diff --git a/1.cellprofiler_ic/README.md b/1.cellprofiler_ic/README.md
index a8dc2ab..8f0a4ce 100644
--- a/1.cellprofiler_ic/README.md
+++ b/1.cellprofiler_ic/README.md
@@ -1,9 +1,28 @@
-# Perform illumination correction and save corrected images
+# Perform whole image quality control and illumination correction and save corrected images
 
-In this module, we perform illumination correction (IC) on images for each plate and save the corrected images into new folders. 
+In this module, we perform whole image quality control (QC) evalutation, illumination correction (IC) on images for each plate and save the corrected images into new folders. 
 Images are saved as 16-bit depth, which is the same as the raw data.
 
-## CellProfiler Pipeline
+## Whole image QC
+
+To remove poor quality images, we use the `MeasureImageQuality` module from CellProfiler to extract blur and saturation metrics and generate optimal thresholds for detection using the z-scoring method.
+
+Blur metrics will detect both out-of-focus and empty images.
+Saturation metrics will detect large artifacts or overly saturated/blown out channels.
+
+### Run the `image_quality_control` notebooks
+
+To process, evaluate, and generate a QC report for the NF1 data, you can run the below script to run the notebooks.
+
+```bash
+# Run this script in terminal
+# move to the 1.cellprofiler_ic directory to access the `sh` script
+cd 1.cellprofiler_ic
+# run the notebook as a python script
+source nf1_quality_control.sh
+```
+
+## Illumination Correction
 
 Due to there being differences in channel number between plates, we have two different illumination correction pipelines.
 
@@ -13,7 +32,7 @@ Due to there being differences in channel number between plates, we have two dif
 **Note:** The parameters for correction between pipelines in the same channel might be slightly different. 
 But, the parameters in both perform and output the best corrected images at this point
 
-## Run the `nf1_ic` notebook
+### Run the `nf1_ic` notebook
 
 To calculate and apply an IC function on each channel, run the [nf1_ic.ipynb](nf1_ic.ipynb) notebook as a python script using the code block below:
 
diff --git a/1.cellprofiler_ic/image_quality_control/0.whole_image_qc.ipynb b/1.cellprofiler_ic/image_quality_control/0.whole_image_qc.ipynb
new file mode 100644
index 0000000..13e93de
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/0.whole_image_qc.ipynb
@@ -0,0 +1,175 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Run whole image QC pipeline in CellProfiler\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pathlib\n",
+    "import pprint\n",
+    "\n",
+    "import sys\n",
+    "\n",
+    "sys.path.append(\"../../utils\")\n",
+    "import cp_parallel"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Set paths and variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['Plate_4', 'Plate_1', 'Plate_3', 'Plate_2', 'Plate_5', 'Plate_3_prime']\n",
+      "There are a total of 6 plates. The names of the plates are:\n",
+      "Plate_4\n",
+      "Plate_1\n",
+      "Plate_3\n",
+      "Plate_2\n",
+      "Plate_5\n",
+      "Plate_3_prime\n"
+     ]
+    }
+   ],
+   "source": [
+    "# set the run type for the parallelization\n",
+    "run_name = \"quality_control\"\n",
+    "\n",
+    "# set path for pipeline for illumination correction\n",
+    "path_to_pipeline = pathlib.Path(\"../pipelines/whole_image_qc.cppipe\").resolve(strict=True)\n",
+    "\n",
+    "# set main output dir for all plates if it doesn't exist\n",
+    "output_dir = pathlib.Path(\"./qc_results\")\n",
+    "output_dir.mkdir(exist_ok=True)\n",
+    "\n",
+    "# directory where images are located within folders\n",
+    "images_dir = pathlib.Path(\"../../0.download_data\")\n",
+    "\n",
+    "# list for plate names based on folders to use to create dictionary\n",
+    "plate_names = []\n",
+    "# iterate through 0.download_data and append plate names from folder names that contain image data from that plate\n",
+    "for file_path in images_dir.iterdir():\n",
+    "    if str(file_path.stem).startswith(\"Plate\"):\n",
+    "        plate_names.append(str(file_path.stem))\n",
+    "\n",
+    "print(plate_names)\n",
+    "print(\"There are a total of\", len(plate_names), \"plates. The names of the plates are:\")\n",
+    "for plate in plate_names:\n",
+    "    print(plate)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Generate dictionary with plate info to run CellProfiler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{   'Plate_3': {   'path_to_images': PosixPath('/home/jenna/nf1_cellpainting_data/0.download_data/Plate_3'),\n",
+      "                   'path_to_output': PosixPath('qc_results/Plate_3'),\n",
+      "                   'path_to_pipeline': PosixPath('/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/pipelines/whole_image_qc.cppipe')},\n",
+      "    'Plate_3_prime': {   'path_to_images': PosixPath('/home/jenna/nf1_cellpainting_data/0.download_data/Plate_3_prime'),\n",
+      "                         'path_to_output': PosixPath('qc_results/Plate_3_prime'),\n",
+      "                         'path_to_pipeline': PosixPath('/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/pipelines/whole_image_qc.cppipe')},\n",
+      "    'Plate_4': {   'path_to_images': PosixPath('/home/jenna/nf1_cellpainting_data/0.download_data/Plate_4'),\n",
+      "                   'path_to_output': PosixPath('qc_results/Plate_4'),\n",
+      "                   'path_to_pipeline': PosixPath('/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/pipelines/whole_image_qc.cppipe')},\n",
+      "    'Plate_5': {   'path_to_images': PosixPath('/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5'),\n",
+      "                   'path_to_output': PosixPath('qc_results/Plate_5'),\n",
+      "                   'path_to_pipeline': PosixPath('/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/pipelines/whole_image_qc.cppipe')}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# create plate info dictionary with all parts of the CellProfiler CLI command to run in parallel\n",
+    "plate_info_dictionary = {\n",
+    "    name: {\n",
+    "        \"path_to_images\": pathlib.Path(list(images_dir.rglob(name))[0]).resolve(\n",
+    "            strict=True\n",
+    "        ),\n",
+    "        \"path_to_output\": pathlib.Path(f\"{output_dir}/{name}\"),\n",
+    "        \"path_to_pipeline\": path_to_pipeline,\n",
+    "\n",
+    "    }\n",
+    "    for name in plate_names if not name=='Plate_1' and not name=='Plate_2' # Do not include pilot datasets\n",
+    "}\n",
+    "\n",
+    "# view the dictionary to assess that all info is added correctly\n",
+    "pprint.pprint(plate_info_dictionary, indent=4)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Run QC pipeline in CellProfiler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cp_parallel.run_cellprofiler_parallel(\n",
+    "    plate_info_dictionary=plate_info_dictionary, run_name=run_name\n",
+    ")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "cfret_data",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/1.cellprofiler_ic/image_quality_control/1.evaluate_qc.ipynb b/1.cellprofiler_ic/image_quality_control/1.evaluate_qc.ipynb
new file mode 100644
index 0000000..e7ee45b
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/1.evaluate_qc.ipynb
@@ -0,0 +1,1329 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Whole image quality control metric evaluation\n",
+    "\n",
+    "In this notebook, we will use the outputted QC metrics to start working on developing thresholds using z-score to flag and skip images during CellProfiler illumination correction. We are evaluating plates 3-5 to find generalizable metrics and thresholds for this dataset.\n",
+    "\n",
+    "**Blur metric to detect out of focus images** -> PowerLogLogSlope\n",
+    "\n",
+    "**Saturation metric to detect large smudges** -> PercentMaximal"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pathlib\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "\n",
+    "from scipy.stats import zscore\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Set paths and load in data frame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dict_keys(['Plate_3', 'Plate_3_prime', 'Plate_4', 'Plate_5'])\n",
+      "(1512, 87)\n"
+     ]
+    },
+    {
+     "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>Channel_OrigCY5</th>\n",
+       "      <th>Channel_OrigDAPI</th>\n",
+       "      <th>Channel_OrigGFP</th>\n",
+       "      <th>Channel_OrigRFP</th>\n",
+       "      <th>ExecutionTime_01Images</th>\n",
+       "      <th>ExecutionTime_02Metadata</th>\n",
+       "      <th>ExecutionTime_03NamesAndTypes</th>\n",
+       "      <th>ExecutionTime_04Groups</th>\n",
+       "      <th>ExecutionTime_05MeasureImageQuality</th>\n",
+       "      <th>FileName_OrigCY5</th>\n",
+       "      <th>...</th>\n",
+       "      <th>URL_OrigCY5</th>\n",
+       "      <th>URL_OrigDAPI</th>\n",
+       "      <th>URL_OrigGFP</th>\n",
+       "      <th>URL_OrigRFP</th>\n",
+       "      <th>Width_OrigCY5</th>\n",
+       "      <th>Width_OrigDAPI</th>\n",
+       "      <th>Width_OrigGFP</th>\n",
+       "      <th>Width_OrigRFP</th>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>1.76</td>\n",
+       "      <td>B10_01_3_10_CY5_001.tif</td>\n",
+       "      <td>...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>1224</td>\n",
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+       "      <td>10</td>\n",
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+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.11</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.62</td>\n",
+       "      <td>B10_01_3_11_CY5_001.tif</td>\n",
+       "      <td>...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>1224</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.73</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.41</td>\n",
+       "      <td>B10_01_3_12_CY5_001.tif</td>\n",
+       "      <td>...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
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+       "      <td>12</td>\n",
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+       "      <td>-1</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.58</td>\n",
+       "      <td>B10_01_3_13_CY5_001.tif</td>\n",
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+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
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+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
+       "      <td>1224</td>\n",
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+       "      <td>file:/home/jenna/nf1_cellpainting_data/0.downl...</td>\n",
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+       "</table>\n",
+       "<p>5 rows × 87 columns</p>\n",
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+      ],
+      "text/plain": [
+       "   Channel_OrigCY5  Channel_OrigDAPI  Channel_OrigGFP  Channel_OrigRFP  \\\n",
+       "0               -1                -1               -1               -1   \n",
+       "1               -1                -1               -1               -1   \n",
+       "2               -1                -1               -1               -1   \n",
+       "3               -1                -1               -1               -1   \n",
+       "4               -1                -1               -1               -1   \n",
+       "\n",
+       "   ExecutionTime_01Images  ExecutionTime_02Metadata  \\\n",
+       "0                     0.0                       0.0   \n",
+       "1                     0.0                       0.0   \n",
+       "2                     0.0                       0.0   \n",
+       "3                     0.0                       0.0   \n",
+       "4                     0.0                       0.0   \n",
+       "\n",
+       "   ExecutionTime_03NamesAndTypes  ExecutionTime_04Groups  \\\n",
+       "0                           1.18                     0.0   \n",
+       "1                           1.11                     0.0   \n",
+       "2                           0.73                     0.0   \n",
+       "3                           0.46                     0.0   \n",
+       "4                           0.54                     0.0   \n",
+       "\n",
+       "   ExecutionTime_05MeasureImageQuality         FileName_OrigCY5  ...  \\\n",
+       "0                                 1.76  B10_01_3_10_CY5_001.tif  ...   \n",
+       "1                                 1.62  B10_01_3_11_CY5_001.tif  ...   \n",
+       "2                                 1.41  B10_01_3_12_CY5_001.tif  ...   \n",
+       "3                                 1.58  B10_01_3_13_CY5_001.tif  ...   \n",
+       "4                                 1.35  B10_01_3_14_CY5_001.tif  ...   \n",
+       "\n",
+       "                                         URL_OrigCY5  \\\n",
+       "0  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "1  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "2  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "3  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "4  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "\n",
+       "                                        URL_OrigDAPI  \\\n",
+       "0  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "1  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "2  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "3  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "4  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "\n",
+       "                                         URL_OrigGFP  \\\n",
+       "0  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "1  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "2  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "3  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "4  file:/home/jenna/nf1_cellpainting_data/0.downl...   \n",
+       "\n",
+       "                                         URL_OrigRFP  Width_OrigCY5  \\\n",
+       "0  file:/home/jenna/nf1_cellpainting_data/0.downl...           1224   \n",
+       "1  file:/home/jenna/nf1_cellpainting_data/0.downl...           1224   \n",
+       "2  file:/home/jenna/nf1_cellpainting_data/0.downl...           1224   \n",
+       "3  file:/home/jenna/nf1_cellpainting_data/0.downl...           1224   \n",
+       "4  file:/home/jenna/nf1_cellpainting_data/0.downl...           1224   \n",
+       "\n",
+       "   Width_OrigDAPI  Width_OrigGFP  Width_OrigRFP  Metadata_Well  Metadata_Site  \n",
+       "0            1224           1224           1224            B10             10  \n",
+       "1            1224           1224           1224            B10             11  \n",
+       "2            1224           1224           1224            B10             12  \n",
+       "3            1224           1224           1224            B10             13  \n",
+       "4            1224           1224           1224            B10             14  \n",
+       "\n",
+       "[5 rows x 87 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Directory for figures to be outputted\n",
+    "figure_dir = pathlib.Path(\"./qc_figures\")\n",
+    "figure_dir.mkdir(exist_ok=True)\n",
+    "\n",
+    "# Directory with QC CellProfiler output per plate\n",
+    "qc_dir = pathlib.Path(\"./qc_results\")\n",
+    "\n",
+    "# Create an empty dictionary to store data frames for each plate\n",
