notebooks/idr0002_zarr.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cell/particle Counting and scoring stained objects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to process plates associated to the paper ['Integration of biological data by kernels on graph nodes allows prediction of new genes involved in mitotic chromosome condensation.'](http://dx.doi.org/10.1091/mbc.E13-04-0221) using [CellProfiler](http://cellprofiler.org/).\n",
    "We use the example pipeline [Cell/particle counting, and scoring the percentage of stained objects](http://cellprofiler.org/examples/#PercentPositive). This pipeline is for two-channel images.\n",
    "Metadata are loaded from IDR and binary data from S3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/srv/conda/envs/kernel/lib/python2.7/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "# %tb\n",
    "\n",
    "# Import Cell Profiler Dependencies\n",
    "import cellprofiler\n",
    "import cellprofiler.preferences as cpprefs\n",
    "import cellprofiler.module as cpm\n",
    "import cellprofiler.pipeline as cpp\n",
    "cpprefs.set_headless()\n",
    "\n",
    "# Inject Image module used to inject OMERO image planes into Cell Profiler Pipeline\n",
    "from cellprofiler.modules.injectimage import InjectImage\n",
    "\n",
    "# Import OMERO Python BlitzGateway\n",
    "import omero\n",
    "from omero.gateway import BlitzGateway\n",
    "\n",
    "# Import Numpy\n",
    "import numpy as np\n",
    "\n",
    "# Import Python System Packages\n",
    "import os\n",
    "import tempfile\n",
    "import pandas\n",
    "import warnings\n",
    "\n",
    "import zarr\n",
    "import s3fs\n",
    "import dask.array as da\n",
    "\n",
    "# Import Matplotlib\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set Cell Output Directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_output_directory = os.path.normcase(tempfile.mkdtemp())\n",
    "cpprefs.set_default_output_directory(new_output_directory)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Connect to IDR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn = BlitzGateway(host='ws://idr.openmicroscopy.org/omero-ws', username='public', passwd='public', secure=True)\n",
    "print(conn.connect())\n",
    "conn.c.enableKeepAlive(60)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fetch from IDR the Plate that contains the Images to be analysed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Plate Name: ', 'plate1_1_013')\n"
     ]
    }
   ],
   "source": [
    "plate_id = 422\n",
    "plate = conn.getObject(\"Plate\", plate_id)\n",
    "print('Plate Name: ', plate.getName())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Remove module: ', 'Images')\n",
      "('Remove module: ', 'Metadata')\n",
      "('Remove module: ', 'NamesAndTypes')\n",
      "('Remove module: ', 'Groups')\n",
      "Pipeline modules:\n",
      "(1, 'IdentifyPrimaryObjects')\n",
      "(2, 'IdentifyPrimaryObjects')\n",
      "(3, 'RelateObjects')\n",
      "(4, 'FilterObjects')\n",
      "(5, 'MeasureObjectIntensity')\n",
      "(6, 'OverlayOutlines')\n",
      "(7, 'DisplayDataOnImage')\n",
      "(8, 'ClassifyObjects')\n",
      "(9, 'CalculateMath')\n",
      "(10, 'ExportToSpreadsheet')\n"
     ]
    }
   ],
   "source": [
    "# Load pipeline and inspect modules\n",
    "from os.path import expanduser\n",
    "home = expanduser(\"~\")\n",
    "pipeline = cpp.Pipeline()\n",
    "pipeline.load(home+\"/notebooks/pipelines/ExamplePercentPositive.cppipe\")\n",
    "\n",
    "# Remove first 4 modules: Images, Metadata, NamesAndTypes, Groups...\n",
    "# (replaced by InjectImage module below)\n",
    "for i in range(4):\n",
    "    print('Remove module: ', pipeline.modules()[0].module_name)\n",
    "    pipeline.remove_module(1)\n",
    "\n",
    "print('Pipeline modules:')\n",
    "for module in pipeline.modules():\n",
    "    print(module.module_num, module.module_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load dask array from S3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_dask_array_from_s3(index, resolution='0'):\n",
    "    cache_size_mb = 2048\n",
    "    # ID to be changed\n",
    "    cfg = {\n",
    "        'anon': True,\n",
    "        'client_kwargs': {\n",
    "            'endpoint_url': 'https://minio-dev.openmicroscopy.org/',\n",
    "        },\n",
    "        'root': 'idr/zarr/v0.1-extra/plate-%s.zarr/%s/%s' % (plate_id, index, resolution)\n",
    "    }\n",
    "    s3 = s3fs.S3FileSystem(\n",
    "        anon=cfg['anon'],\n",
    "        client_kwargs=cfg['client_kwargs'],\n",
    "    )\n",
    "    print(cfg['root'])\n",
    "    store = s3fs.S3Map(root=cfg['root'], s3=s3, check=False)\n",
    "    cached_store = zarr.LRUStoreCache(store, max_size=(cache_size_mb * 2**20))\n",
    "    # data.shape is (t, c, z, y, x) by convention\n",
    "    return da.from_zarr(cached_store)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run Cell Profiler Pipeline on the plate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('Well: 1/5', 'row:', 7L, 'column:', 3L)\n",
      "idr/zarr/v0.1-extra/plate-422.zarr/31/0\n",
      "CPU times: user 40 ms, sys: 0 ns, total: 40 ms\n",
      "Wall time: 427 ms\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 502 µs\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 840 µs\n",
