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  4.    "cell_type": "markdown",
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  6.    "source": [
  7.     "# How to access slices of a very large CZI file\n",
  8.     "\n",
  9.     "Carl Zeiss Image (CZI) files can get very large when they contain multiple channels, multiple z-slices, and multiple time points. Loading the full image into memory is not always possible when this happens, but we can use `czifile` to access single XY planes from this larger file and thus process it iteratively. \n",
  10.     "\n",
  11.     "Let's try this out with a sample CZI file"
  12.    ]
  13.   },
  14.   {
  15.    "cell_type": "code",
  16.    "execution_count": 1,
  17.    "metadata": {},
  18.    "outputs": [
  19.     {
  20.      "name": "stdout",
  21.      "output_type": "stream",
  22.      "text": [
  23.       "Axes: BSTCZYX0\n",
  24.       "Axes shapes: (('B', 1), ('S', 1), ('T', 150), ('C', 2), ('Z', 30), ('Y', 624), ('X', 924), ('0', 1))\n"
  25.      ]
  26.     }
  27.    ],
  28.    "source": [
  29.     "# Import supporting libs\n",
  30.     "import numpy as np\n",
  31.     "import pandas as pd\n",
  32.     "import matplotlib.pyplot as plt\n",
  33.     "import czifile\n",
  34.     "\n",
  35.     "# Load a pointer to the czi file\n",
  36.     "fn = \"/Users/cdavew/Desktop/20180924_M01_001-Scene-01-P1.czi\" #choose your own CZI file\n",
  37.     "czi = czifile.CziFile(fn)\n",
  38.     "\n",
  39.     "# Show the czi file's dimensions \n",
  40.     "print(\"Axes: \"+czi.axes)\n",
  41.     "print(\"Axes shapes: \" + str(tuple(zip(czi.axes, czi.shape))))"
  42.    ]
  43.   },
  44.   {
  45.    "cell_type": "markdown",
  46.    "metadata": {},
  47.    "source": [
  48.     "So we have a file loaded with 150 time points, 2 channels, and 30 z-slices. Let's build a table that will let us choose which timepoint, channel, and z-slices we want to load into memory at a given time point. "
  49.    ]
  50.   },
  51.   {
  52.    "cell_type": "code",
  53.    "execution_count": 2,
  54.    "metadata": {},
  55.    "outputs": [
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  199.        "</table>\n",
  200.        "</div>"
  201.       ],
  202.       "text/plain": [
  203.        "   B  C  M  S  T  X  Y  Z\n",
  204.        "0  0  0  0  0  0  0  0  0\n",
  205.        "1  0  1  0  0  0  0  0  0\n",
  206.        "2  0  0  0  0  0  0  0  1\n",
  207.        "3  0  1  0  0  0  0  0  1\n",
  208.        "4  0  0  0  0  0  0  0  2\n",
  209.        "5  0  1  0  0  0  0  0  2\n",
  210.        "6  0  0  0  0  0  0  0  3\n",
  211.        "7  0  1  0  0  0  0  0  3\n",
  212.        "8  0  0  0  0  0  0  0  4\n",
  213.        "9  0  1  0  0  0  0  0  4"
  214.       ]
  215.      },
  216.      "execution_count": 2,
  217.      "metadata": {},
  218.      "output_type": "execute_result"
  219.     }
  220.    ],
  221.    "source": [
  222.     "def czi_to_sub_block_df(czi):\n",
  223.     "    sb_list = []\n",
  224.     "    for sb in czi.subblock_directory:\n",
  225.     "        sb_list.append({d.dimension.decode(\"utf-8\"): d.start for d in sb.dimension_entries})\n",
  226.     "    sb_df = pd.DataFrame(sb_list)\n",
  227.     "    return sb_df\n",
  228.     "\n",
  229.     "sb_coords = czi_to_sub_block_df(czi)\n",
  230.     "sb_coords.head(10)"
  231.    ]
  232.   },
  233.   {
  234.    "cell_type": "markdown",
  235.    "metadata": {},
  236.    "source": [
  237.     "This is a pandas data frame where the index was set sequentially. Each row gives the locations within the acquired data-tensor of the sub-block corresponding to the index of that row. \n",
  238.     "\n",
  239.     "Now we can use filtering on the column values to find the subblock index of a given slice:"
  240.    ]
  241.   },
  242.   {
  243.    "cell_type": "code",
  244.    "execution_count": 3,
  245.    "metadata": {},
  246.    "outputs": [
  247.     {
  248.      "data": {
  249.       "text/plain": [
  250.        "Int64Index([721], dtype='int64')"
  251.       ]
  252.      },
  253.      "execution_count": 3,
  254.      "metadata": {},
  255.      "output_type": "execute_result"
  256.     }
  257.    ],
  258.    "source": [
  259.     "sb_coords[(sb_coords['C']==1)&(sb_coords['T']==12)&(sb_coords['Z']==0)].index"
  260.    ]
  261.   },
  262.   {
  263.    "cell_type": "markdown",
  264.    "metadata": {},
  265.    "source": [
  266.     "This means we'll find channel 1, timepoint 12, z-slice 0 at sub-block 721. \n",
  267.     "\n",
  268.     "We can access the data at that sub-block through the sub-block directory:"
  269.    ]
  270.   },
  271.   {
  272.    "cell_type": "code",
  273.    "execution_count": 4,
  274.    "metadata": {},
  275.    "outputs": [
  276.     {
  277.      "data": {
  278.       "image/png": 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\n",
  279.       "text/plain": [
  280.        "<Figure size 432x288 with 1 Axes>"
  281.       ]
  282.      },
  283.      "metadata": {},
  284.      "output_type": "display_data"
  285.     }
  286.    ],
  287.    "source": [
  288.     "def img_from_czi_via_sub_block_index(czi, index):\n",
  289.     "    img = czi.subblock_directory[index].data_segment().data()\n",
  290.     "    two_d_img = np.squeeze(img)\n",
  291.     "    return two_d_img\n",
  292.     "\n",
  293.     "plt.imshow(img_from_czi_via_sub_block_index(czi, 721));"
  294.    ]
  295.   },
  296.   {
  297.    "cell_type": "markdown",
  298.    "metadata": {},
  299.    "source": [
  300.     "This concludes a demo of how to get single frame image data at a specific location out of a czi file. "
  301.    ]
  302.   }
  303.  ],
  304.  "metadata": {
  305.   "kernelspec": {
  306.    "display_name": "Python 3",
  307.    "language": "python",
  308.    "name": "python3"
  309.   },
  310.   "language_info": {
  311.    "codemirror_mode": {
  312.     "name": "ipython",
  313.     "version": 3
  314.    },
  315.    "file_extension": ".py",
  316.    "mimetype": "text/x-python",
  317.    "name": "python",
  318.    "nbconvert_exporter": "python",
  319.    "pygments_lexer": "ipython3",
  320.    "version": "3.6.4"
  321.   }
  322.  },
  323.  "nbformat": 4,
  324.  "nbformat_minor": 2
  325. }
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