+    "all_qc_data_frames = {}\n",
+    "\n",
+    "# List all plates\n",
+    "plates = [\"Plate_3\", \"Plate_3_prime\", \"Plate_4\", \"Plate_5\"]\n",
+    "\n",
+    "# Loop through each plate\n",
+    "for plate in plates:\n",
+    "    # Read in CSV with all image quality metrics per image for the current plate\n",
+    "    qc_df = pd.read_csv(pathlib.Path(qc_dir / plate / \"Image.csv\"))\n",
+    "\n",
+    "    # Adding 'Metadata_Well' and 'Metadata_Site' columns using filename from FileName_OrigActin (same for all channels)\n",
+    "    qc_df[\"Metadata_Well\"] = qc_df[\"FileName_OrigRFP\"].str.split(\"_\").str[0]\n",
+    "    qc_df[\"Metadata_Site\"] = qc_df[\"FileName_OrigRFP\"].str.split(\"_\").str[3]\n",
+    "\n",
+    "    # Create a global variable with each plate as a data frame\n",
+    "    globals()[f\"{plate}_df\"] = qc_df\n",
+    "\n",
+    "    # Store the data frame for the current plate in the dictionary\n",
+    "    all_qc_data_frames[plate] = qc_df\n",
+    "\n",
+    "# view the dictionary to assess that all info is added correctly\n",
+    "print(all_qc_data_frames.keys())\n",
+    "\n",
+    "# assess that the data frames per plate have correct number of image sets\n",
+    "print(Plate_5_df.shape)\n",
+    "Plate_5_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create concat data frames combining blur and saturation metrics from all channels for all plates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(26448, 8)\n"
+     ]
+    },
+    {
+     "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>Metadata_Frame</th>\n",
+       "      <th>Metadata_Series</th>\n",
+       "      <th>Metadata_Well</th>\n",
+       "      <th>Metadata_Site</th>\n",
+       "      <th>ImageQuality_PowerLogLogSlope</th>\n",
+       "      <th>ImageQuality_PercentMaximal</th>\n",
+       "      <th>Channel</th>\n",
+       "      <th>Metadata_Plate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>-2.169082</td>\n",
+       "      <td>0.061455</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>11</td>\n",
+       "      <td>-2.288957</td>\n",
+       "      <td>0.254768</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>12</td>\n",
+       "      <td>-2.212145</td>\n",
+       "      <td>0.024401</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>13</td>\n",
+       "      <td>-2.259287</td>\n",
+       "      <td>0.016900</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B10</td>\n",
+       "      <td>14</td>\n",
+       "      <td>-2.311723</td>\n",
+       "      <td>0.106372</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Metadata_Frame  Metadata_Series Metadata_Well Metadata_Site  \\\n",
+       "0               0                0           B10            10   \n",
+       "1               0                0           B10            11   \n",
+       "2               0                0           B10            12   \n",
+       "3               0                0           B10            13   \n",
+       "4               0                0           B10            14   \n",
+       "\n",
+       "   ImageQuality_PowerLogLogSlope  ImageQuality_PercentMaximal Channel  \\\n",
+       "0                      -2.169082                     0.061455    DAPI   \n",
+       "1                      -2.288957                     0.254768    DAPI   \n",
+       "2                      -2.212145                     0.024401    DAPI   \n",
+       "3                      -2.259287                     0.016900    DAPI   \n",
+       "4                      -2.311723                     0.106372    DAPI   \n",
+       "\n",
+       "  Metadata_Plate  \n",
+       "0        Plate_3  \n",
+       "1        Plate_3  \n",
+       "2        Plate_3  \n",
+       "3        Plate_3  \n",
+       "4        Plate_3  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# List of channels\n",
+    "channels = [\"DAPI\", \"GFP\", \"RFP\", \"CY5\"]\n",
+    "\n",
+    "# Create an empty dictionary to store data frames for each channel\n",
+    "all_combined_dfs = {}\n",
+    "\n",
+    "# Iterate through each channel\n",
+    "for channel in channels:\n",
+    "    # Create an empty list to store data frames for each plate\n",
+    "    plate_dfs = []\n",
+    "\n",
+    "    # Iterate through each plate and create the specified data frame for the channel\n",
+    "    for plate, qc_df in all_qc_data_frames.items():\n",
+    "        plate_df = qc_df.filter(like=\"Metadata_\").copy()\n",
+    "\n",
+    "        # Add PowerLogLogSlope column (blur metric)\n",
+    "        plate_df[f\"ImageQuality_PowerLogLogSlope\"] = qc_df[\n",
+    "            f\"ImageQuality_PowerLogLogSlope_Orig{channel}\"\n",
+    "        ]\n",
+    "\n",
+    "        # Add PercentMaximal column (saturation metric)\n",
+    "        plate_df[f\"ImageQuality_PercentMaximal\"] = qc_df[\n",
+    "            f\"ImageQuality_PercentMaximal_Orig{channel}\"\n",
+    "        ]\n",
+    "\n",
+    "        # Add \"Channel\" column\n",
+    "        plate_df[\"Channel\"] = channel\n",
+    "\n",
+    "        # Add \"Metadata_Plate\" column\n",
+    "        plate_df[\"Metadata_Plate\"] = plate\n",
+    "\n",
+    "        # Append the data frame to the list\n",
+    "        plate_dfs.append(plate_df)\n",
+    "\n",
+    "    # Concatenate data frames for each plate for the current channel\n",
+    "    all_combined_dfs[channel] = pd.concat(\n",
+    "        plate_dfs, keys=list(all_qc_data_frames.keys()), names=[\"metadata_plate\", None]\n",
+    "    )\n",
+    "\n",
+    "# Concatenate the channel data frames together for plotting\n",
+    "df = pd.concat(list(all_combined_dfs.values()), ignore_index=True)\n",
+    "\n",
+    "print(df.shape)\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Blur metric\n",
+    "\n",
+    "Based on the plots below, we can see that blur is a big impact on the dataset. Traditionally, we expect values close to 0 are poor quality, but we can see in these plates that values that are very negative and close to 0 are both poor quality images.\n",
+    "\n",
+    "We are seeing that close to 0 images are empty and images that are very negative are very out-of-focus.\n",
+    "\n",
+    "We use the z-score method to both find threshold values for identifying poor quality images above and below the mean and to output a data frame with outliers to view these images in a separate software (e.g., ImageJ/FIJI). We use **2 standard deviations** away from the mean for assessing outliers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count    26448.000000\n",
+      "mean        -1.931032\n",
+      "std          0.281321\n",
+      "min         -3.932344\n",
+      "25%         -2.167044\n",
+      "50%         -1.909760\n",
+      "75%         -1.719698\n",
+      "max         -0.192534\n",
+      "Name: ImageQuality_PowerLogLogSlope, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "summary_statistics = df[\"ImageQuality_PowerLogLogSlope\"].describe()\n",
+    "print(summary_statistics)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Use z-score to find outliers 2 standard deviations above and below the mean to view as a data frame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Channel\n",
+      "CY5     335\n",
+      "DAPI    177\n",
+      "GFP      59\n",
+      "RFP      54\n",
+      "Name: count, dtype: int64\n"
+     ]
+    },
+    {
+     "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>Metadata_Frame</th>\n",
+       "      <th>Metadata_Series</th>\n",
+       "      <th>Metadata_Well</th>\n",
+       "      <th>Metadata_Site</th>\n",
+       "      <th>ImageQuality_PowerLogLogSlope</th>\n",
+       "      <th>ImageQuality_PercentMaximal</th>\n",
+       "      <th>Channel</th>\n",
+       "      <th>Metadata_Plate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>9106</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>D1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>-3.932344</td>\n",
+       "      <td>0.000090</td>\n",
+       "      <td>GFP</td>\n",
+       "      <td>Plate_3_prime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5778</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>D6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>-3.817712</td>\n",
+       "      <td>0.523093</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-3.744752</td>\n",
+       "      <td>0.760690</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5273</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B6</td>\n",
+       "      <td>15</td>\n",
+       "      <td>-3.668699</td>\n",
+       "      <td>0.744151</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5983</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>E4</td>\n",
+       "      <td>11</td>\n",
+       "      <td>-3.609106</td>\n",
+       "      <td>0.192319</td>\n",
+       "      <td>DAPI</td>\n",
+       "      <td>Plate_5</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20978</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>E7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-0.458892</td>\n",
+       "      <td>0.000090</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22921</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>F1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>-0.358638</td>\n",
+       "      <td>0.000090</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3_prime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6703</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B1</td>\n",
+       "      <td>25</td>\n",
+       "      <td>-0.307717</td>\n",
+       "      <td>0.000090</td>\n",
+       "      <td>GFP</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22828</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>E9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>-0.209380</td>\n",
+       "      <td>0.000090</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3_prime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20841</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>E2</td>\n",
+       "      <td>15</td>\n",
+       "      <td>-0.192534</td>\n",
+       "      <td>0.000090</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>625 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Metadata_Frame  Metadata_Series Metadata_Well Metadata_Site  \\\n",
+       "9106                0                0            D1             4   \n",
+       "5778                0                0            D6            16   \n",
+       "42                  0                0           B11             2   \n",
+       "5273                0                0            B6            15   \n",
+       "5983                0                0            E4            11   \n",
+       "...               ...              ...           ...           ...   \n",
+       "20978               0                0            E7             2   \n",
+       "22921               0                0            F1             1   \n",
+       "6703                0                0            B1            25   \n",
+       "22828               0                0            E9             2   \n",
+       "20841               0                0            E2            15   \n",
+       "\n",
+       "       ImageQuality_PowerLogLogSlope  ImageQuality_PercentMaximal Channel  \\\n",
+       "9106                       -3.932344                     0.000090     GFP   \n",
+       "5778                       -3.817712                     0.523093    DAPI   \n",
+       "42                         -3.744752                     0.760690    DAPI   \n",
+       "5273                       -3.668699                     0.744151    DAPI   \n",
+       "5983                       -3.609106                     0.192319    DAPI   \n",
+       "...                              ...                          ...     ...   \n",
+       "20978                      -0.458892                     0.000090     CY5   \n",
+       "22921                      -0.358638                     0.000090     CY5   \n",
+       "6703                       -0.307717                     0.000090     GFP   \n",
+       "22828                      -0.209380                     0.000090     CY5   \n",
+       "20841                      -0.192534                     0.000090     CY5   \n",
+       "\n",
+       "      Metadata_Plate  \n",
+       "9106   Plate_3_prime  \n",
+       "5778         Plate_5  \n",
+       "42           Plate_3  \n",
+       "5273         Plate_5  \n",
+       "5983         Plate_5  \n",
+       "...              ...  \n",
+       "20978        Plate_3  \n",
+       "22921  Plate_3_prime  \n",
+       "6703         Plate_3  \n",
+       "22828  Plate_3_prime  \n",
+       "20841        Plate_3  \n",
+       "\n",
+       "[625 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculate Z-scores for the column with all plates\n",
+    "z_scores = zscore(df[\"ImageQuality_PowerLogLogSlope\"])\n",
+    "\n",
+    "# Set a threshold for Z-scores (adjust as needed for number of standard deviations away from the mean)\n",
+    "threshold_z = 2\n",
+    "\n",
+    "# Identify outlier rows based on Z-scores above and below the mean since we are using absolute values of the z-scores\n",
+    "blur_outliers = df[abs(z_scores) > threshold_z]\n",
+    "\n",
+    "# Identify unique well + site combos among outliers\n",
+    "unique_combos = blur_outliers[[\"Metadata_Well\", \"Metadata_Site\"]].drop_duplicates()\n",
+    "\n",
+    "print(blur_outliers[\"Channel\"].value_counts())\n",
+    "# Print example outliers to visualize\n",
+    "blur_outliers.sort_values(by=\"ImageQuality_PowerLogLogSlope\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Identify threshold values to use to find outliers above and below the mean\n",
+    "\n",
+    "**Note:** These values will be used in CellProfiler to flag and not process images. We will round the values to the second decimal to use in the pipeline."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Threshold for outliers above the mean: -1.36839084751248\n",
+      "Threshold for outliers below the mean: -2.4936740062477365\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate the mean and standard deviation\n",
+    "mean_value = df[\"ImageQuality_PowerLogLogSlope\"].mean()\n",
+    "std_dev = df[\"ImageQuality_PowerLogLogSlope\"].std()\n",
+    "\n",
+    "# Set the threshold multiplier for above and below the mean\n",
+    "threshold = 2\n",
+    "\n",
+    "# Calculate the threshold values\n",
+    "threshold_value_above_mean = mean_value + threshold * std_dev\n",
+    "threshold_value_below_mean = mean_value - threshold * std_dev\n",
+    "\n",
+    "# Print the calculated threshold values\n",
+    "print(\"Threshold for outliers above the mean:\", threshold_value_above_mean)\n",
+    "print(\"Threshold for outliers below the mean:\", threshold_value_below_mean)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**We will be using these thresholds in the CellProfiler pipeline. We will set anything `greater` than -1.37 as outliers and anything `below` -2.50 as outliers.**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Generate individual density plots per plate and save"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set the style\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "\n",
+    "# Iterate through each plate\n",
+    "for plate in df[\"Metadata_Plate\"].unique():\n",
+    "    plate_df = df[df[\"Metadata_Plate\"] == plate]\n",