      "('Well: 2/5', 'row:', 6L, 'column:', 9L)\n",
      "idr/zarr/v0.1-extra/plate-422.zarr/69/0\n",
      "CPU times: user 30 ms, sys: 0 ns, total: 30 ms\n",
      "Wall time: 210 ms\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 534 µs\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 1.22 ms\n",
      "('Well: 3/5', 'row:', 0L, 'column:', 7L)\n",
      "idr/zarr/v0.1-extra/plate-422.zarr/7/0\n",
      "CPU times: user 30 ms, sys: 0 ns, total: 30 ms\n",
      "Wall time: 221 ms\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 462 µs\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 691 µs\n",
      "('Well: 4/5', 'row:', 1L, 'column:', 6L)\n",
      "idr/zarr/v0.1-extra/plate-422.zarr/13/0\n",
      "CPU times: user 30 ms, sys: 0 ns, total: 30 ms\n",
      "Wall time: 220 ms\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 509 µs\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 451 µs\n",
      "('Well: 5/5', 'row:', 0L, 'column:', 10L)\n",
      "idr/zarr/v0.1-extra/plate-422.zarr/10/0\n",
      "CPU times: user 10 ms, sys: 20 ms, total: 30 ms\n",
      "Wall time: 213 ms\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 507 µs\n",
      "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
      "Wall time: 372 µs\n"
     ]
    }
   ],
   "source": [
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "Nuclei = pandas.DataFrame()\n",
    "files = list()\n",
    "\n",
    "# create list from generator\n",
    "wells = list(plate.listChildren())\n",
    "# use the first 5 wells only\n",
    "wells = wells[0:5]\n",
    "well_count = len(wells)\n",
    "\n",
    "for count, well in enumerate(wells):\n",
    "    print('Well: %s/%s' % (count + 1, well_count), 'row:', well.row, 'column:', well.column)\n",
    "    # Load a single Image per Well\n",
    "    image = well.getImage(0)\n",
    "    %time data = load_dask_array_from_s3((well.row+1)*(well.column+1)-1)\n",
    "    size_c = image.getSizeC()\n",
    "\n",
    "    # For each Image in OMERO, we copy pipeline and inject image modules\n",
    "    pipeline_copy = pipeline.copy()\n",
    "\n",
    "    # Inject image for each Channel (pipeline only handles 2 channels)\n",
    "    for c in range(0, size_c):\n",
    "\n",
    "        %time plane = data[0, c, 0, :, :]\n",
    "        image_name = image.getName()\n",
    "\n",
    "        # Name of the channel expected in the pipeline\n",
    "        if c == 0:\n",
    "            image_name = 'OrigBlue'\n",
    "        if c == 1:\n",
    "            image_name = 'OrigGreen'\n",
    "\n",
    "        inject_image_module = InjectImage(image_name, plane)\n",
    "        inject_image_module.set_module_num(1)\n",
    "        pipeline_copy.add_module(inject_image_module)\n",
    "\n",
    "    m = pipeline_copy.run()\n",
    "\n",
    "    # Results obtained as CSV from Cell Profiler\n",
    "    path = new_output_directory + '/Nuclei.csv'\n",
    "    f = pandas.read_csv(path, index_col=None, header=0)\n",
    "    f['Image'] = image.getId()\n",
    "    f['Well'] = well.getId()\n",
    "    f['Cell_Count'] = len(f.index)\n",
    "    files.append(f)\n",
    "\n",
    "Nuclei = pandas.concat(files, ignore_index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>ImageNumber</th>\n",
       "      <th>ObjectNumber</th>\n",
       "      <th>Children_PH3PosNuclei_Count</th>\n",
       "      <th>Children_PH3_Count</th>\n",
       "      <th>Classify_PH3Neg</th>\n",
       "      <th>Classify_PH3Pos</th>\n",
       "      <th>Intensity_IntegratedIntensityEdge_OrigBlue</th>\n",
       "      <th>Intensity_IntegratedIntensityEdge_OrigGreen</th>\n",
       "      <th>Intensity_IntegratedIntensity_OrigBlue</th>\n",
       "      <th>Intensity_IntegratedIntensity_OrigGreen</th>\n",
       "      <th>...</th>\n",
       "      <th>Location_MaxIntensity_X_OrigBlue</th>\n",
       "      <th>Location_MaxIntensity_X_OrigGreen</th>\n",
       "      <th>Location_MaxIntensity_Y_OrigBlue</th>\n",
       "      <th>Location_MaxIntensity_Y_OrigGreen</th>\n",
       "      <th>Location_MaxIntensity_Z_OrigBlue</th>\n",
       "      <th>Location_MaxIntensity_Z_OrigGreen</th>\n",
       "      <th>Number_Object_Number</th>\n",
       "      <th>Image</th>\n",
       "      <th>Well</th>\n",
       "      <th>Cell_Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>138.0</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "      <td>138.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.0</td>\n",
       "      <td>16.579710</td>\n",
       "      <td>0.007246</td>\n",
       "      <td>0.007246</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.043788</td>\n",
       "      <td>2.283259</td>\n",
       "      <td>30.075852</td>\n",
       "      <td>35.171499</td>\n",
       "      <td>...</td>\n",
       "      <td>697.000000</td>\n",
       "      <td>695.521739</td>\n",
       "      <td>499.847826</td>\n",
       "      <td>500.362319</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.579710</td>\n",
       "      <td>179727.702899</td>\n",
       "      <td>67097.702899</td>\n",
       "      <td>32.159420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.0</td>\n",
       "      <td>11.064385</td>\n",
       "      <td>0.085126</td>\n",
