F072, no mask needed\n",
      "FOV 073\n",
      "mask shape (2012, 2016)\n",
      "F073, no mask needed\n",
      "FOV 074\n",
      "mask shape (2012, 2016)\n",
      "F074, no mask needed\n",
      "FOV 075\n",
      "mask shape (2012, 2016)\n",
      "F075, no mask needed\n",
      "FOV 076\n",
      "mask shape (2012, 2016)\n",
      "F076, no mask needed\n",
      "FOV 077\n",
      "mask shape (2012, 2016)\n",
      "F077, no mask needed\n",
      "FOV 078\n",
      "mask shape (2012, 2016)\n",
      "F078, no mask needed\n",
      "FOV 079\n",
      "mask shape (2012, 2016)\n",
      "F079, no mask needed\n",
      "FOV 081\n",
      "mask shape (2012, 2016)\n",
      "F081, no mask needed\n",
      "FOV 082\n",
      "mask shape (2012, 2016)\n",
      "FOV 083\n",
      "mask shape (2012, 2016)\n",
      "F083, no mask needed\n",
      "FOV 084\n",
      "mask shape (2012, 2016)\n",
      "F084, no mask needed\n",
      "FOV 085\n",
      "mask shape (2012, 2016)\n",
      "F085, no mask needed\n",
      "FOV 086\n",
      "mask shape (2012, 2016)\n",
      "F086, no mask needed\n",
      "FOV 087\n",
      "mask shape (2012, 2016)\n",
      "F087, no mask needed\n",
      "FOV 088\n",
      "mask shape (2012, 2016)\n",
      "F088, no mask needed\n",
      "FOV 089\n",
      "mask shape (2012, 2016)\n",
      "F089, no mask needed\n",
      "FOV 090\n",
      "mask shape (2012, 2016)\n",
      "F090, no mask needed\n",
      "FOV 091\n",
      "mask shape (2012, 2016)\n",
      "F091, no mask needed\n",
      "FOV 092\n",
      "mask shape (2012, 2016)\n",
      "FOV 093\n",
      "mask shape (2012, 2016)\n",
      "FOV 094\n",
      "mask shape (2012, 2016)\n",
      "F094, no mask needed\n",
      "FOV 095\n",
      "mask shape (2012, 2016)\n",
      "FOV 096\n",
      "mask shape (2012, 2016)\n",
      "FOV 097\n",
      "mask shape (2012, 2016)\n",
      "F097, no mask needed\n",
      "FOV 098\n",
      "mask shape (2012, 2016)\n",
      "F098, no mask needed\n",
      "FOV 099\n",
      "mask shape (2012, 2016)\n",
      "F099, no mask needed\n",
      "FOV 100\n",
      "mask shape (2012, 2016)\n",
      "FOV 101\n",
      "mask shape (2012, 2016)\n",
      "F101, no mask needed\n",
      "FOV 102\n",
      "mask shape (2012, 2016)\n",
      "F102, no mask needed\n",
      "FOV 103\n",
      "mask shape (2012, 2016)\n",
      "F103, no mask needed\n",
      "FOV 104\n",
      "mask shape (2012, 2016)\n",
      "F104, no mask needed\n",
      "FOV 105\n",
      "mask shape (2012, 2016)\n",
      "F105, no mask needed\n",
      "FOV 106\n",
      "mask shape (2012, 2016)\n",
      "F106, no mask needed\n",
      "FOV 107\n",
      "mask shape (2012, 2016)\n",
      "FOV 108\n",
      "mask shape (2012, 2016)\n",
      "F108, no mask needed\n",
      "FOV 109\n",
      "mask shape (2012, 2016)\n",
      "F109, no mask needed\n",
      "FOV 110\n",
      "mask shape (2012, 2016)\n",
      "F110, no mask needed\n",
      "FOV 111\n",
      "mask shape (2012, 2016)\n",
      "F111, no mask needed\n",
      "FOV 112\n",
      "mask shape (2012, 2016)\n",
      "F112, no mask needed\n",
      "FOV 113\n",
      "mask shape (2012, 2016)\n",
      "F113, no mask needed\n",