+    "\n",
+    "    sns.kdeplot(\n",
+    "        data=plate_df,\n",
+    "        x=\"ImageQuality_PowerLogLogSlope\",\n",
+    "        hue=\"Channel\",\n",
+    "        palette=[\"b\", \"g\", \"r\", \"magenta\"],\n",
+    "        fill=True,\n",
+    "        common_norm=False,\n",
+    "    )\n",
+    "\n",
+    "    plt.title(f\"Density plots per channel for {plate}\")\n",
+    "    plt.xlabel(\"ImageQuality_PowerLogLogSlope\")\n",
+    "    plt.ylabel(\"Density\")\n",
+    "\n",
+    "    plt.tight_layout()\n",
+    "    plt.savefig(\n",
+    "        pathlib.Path(f\"{figure_dir}/{plate}_channels_blur_density.png\"), dpi=500\n",
+    "    )\n",
+    "    plt.close()  # Close the plot to prevent it from being displayed"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Generate density plot with all plates together and save"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Number of plates\n",
+    "num_plates = len(df[\"Metadata_Plate\"].unique())\n",
+    "\n",
+    "# Calculate the number of rows and columns for the subplots\n",
+    "num_rows = 2  # You want 2 rows for the quad order\n",
+    "num_cols = (num_plates + 1) // num_rows  # +1 to round up\n",
+    "\n",
+    "# Set the style\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "\n",
+    "# Create subplots with custom layout\n",
+    "fig, axes = plt.subplots(nrows=num_rows, ncols=num_cols, figsize=(15, 5 * num_rows))\n",
+    "\n",
+    "# Flatten the axes array for easier indexing\n",
+    "axes = axes.flatten()\n",
+    "\n",
+    "# Iterate through each plate\n",
+    "for idx, plate in enumerate(df[\"Metadata_Plate\"].unique()):\n",
+    "    # Plot all channels in the same subplot\n",
+    "    ax = axes[idx]\n",
+    "    plate_df = df[df[\"Metadata_Plate\"] == plate]\n",
+    "    sns.kdeplot(\n",
+    "        data=plate_df,\n",
+    "        x=\"ImageQuality_PowerLogLogSlope\",\n",
+    "        hue=\"Channel\",\n",
+    "        palette=[\"b\", \"g\", \"r\", \"magenta\"],\n",
+    "        fill=True,\n",
+    "        common_norm=False,\n",
+    "        ax=ax,\n",
+    "    )\n",
+    "\n",
+    "    # Set vertical lines at -2.5 and -1.25\n",
+    "    ax.axvline(x=threshold_value_above_mean, color=\"red\", linestyle=\"--\")\n",
+    "    ax.axvline(x=threshold_value_below_mean, color=\"red\", linestyle=\"--\")\n",
+    "\n",
+    "    ax.set_title(f\"Density plots for {plate}\")\n",
+    "    ax.set_xlabel(\"ImageQuality_PowerLogLogSlope\")\n",
+    "    ax.set_ylabel(\"Density\")\n",
+    "\n",
+    "    # Set the x-axis range for the current subplot\n",
+    "    ax.set_xlim(-4.0, 0)\n",
+    "\n",
+    "# Remove empty subplots\n",
+    "for i in range(num_plates, len(axes)):\n",
+    "    fig.delaxes(axes[i])\n",
+    "\n",
+    "# Adjust layout\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Save the plot\n",
+    "plt.savefig(figure_dir / \"all_channels_combined_density.png\", dpi=500)\n",
+    "\n",
+    "plt.close()  # Close the plot to prevent it from being displayed"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualize the distribution of the identified outliers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot outliers as a distribution plot with hue as 'Metadata_Plate'\n",
+    "sns.set_style(\"whitegrid\")\n",
+    "plt.figure(figsize=(12, 8))\n",
+    "\n",
+    "# Using kdeplot (you can also use distplot)\n",
+    "sns.kdeplot(\n",
+    "    data=blur_outliers,\n",
+    "    x=\"ImageQuality_PowerLogLogSlope\",\n",
+    "    hue=\"Metadata_Plate\",\n",
+    "    palette=\"viridis\", \n",
+    "    fill=True,\n",
+    "    common_norm=False,\n",
+    ")\n",
+    "\n",
+    "# Set vertical lines at -2.5 and 1.25\n",
+    "plt.axvline(x=threshold_value_above_mean, color=\"red\", linestyle=\"--\")\n",
+    "plt.axvline(x=threshold_value_below_mean, color=\"red\", linestyle=\"--\")\n",
+    "\n",
+    "plt.title(\"Distribution of Outliers per Plate\")\n",
+    "plt.xlabel(\"ImageQuality_PowerLogLogSlope\")\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "plt.savefig(figure_dir / \"blur_outliers_per_plate.png\", dpi=500)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Saturation metric\n",
+    "\n",
+    "For saturation metrics, we are looking for:\n",
+    "\n",
+    "- Smudged images or images containing large artifacts (usually seen in `DNA` channel regardless of stain)\n",
+    "- Overly saturated channels which can occur in any channel, but specifically we are seeing `Mito` having the most problems with this.\n",
+    "\n",
+    "This means that we will be setting a threshold for outliers for all channels just like for blur. There will be only one threshold for images that are above the mean (**2 standard deviations**) since we are trying to remove over-saturated or images contain artifacts."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count    26448.000000\n",
+      "mean         0.164823\n",
+      "std          0.618692\n",
+      "min          0.000090\n",
+      "25%          0.003434\n",
+      "50%          0.026118\n",
+      "75%          0.117126\n",
+      "max         44.787238\n",
+      "Name: ImageQuality_PercentMaximal, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "summary_statistics = df[\"ImageQuality_PercentMaximal\"].describe()\n",
+    "print(summary_statistics)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Visualize density plot of saturation metric"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create a KDE plot with separate lines for each Metadata_Plate\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.kdeplot(\n",
+    "    x=np.log1p(df[\"ImageQuality_PercentMaximal\"]), hue=df[\"Metadata_Plate\"], fill=True\n",
+    ")\n",
+    "\n",
+    "# Add a vertical line at the log-transformed value of 1.4\n",
+    "plt.axvline(x=np.log1p(1.4), color='red', linestyle='--', label='Log-transformed 1.4')\n",
+    "\n",
+    "# Set labels and title\n",
+    "plt.ylabel(\"Density\")\n",
+    "plt.xlabel(\"Log-transformed Percent Maximal\")\n",
+    "plt.title(\"KDE Plot of Log-transformed Percent Maximal by Plate\")\n",
+    "\n",
+    "plt.savefig(figure_dir / \"saturation_outliers_per_plate.png\", dpi=500)\n",
+    "\n",
+    "# Show the plot\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Use z-score to find outliers 2 standard deviations above the mean to view as a data frame"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Channel\n",
+      "CY5     521\n",
+      "DAPI     54\n",
+      "RFP       5\n",
+      "GFP       1\n",
+      "Name: count, dtype: int64\n"
+     ]
+    },
+    {
+     "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>Metadata_Frame</th>\n",
+       "      <th>Metadata_Series</th>\n",
+       "      <th>Metadata_Well</th>\n",
+       "      <th>Metadata_Site</th>\n",
+       "      <th>ImageQuality_PowerLogLogSlope</th>\n",
+       "      <th>ImageQuality_PercentMaximal</th>\n",
+       "      <th>Channel</th>\n",
+       "      <th>Metadata_Plate</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>21810</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>B4</td>\n",
+       "      <td>9</td>\n",
+       "      <td>-1.673757</td>\n",
+       "      <td>1.402716</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3_prime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20867</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>E3</td>\n",
+       "      <td>16</td>\n",
+       "      <td>-2.072187</td>\n",
+       "      <td>1.409043</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24434</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>E9</td>\n",
+       "      <td>8</td>\n",
+       "      <td>-2.118662</td>\n",
+       "      <td>1.413290</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22574</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>E11</td>\n",
+       "      <td>22</td>\n",
+       "      <td>-1.846556</td>\n",
+       "      <td>1.414284</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3_prime</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22220</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C9</td>\n",
+       "      <td>19</td>\n",
+       "      <td>-2.302602</td>\n",
+       "      <td>1.414284</td>\n",
+       "      <td>CY5</td>\n",
+       "      <td>Plate_3_prime</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Metadata_Frame  Metadata_Series Metadata_Well Metadata_Site  \\\n",
+       "21810               0                0            B4             9   \n",
+       "20867               0                0            E3            16   \n",
+       "24434               0                0            E9             8   \n",
+       "22574               0                0           E11            22   \n",
+       "22220               0                0            C9            19   \n",
+       "\n",
+       "       ImageQuality_PowerLogLogSlope  ImageQuality_PercentMaximal Channel  \\\n",
+       "21810                      -1.673757                     1.402716     CY5   \n",
+       "20867                      -2.072187                     1.409043     CY5   \n",
+       "24434                      -2.118662                     1.413290     CY5   \n",
+       "22574                      -1.846556                     1.414284     CY5   \n",
+       "22220                      -2.302602                     1.414284     CY5   \n",
+       "\n",
+       "      Metadata_Plate  \n",
+       "21810  Plate_3_prime  \n",
+       "20867        Plate_3  \n",
+       "24434        Plate_4  \n",
+       "22574  Plate_3_prime  \n",
+       "22220  Plate_3_prime  "
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Calculate Z-scores for the column\n",
+    "z_scores = zscore(df[\"ImageQuality_PercentMaximal\"])\n",
+    "\n",
+    "# Set a threshold for Z-scores (adjust as needed for number of standard deviations away from the mean)\n",
+    "threshold_z = 2\n",
+    "\n",
+    "# Identify outlier rows based on Z-scores greater than as to identify whole images with abnormally high saturated pixels\n",
+    "saturation_outliers = df[abs(z_scores) > threshold_z]\n",
+    "\n",
+    "# Identify unique well + site combos among outliers\n",
+    "unique_combos = saturation_outliers[\n",
+    "    [\"Metadata_Well\", \"Metadata_Site\"]\n",
+    "].drop_duplicates()\n",
+    "\n",
+    "# Visualize example images through FIJI using data frame identifying outliers\n",
+    "print(saturation_outliers[\"Channel\"].value_counts())\n",
+    "saturation_outliers.sort_values(by=\"ImageQuality_PercentMaximal\", ascending=True).head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Identify threshold values to use to find outliers above the mean\n",
+    "\n",
+    "**Note:** This value will be used in CellProfiler to flag and not process images. We will round to the second decimal to use in the pipeline."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Threshold for outliers above the mean: 1.4022065573415774\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calculate the mean and standard deviation\n",
+    "mean_value = df[\"ImageQuality_PercentMaximal\"].mean()\n",
+    "std_dev = df[\"ImageQuality_PercentMaximal\"].std()\n",
+    "\n",
+    "# Set the threshold multiplier for above the mean\n",
+    "threshold = 2\n",
+    "\n",
+    "# Calculate the threshold values\n",
+    "threshold_value_above_mean = mean_value + threshold * std_dev\n",
+    "\n",
+    "# Print the calculated threshold values\n",
+    "print(\"Threshold for outliers above the mean:\", threshold_value_above_mean)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**We will be using 1.40 as the threshold for anything that `above` this is considered a outlier for all channels.**"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "cfret_data_env",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/1.cellprofiler_ic/image_quality_control/2.qc_report.ipynb b/1.cellprofiler_ic/image_quality_control/2.qc_report.ipynb
new file mode 100644
index 0000000..f865df3
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/2.qc_report.ipynb
@@ -0,0 +1,688 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Whole Image Quality Control Report"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Warning message:\n",
+      "“package ‘ggplot2’ was built under R version 4.2.3”\n",
+      "Warning message:\n",
+      "“package ‘platetools’ was built under R version 4.2.3”\n",
+      "Warning message:\n",
+      "“package ‘stringr’ was built under R version 4.2.3”\n",
+      "Warning message:\n",
+      "“package ‘arrow’ was built under R version 4.2.3”\n",
+      "Warning message:\n",
+      "“package ‘RColorBrewer’ was built under R version 4.2.3”\n"
+     ]
+    }
+   ],
+   "source": [
+    "suppressPackageStartupMessages(library(dplyr))\n",
+    "suppressPackageStartupMessages(library(ggplot2))\n",
+    "suppressPackageStartupMessages(library(platetools))\n",
+    "suppressPackageStartupMessages(library(stringr))\n",
+    "suppressPackageStartupMessages(library(arrow))\n",
+    "suppressPackageStartupMessages(library(RColorBrewer))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Set paths and variables"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# Paths to CSV files to generate QC report\n",
+    "path_to_qc_results <- file.path(\"../Corrected_Images/Corrected_Plate_5/IC_QC_RunImage.csv\")\n",
+    "\n",
+    "# Output path for bar chart\n",
+    "barchart_output_file <- file.path(paste0(\"./qc_figures/Plate_5_flagged_fov_per_well_chart.png\"))\n",
+    "\n",
+    "# Output path for platemap\n",
+    "platemap_output_file <- file.path(paste0(\"./qc_figures/Plate_5_platemap_flagged_fov_per_well.png\"))\n",
+    "\n",
+    "# Output path for site bar plot\n",
+    "site_FOV_output_file <- file.path(paste0(\"./qc_figures/Plate_5_per_site_flagged_fov.png\"))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Load in outlier and quality control results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".list-inline {list-style: none; margin:0; padding: 0}\n",
+       ".list-inline>li {display: inline-block}\n",
+       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
+       "</style>\n",
+       "<ol class=list-inline><li>1512</li><li>110</li></ol>\n"
+      ],
+      "text/latex": [
+       "\\begin{enumerate*}\n",
+       "\\item 1512\n",
+       "\\item 110\n",
+       "\\end{enumerate*}\n"
+      ],
+      "text/markdown": [
+       "1. 1512\n",
+       "2. 110\n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "[1] 1512  110"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"dataframe\">\n",
+       "<caption>A data.frame: 6 × 110</caption>\n",
+       "<thead>\n",
+       "\t<tr><th></th><th scope=col>Channel_OrigDAPI</th><th scope=col>Channel_OrigGFP</th><th scope=col>Channel_OrigMito</th><th scope=col>Channel_OrigRFP</th><th scope=col>ExecutionTime_01Images</th><th scope=col>ExecutionTime_02Metadata</th><th scope=col>ExecutionTime_03NamesAndTypes</th><th scope=col>ExecutionTime_04Groups</th><th scope=col>ExecutionTime_05MeasureImageQuality</th><th scope=col>ExecutionTime_06FlagImage</th><th scope=col>⋯</th><th scope=col>Series_OrigMito</th><th scope=col>Series_OrigRFP</th><th scope=col>URL_OrigDAPI</th><th scope=col>URL_OrigGFP</th><th scope=col>URL_OrigMito</th><th scope=col>URL_OrigRFP</th><th scope=col>Width_OrigDAPI</th><th scope=col>Width_OrigGFP</th><th scope=col>Width_OrigMito</th><th scope=col>Width_OrigRFP</th></tr>\n",