       "      <td>0.085126</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.182046</td>\n",
       "      <td>0.707093</td>\n",
       "      <td>9.969536</td>\n",
       "      <td>13.734567</td>\n",
       "      <td>...</td>\n",
       "      <td>359.054395</td>\n",
       "      <td>359.267954</td>\n",
       "      <td>293.605150</td>\n",
       "      <td>293.177257</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.064385</td>\n",
       "      <td>22.432839</td>\n",
       "      <td>22.432839</td>\n",
       "      <td>10.347429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.195300</td>\n",
       "      <td>0.170169</td>\n",
       "      <td>0.746670</td>\n",
       "      <td>0.499840</td>\n",
       "      <td>...</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>179708.000000</td>\n",
       "      <td>67078.000000</td>\n",
       "      <td>14.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.0</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.935180</td>\n",
       "      <td>1.815183</td>\n",
       "      <td>23.388071</td>\n",
       "      <td>25.932033</td>\n",
       "      <td>...</td>\n",
       "      <td>399.250000</td>\n",
       "      <td>387.250000</td>\n",
       "      <td>222.000000</td>\n",
       "      <td>224.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.250000</td>\n",
       "      <td>179708.000000</td>\n",
       "      <td>67078.000000</td>\n",
       "      <td>29.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.047883</td>\n",
       "      <td>2.365934</td>\n",
       "      <td>29.049371</td>\n",
       "      <td>35.072565</td>\n",
       "      <td>...</td>\n",
       "      <td>712.500000</td>\n",
       "      <td>711.000000</td>\n",
       "      <td>508.500000</td>\n",
       "      <td>511.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>179720.000000</td>\n",
       "      <td>67090.000000</td>\n",
       "      <td>36.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.0</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.162524</td>\n",
       "      <td>2.816308</td>\n",
       "      <td>36.566892</td>\n",
       "      <td>45.873484</td>\n",
       "      <td>...</td>\n",
       "      <td>984.000000</td>\n",
       "      <td>990.250000</td>\n",
       "      <td>743.000000</td>\n",
       "      <td>762.750000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>179729.000000</td>\n",
       "      <td>67099.000000</td>\n",
       "      <td>43.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.0</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.418586</td>\n",
       "      <td>3.830228</td>\n",
       "      <td>57.049028</td>\n",
       "      <td>65.927962</td>\n",
       "      <td>...</td>\n",
       "      <td>1316.000000</td>\n",
       "      <td>1316.000000</td>\n",
       "      <td>990.000000</td>\n",
       "      <td>1005.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>179769.000000</td>\n",
       "      <td>67139.000000</td>\n",
       "      <td>43.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       ImageNumber  ObjectNumber  Children_PH3PosNuclei_Count  \\\n",
       "count        138.0    138.000000                   138.000000   \n",
       "mean           1.0     16.579710                     0.007246   \n",
       "std            0.0     11.064385                     0.085126   \n",
       "min            1.0      1.000000                     0.000000   \n",
       "25%            1.0      7.250000                     0.000000   \n",
       "50%            1.0     14.000000                     0.000000   \n",
       "75%            1.0     25.000000                     0.000000   \n",
       "max            1.0     43.000000                     1.000000   \n",
       "\n",
       "       Children_PH3_Count  Classify_PH3Neg  Classify_PH3Pos  \\\n",
       "count          138.000000            138.0            138.0   \n",
       "mean             0.007246              1.0              0.0   \n",
       "std              0.085126              0.0              0.0   \n",
       "min              0.000000              1.0              0.0   \n",
       "25%              0.000000              1.0              0.0   \n",
       "50%              0.000000              1.0              0.0   \n",
       "75%              0.000000              1.0              0.0   \n",
       "max              1.000000              1.0              0.0   \n",
       "\n",
       "       Intensity_IntegratedIntensityEdge_OrigBlue  \\\n",
       "count                                  138.000000   \n",
       "mean                                     1.043788   \n",
       "std                                      0.182046   \n",
       "min                                      0.195300   \n",
       "25%                                      0.935180   \n",
       "50%                                      1.047883   \n",
       "75%                                      1.162524   \n",
       "max                                      1.418586   \n",
       "\n",
       "       Intensity_IntegratedIntensityEdge_OrigGreen  \\\n",
       "count                                   138.000000   \n",
       "mean                                      2.283259   \n",
       "std                                       0.707093   \n",