      "FOV 114\n",
      "mask shape (2012, 2016)\n",
      "FOV 115\n",
      "mask shape (2012, 2016)\n",
      "F115, no mask needed\n",
      "FOV 116\n",
      "mask shape (2012, 2016)\n",
      "F116, no mask needed\n",
      "FOV 118\n",
      "mask shape (2012, 2016)\n",
      "F118, no mask needed\n",
      "FOV 119\n",
      "mask shape (2012, 2016)\n",
      "F119, no mask needed\n",
      "FOV 120\n",
      "mask shape (2012, 2016)\n",
      "F120, no mask needed\n",
      "FOV 121\n",
      "mask shape (2012, 2016)\n",
      "F121, no mask needed\n",
      "FOV 122\n",
      "mask shape (2012, 2016)\n",
      "F122, no mask needed\n",
      "FOV 123\n",
      "mask shape (2012, 2016)\n",
      "F123, no mask needed\n",
      "FOV 124\n",
      "mask shape (2012, 2016)\n",
      "F124, no mask needed\n",
      "FOV 125\n",
      "mask shape (2012, 2016)\n",
      "FOV 126\n",
      "mask shape (2012, 2016)\n",
      "F126, no mask needed\n",
      "FOV 127\n",
      "mask shape (2012, 2016)\n",
      "F127, no mask needed\n",
      "FOV 129\n",
      "mask shape (2012, 2016)\n",
      "F129, no mask needed\n",
      "FOV 130\n",
      "mask shape (2012, 2016)\n",
      "F130, no mask needed\n",
      "FOV 131\n",
      "mask shape (2012, 2016)\n",
      "F131, no mask needed\n",
      "FOV 132\n",
      "mask shape (2012, 2016)\n",
      "F132, no mask needed\n",
      "FOV 133\n",
      "mask shape (2012, 2016)\n",
      "F133, no mask needed\n",
      "FOV 134\n",
      "mask shape (2012, 2016)\n",
      "F134, no mask needed\n",
      "FOV 135\n",
      "mask shape (2012, 2016)\n",
      "FOV 136\n",
      "mask shape (2012, 2016)\n",
      "FOV 137\n",
      "mask shape (2012, 2016)\n",
      "FOV 138\n",
      "mask shape (2012, 2016)\n",
      "FOV 140\n",
      "mask shape (2012, 2016)\n",
      "F140, no mask needed\n",
      "FOV 141\n",
      "mask shape (2012, 2016)\n",
      "F141, no mask needed\n",
      "FOV 142\n",
      "mask shape (2012, 2016)\n",
      "F142, no mask needed\n",
      "FOV 143\n",
      "mask shape (2012, 2016)\n",
      "F143, no mask needed\n",
      "FOV 144\n",
      "mask shape (2012, 2016)\n",
      "F144, no mask needed\n",
      "FOV 145\n",
      "mask shape (2012, 2016)\n",
      "F145, no mask needed\n",
      "FOV 146\n",
      "mask shape (2012, 2016)\n",
      "F146, no mask needed\n",
      "FOV 147\n",
      "mask shape (2012, 2016)\n",
      "F147, no mask needed\n",
      "FOV 148\n",
      "mask shape (2012, 2016)\n",
      "F148, no mask needed\n",
      "FOV 149\n",
      "mask shape (2012, 2016)\n",
      "F149, no mask needed\n",
      "FOV 150\n",
      "mask shape (2012, 2016)\n",
      "F150, no mask needed\n",
      "FOV 151\n",
      "mask shape (2012, 2016)\n",
      "F151, no mask needed\n",
      "FOV 152\n",
      "mask shape (2012, 2016)\n",
      "F152, no mask needed\n",
      "FOV 153\n",
      "mask shape (2012, 2016)\n",
      "F153, no mask needed\n",
      "FOV 154\n",
      "mask shape (2012, 2016)\n",
      "F154, no mask needed\n",
      "FOV 155\n",
      "mask shape (2012, 2016)\n",
      "F155, no mask needed\n",
      "FOV 156\n",
      "mask shape (2012, 2016)\n",