+       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>⋯</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><th scope=row>1</th><td>-1</td><td>-1</td><td>-1</td><td>-1</td><td>0</td><td>0</td><td>1.14</td><td>0</td><td>1.07</td><td>0</td><td>⋯</td><td>0</td><td>0</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_10_DAPI_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_10_GFP_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_10_CY5_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_10_RFP_001.tif</td><td>1224</td><td>1224</td><td>1224</td><td>1224</td></tr>\n",
+       "\t<tr><th scope=row>2</th><td>-1</td><td>-1</td><td>-1</td><td>-1</td><td>0</td><td>0</td><td>1.35</td><td>0</td><td>1.13</td><td>0</td><td>⋯</td><td>0</td><td>0</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_11_DAPI_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_11_GFP_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_11_CY5_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_11_RFP_001.tif</td><td>1224</td><td>1224</td><td>1224</td><td>1224</td></tr>\n",
+       "\t<tr><th scope=row>3</th><td>-1</td><td>-1</td><td>-1</td><td>-1</td><td>0</td><td>0</td><td>0.67</td><td>0</td><td>1.21</td><td>0</td><td>⋯</td><td>0</td><td>0</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_12_DAPI_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_12_GFP_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_12_CY5_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_12_RFP_001.tif</td><td>1224</td><td>1224</td><td>1224</td><td>1224</td></tr>\n",
+       "\t<tr><th scope=row>4</th><td>-1</td><td>-1</td><td>-1</td><td>-1</td><td>0</td><td>0</td><td>0.60</td><td>0</td><td>1.13</td><td>0</td><td>⋯</td><td>0</td><td>0</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_13_DAPI_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_13_GFP_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_13_CY5_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_13_RFP_001.tif</td><td>1224</td><td>1224</td><td>1224</td><td>1224</td></tr>\n",
+       "\t<tr><th scope=row>5</th><td>-1</td><td>-1</td><td>-1</td><td>-1</td><td>0</td><td>0</td><td>0.45</td><td>0</td><td>1.10</td><td>0</td><td>⋯</td><td>0</td><td>0</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_14_DAPI_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_14_GFP_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_14_CY5_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_14_RFP_001.tif</td><td>1224</td><td>1224</td><td>1224</td><td>1224</td></tr>\n",
+       "\t<tr><th scope=row>6</th><td>-1</td><td>-1</td><td>-1</td><td>-1</td><td>0</td><td>0</td><td>0.54</td><td>0</td><td>1.03</td><td>0</td><td>⋯</td><td>0</td><td>0</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_15_DAPI_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_15_GFP_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_15_CY5_001.tif</td><td>file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_15_RFP_001.tif</td><td>1224</td><td>1224</td><td>1224</td><td>1224</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A data.frame: 6 × 110\n",
+       "\\begin{tabular}{r|lllllllllllllllllllll}\n",
+       "  & Channel\\_OrigDAPI & Channel\\_OrigGFP & Channel\\_OrigMito & Channel\\_OrigRFP & ExecutionTime\\_01Images & ExecutionTime\\_02Metadata & ExecutionTime\\_03NamesAndTypes & ExecutionTime\\_04Groups & ExecutionTime\\_05MeasureImageQuality & ExecutionTime\\_06FlagImage & ⋯ & Series\\_OrigMito & Series\\_OrigRFP & URL\\_OrigDAPI & URL\\_OrigGFP & URL\\_OrigMito & URL\\_OrigRFP & Width\\_OrigDAPI & Width\\_OrigGFP & Width\\_OrigMito & Width\\_OrigRFP\\\\\n",
+       "  & <int> & <int> & <int> & <int> & <dbl> & <int> & <dbl> & <int> & <dbl> & <dbl> & ⋯ & <int> & <int> & <chr> & <chr> & <chr> & <chr> & <int> & <int> & <int> & <int>\\\\\n",
+       "\\hline\n",
+       "\t1 & -1 & -1 & -1 & -1 & 0 & 0 & 1.14 & 0 & 1.07 & 0 & ⋯ & 0 & 0 & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_1\\_10\\_DAPI\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_2\\_10\\_GFP\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_3\\_10\\_CY5\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_4\\_10\\_RFP\\_001.tif & 1224 & 1224 & 1224 & 1224\\\\\n",
+       "\t2 & -1 & -1 & -1 & -1 & 0 & 0 & 1.35 & 0 & 1.13 & 0 & ⋯ & 0 & 0 & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_1\\_11\\_DAPI\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_2\\_11\\_GFP\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_3\\_11\\_CY5\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_4\\_11\\_RFP\\_001.tif & 1224 & 1224 & 1224 & 1224\\\\\n",
+       "\t3 & -1 & -1 & -1 & -1 & 0 & 0 & 0.67 & 0 & 1.21 & 0 & ⋯ & 0 & 0 & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_1\\_12\\_DAPI\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_2\\_12\\_GFP\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_3\\_12\\_CY5\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_4\\_12\\_RFP\\_001.tif & 1224 & 1224 & 1224 & 1224\\\\\n",
+       "\t4 & -1 & -1 & -1 & -1 & 0 & 0 & 0.60 & 0 & 1.13 & 0 & ⋯ & 0 & 0 & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_1\\_13\\_DAPI\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_2\\_13\\_GFP\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_3\\_13\\_CY5\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_4\\_13\\_RFP\\_001.tif & 1224 & 1224 & 1224 & 1224\\\\\n",
+       "\t5 & -1 & -1 & -1 & -1 & 0 & 0 & 0.45 & 0 & 1.10 & 0 & ⋯ & 0 & 0 & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_1\\_14\\_DAPI\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_2\\_14\\_GFP\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_3\\_14\\_CY5\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_4\\_14\\_RFP\\_001.tif & 1224 & 1224 & 1224 & 1224\\\\\n",
+       "\t6 & -1 & -1 & -1 & -1 & 0 & 0 & 0.54 & 0 & 1.03 & 0 & ⋯ & 0 & 0 & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_1\\_15\\_DAPI\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_2\\_15\\_GFP\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_3\\_15\\_CY5\\_001.tif & file:/home/jenna/nf1\\_cellpainting\\_data/0.download\\_data/Plate\\_5/B10\\_01\\_4\\_15\\_RFP\\_001.tif & 1224 & 1224 & 1224 & 1224\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A data.frame: 6 × 110\n",
+       "\n",
+       "| <!--/--> | Channel_OrigDAPI &lt;int&gt; | Channel_OrigGFP &lt;int&gt; | Channel_OrigMito &lt;int&gt; | Channel_OrigRFP &lt;int&gt; | ExecutionTime_01Images &lt;dbl&gt; | ExecutionTime_02Metadata &lt;int&gt; | ExecutionTime_03NamesAndTypes &lt;dbl&gt; | ExecutionTime_04Groups &lt;int&gt; | ExecutionTime_05MeasureImageQuality &lt;dbl&gt; | ExecutionTime_06FlagImage &lt;dbl&gt; | ⋯ ⋯ | Series_OrigMito &lt;int&gt; | Series_OrigRFP &lt;int&gt; | URL_OrigDAPI &lt;chr&gt; | URL_OrigGFP &lt;chr&gt; | URL_OrigMito &lt;chr&gt; | URL_OrigRFP &lt;chr&gt; | Width_OrigDAPI &lt;int&gt; | Width_OrigGFP &lt;int&gt; | Width_OrigMito &lt;int&gt; | Width_OrigRFP &lt;int&gt; |\n",
+       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
+       "| 1 | -1 | -1 | -1 | -1 | 0 | 0 | 1.14 | 0 | 1.07 | 0 | ⋯ | 0 | 0 | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_10_DAPI_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_10_GFP_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_10_CY5_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_10_RFP_001.tif | 1224 | 1224 | 1224 | 1224 |\n",
+       "| 2 | -1 | -1 | -1 | -1 | 0 | 0 | 1.35 | 0 | 1.13 | 0 | ⋯ | 0 | 0 | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_11_DAPI_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_11_GFP_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_11_CY5_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_11_RFP_001.tif | 1224 | 1224 | 1224 | 1224 |\n",
+       "| 3 | -1 | -1 | -1 | -1 | 0 | 0 | 0.67 | 0 | 1.21 | 0 | ⋯ | 0 | 0 | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_12_DAPI_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_12_GFP_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_12_CY5_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_12_RFP_001.tif | 1224 | 1224 | 1224 | 1224 |\n",
+       "| 4 | -1 | -1 | -1 | -1 | 0 | 0 | 0.60 | 0 | 1.13 | 0 | ⋯ | 0 | 0 | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_13_DAPI_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_13_GFP_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_13_CY5_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_13_RFP_001.tif | 1224 | 1224 | 1224 | 1224 |\n",
+       "| 5 | -1 | -1 | -1 | -1 | 0 | 0 | 0.45 | 0 | 1.10 | 0 | ⋯ | 0 | 0 | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_14_DAPI_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_14_GFP_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_14_CY5_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_14_RFP_001.tif | 1224 | 1224 | 1224 | 1224 |\n",
+       "| 6 | -1 | -1 | -1 | -1 | 0 | 0 | 0.54 | 0 | 1.03 | 0 | ⋯ | 0 | 0 | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_15_DAPI_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_15_GFP_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_15_CY5_001.tif | file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_15_RFP_001.tif | 1224 | 1224 | 1224 | 1224 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  Channel_OrigDAPI Channel_OrigGFP Channel_OrigMito Channel_OrigRFP\n",
+       "1 -1               -1              -1               -1             \n",
+       "2 -1               -1              -1               -1             \n",
+       "3 -1               -1              -1               -1             \n",
+       "4 -1               -1              -1               -1             \n",
+       "5 -1               -1              -1               -1             \n",
+       "6 -1               -1              -1               -1             \n",
+       "  ExecutionTime_01Images ExecutionTime_02Metadata ExecutionTime_03NamesAndTypes\n",
+       "1 0                      0                        1.14                         \n",
+       "2 0                      0                        1.35                         \n",
+       "3 0                      0                        0.67                         \n",
+       "4 0                      0                        0.60                         \n",
+       "5 0                      0                        0.45                         \n",
+       "6 0                      0                        0.54                         \n",
+       "  ExecutionTime_04Groups ExecutionTime_05MeasureImageQuality\n",
+       "1 0                      1.07                               \n",
+       "2 0                      1.13                               \n",
+       "3 0                      1.21                               \n",
+       "4 0                      1.13                               \n",
+       "5 0                      1.10                               \n",
+       "6 0                      1.03                               \n",
+       "  ExecutionTime_06FlagImage ⋯ Series_OrigMito Series_OrigRFP\n",
+       "1 0                         ⋯ 0               0             \n",
+       "2 0                         ⋯ 0               0             \n",
+       "3 0                         ⋯ 0               0             \n",
+       "4 0                         ⋯ 0               0             \n",
+       "5 0                         ⋯ 0               0             \n",
+       "6 0                         ⋯ 0               0             \n",
+       "  URL_OrigDAPI                                                                           \n",
+       "1 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_10_DAPI_001.tif\n",
+       "2 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_11_DAPI_001.tif\n",
+       "3 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_12_DAPI_001.tif\n",
+       "4 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_13_DAPI_001.tif\n",
+       "5 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_14_DAPI_001.tif\n",
+       "6 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_1_15_DAPI_001.tif\n",
+       "  URL_OrigGFP                                                                           \n",
+       "1 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_10_GFP_001.tif\n",
+       "2 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_11_GFP_001.tif\n",
+       "3 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_12_GFP_001.tif\n",
+       "4 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_13_GFP_001.tif\n",
+       "5 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_14_GFP_001.tif\n",
+       "6 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_2_15_GFP_001.tif\n",
+       "  URL_OrigMito                                                                          \n",
+       "1 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_10_CY5_001.tif\n",
+       "2 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_11_CY5_001.tif\n",
+       "3 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_12_CY5_001.tif\n",
+       "4 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_13_CY5_001.tif\n",
+       "5 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_14_CY5_001.tif\n",
+       "6 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_3_15_CY5_001.tif\n",
+       "  URL_OrigRFP                                                                           \n",
+       "1 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_10_RFP_001.tif\n",
+       "2 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_11_RFP_001.tif\n",
+       "3 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_12_RFP_001.tif\n",
+       "4 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_13_RFP_001.tif\n",
+       "5 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_14_RFP_001.tif\n",
+       "6 file:/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5/B10_01_4_15_RFP_001.tif\n",
+       "  Width_OrigDAPI Width_OrigGFP Width_OrigMito Width_OrigRFP\n",
+       "1 1224           1224          1224           1224         \n",
+       "2 1224           1224          1224           1224         \n",
+       "3 1224           1224          1224           1224         \n",
+       "4 1224           1224          1224           1224         \n",
+       "5 1224           1224          1224           1224         \n",
+       "6 1224           1224          1224           1224         "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Read in CSV files\n",
+    "qc_df <- read.csv(path_to_qc_results)\n",
+    "\n",
+    "dim(qc_df)\n",
+    "head(qc_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Generate data frame removing poor quality sites and counting the number of sites left per well"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[1] 86\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<table class=\"dataframe\">\n",
+       "<caption>A tibble: 6 × 2</caption>\n",
+       "<thead>\n",
+       "\t<tr><th scope=col>Metadata_Well</th><th scope=col>FlaggedFOVs</th></tr>\n",
+       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
+       "</thead>\n",
+       "<tbody>\n",
+       "\t<tr><td>B1 </td><td>1</td></tr>\n",
+       "\t<tr><td>B10</td><td>0</td></tr>\n",
+       "\t<tr><td>B11</td><td>0</td></tr>\n",
+       "\t<tr><td>B12</td><td>1</td></tr>\n",
+       "\t<tr><td>B2 </td><td>1</td></tr>\n",
+       "\t<tr><td>B3 </td><td>2</td></tr>\n",
+       "</tbody>\n",
+       "</table>\n"
+      ],
+      "text/latex": [