       "min                                       0.170169   \n",
       "25%                                       1.815183   \n",
       "50%                                       2.365934   \n",
       "75%                                       2.816308   \n",
       "max                                       3.830228   \n",
       "\n",
       "       Intensity_IntegratedIntensity_OrigBlue  \\\n",
       "count                              138.000000   \n",
       "mean                                30.075852   \n",
       "std                                  9.969536   \n",
       "min                                  0.746670   \n",
       "25%                                 23.388071   \n",
       "50%                                 29.049371   \n",
       "75%                                 36.566892   \n",
       "max                                 57.049028   \n",
       "\n",
       "       Intensity_IntegratedIntensity_OrigGreen  ...  \\\n",
       "count                               138.000000  ...   \n",
       "mean                                 35.171499  ...   \n",
       "std                                  13.734567  ...   \n",
       "min                                   0.499840  ...   \n",
       "25%                                  25.932033  ...   \n",
       "50%                                  35.072565  ...   \n",
       "75%                                  45.873484  ...   \n",
       "max                                  65.927962  ...   \n",
       "\n",
       "       Location_MaxIntensity_X_OrigBlue  Location_MaxIntensity_X_OrigGreen  \\\n",
       "count                        138.000000                         138.000000   \n",
       "mean                         697.000000                         695.521739   \n",
       "std                          359.054395                         359.267954   \n",
       "min                           43.000000                          43.000000   \n",
       "25%                          399.250000                         387.250000   \n",
       "50%                          712.500000                         711.000000   \n",
       "75%                          984.000000                         990.250000   \n",
       "max                         1316.000000                        1316.000000   \n",
       "\n",
       "       Location_MaxIntensity_Y_OrigBlue  Location_MaxIntensity_Y_OrigGreen  \\\n",
       "count                        138.000000                         138.000000   \n",
       "mean                         499.847826                         500.362319   \n",
       "std                          293.605150                         293.177257   \n",
       "min                           21.000000                          25.000000   \n",
       "25%                          222.000000                         224.000000   \n",
       "50%                          508.500000                         511.000000   \n",
       "75%                          743.000000                         762.750000   \n",
       "max                          990.000000                        1005.000000   \n",
       "\n",
       "       Location_MaxIntensity_Z_OrigBlue  Location_MaxIntensity_Z_OrigGreen  \\\n",
       "count                             138.0                              138.0   \n",
       "mean                                0.0                                0.0   \n",
       "std                                 0.0                                0.0   \n",
       "min                                 0.0                                0.0   \n",
       "25%                                 0.0                                0.0   \n",
       "50%                                 0.0                                0.0   \n",
       "75%                                 0.0                                0.0   \n",
       "max                                 0.0                                0.0   \n",
       "\n",
       "       Number_Object_Number          Image          Well  Cell_Count  \n",
       "count            138.000000     138.000000    138.000000  138.000000  \n",
       "mean              16.579710  179727.702899  67097.702899   32.159420  \n",
       "std               11.064385      22.432839     22.432839   10.347429  \n",
       "min                1.000000  179708.000000  67078.000000   14.000000  \n",
       "25%                7.250000  179708.000000  67078.000000   29.000000  \n",
       "50%               14.000000  179720.000000  67090.000000   36.000000  \n",
       "75%               25.000000  179729.000000  67099.000000   43.000000  \n",
       "max               43.000000  179769.000000  67139.000000   43.000000  \n",
       "\n",
       "[8 rows x 55 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Nuclei.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2304x2160 with 49 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['figure.figsize'] = (32.0, 30.0)\n",
    "# Drop few columns\n",
    "df = Nuclei.drop(['Image', 'ImageNumber', 'Well', 'ObjectNumber', 'Number_Object_Number', 'Classify_PH3Neg', 'Classify_PH3Pos'], axis=1)\n",
    "df.hist();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Close the connection to the server"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}