      "F156, no mask needed\n",
      "FOV 157\n",
      "mask shape (2012, 2016)\n",
      "F157, no mask needed\n",
      "FOV 158\n",
      "mask shape (2012, 2016)\n",
      "F158, no mask needed\n",
      "FOV 159\n",
      "mask shape (2012, 2016)\n",
      "F159, no mask needed\n",
      "FOV 160\n",
      "mask shape (2012, 2016)\n",
      "F160, no mask needed\n",
      "FOV 161\n",
      "mask shape (2012, 2016)\n",
      "F161, no mask needed\n",
      "FOV 162\n",
      "mask shape (2012, 2016)\n",
      "F162, no mask needed\n",
      "FOV 163\n",
      "mask shape (2012, 2016)\n",
      "F163, no mask needed\n",
      "FOV 164\n",
      "mask shape (2012, 2016)\n",
      "FOV 165\n",
      "mask shape (2012, 2016)\n",
      "F165, no mask needed\n",
      "FOV 166\n",
      "mask shape (2012, 2016)\n",
      "F166, no mask needed\n",
      "FOV 167\n",
      "mask shape (2012, 2016)\n",
      "F167, no mask needed\n",
      "FOV 168\n",
      "mask shape (2012, 2016)\n",
      "F168, no mask needed\n",
      "FOV 169\n",
      "mask shape (2012, 2016)\n",
      "FOV 170\n",
      "mask shape (2012, 2016)\n",
      "FOV 171\n",
      "mask shape (2012, 2016)\n",
      "F171, no mask needed\n",
      "FOV 172\n",
      "mask shape (2012, 2016)\n",
      "F172, no mask needed\n",
      "FOV 173\n",
      "mask shape (2012, 2016)\n",
      "FOV 174\n",
      "mask shape (2012, 2016)\n",
      "F174, no mask needed\n",
      "FOV 175\n",
      "mask shape (2012, 2016)\n",
      "FOV 176\n",
      "mask shape (2012, 2016)\n",
      "F176, no mask needed\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOV 178\n",
      "mask shape (2012, 2016)\n",
      "F178, no mask needed\n",
      "FOV 179\n",
      "mask shape (2012, 2016)\n",
      "F179, no mask needed\n",
      "FOV 180\n",
      "mask shape (2012, 2016)\n",
      "FOV 181\n",
      "mask shape (2012, 2016)\n",
      "FOV 182\n",
      "mask shape (2012, 2016)\n",
      "F182, no mask needed\n",
      "FOV 183\n",
      "mask shape (2012, 2016)\n",
      "FOV 184\n",
      "mask shape (2012, 2016)\n",
      "F184, no mask needed\n",
      "FOV 185\n",
      "mask shape (2012, 2016)\n",
      "F185, no mask needed\n",
      "FOV 186\n",
      "mask shape (2012, 2016)\n",
      "F186, no mask needed\n",
      "FOV 187\n",
      "mask shape (2012, 2016)\n",
      "F187, no mask needed\n",
      "FOV 188\n",
      "mask shape (2012, 2016)\n",
      "F188, no mask needed\n",
      "FOV 189\n",
      "mask shape (2012, 2016)\n",
      "F189, no mask needed\n",
      "FOV 190\n",
      "mask shape (2012, 2016)\n",
      "F190, no mask needed\n",
      "FOV 191\n",
      "mask shape (2012, 2016)\n",
      "F191, no mask needed\n",
      "FOV 192\n",
      "mask shape (2012, 2016)\n",
      "F192, no mask needed\n",
      "FOV 193\n",
      "mask shape (2012, 2016)\n",
      "FOV 194\n",
      "mask shape (2012, 2016)\n",
      "F194, no mask needed\n",
      "FOV 195\n",
      "mask shape (2012, 2016)\n",
      "F195, no mask needed\n",
      "FOV 196\n",
      "mask shape (2012, 2016)\n",
      "F196, no mask needed\n",
      "FOV 197\n",
      "mask shape (2012, 2016)\n",
      "F197, no mask needed\n",
      "FOV 198\n",