+       "A tibble: 6 × 2\n",
+       "\\begin{tabular}{ll}\n",
+       " Metadata\\_Well & FlaggedFOVs\\\\\n",
+       " <chr> & <int>\\\\\n",
+       "\\hline\n",
+       "\t B1  & 1\\\\\n",
+       "\t B10 & 0\\\\\n",
+       "\t B11 & 0\\\\\n",
+       "\t B12 & 1\\\\\n",
+       "\t B2  & 1\\\\\n",
+       "\t B3  & 2\\\\\n",
+       "\\end{tabular}\n"
+      ],
+      "text/markdown": [
+       "\n",
+       "A tibble: 6 × 2\n",
+       "\n",
+       "| Metadata_Well &lt;chr&gt; | FlaggedFOVs &lt;int&gt; |\n",
+       "|---|---|\n",
+       "| B1  | 1 |\n",
+       "| B10 | 0 |\n",
+       "| B11 | 0 |\n",
+       "| B12 | 1 |\n",
+       "| B2  | 1 |\n",
+       "| B3  | 2 |\n",
+       "\n"
+      ],
+      "text/plain": [
+       "  Metadata_Well FlaggedFOVs\n",
+       "1 B1            1          \n",
+       "2 B10           0          \n",
+       "3 B11           0          \n",
+       "4 B12           1          \n",
+       "5 B2            1          \n",
+       "6 B3            2          "
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Count the number of flagged image sets\n",
+    "flagged_image_sets <- sum(qc_df$Image_Quality_Control_QC_Flag == 1)\n",
+    "\n",
+    "well_flag_counts <- qc_df %>%\n",
+    "  group_by(Metadata_Well) %>%\n",
+    "  summarise(FlaggedFOVs = sum(Image_Quality_Control_QC_Flag))\n",
+    "\n",
+    "# Print the number of image sets flagged and not processed\n",
+    "print(flagged_image_sets)\n",
+    "# Print the table\n",
+    "head(well_flag_counts)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Generate bar chart to show how many FOVs were flagged after QC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 360,
+       "width": 840
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Extract the first letter from 'Metadata_Well' to create a color palette\n",
+    "unique_starting_letters <- unique(substr(well_flag_counts$Metadata_Well, 1, 1))\n",
+    "\n",
+    "# Create a color palette based on unique starting letters\n",
+    "color_palette <- colorRampPalette(brewer.pal(8, \"Set1\"))(length(unique_starting_letters))\n",
+    "\n",
+    "# Map each unique starting letter to a color in a named vector\n",
+    "color_dict <- setNames(color_palette, unique_starting_letters)\n",
+    "\n",
+    "# Create a new column 'Color' in the data frame based on the starting letter\n",
+    "well_flag_counts$Color <- color_dict[substr(well_flag_counts$Metadata_Well, 1, 1)]\n",
+    "\n",
+    "# Increase the figure size to extend the chart horizontally\n",
+    "options(repr.plot.width=14, repr.plot.height=6)\n",
+    "\n",
+    "# Create a bar chart using ggplot2 with the 'Color' column for colors\n",
+    "fov_chart <- ggplot(well_flag_counts, aes(x = Metadata_Well, y = FlaggedFOVs, fill = Color)) +\n",
+    "  geom_bar(stat = 'identity') +\n",
+    "  labs(x = 'Metadata_Well', y = 'Number of Flagged FOVs', title = 'Count of Flagged FOVs per Well for Plate 5') +\n",
+    "  scale_fill_identity() +\n",
+    "  theme_bw() +\n",
+    "  theme(axis.text.x = element_text(angle = 45, hjust = 1))\n",
+    "\n",
+    "# Save plot to qc_figures\n",
+    "ggsave(\n",
+    "        barchart_output_file,\n",
+    "        fov_chart,\n",
+    "        dpi = 500,\n",
+    "        height = 6,\n",
+    "        width = 10\n",
+    "    )\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Generate plate map to show distribution of flagged FOVs from QC"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 360,
+       "width": 840
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Add genotype to data frame to label on plot\n",
+    "well_flag_counts <- well_flag_counts %>%\n",
+    "  mutate(\n",
+    "    Metadata_genotype = case_when(\n",
+    "      as.numeric(gsub(\"\\\\D\", \"\", Metadata_Well)) %in% 1:4 ~ \"WT\",\n",
+    "      as.numeric(gsub(\"\\\\D\", \"\", Metadata_Well)) %in% 5:8 ~ \"HET\",\n",
+    "      as.numeric(gsub(\"\\\\D\", \"\", Metadata_Well)) %in% 9:12 ~ \"Null\",\n",
+    "    )\n",
+    "  )\n",
+    "\n",
+    "fov_platemap <- platetools::raw_map(\n",
+    "    data = well_flag_counts$FlaggedFOVs,\n",
+    "    well = well_flag_counts$Metadata_Well,\n",
+    "    plate = 96,\n",
+    "    size = 8\n",
+    "    ) +\n",
+    "\n",
+    "    ggtitle(paste(\"Platemap of Flagged FOV Count Per Well in Plate 5\")) +\n",
+    "    geom_point(aes(shape = well_flag_counts$Metadata_genotype)) +\n",
+    "    scale_shape_discrete(name = \"Genotype\") +\n",
+    "    scale_fill_gradient(\n",
+    "      name = \"Flagged FOV Count\",\n",
+    "      low = \"white\",\n",
+    "      high = \"red\",\n",
+    "    ) +\n",
+    "    theme(\n",
+    "    plot.title = element_text(size = 10, face = \"bold\"),\n",
+    "    legend.text = element_text(size = 8),  # Adjust the text size\n",
+    "    legend.title = element_text(size = 8),  # Adjust the title size\n",
+    "    legend.key.size = unit(0.5, \"cm\")      # Adjust the key size\n",
+    "  )\n",
+    "\n",
+    "    ggsave(\n",
+    "    platemap_output_file,\n",
+    "    fov_platemap,\n",
+    "    dpi = 500,\n",
+    "    height = 3.5,\n",
+    "    width = 6\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Count of flagged FOVs based on site number"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".list-inline {list-style: none; margin:0; padding: 0}\n",
+       ".list-inline>li {display: inline-block}\n",
+       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
+       "</style>\n",
+       "<ol class=list-inline><li>86</li><li>110</li></ol>\n"
+      ],
+      "text/latex": [
+       "\\begin{enumerate*}\n",
+       "\\item 86\n",
+       "\\item 110\n",
+       "\\end{enumerate*}\n"
+      ],
+      "text/markdown": [
+       "1. 86\n",
+       "2. 110\n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "[1]  86 110"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "plot without title"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 360,
+       "width": 840
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Replace 'path_to_qc_results' with your actual data frame name\n",
+    "flagged_qc_df <- qc_df[qc_df$Image_Quality_Control_QC_Flag == 1, ]\n",
+    "\n",
+    "dim(flagged_qc_df)\n",
+    "\n",
+    "# Example using viridis palette\n",
+    "site_FOV_plot <- ggplot(flagged_qc_df, aes(x = factor(Metadata_Site))) +\n",
+    "  geom_bar(fill = \"steelblue\") +\n",
+    "  labs(title = \"Count of Flagged FOVs per Site Integer in Plate 5\",\n",
+    "       x = \"Site\",\n",
+    "       y = \"Count\")\n",
+    "\n",
+    "# Save plot to qc_figures\n",
+    "ggsave(\n",
+    "        site_FOV_output_file,\n",
+    "        site_FOV_plot,\n",
+    "        dpi = 500,\n",
+    "        height = 6,\n",
+    "        width = 10\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Determine how many misclassified cells match with flagged images from QC (from training ML without QC)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "vscode": {
+     "languageId": "r"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".list-inline {list-style: none; margin:0; padding: 0}\n",
+       ".list-inline>li {display: inline-block}\n",
+       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
+       "</style>\n",
+       "<ol class=list-inline><li>462</li><li>19</li></ol>\n"
+      ],
+      "text/latex": [
+       "\\begin{enumerate*}\n",
+       "\\item 462\n",
+       "\\item 19\n",
+       "\\end{enumerate*}\n"
+      ],
+      "text/markdown": [
+       "1. 462\n",
+       "2. 19\n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "[1] 462  19"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       ".list-inline {list-style: none; margin:0; padding: 0}\n",
+       ".list-inline>li {display: inline-block}\n",
+       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
+       "</style>\n",
+       "<ol class=list-inline><li>447</li><li>19</li></ol>\n"
+      ],
+      "text/latex": [
+       "\\begin{enumerate*}\n",
+       "\\item 447\n",
+       "\\item 19\n",
+       "\\end{enumerate*}\n"
+      ],
+      "text/markdown": [
+       "1. 447\n",
+       "2. 19\n",
+       "\n",
+       "\n"
+      ],
+      "text/plain": [
+       "[1] 447  19"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Load the parquet file into misclassed_df\n",
+    "misclassed_df <- arrow::read_parquet(\"./misclassified_cells.parquet\")\n",
+    "\n",
+    "dim(misclassed_df)\n",
+    "\n",
+    "# Convert Metadata_Site to character in flagged_qc_df\n",
+    "flagged_qc_df <- flagged_qc_df %>%\n",
+    "  mutate(Metadata_Site = as.character(Metadata_Site))\n",
+    "\n",
+    "# Convert Metadata_Site to character in misclassed_df\n",
+    "misclassed_df <- misclassed_df %>%\n",
+    "  mutate(Metadata_Site = as.character(Metadata_Site))\n",
+    "\n",
+    "# Perform anti-join\n",
+    "filtered_misclassed_df <- misclassed_df %>%\n",
+    "  anti_join(flagged_qc_df, by = c(\"Metadata_Well\", \"Metadata_Site\"))\n",
+    "\n",
+    "dim(filtered_misclassed_df)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "R",
+   "language": "R",
+   "name": "ir"
+  },
+  "language_info": {
+   "codemirror_mode": "r",
+   "file_extension": ".r",
+   "mimetype": "text/x-r-source",
+   "name": "R",
+   "pygments_lexer": "r",
+   "version": "4.2.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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+size 22201
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diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3/Experiment.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3/Experiment.csv
new file mode 100644
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@@ -0,0 +1,125 @@
+Key,Value
+CellProfiler_Version,4.2.4
+ChannelType_OrigCY5,Grayscale
+ChannelType_OrigDAPI,Grayscale
+ChannelType_OrigGFP,Grayscale
+ChannelType_OrigRFP,Grayscale
+ImageSet_Zip_Dictionary,b'PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0iVVRGLTgiPz48T01FIHhtbG5zPSJodHRwOi8vd3d3Lm9wZW5taWNyb3Njb3B5Lm9yZy9TY2hlbWFzL09NRS8yMDE2LTA2Ij48SW1hZ2UgSUQ9Ik9yaWdEQVBJIj48UGl4ZWxzIERpbWVuc2lvbk9yZGVyPSJYWUNaVCIgSUQ9IlBpeGVsczpPcmlnREFQSSIgU2l6ZVQ9IjEiIFNpemVYPSIxIiBTaXplWT0iMSI+PFRpZmZEYXRhIEZpcnN0Qz0iMCIgRmlyc3RUPSIwIiBGaXJzdFo9IjAiIElGRD0iMCIgUGxhbmVDb3VudD0iMSI+PFVVSUQgRmlsZU5hbWU9ImZpbGU6L2hvbWUvamVubmEvbmYxX2NlbGxwYWludGluZ19kYXRhLzAuZG93bmxvYWRfZGF0YS9QbGF0ZV8zL0IxMF8wMV8xXzEwX0RBUElfMDAxLnRpZiIvPjwvVGlmZkRhdGE+PFBsYW5lIFRoZUM9IjAiIFRoZVQ9IjAiIFRoZVo9IjAiLz48L1BpeGVscz48L0ltYWdlPjxJbWFnZSBJRD0iT3JpZ0dGUCI+PFBpeGVscyBEaW1lbnNpb25PcmRlcj0iWFlDWlQiIElEPSJQaXhlbHM6T3JpZ0dGUCIgU2l6ZVQ9IjEiIFNpemVYPSIxIiBTaXplWT0iMSI+PFRpZmZEYXRhIEZpcnN0Qz0iMCIgRmlyc3RUPSIwIiBGaXJzdFo9IjAiIElGRD0iMCIgUGxhbmVDb3VudD0iMSI+PFVVSUQgRmlsZU5hbWU9ImZpbGU6L2hvbWUvamVubmEvbmYxX2NlbGxwYWludGluZ19kYXRhLzAuZG93bmxvYWRfZGF0YS9QbGF0ZV8zL0IxMF8wMV8yXzEwX0dGUF8wMDEudGlmIi8+PC9UaWZmRGF0YT48UGxhbmUgVGhlQz0iMCIgVGhlVD0iMCIgVGhlWj0iMCIvPjwvUGl4ZWxzPjwvSW1hZ2U+PEltYWdlIElEPSJPcmlnUkZQIj48UGl4ZWxzIERpbWVuc2lvbk9yZGVyPSJYWUNaVCIgSUQ9IlBpeGVsczpPcmlnUkZQIiBTaXplVD0iMSIgU2l6ZVg9IjEiIFNpemVZPSIxIj48VGlmZkRhdGEgRmlyc3RDPSIwIiBGaXJzdFQ9IjAiIEZpcnN0Wj0iMCIgSUZEPSIwIiBQbGFuZUNvdW50PSIxIj48VVVJRCBGaWxlTmFtZT0iZmlsZTovaG9tZS9qZW5uYS9uZjFfY2VsbHBhaW50aW5nX2RhdGEvMC5kb3dubG9hZF9kYXRhL1BsYXRlXzMvMTBfMDFfNF8xMF9SRlBfMDAxLnRpZiIvPjwvVGlmZkRhdGE+PFBsYW5lIFRoZUM9IjAiIFRoZVQ9IjAiIFRoZVo9IjAiLz48L1BpeGVscz48L0ltYWdlPjxJbWFnZSBJRD0iT3JpZ0NZNSI+PFBpeGVscyBEaW1lbnNpb25PcmRlcj0iWFlDWlQiIElEPSJQaXhlbHM6T3JpZ0NZNSIgU2l6ZVQ9IjEiIFNpemVYPSIxIiBTaXplWT0iMSI+PFRpZmZEYXRhIEZpcnN0Qz0iMCIgRmlyc3RUPSIwIiBGaXJzdFo9IjAiIElGRD0iMCIgUGxhbmVDb3VudD0iMSI+PFVVSUQgRmlsZU5hbWU9ImZpbGU6L2hvbWUvamVubmEvbmYxX2NlbGxwYWludGluZ19kYXRhLzAuZG93bmxvYWRfZGF0YS9QbGF0ZV8zL1lPIiBTaXplVD0iMSIgU2l6ZVg9IjEiIFNpemVZPSIxIj48VGlmZkRhdGEgRmlyc3RDPSIwIiBGaXJzdFQ9IjAiIEZpcnN0Wj0iMCIgSUZEPSIwIiBQbGFuZUNvdW50PSIxIj48VVVJRCBGaWxlTmFtZT0iZmlsZTovaG9tZS9qZW5uYS9uZjFfY2VsbHBhaW50aW5nX2RhdGEvMC5kb3dubG9hZF9kYXRhL1BsYXRlXzMvQzRfMDFfMV8xMF9EQVBJXzAwMS50aWYiLz48L1RpZmZEYXRhPjxQbGFuZSBUaGVDPSIwIiBUaGVUPSIwIiBUaGVaPSIwIi8+PC9QaXhlbHM+PC9JbWFnZT48SW1hZ2UgSUQ9Ik9yaWdHRlAiPjxQaXhlbHMgRGltZW5zaW9uT3JkZXI9IlhZQ1pUIiBJRD0iUGl4ZWxzOk9yaWdHRlAiIFNpemVUPSIxIiBTaXplWD0iMSIgU2l6ZVk9IjEiPjxUaWZmRGF0YSBGaXJzdEM9IjAiIEZpcnN0VD0iMCIgRmlyc3RaPSIwIiBJRkQ9IjAiIFBsYW5lQ291bnQ9IjEiPjxVVUlEIEZpbGVOYW1lPSJmaWxlOi9ob21lL2plbm5hL25mMV9jZWxscGFpbnRpbmdfZGF0YS8wLmRvd25sb2FkX2RhdGEvUGxhdGVfMy9DNF8wMV8yXzEwX0dGUF8wMDEudGlmIi8+PC9UaWZmRGF0YT48UGxhbmUgVGhlQz0iMCIgVGhlVD0iMCIgVGhlWj0iMCIvPjwvUGl4ZWxzPjwvSW1hZ2U+PEltYWdlIElEPSJPcmlnUkZQIj48UGl4ZWxzIERpbWVuc2lvbk9yZGVyPSJYWUNaVCIgSUQ9IlBpeGVsczpPcmlnUkZQIiBTaXplVD0iMSIgU2l6ZVg9IjEiIFNpemVZPSIxIj48VGlmZkRhdGEgRmlyc3RDPSIwIiBGaXJzdFQ9IjAiIEZpcnN0Wj0iMCIgSUZEPSIwIiBQbGFuZUNvdW50PSIxIj48VVVJRCBGaWxlTmFtZT0iZmlsZTovaG9tZS9qZW5uYS9uZjFfY2VsbHBhaW50aW5nX2RhdGEvMC5kb3dubG9hZF9kYXRhL1BsYXRlXzMvQzRfMDFfNF8xMF9SRlBfMDAxLnRpZiIvPjwvVGlmZkRhdGE+PFBsYW5lIFRoZUM9IjAiIFRoZVQ9IjAiIFRoZVo9IjAiLz48L1BpeGVscz48L0ltYWdlPjxJbWFnZSBJRD0iT3JpZ0NZNSI+PFBpeGVscyBEaW1lbnNpb25PcmRlcj0iWFlDWlQiIElEPSJQaXhlbHM6T3JpZ0NZNSIgU2l6ZVQ9IjEiIFNpemVYPSIxIiBTaXplWT0iMSI+PFRpZmZEYXRhIEZpcnN0Qz0iMCIgRmlyc3RUPSIwIiBGaXJzdFo9IjAiIElGRD0iMCIgUGxhbmVDb3VudD0iMSI+PFVVSUQgRmlsZU5hbWU9ImZpbGU6L2hvbWUvamVubmEvbmYxX2NlbGxwYWludGluZ19kYXRhLzAuZG93bmxvYWRfZGF0YS9QbGF0ZV8zLyIgU2l6ZVQ9IjEiIFNpemVYPSIxIiBTaXplWT0iMSI+PFRpZmZEYXRhIEZpcnN0Qz0iMCIgRmlyc3RUPSIwIiBGaXJzdFo9IjAiIElGRD0iMCIgUGxhbmVDb3VudD0iMSI+PFVVSUQgRmlsZU5hbWU9ImZpbGU6L2hvbWUvamVubmEvbmYxX2NlbGxwYWludGluZ19kYXRhLzAuZG93bmxvYWRfZGF0YS9QbGF0ZV8zL0UxMF8wMV9GUCIgU2l6ZVQ9IjEiIFNpemVYPSIxIiBTaXplWT0iMSI+PFRpZmZEYXRhIEZpcnN0Qz0iMCIgRmlyc3RUPSIwIiBGaXJzdFo9IjAiIElGRD0iMCIgUGxhbmVDb3VudD0iMSI+PFVVSUQgRmlsZU5hbWU9ImZpbGU6L2hvbWUvamVubmEvbmYxX2NlbGxwYWludGluZ19kYXRhLzAuZG93bmxvYWRfZGF0YS9QbGF0ZV8zL0UxMF8wMV8xMF94bWxyc2lvbjEuMCJlbmNvaW5nRj9PTUVuc3A6L3d3Lm9waWdTaG0vT01FMi02Ij48REFQSU9yaWdEQVBJIiBTaXplVD0iMSIgU2l6ZVg9IjEiIFNpemVZPSIxIj48VGlmZkRhdGEgRmlyc3RDPSIwIiBGaXJzdFQ9IjAiIEZpcnN0Wj0iMCIgSUZEPSIwIiBQbGFuZUNvdW50PSIxIj48VVVJRCBGaWxlTmFtZT0iZmlsZTovaG9tZS9qZW5uYS9uZjFfY2VsbHBhaW50aW5nX2RhdGEvMC5kb3dubG9hZF9kYXRhL1BsYXRlXzMvRjRfMDFfMV8xMF9HRlAiPjxQaXhlbHMgRGltZW5zaW9uT3JkZXI9IlhZQ1pUIiBJRD0iUGl4ZWxzOk9yaWdHRlAiIFNpemVUPSIxIiBTaXplWD0iMSIgU2l6ZVk9IjEiPjxUaWZmRGF0YSBGaXJzdEM9IjAiIEZpcnN0VD0iMCIgRmlyc3RaPSIwIiBJRkQ9IjAiIFBsYW5lQ291bnQ9IjEiPjxVVUlEIEZpbGVOYW1lPSJmaWxlOi9ob21lL2plbm5hL25mMV9jZWxscGFpbnRpbmdfZGF0YS8wLmRvd25sb2FkX2RhdGEvUGxhdGVfMy9GNF8wMV9fMDAxdGlmPjxhdFBsYW5lIFRoZUM9IjAiIFRoZVQ9IjAiWj0iMCIvPjwvUHg+PC9tYUltYWdlIElEPSJSRlA+PFBpeGVscyBPcmVyVCIgSU9yaWdSRlAiIFNpemU9IjEiIFNpemVYPSIxIj0iMSI+PFRpZmZEYXRhIEZpcnN0Qz0iMCIgRmlyc3RUPSIwIiBaPSIwIkQ9IlBsYW50PSIxVUlEIEZpaWxlOm1lY2VsaW5fZGF0YS9vZF8zNF9fMUZQXzAwMS50aWYiLz48L1RpZmZEYXRhPjxQbGFuZSBUaGVDPSIwIiBUaGVUPSIwIiBUaGVaPSIwIi8+PC9QaXhlbHM+PC9JbWFnZT48SW1hZ2UgSUQ9Ik9yaWdDWTUiPjxQaXhlbHMgRGltZW5zaW9uT3JkZXI9IlhZQ1pUIiBJRD0iUGl4ZWxzOk9yaWdDW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+Metadata_Tags,"[""ImageNumber""]"
+Pipeline_Pipeline,"CellProfiler Pipeline: http://www.cellprofiler.org
+Version:5
+DateRevision:424
+GitHash:
+ModuleCount:6
+HasImagePlaneDetails:False
+
+Images:[module_num:1|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Add the plate images to view when testing parameters. If not, make sure it is blank prior to processing the images via the notebook.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    :
+    Filter images?:Images only
+    Select the rule criteria:and (extension does isimage) (directory doesnot containregexp ""[\\\\/]\\."")