      "mask shape (2012, 2016)\n",
      "F198, no mask needed\n",
      "FOV 199\n",
      "mask shape (2012, 2016)\n",
      "F199, no mask needed\n",
      "FOV 200\n",
      "mask shape (2012, 2016)\n",
      "F200, no mask needed\n",
      "FOV 201\n",
      "mask shape (2012, 2016)\n",
      "F201, no mask needed\n",
      "FOV 202\n",
      "mask shape (2012, 2016)\n",
      "F202, no mask needed\n",
      "FOV 203\n",
      "mask shape (2012, 2016)\n",
      "F203, no mask needed\n",
      "FOV 204\n",
      "mask shape (2012, 2016)\n",
      "F204, no mask needed\n",
      "FOV 205\n",
      "mask shape (2012, 2016)\n",
      "F205, no mask needed\n",
      "FOV 206\n",
      "mask shape (2012, 2016)\n",
      "F206, no mask needed\n",
      "FOV 207\n",
      "mask shape (2012, 2016)\n",
      "FOV 208\n",
      "mask shape (2012, 2016)\n",
      "F208, no mask needed\n",
      "FOV 209\n",
      "mask shape (2012, 2016)\n",
      "F209, no mask needed\n",
      "FOV 210\n",
      "mask shape (2012, 2016)\n",
      "FOV 211\n",
      "mask shape (2012, 2016)\n",
      "F211, no mask needed\n",
      "FOV 212\n",
      "mask shape (2012, 2016)\n",
      "F212, no mask needed\n",
      "FOV 214\n",
      "mask shape (2012, 2016)\n",
      "FOV 215\n",
      "mask shape (2012, 2016)\n",
      "F215, no mask needed\n",
      "FOV 216\n",
      "mask shape (2012, 2016)\n",
      "F216, no mask needed\n",
      "FOV 217\n",
      "mask shape (2012, 2016)\n",
      "FOV 218\n",
      "mask shape (2012, 2016)\n",
      "F218, no mask needed\n",
      "FOV 219\n",
      "mask shape (2012, 2016)\n",
      "F219, no mask needed\n",
      "FOV 220\n",
      "mask shape (2012, 2016)\n",
      "F220, no mask needed\n",
      "FOV 221\n",
      "mask shape (2012, 2016)\n",
      "F221, no mask needed\n",
      "FOV 222\n",
      "mask shape (2012, 2016)\n",
      "F222, no mask needed\n",
      "FOV 223\n",
      "mask shape (2012, 2016)\n",
      "F223, no mask needed\n",
      "FOV 224\n",
      "mask shape (2012, 2016)\n"
     ]
    }
   ],
   "source": [
    "NUM_FOVS = 214\n",
    "merged = iter(glob.glob('merged/*')) \n",
    "for fov in range(NUM_FOVS):\n",
    "    merged_name = next(merged)\n",
    "    img = imread(merged_name)\n",
    "    img = img.astype(np.uint16)\n",
    "    FOV_num = merged_name.split('/F')[1][0:3]\n",
    "    print(\"FOV\", FOV_num)\n",
    "    \n",
    "    img = img.transpose(1,0,2,3) \n",
    "    # C Z Y X format. you may use image as it is but should change bottom line to axis=(0,2,3)\n",
    "    count0 = np.count_nonzero(img==0, axis=(1,2,3))\n",
    "    count20 = np.count_nonzero(img<20, axis=(1,2,3))\n",
    "    count65K = np.count_nonzero(img>65000, axis=(1,2,3))\n",
    "\n",
    "    # initialize mask, save_im_flag\n",
    "    save_im_flag = False\n",
    "    mask = np.zeros(img[0,0,...].shape)\n",
    "    print(\"mask shape\", mask.shape)\n",
    "    mask = mask.astype('bool')\n",
    "    # check for each channel;\n",
    "    for ch in range(count0.shape[0]):\n",
    "        # record in dataframe\n",
    "        count0_df.loc[FOV_num, ch] = count0[ch]\n",
    "        count20_df.loc[FOV_num, ch] = count20[ch]\n",
    "        count65K_df.loc[FOV_num, ch] = count65K[ch]\n",
    "        if ch in final_inds:\n",
    "            # whether to make mask;\n",
    "            if count20[ch] > 2000: # if there are more than 2000 <20 values\n",
    "                save_im_flag = True\n",
    "                for z in range(img.shape[1]): # second index is Z dimension, after Transposing\n",
    "                    mask = mask | (img[ch, z] < 20).astype('bool')\n",
    "            exp_mask = expand_labels(mask, distance=5) # expand mask with 5 pixel padding\n",
    "\n",
    "            # check if area is large enough? 200\n",
    "            labels = measure.label(mask)\n",
    "            _df = measure.regionprops_table(labels, mask, properties=['label','area','centroid','bbox'])\n",
    "            df=pd.DataFrame(_df)\n",
    "            df=df.set_index('label')\n",
    "            if df.area.max() < 200: # if area is less than 200, turn off flag and don't do anything?\n",
    "                save_im_flag = False\n",
    "\n",
    "\n",
    "    # export mask if flag is true\n",
    "    if save_im_flag:\n",
    "        #sFOV = str(fov).zfill(3)\n",
    "        fname = f'{OUT_DIR}/F{FOV_num}_mask.tif'\n",
    "        tifffile.imwrite(fname, exp_mask.astype('uint8'), imagej = True, photometric='minisblack', metadata={'axes':'YX'})\n",
    "    else:\n",
    "        print(f'F{FOV_num}, no mask needed') # export later!\n",
    "        \n",
    "    \n",
    "# save dataframe \n",
    "count0_df.to_csv('count0_df.csv', sep=',')\n",
    "count20_df.to_csv('count20_df.csv', sep=',')\n",
    "count65K_df.to_csv('count65K_df.csv', sep=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mask percentage >3% and <5%\n",
      "008\n",
      "3.5829664867935245\n",
      "mask percentage >5% and <7%\n",
      "052\n",
      "5.329013025024456\n",
      "mask percentage >3% and <5%\n",
      "059\n",
      "4.222457911262583\n",
      "mask percentage >3% and <5%\n",
      "082\n",
      "4.306526909968759\n",
      "mask percentage >5% and <7%\n",
      "096\n",
      "5.071456183533718\n",
      "mask percentage >3% and <5%\n",
      "107\n",
      "3.409947063649847\n",
      "mask percentage >3% and <5%\n",
      "125\n",
      "3.433959733661523\n",
      "mask percentage >3% and <5%\n",
      "137\n",
      "3.2230229732714823\n",
      "mask percentage >7%\n",
      "164\n",
      "9.411166927009372\n",
      "mask percentage >3% and <5%\n",
      "175\n",
      "3.556636372242734\n",
      "mask percentage >5% and <7%\n",
      "180\n",
      "6.480166619331629\n",
      "mask percentage >3% and <5%\n",
      "214\n",
      "4.3363331913282215\n"
     ]
    }
   ],
   "source": [
    "NUM_MASKS = 42\n",
    "masks = iter(glob.glob('mask/*')) \n",
    "for fov in range(NUM_MASKS):\n",
    "    mask_name = next(masks)\n",
    "    img = imread(mask_name)\n",
    "    img = img.astype(np.uint16)\n",
    "    FOV_num = mask_name.split('/F')[1][0:3]\n",
    "    \n",
    "    mask_perc = 100*np.count_nonzero(img == 1)/(img.shape[0]*img.shape[1])\n",
    "    \n",
    "    if mask_perc > 7:\n",
    "        print(\"mask percentage >7%\")\n",
    "        print(FOV_num)\n",
    "        print(mask_perc)\n",