+
+Metadata:[module_num:2|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['There is no need to extract metadata since we are not using the GUI to processes each plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Extract metadata?:No
+    Metadata data type:Text
+    Metadata types:{}
+    Extraction method count:1
+    Metadata extraction method:Extract from file/folder names
+    Metadata source:Folder name
+    Regular expression to extract from file name:^(?P<Plate>.*)_(?P<Well>[A-P][0-9]{2})_s(?P<Site>[0-9])_w(?P<ChannelNumber>[0-9])
+    Regular expression to extract from folder name:(?P<Plate>localhost220512140003_KK22-05-198|localhost220513100001_KK22-05-198_FactinAdjusted|localhost230405150001)
+    Extract metadata from:All images
+    Select the filtering criteria:and (file does contain """")
+    Metadata file location:Elsewhere...|
+    Match file and image metadata:[]
+    Use case insensitive matching?:No
+    Metadata file name:None
+    Does cached metadata exist?:No
+
+NamesAndTypes:[module_num:3|svn_version:'Unknown'|variable_revision_number:8|show_window:False|notes:['Assign each image to its channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Assign a name to:Images matching rules
+    Select the image type:Grayscale image
+    Name to assign these images:DNA
+    Match metadata:[]
+    Image set matching method:Order
+    Set intensity range from:Image metadata
+    Assignments count:4
+    Single images count:0
+    Maximum intensity:255.0
+    Process as 3D?:No
+    Relative pixel spacing in X:1.0
+    Relative pixel spacing in Y:1.0
+    Relative pixel spacing in Z:1.0
+    Select the rule criteria:and (file does contain ""DAPI"")
+    Name to assign these images:OrigDAPI
+    Name to assign these objects:Cell
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""GFP"")
+    Name to assign these images:OrigGFP
+    Name to assign these objects:Nucleus
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""RFP"")
+    Name to assign these images:OrigRFP
+    Name to assign these objects:Cytoplasm
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""CY5"")
+    Name to assign these images:OrigCY5
+    Name to assign these objects:Speckle
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+
+Groups:[module_num:4|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since we are not using the GUI to processes each plate, we do NOT need to group the images by plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Do you want to group your images?:No
+    grouping metadata count:1
+    Metadata category:Plate
+
+MeasureImageQuality:[module_num:5|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['To measure image quality, we will only be using blur and saturation to determine how out of focus images are and if there are large highly saturated artifacts. Defaults are used for blur.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Calculate metrics for which images?:All loaded images
+    Image count:1
+    Scale count:1
+    Threshold count:1
+    Select the images to measure:
+    Include the image rescaling value?:Yes
+    Calculate blur metrics?:Yes
+    Spatial scale for blur measurements:20
+    Calculate saturation metrics?:Yes
+    Calculate intensity metrics?:No
+    Calculate thresholds?:No
+    Use all thresholding methods?:No
+    Select a thresholding method:Otsu
+    Typical fraction of the image covered by objects:0.1
+    Two-class or three-class thresholding?:Two classes
+    Minimize the weighted variance or the entropy?:Weighted variance
+    Assign pixels in the middle intensity class to the foreground or the background?:Foreground
+
+ExportToSpreadsheet:[module_num:6|svn_version:'Unknown'|variable_revision_number:13|show_window:False|notes:['Export all of the whole image quality metrics to a spreadsheet to load in and evaluate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Select the column delimiter:Comma ("","")
+    Add image metadata columns to your object data file?:No
+    Add image file and folder names to your object data file?:No
+    Select the measurements to export:No
+    Calculate the per-image mean values for object measurements?:No
+    Calculate the per-image median values for object measurements?:No
+    Calculate the per-image standard deviation values for object measurements?:No
+    Output file location:Default Output Folder|
+    Create a GenePattern GCT file?:No
+    Select source of sample row name:Metadata
+    Select the image to use as the identifier:None
+    Select the metadata to use as the identifier:None
+    Export all measurement types?:Yes
+    Press button to select measurements:
+    Representation of Nan/Inf:NaN
+    Add a prefix to file names?:No
+    Filename prefix:Whole_Image_QC
+    Overwrite existing files without warning?:No
+    Data to export:Do not use
+    Combine these object measurements with those of the previous object?:No
+    File name:DATA.csv
+    Use the object name for the file name?:Yes
+"
+Run_Timestamp,2024-01-30T15:49:14.713933
diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3/Image.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3/Image.csv
new file mode 100644
index 0000000..61d0a05
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3/Image.csv
@@ -0,0 +1,1801 @@
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diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3_prime/Experiment.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3_prime/Experiment.csv
new file mode 100644
index 0000000..ea562a0
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3_prime/Experiment.csv
@@ -0,0 +1,125 @@
+Key,Value
+CellProfiler_Version,4.2.4
+ChannelType_OrigCY5,Grayscale
+ChannelType_OrigDAPI,Grayscale
+ChannelType_OrigGFP,Grayscale
+ChannelType_OrigRFP,Grayscale
+ImageSet_Zip_Dictionary,b'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'
+Metadata_Tags,"[""ImageNumber""]"
+Pipeline_Pipeline,"CellProfiler Pipeline: http://www.cellprofiler.org
+Version:5
+DateRevision:424
+GitHash:
+ModuleCount:6
+HasImagePlaneDetails:False
+
+Images:[module_num:1|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Add the plate images to view when testing parameters. If not, make sure it is blank prior to processing the images via the notebook.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    :
+    Filter images?:Images only
+    Select the rule criteria:and (extension does isimage) (directory doesnot containregexp ""[\\\\/]\\."")
+
+Metadata:[module_num:2|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['There is no need to extract metadata since we are not using the GUI to processes each plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Extract metadata?:No
+    Metadata data type:Text
+    Metadata types:{}
+    Extraction method count:1
+    Metadata extraction method:Extract from file/folder names
+    Metadata source:Folder name
+    Regular expression to extract from file name:^(?P<Plate>.*)_(?P<Well>[A-P][0-9]{2})_s(?P<Site>[0-9])_w(?P<ChannelNumber>[0-9])
+    Regular expression to extract from folder name:(?P<Plate>localhost220512140003_KK22-05-198|localhost220513100001_KK22-05-198_FactinAdjusted|localhost230405150001)
+    Extract metadata from:All images
+    Select the filtering criteria:and (file does contain """")
+    Metadata file location:Elsewhere...|
+    Match file and image metadata:[]
+    Use case insensitive matching?:No
+    Metadata file name:None
+    Does cached metadata exist?:No
+
+NamesAndTypes:[module_num:3|svn_version:'Unknown'|variable_revision_number:8|show_window:False|notes:['Assign each image to its channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Assign a name to:Images matching rules
+    Select the image type:Grayscale image
+    Name to assign these images:DNA
+    Match metadata:[]
+    Image set matching method:Order
+    Set intensity range from:Image metadata
+    Assignments count:4
+    Single images count:0
+    Maximum intensity:255.0
+    Process as 3D?:No
+    Relative pixel spacing in X:1.0
+    Relative pixel spacing in Y:1.0
+    Relative pixel spacing in Z:1.0
+    Select the rule criteria:and (file does contain ""DAPI"")
+    Name to assign these images:OrigDAPI
+    Name to assign these objects:Cell
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""GFP"")
+    Name to assign these images:OrigGFP
+    Name to assign these objects:Nucleus
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""RFP"")
+    Name to assign these images:OrigRFP
+    Name to assign these objects:Cytoplasm
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""CY5"")
+    Name to assign these images:OrigCY5
+    Name to assign these objects:Speckle
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+
+Groups:[module_num:4|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since we are not using the GUI to processes each plate, we do NOT need to group the images by plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Do you want to group your images?:No
+    grouping metadata count:1
+    Metadata category:Plate
+
+MeasureImageQuality:[module_num:5|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['To measure image quality, we will only be using blur and saturation to determine how out of focus images are and if there are large highly saturated artifacts. Defaults are used for blur.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Calculate metrics for which images?:All loaded images
+    Image count:1
+    Scale count:1
+    Threshold count:1
+    Select the images to measure:
+    Include the image rescaling value?:Yes
+    Calculate blur metrics?:Yes
+    Spatial scale for blur measurements:20
+    Calculate saturation metrics?:Yes
+    Calculate intensity metrics?:No
+    Calculate thresholds?:No
+    Use all thresholding methods?:No
+    Select a thresholding method:Otsu
+    Typical fraction of the image covered by objects:0.1
+    Two-class or three-class thresholding?:Two classes
+    Minimize the weighted variance or the entropy?:Weighted variance
+    Assign pixels in the middle intensity class to the foreground or the background?:Foreground
+
+ExportToSpreadsheet:[module_num:6|svn_version:'Unknown'|variable_revision_number:13|show_window:False|notes:['Export all of the whole image quality metrics to a spreadsheet to load in and evaluate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Select the column delimiter:Comma ("","")
+    Add image metadata columns to your object data file?:No
+    Add image file and folder names to your object data file?:No
+    Select the measurements to export:No
+    Calculate the per-image mean values for object measurements?:No
+    Calculate the per-image median values for object measurements?:No
+    Calculate the per-image standard deviation values for object measurements?:No
+    Output file location:Default Output Folder|
+    Create a GenePattern GCT file?:No
+    Select source of sample row name:Metadata
+    Select the image to use as the identifier:None
+    Select the metadata to use as the identifier:None
+    Export all measurement types?:Yes
+    Press button to select measurements:
+    Representation of Nan/Inf:NaN
+    Add a prefix to file names?:No
+    Filename prefix:Whole_Image_QC
+    Overwrite existing files without warning?:No
+    Data to export:Do not use
+    Combine these object measurements with those of the previous object?:No
+    File name:DATA.csv
+    Use the object name for the file name?:Yes
+"
+Run_Timestamp,2024-01-30T15:49:14.697210
diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3_prime/Image.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3_prime/Image.csv
new file mode 100644
index 0000000..2251ad3
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_3_prime/Image.csv
@@ -0,0 +1,1801 @@
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diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_4/Experiment.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_4/Experiment.csv
new file mode 100644
index 0000000..f532f4e
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_4/Experiment.csv
@@ -0,0 +1,125 @@
+Key,Value
+CellProfiler_Version,4.2.4
+ChannelType_OrigCY5,Grayscale
+ChannelType_OrigDAPI,Grayscale
+ChannelType_OrigGFP,Grayscale
+ChannelType_OrigRFP,Grayscale
+ImageSet_Zip_Dictionary,b'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'
+Metadata_Tags,"[""ImageNumber""]"
+Pipeline_Pipeline,"CellProfiler Pipeline: http://www.cellprofiler.org
+Version:5
+DateRevision:424
+GitHash:
+ModuleCount:6
+HasImagePlaneDetails:False
+
+Images:[module_num:1|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Add the plate images to view when testing parameters. If not, make sure it is blank prior to processing the images via the notebook.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    :
+    Filter images?:Images only
+    Select the rule criteria:and (extension does isimage) (directory doesnot containregexp ""[\\\\/]\\."")
+
+Metadata:[module_num:2|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['There is no need to extract metadata since we are not using the GUI to processes each plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Extract metadata?:No
+    Metadata data type:Text
+    Metadata types:{}
+    Extraction method count:1
+    Metadata extraction method:Extract from file/folder names
+    Metadata source:Folder name
+    Regular expression to extract from file name:^(?P<Plate>.*)_(?P<Well>[A-P][0-9]{2})_s(?P<Site>[0-9])_w(?P<ChannelNumber>[0-9])
+    Regular expression to extract from folder name:(?P<Plate>localhost220512140003_KK22-05-198|localhost220513100001_KK22-05-198_FactinAdjusted|localhost230405150001)
+    Extract metadata from:All images
+    Select the filtering criteria:and (file does contain """")
+    Metadata file location:Elsewhere...|
+    Match file and image metadata:[]
+    Use case insensitive matching?:No
+    Metadata file name:None
+    Does cached metadata exist?:No
+
+NamesAndTypes:[module_num:3|svn_version:'Unknown'|variable_revision_number:8|show_window:False|notes:['Assign each image to its channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Assign a name to:Images matching rules
+    Select the image type:Grayscale image
+    Name to assign these images:DNA
+    Match metadata:[]
+    Image set matching method:Order
+    Set intensity range from:Image metadata
+    Assignments count:4
+    Single images count:0
+    Maximum intensity:255.0
+    Process as 3D?:No
+    Relative pixel spacing in X:1.0
+    Relative pixel spacing in Y:1.0
+    Relative pixel spacing in Z:1.0
+    Select the rule criteria:and (file does contain ""DAPI"")
+    Name to assign these images:OrigDAPI
+    Name to assign these objects:Cell
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""GFP"")
+    Name to assign these images:OrigGFP
+    Name to assign these objects:Nucleus
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""RFP"")
+    Name to assign these images:OrigRFP
+    Name to assign these objects:Cytoplasm
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""CY5"")
+    Name to assign these images:OrigCY5
+    Name to assign these objects:Speckle
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+
+Groups:[module_num:4|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since we are not using the GUI to processes each plate, we do NOT need to group the images by plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Do you want to group your images?:No
+    grouping metadata count:1
+    Metadata category:Plate
+
+MeasureImageQuality:[module_num:5|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['To measure image quality, we will only be using blur and saturation to determine how out of focus images are and if there are large highly saturated artifacts. Defaults are used for blur.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Calculate metrics for which images?:All loaded images
+    Image count:1
+    Scale count:1
+    Threshold count:1
+    Select the images to measure:
+    Include the image rescaling value?:Yes
+    Calculate blur metrics?:Yes
+    Spatial scale for blur measurements:20
+    Calculate saturation metrics?:Yes
+    Calculate intensity metrics?:No
+    Calculate thresholds?:No
+    Use all thresholding methods?:No
+    Select a thresholding method:Otsu
+    Typical fraction of the image covered by objects:0.1
+    Two-class or three-class thresholding?:Two classes
+    Minimize the weighted variance or the entropy?:Weighted variance
+    Assign pixels in the middle intensity class to the foreground or the background?:Foreground
+
+ExportToSpreadsheet:[module_num:6|svn_version:'Unknown'|variable_revision_number:13|show_window:False|notes:['Export all of the whole image quality metrics to a spreadsheet to load in and evaluate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Select the column delimiter:Comma ("","")
+    Add image metadata columns to your object data file?:No
+    Add image file and folder names to your object data file?:No
+    Select the measurements to export:No
+    Calculate the per-image mean values for object measurements?:No
+    Calculate the per-image median values for object measurements?:No
+    Calculate the per-image standard deviation values for object measurements?:No
+    Output file location:Default Output Folder|
+    Create a GenePattern GCT file?:No
+    Select source of sample row name:Metadata
+    Select the image to use as the identifier:None
+    Select the metadata to use as the identifier:None
+    Export all measurement types?:Yes
+    Press button to select measurements:
+    Representation of Nan/Inf:NaN
+    Add a prefix to file names?:No
+    Filename prefix:Whole_Image_QC
+    Overwrite existing files without warning?:No
+    Data to export:Do not use
+    Combine these object measurements with those of the previous object?:No
+    File name:DATA.csv
+    Use the object name for the file name?:Yes
+"
+Run_Timestamp,2024-01-30T15:49:14.654308
diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_4/Image.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_4/Image.csv
new file mode 100644
index 0000000..02f0fe0
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_4/Image.csv
@@ -0,0 +1,1501 @@
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diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_5/Experiment.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_5/Experiment.csv
new file mode 100644
index 0000000..28380d3
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_5/Experiment.csv
@@ -0,0 +1,125 @@
+Key,Value
+CellProfiler_Version,4.2.4
+ChannelType_OrigCY5,Grayscale
+ChannelType_OrigDAPI,Grayscale
+ChannelType_OrigGFP,Grayscale
+ChannelType_OrigRFP,Grayscale
+ImageSet_Zip_Dictionary,b'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'
+Metadata_Tags,"[""ImageNumber""]"
+Pipeline_Pipeline,"CellProfiler Pipeline: http://www.cellprofiler.org
+Version:5
+DateRevision:424
+GitHash:
+ModuleCount:6
+HasImagePlaneDetails:False
+
+Images:[module_num:1|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Add the plate images to view when testing parameters. If not, make sure it is blank prior to processing the images via the notebook.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    :
+    Filter images?:Images only
+    Select the rule criteria:and (extension does isimage) (directory doesnot containregexp ""[\\\\/]\\."")
+
+Metadata:[module_num:2|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['There is no need to extract metadata since we are not using the GUI to processes each plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Extract metadata?:No
+    Metadata data type:Text
+    Metadata types:{}
+    Extraction method count:1
+    Metadata extraction method:Extract from file/folder names
+    Metadata source:Folder name
+    Regular expression to extract from file name:^(?P<Plate>.*)_(?P<Well>[A-P][0-9]{2})_s(?P<Site>[0-9])_w(?P<ChannelNumber>[0-9])
+    Regular expression to extract from folder name:(?P<Plate>localhost220512140003_KK22-05-198|localhost220513100001_KK22-05-198_FactinAdjusted|localhost230405150001)
+    Extract metadata from:All images
+    Select the filtering criteria:and (file does contain """")
+    Metadata file location:Elsewhere...|
+    Match file and image metadata:[]
+    Use case insensitive matching?:No
+    Metadata file name:None
+    Does cached metadata exist?:No
+
+NamesAndTypes:[module_num:3|svn_version:'Unknown'|variable_revision_number:8|show_window:False|notes:['Assign each image to its channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Assign a name to:Images matching rules
+    Select the image type:Grayscale image
+    Name to assign these images:DNA
+    Match metadata:[]
+    Image set matching method:Order
+    Set intensity range from:Image metadata
+    Assignments count:4
+    Single images count:0
+    Maximum intensity:255.0
+    Process as 3D?:No
+    Relative pixel spacing in X:1.0
+    Relative pixel spacing in Y:1.0
+    Relative pixel spacing in Z:1.0
+    Select the rule criteria:and (file does contain ""DAPI"")
+    Name to assign these images:OrigDAPI
+    Name to assign these objects:Cell
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""GFP"")
+    Name to assign these images:OrigGFP
+    Name to assign these objects:Nucleus
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""RFP"")
+    Name to assign these images:OrigRFP
+    Name to assign these objects:Cytoplasm
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain ""CY5"")
+    Name to assign these images:OrigCY5
+    Name to assign these objects:Speckle
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+
+Groups:[module_num:4|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since we are not using the GUI to processes each plate, we do NOT need to group the images by plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Do you want to group your images?:No
+    grouping metadata count:1
+    Metadata category:Plate
+
+MeasureImageQuality:[module_num:5|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['To measure image quality, we will only be using blur and saturation to determine how out of focus images are and if there are large highly saturated artifacts. Defaults are used for blur.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Calculate metrics for which images?:All loaded images
+    Image count:1
+    Scale count:1
+    Threshold count:1
+    Select the images to measure:
+    Include the image rescaling value?:Yes
+    Calculate blur metrics?:Yes
+    Spatial scale for blur measurements:20
+    Calculate saturation metrics?:Yes
+    Calculate intensity metrics?:No
+    Calculate thresholds?:No
+    Use all thresholding methods?:No
+    Select a thresholding method:Otsu
+    Typical fraction of the image covered by objects:0.1
+    Two-class or three-class thresholding?:Two classes
+    Minimize the weighted variance or the entropy?:Weighted variance
+    Assign pixels in the middle intensity class to the foreground or the background?:Foreground
+
+ExportToSpreadsheet:[module_num:6|svn_version:'Unknown'|variable_revision_number:13|show_window:False|notes:['Export all of the whole image quality metrics to a spreadsheet to load in and evaluate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Select the column delimiter:Comma ("","")
+    Add image metadata columns to your object data file?:No
+    Add image file and folder names to your object data file?:No
+    Select the measurements to export:No
+    Calculate the per-image mean values for object measurements?:No
+    Calculate the per-image median values for object measurements?:No
+    Calculate the per-image standard deviation values for object measurements?:No
+    Output file location:Default Output Folder|
+    Create a GenePattern GCT file?:No
+    Select source of sample row name:Metadata
+    Select the image to use as the identifier:None
+    Select the metadata to use as the identifier:None
+    Export all measurement types?:Yes
+    Press button to select measurements:
+    Representation of Nan/Inf:NaN
+    Add a prefix to file names?:No
+    Filename prefix:Whole_Image_QC
+    Overwrite existing files without warning?:No
+    Data to export:Do not use
+    Combine these object measurements with those of the previous object?:No
+    File name:DATA.csv
+    Use the object name for the file name?:Yes
+"
+Run_Timestamp,2024-01-30T15:49:14.723586
diff --git a/1.cellprofiler_ic/image_quality_control/qc_results/Plate_5/Image.csv b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_5/Image.csv
new file mode 100644
index 0000000..9de564c
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/qc_results/Plate_5/Image.csv
@@ -0,0 +1,1513 @@
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diff --git a/1.cellprofiler_ic/image_quality_control/scripts/0.whole_image_qc.py b/1.cellprofiler_ic/image_quality_control/scripts/0.whole_image_qc.py
new file mode 100644
index 0000000..8a16349
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/scripts/0.whole_image_qc.py
@@ -0,0 +1,82 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# # Run whole image QC pipeline in CellProfiler
+# 
+
+# ## Import libraries
+
+# In[1]:
+
+
+import pathlib
+import pprint
+
+import sys
+
+sys.path.append("../../utils")
+import cp_parallel
+
+
+# ## Set paths and variables
+
+# In[2]:
+
+
+# set the run type for the parallelization
+run_name = "quality_control"
+
+# set path for pipeline for illumination correction
+path_to_pipeline = pathlib.Path("../pipelines/whole_image_qc.cppipe").resolve(strict=True)
+
+# set main output dir for all plates if it doesn't exist
+output_dir = pathlib.Path("./qc_results")
+output_dir.mkdir(exist_ok=True)
+
+# directory where images are located within folders
+images_dir = pathlib.Path("../../0.download_data")
+
+# list for plate names based on folders to use to create dictionary
+plate_names = []
+# iterate through 0.download_data and append plate names from folder names that contain image data from that plate
+for file_path in images_dir.iterdir():
+    if str(file_path.stem).startswith("Plate"):
+        plate_names.append(str(file_path.stem))
+
+print(plate_names)
+print("There are a total of", len(plate_names), "plates. The names of the plates are:")
+for plate in plate_names:
+    print(plate)
+
+
+# ## Generate dictionary with plate info to run CellProfiler
+
+# In[3]:
+
+
+# create plate info dictionary with all parts of the CellProfiler CLI command to run in parallel
+plate_info_dictionary = {
+    name: {
+        "path_to_images": pathlib.Path(list(images_dir.rglob(name))[0]).resolve(
+            strict=True
+        ),
+        "path_to_output": pathlib.Path(f"{output_dir}/{name}"),
+        "path_to_pipeline": path_to_pipeline,
+
+    }
+    for name in plate_names if not name=='Plate_1' and not name=='Plate_2' # Do not include pilot datasets
+}
+
+# view the dictionary to assess that all info is added correctly
+pprint.pprint(plate_info_dictionary, indent=4)
+
+
+# ## Run QC pipeline in CellProfiler
+
+# In[ ]:
+
+
+cp_parallel.run_cellprofiler_parallel(
+    plate_info_dictionary=plate_info_dictionary, run_name=run_name
+)
+
diff --git a/1.cellprofiler_ic/image_quality_control/scripts/1.evaluate_qc.py b/1.cellprofiler_ic/image_quality_control/scripts/1.evaluate_qc.py
new file mode 100644
index 0000000..8d9b6e6
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/scripts/1.evaluate_qc.py
@@ -0,0 +1,391 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# # Whole image quality control metric evaluation
+# 
+# In this notebook, we will use the outputted QC metrics to start working on developing thresholds using z-score to flag and skip images during CellProfiler illumination correction. We are evaluating plates 3-5 to find generalizable metrics and thresholds for this dataset.
+# 
+# **Blur metric to detect out of focus images** -> PowerLogLogSlope
+# 
+# **Saturation metric to detect large smudges** -> PercentMaximal
+
+# ## Import libraries
+
+# In[1]:
+
+
+import pathlib
+import pandas as pd
+import numpy as np
+
+from scipy.stats import zscore
+import matplotlib.pyplot as plt
+import seaborn as sns
+
+
+# ## Set paths and load in data frame
+
+# In[2]:
+
+
+# Directory for figures to be outputted
+figure_dir = pathlib.Path("./qc_figures")
+figure_dir.mkdir(exist_ok=True)
+
+# Directory with QC CellProfiler output per plate
+qc_dir = pathlib.Path("./qc_results")
+
+# Create an empty dictionary to store data frames for each plate
+all_qc_data_frames = {}
+
+# List all plates
+plates = ["Plate_3", "Plate_3_prime", "Plate_4", "Plate_5"]
+
+# Loop through each plate
+for plate in plates:
+    # Read in CSV with all image quality metrics per image for the current plate
+    qc_df = pd.read_csv(pathlib.Path(qc_dir / plate / "Image.csv"))
+
+    # Adding 'Metadata_Well' and 'Metadata_Site' columns using filename from FileName_OrigActin (same for all channels)
+    qc_df["Metadata_Well"] = qc_df["FileName_OrigRFP"].str.split("_").str[0]
+    qc_df["Metadata_Site"] = qc_df["FileName_OrigRFP"].str.split("_").str[3]
+
+    # Create a global variable with each plate as a data frame
+    globals()[f"{plate}_df"] = qc_df
+
+    # Store the data frame for the current plate in the dictionary
+    all_qc_data_frames[plate] = qc_df
+
+# view the dictionary to assess that all info is added correctly
+print(all_qc_data_frames.keys())
+
+# assess that the data frames per plate have correct number of image sets
+print(Plate_5_df.shape)
+Plate_5_df.head()
+
+
+# ## Create concat data frames combining blur and saturation metrics from all channels for all plates
+
+# In[3]:
+
+
+# List of channels
+channels = ["DAPI", "GFP", "RFP", "CY5"]
+
+# Create an empty dictionary to store data frames for each channel
+all_combined_dfs = {}
+
+# Iterate through each channel
+for channel in channels:
+    # Create an empty list to store data frames for each plate
+    plate_dfs = []
+
+    # Iterate through each plate and create the specified data frame for the channel
+    for plate, qc_df in all_qc_data_frames.items():
+        plate_df = qc_df.filter(like="Metadata_").copy()
+
+        # Add PowerLogLogSlope column (blur metric)
+        plate_df[f"ImageQuality_PowerLogLogSlope"] = qc_df[
+            f"ImageQuality_PowerLogLogSlope_Orig{channel}"
+        ]
+
+        # Add PercentMaximal column (saturation metric)
+        plate_df[f"ImageQuality_PercentMaximal"] = qc_df[
+            f"ImageQuality_PercentMaximal_Orig{channel}"
+        ]
+
+        # Add "Channel" column
+        plate_df["Channel"] = channel
+
+        # Add "Metadata_Plate" column
+        plate_df["Metadata_Plate"] = plate
+
+        # Append the data frame to the list
+        plate_dfs.append(plate_df)
+
+    # Concatenate data frames for each plate for the current channel
+    all_combined_dfs[channel] = pd.concat(
+        plate_dfs, keys=list(all_qc_data_frames.keys()), names=["metadata_plate", None]
+    )
+
+# Concatenate the channel data frames together for plotting
+df = pd.concat(list(all_combined_dfs.values()), ignore_index=True)
+
+print(df.shape)
+df.head()
+
+
+# ## Blur metric
+# 
+# Based on the plots below, we can see that blur is a big impact on the dataset. Traditionally, we expect values close to 0 are poor quality, but we can see in these plates that values that are very negative and close to 0 are both poor quality images.
+# 
+# We are seeing that close to 0 images are empty and images that are very negative are very out-of-focus.
+# 
+# We use the z-score method to both find threshold values for identifying poor quality images above and below the mean and to output a data frame with outliers to view these images in a separate software (e.g., ImageJ/FIJI). We use **2 standard deviations** away from the mean for assessing outliers.
+
+# In[4]:
+
+
+summary_statistics = df["ImageQuality_PowerLogLogSlope"].describe()
+print(summary_statistics)
+
+
+# ### Use z-score to find outliers 2 standard deviations above and below the mean to view as a data frame
+
+# In[5]:
+
+
+# Calculate Z-scores for the column with all plates
+z_scores = zscore(df["ImageQuality_PowerLogLogSlope"])
+
+# Set a threshold for Z-scores (adjust as needed for number of standard deviations away from the mean)
+threshold_z = 2
+
+# Identify outlier rows based on Z-scores above and below the mean since we are using absolute values of the z-scores
+blur_outliers = df[abs(z_scores) > threshold_z]
+
+# Identify unique well + site combos among outliers
+unique_combos = blur_outliers[["Metadata_Well", "Metadata_Site"]].drop_duplicates()
+
+print(blur_outliers["Channel"].value_counts())
+# Print example outliers to visualize
+blur_outliers.sort_values(by="ImageQuality_PowerLogLogSlope")
+
+
+# ### Identify threshold values to use to find outliers above and below the mean
+# 
+# **Note:** These values will be used in CellProfiler to flag and not process images. We will round the values to the second decimal to use in the pipeline.
+
+# In[6]:
+
+
+# Calculate the mean and standard deviation
+mean_value = df["ImageQuality_PowerLogLogSlope"].mean()
+std_dev = df["ImageQuality_PowerLogLogSlope"].std()
+
+# Set the threshold multiplier for above and below the mean
+threshold = 2
+
+# Calculate the threshold values
+threshold_value_above_mean = mean_value + threshold * std_dev
+threshold_value_below_mean = mean_value - threshold * std_dev
+
+# Print the calculated threshold values
+print("Threshold for outliers above the mean:", threshold_value_above_mean)
+print("Threshold for outliers below the mean:", threshold_value_below_mean)
+
+
+# **We will be using these thresholds in the CellProfiler pipeline. We will set anything `greater` than -1.37 as outliers and anything `below` -2.50 as outliers.**
+
+# ### Generate individual density plots per plate and save
+
+# In[7]:
+
+
+# Set the style
+sns.set_style("whitegrid")
+
+# Iterate through each plate
+for plate in df["Metadata_Plate"].unique():
+    plate_df = df[df["Metadata_Plate"] == plate]
+
+    sns.kdeplot(
+        data=plate_df,
+        x="ImageQuality_PowerLogLogSlope",
+        hue="Channel",
+        palette=["b", "g", "r", "magenta"],
+        fill=True,
+        common_norm=False,
+    )
+
+    plt.title(f"Density plots per channel for {plate}")
+    plt.xlabel("ImageQuality_PowerLogLogSlope")
+    plt.ylabel("Density")
+
+    plt.tight_layout()
+    plt.savefig(
+        pathlib.Path(f"{figure_dir}/{plate}_channels_blur_density.png"), dpi=500
+    )
+    plt.close()  # Close the plot to prevent it from being displayed
+
+
+# ### Generate density plot with all plates together and save
+
+# In[8]:
+
+
+# Number of plates
+num_plates = len(df["Metadata_Plate"].unique())
+
+# Calculate the number of rows and columns for the subplots
+num_rows = 2  # You want 2 rows for the quad order
+num_cols = (num_plates + 1) // num_rows  # +1 to round up
+
+# Set the style
+sns.set_style("whitegrid")
+
+# Create subplots with custom layout
+fig, axes = plt.subplots(nrows=num_rows, ncols=num_cols, figsize=(15, 5 * num_rows))
+
+# Flatten the axes array for easier indexing
+axes = axes.flatten()
+
+# Iterate through each plate
+for idx, plate in enumerate(df["Metadata_Plate"].unique()):
+    # Plot all channels in the same subplot
+    ax = axes[idx]
+    plate_df = df[df["Metadata_Plate"] == plate]
+    sns.kdeplot(
+        data=plate_df,
+        x="ImageQuality_PowerLogLogSlope",
+        hue="Channel",
+        palette=["b", "g", "r", "magenta"],
+        fill=True,
+        common_norm=False,
+        ax=ax,
+    )
+
+    # Set vertical lines at -2.5 and -1.25
+    ax.axvline(x=threshold_value_above_mean, color="red", linestyle="--")
+    ax.axvline(x=threshold_value_below_mean, color="red", linestyle="--")
+
+    ax.set_title(f"Density plots for {plate}")
+    ax.set_xlabel("ImageQuality_PowerLogLogSlope")
+    ax.set_ylabel("Density")
+
+    # Set the x-axis range for the current subplot
+    ax.set_xlim(-4.0, 0)
+
+# Remove empty subplots
+for i in range(num_plates, len(axes)):
+    fig.delaxes(axes[i])
+
+# Adjust layout
+plt.tight_layout()
+
+# Save the plot
+plt.savefig(figure_dir / "all_channels_combined_density.png", dpi=500)
+
+plt.close()  # Close the plot to prevent it from being displayed
+
+
+# ### Visualize the distribution of the identified outliers
+
+# In[9]:
+
+
+# Plot outliers as a distribution plot with hue as 'Metadata_Plate'
+sns.set_style("whitegrid")
+plt.figure(figsize=(12, 8))
+
+# Using kdeplot (you can also use distplot)
+sns.kdeplot(
+    data=blur_outliers,
+    x="ImageQuality_PowerLogLogSlope",
+    hue="Metadata_Plate",
+    palette="viridis", 
+    fill=True,
+    common_norm=False,
+)
+
+# Set vertical lines at -2.5 and 1.25
+plt.axvline(x=threshold_value_above_mean, color="red", linestyle="--")
+plt.axvline(x=threshold_value_below_mean, color="red", linestyle="--")
+
+plt.title("Distribution of Outliers per Plate")
+plt.xlabel("ImageQuality_PowerLogLogSlope")
+
+plt.tight_layout()
+
+plt.savefig(figure_dir / "blur_outliers_per_plate.png", dpi=500)
+
+plt.show()
+
+
+# ## Saturation metric
+# 
+# For saturation metrics, we are looking for:
+# 
+# - Smudged images or images containing large artifacts (usually seen in `DNA` channel regardless of stain)
+# - Overly saturated channels which can occur in any channel, but specifically we are seeing `Mito` having the most problems with this.