    "    if mask_perc > 5 and mask_perc < 7:\n",
    "        print(\"mask percentage >5% and <7%\")\n",
    "        print(FOV_num)\n",
    "        print(mask_perc)\n",
    "    if mask_perc > 3 and mask_perc < 5:\n",
    "        print(\"mask percentage >3% and <5%\")\n",
    "        print(FOV_num)\n",
    "        print(mask_perc)\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Max Projections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import glob\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import os\n",
    "import sys\n",
    "import glob\n",
    "from imageio import volread as imread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['001', '002', '004', '005', '006', '007', '008', '009', '010', '012', '013', '014', '015', '016', '017', '018', '019', '020', '021', '022', '023', '024', '025', '026', '027', '028', '029', '030', '031', '032', '033', '034', '035', '036', '038', '039', '040', '041', '042', '044', '045', '046', '047', '048', '049', '050', '051', '052', '053', '054', '055', '056', '057', '058', '059', '060', '061', '062', '063', '064', '065', '066', '067', '068', '069', '070', '071', '072', '073', '074', '075', '076', '077', '078', '079', '081', '082', '083', '084', '085', '086', '087', '088', '089', '090', '091', '092', '093', '094', '095', '096', '097', '098', '099', '100', '101', '102', '103', '104', '105', '106', '107', '108', '109', '110', '111', '112', '113', '114', '115', '116', '118', '119', '120', '121', '122', '123', '124', '125', '126', '127', '129', '130', '131', '132', '133', '134', '135', '136', '137', '138', '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', '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', '204', '205', '206', '207', '208', '209', '210', '211', '212', '214', '215', '216', '217', '218', '219', '220', '221', '222', '223', '224']\n",
      "214\n"
     ]
    }
   ],
   "source": [
    "# extract FOV numbers.\n",
    "_allFOVs = sorted(glob.glob('reg_bin_Cyc_1/*'))\n",
    "allFOVs = [x.split('F')[-1][:3] for x in _allFOVs]\n",
    "print(allFOVs)\n",
    "print(len(allFOVs))\n",
    "NUM_FOVS = len(allFOVs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOV 001\n",
      "Prepare CP inputs - max projection only\n",
      "Saving MAX... ./max/fname\n",
      "(25, 2012, 2016)\n"
     ]
    }
   ],
   "source": [
    "MAX_DIR = 'max'\n",
    "merged = iter(glob.glob('merged/*')) \n",
    "for FOV in range(NUM_FOVS):\n",
    "    merged_name = next(merged)\n",
    "    img = imread(merged_name)\n",
    "    img = img.astype(np.uint16)\n",
    "    FOV_num = merged_name.split('/F')[1][0:3]\n",
    "    print(\"FOV\", FOV_num)\n",
    "    \n",
    "    print(\"Prepare CP inputs - max projection only\")\n",
    "    img_max = img.max(0) # take max projection # ZCYX\n",
    "    im_to_save = img_max[final_inds].copy()\n",
    "    fname = f'F{FOV_num}_max.tif'\n",
    "    \n",
    "    print('Saving MAX...', f'./{MAX_DIR}/fname') \n",
    "    print(im_to_save.shape)\n",
    "    tifffile.imwrite(f'./{MAX_DIR}/'+fname, im_to_save, imagej = True,\n",
    "                    photometric='minisblack', metadata={'axes':'CYX'})"
   ]
  }
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