+# 
+# This means that we will be setting a threshold for outliers for all channels just like for blur. There will be only one threshold for images that are above the mean (**2 standard deviations**) since we are trying to remove over-saturated or images contain artifacts.
+
+# In[10]:
+
+
+summary_statistics = df["ImageQuality_PercentMaximal"].describe()
+print(summary_statistics)
+
+
+# ### Visualize density plot of saturation metric
+
+# In[11]:
+
+
+# Create a KDE plot with separate lines for each Metadata_Plate
+plt.figure(figsize=(10, 6))
+sns.kdeplot(
+    x=np.log1p(df["ImageQuality_PercentMaximal"]), hue=df["Metadata_Plate"], fill=True
+)
+
+# Add a vertical line at the log-transformed value of 1.4
+plt.axvline(x=np.log1p(1.4), color='red', linestyle='--', label='Log-transformed 1.4')
+
+# Set labels and title
+plt.ylabel("Density")
+plt.xlabel("Log-transformed Percent Maximal")
+plt.title("KDE Plot of Log-transformed Percent Maximal by Plate")
+
+plt.savefig(figure_dir / "saturation_outliers_per_plate.png", dpi=500)
+
+# Show the plot
+plt.show()
+
+
+# ### Use z-score to find outliers 2 standard deviations above the mean to view as a data frame
+
+# In[12]:
+
+
+# Calculate Z-scores for the column
+z_scores = zscore(df["ImageQuality_PercentMaximal"])
+
+# Set a threshold for Z-scores (adjust as needed for number of standard deviations away from the mean)
+threshold_z = 2
+
+# Identify outlier rows based on Z-scores greater than as to identify whole images with abnormally high saturated pixels
+saturation_outliers = df[abs(z_scores) > threshold_z]
+
+# Identify unique well + site combos among outliers
+unique_combos = saturation_outliers[
+    ["Metadata_Well", "Metadata_Site"]
+].drop_duplicates()
+
+# Visualize example images through FIJI using data frame identifying outliers
+print(saturation_outliers["Channel"].value_counts())
+saturation_outliers.sort_values(by="ImageQuality_PercentMaximal", ascending=True).head()
+
+
+# ### Identify threshold values to use to find outliers above the mean
+# 
+# **Note:** This value will be used in CellProfiler to flag and not process images. We will round to the second decimal to use in the pipeline.
+
+# In[13]:
+
+
+# Calculate the mean and standard deviation
+mean_value = df["ImageQuality_PercentMaximal"].mean()
+std_dev = df["ImageQuality_PercentMaximal"].std()
+
+# Set the threshold multiplier for above the mean
+threshold = 2
+
+# Calculate the threshold values
+threshold_value_above_mean = mean_value + threshold * std_dev
+
+# Print the calculated threshold values
+print("Threshold for outliers above the mean:", threshold_value_above_mean)
+
+
+# **We will be using 1.40 as the threshold for anything that `above` this is considered a outlier for all channels.**
diff --git a/1.cellprofiler_ic/image_quality_control/scripts/2.qc_report.r b/1.cellprofiler_ic/image_quality_control/scripts/2.qc_report.r
new file mode 100644
index 0000000..5667358
--- /dev/null
+++ b/1.cellprofiler_ic/image_quality_control/scripts/2.qc_report.r
@@ -0,0 +1,159 @@
+suppressPackageStartupMessages(library(dplyr))
+suppressPackageStartupMessages(library(ggplot2))
+suppressPackageStartupMessages(library(platetools))
+suppressPackageStartupMessages(library(stringr))
+suppressPackageStartupMessages(library(arrow))
+suppressPackageStartupMessages(library(RColorBrewer))
+
+# Paths to CSV files to generate QC report
+path_to_qc_results <- file.path("../Corrected_Images/Corrected_Plate_5/IC_QC_RunImage.csv")
+
+# Output path for bar chart
+barchart_output_file <- file.path(paste0("./qc_figures/Plate_5_flagged_fov_per_well_chart.png"))
+
+# Output path for platemap
+platemap_output_file <- file.path(paste0("./qc_figures/Plate_5_platemap_flagged_fov_per_well.png"))
+
+# Output path for site bar plot
+site_FOV_output_file <- file.path(paste0("./qc_figures/Plate_5_per_site_flagged_fov.png"))
+
+# Read in CSV files
+qc_df <- read.csv(path_to_qc_results)
+
+dim(qc_df)
+head(qc_df)
+
+# Count the number of flagged image sets
+flagged_image_sets <- sum(qc_df$Image_Quality_Control_QC_Flag == 1)
+
+well_flag_counts <- qc_df %>%
+  group_by(Metadata_Well) %>%
+  summarise(FlaggedFOVs = sum(Image_Quality_Control_QC_Flag))
+
+# Print the number of image sets flagged and not processed
+print(flagged_image_sets)
+# Print the table
+head(well_flag_counts)
+
+
+# Extract the first letter from 'Metadata_Well' to create a color palette
+unique_starting_letters <- unique(substr(well_flag_counts$Metadata_Well, 1, 1))
+
+# Create a color palette based on unique starting letters
+color_palette <- colorRampPalette(brewer.pal(8, "Set1"))(length(unique_starting_letters))
+
+# Map each unique starting letter to a color in a named vector
+color_dict <- setNames(color_palette, unique_starting_letters)
+
+# Create a new column 'Color' in the data frame based on the starting letter
+well_flag_counts$Color <- color_dict[substr(well_flag_counts$Metadata_Well, 1, 1)]
+
+# Increase the figure size to extend the chart horizontally
+options(repr.plot.width=14, repr.plot.height=6)
+
+# Create a bar chart using ggplot2 with the 'Color' column for colors
+fov_chart <- ggplot(well_flag_counts, aes(x = Metadata_Well, y = FlaggedFOVs, fill = Color)) +
+  geom_bar(stat = 'identity') +
+  labs(x = 'Metadata_Well', y = 'Number of Flagged FOVs', title = 'Count of Flagged FOVs per Well for Plate 5') +
+  scale_fill_identity() +
+  theme_bw() +
+  theme(axis.text.x = element_text(angle = 45, hjust = 1))
+
+# Save plot to qc_figures
+ggsave(
+        barchart_output_file,
+        fov_chart,
+        dpi = 500,
+        height = 6,
+        width = 10
+    )
+
+# Display the plot in the notebook
+print(fov_chart)
+
+
+# Add genotype to data frame to label on plot
+well_flag_counts <- well_flag_counts %>%
+  mutate(
+    Metadata_genotype = case_when(
+      as.numeric(gsub("\\D", "", Metadata_Well)) %in% 1:4 ~ "WT",
+      as.numeric(gsub("\\D", "", Metadata_Well)) %in% 5:8 ~ "HET",
+      as.numeric(gsub("\\D", "", Metadata_Well)) %in% 9:12 ~ "Null",
+    )
+  )
+
+fov_platemap <- platetools::raw_map(
+    data = well_flag_counts$FlaggedFOVs,
+    well = well_flag_counts$Metadata_Well,
+    plate = 96,
+    size = 8
+    ) +
+
+    ggtitle(paste("Platemap of Flagged FOV Count Per Well in Plate 5")) +
+    geom_point(aes(shape = well_flag_counts$Metadata_genotype)) +
+    scale_shape_discrete(name = "Genotype") +
+    scale_fill_gradient(
+      name = "Flagged FOV Count",
+      low = "white",
+      high = "red",
+    ) +
+    theme(
+    plot.title = element_text(size = 10, face = "bold"),
+    legend.text = element_text(size = 8),  # Adjust the text size
+    legend.title = element_text(size = 8),  # Adjust the title size
+    legend.key.size = unit(0.5, "cm")      # Adjust the key size
+  )
+
+    ggsave(
+    platemap_output_file,
+    fov_platemap,
+    dpi = 500,
+    height = 3.5,
+    width = 6
+    )
+
+# Display the plot in the notebook
+print(fov_platemap)
+
+# Replace 'path_to_qc_results' with your actual data frame name
+flagged_qc_df <- qc_df[qc_df$Image_Quality_Control_QC_Flag == 1, ]
+
+dim(flagged_qc_df)
+
+# Example using viridis palette
+site_FOV_plot <- ggplot(flagged_qc_df, aes(x = factor(Metadata_Site))) +
+  geom_bar(fill = "steelblue") +
+  labs(title = "Count of Flagged FOVs per Site Integer in Plate 5",
+       x = "Site",
+       y = "Count")
+
+# Save plot to qc_figures
+ggsave(
+        site_FOV_output_file,
+        site_FOV_plot,
+        dpi = 500,
+        height = 6,
+        width = 10
+    )
+
+# Display the plot in the notebook
+print(site_FOV_plot)
+
+# Load the parquet file into misclassed_df
+misclassed_df <- arrow::read_parquet("./misclassified_cells.parquet")
+
+dim(misclassed_df)
+
+# Convert Metadata_Site to character in flagged_qc_df
+flagged_qc_df <- flagged_qc_df %>%
+  mutate(Metadata_Site = as.character(Metadata_Site))
+
+# Convert Metadata_Site to character in misclassed_df
+misclassed_df <- misclassed_df %>%
+  mutate(Metadata_Site = as.character(Metadata_Site))
+
+# Perform anti-join
+filtered_misclassed_df <- misclassed_df %>%
+  anti_join(flagged_qc_df, by = c("Metadata_Well", "Metadata_Site"))
+
+dim(filtered_misclassed_df)
diff --git a/1.cellprofiler_ic/nf1_ic.ipynb b/1.cellprofiler_ic/nf1_ic.ipynb
index 45a9caa..ad94aab 100644
--- a/1.cellprofiler_ic/nf1_ic.ipynb
+++ b/1.cellprofiler_ic/nf1_ic.ipynb
@@ -56,8 +56,8 @@
     "# set the run type for the parallelization\n",
     "run_name = \"illum_correction\"\n",
     "\n",
-    "# set path for pipeline for all plates for whole image analysis\n",
-    "path_to_pipeline = pathlib.Path(\"./pipelines/nuclei_analysis.cppipe\").resolve()\n",
+    "# Directory with pipelines\n",
+    "pipeline_dir = pathlib.Path(\"./pipelines/\").resolve(strict=True)\n",
     "\n",
     "# set main output dir for all plates\n",
     "output_dir = pathlib.Path(\"./Corrected_Images\")\n",
@@ -94,7 +94,7 @@
      "text": [
       "{   'Plate_5': {   'path_to_images': PosixPath('/home/jenna/nf1_cellpainting_data/0.download_data/Plate_5'),\n",
       "                   'path_to_output': PosixPath('Corrected_Images/Corrected_Plate_5'),\n",
-      "                   'path_to_pipeline': PosixPath('/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/NF1_illum_4channel.cppipe')}}\n"
+      "                   'path_to_pipeline': PosixPath('/home/jenna/nf1_cellpainting_data/1.cellprofiler_ic/pipelines/NF1_illum_4channel.cppipe')}}\n"
      ]
     }
    ],
@@ -114,12 +114,12 @@
     "for name, info in plate_info_dictionary.items():\n",
     "    # only plates 1 and 2 have 3 channels so these are the only plates that use this path\n",
     "    if name == \"Plate_1\" or name == \"Plate_2\":\n",
-    "        info[\"path_to_pipeline\"] = pathlib.Path(f\"./NF1_illum_3channel.cppipe\").resolve(\n",
+    "        info[\"path_to_pipeline\"] = pathlib.Path(f\"{pipeline_dir}/NF1_illum_3channel.cppipe\").resolve(\n",
     "            strict=True\n",
     "        )\n",
     "    # all other plates have 4 channels and will use that specific pipeline\n",
     "    else:\n",
-    "        info[\"path_to_pipeline\"] = pathlib.Path(f\"./NF1_illum_4channel.cppipe\").resolve(\n",
+    "        info[\"path_to_pipeline\"] = pathlib.Path(f\"{pipeline_dir}/NF1_illum_4channel.cppipe\").resolve(\n",
     "            strict=True\n",
     "        )\n",
     "\n",
@@ -139,25 +139,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[4], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m cp_parallel\u001b[39m.\u001b[39;49mrun_cellprofiler_parallel(\n\u001b[1;32m      2\u001b[0m     plate_info_dictionary\u001b[39m=\u001b[39;49mplate_info_dictionary, run_name\u001b[39m=\u001b[39;49mrun_name\n\u001b[1;32m      3\u001b[0m )\n",
-      "File \u001b[0;32m~/nf1_cellpainting_data/1.cellprofiler_ic/../utils/cp_parallel.py:119\u001b[0m, in \u001b[0;36mrun_cellprofiler_parallel\u001b[0;34m(plate_info_dictionary, run_name)\u001b[0m\n\u001b[1;32m    109\u001b[0m futures: List[Future] \u001b[39m=\u001b[39m [\n\u001b[1;32m    110\u001b[0m     executor\u001b[39m.\u001b[39msubmit(\n\u001b[1;32m    111\u001b[0m         subprocess\u001b[39m.\u001b[39mrun,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    115\u001b[0m     \u001b[39mfor\u001b[39;00m command \u001b[39min\u001b[39;00m commands\n\u001b[1;32m    116\u001b[0m ]\n\u001b[1;32m    118\u001b[0m \u001b[39m# the list of CompletedProcesses holds all the information from the CellProfiler run\u001b[39;00m\n\u001b[0;32m--> 119\u001b[0m results: List[subprocess\u001b[39m.\u001b[39mCompletedProcess] \u001b[39m=\u001b[39m [future\u001b[39m.\u001b[39mresult() \u001b[39mfor\u001b[39;00m future \u001b[39min\u001b[39;00m futures]\n\u001b[1;32m    121\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39mAll processes have been completed!\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    123\u001b[0m \u001b[39m# for each process, confirm that the process completed succesfully and return a log file\u001b[39;00m\n",
-      "File \u001b[0;32m~/nf1_cellpainting_data/1.cellprofiler_ic/../utils/cp_parallel.py:119\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    109\u001b[0m futures: List[Future] \u001b[39m=\u001b[39m [\n\u001b[1;32m    110\u001b[0m     executor\u001b[39m.\u001b[39msubmit(\n\u001b[1;32m    111\u001b[0m         subprocess\u001b[39m.\u001b[39mrun,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    115\u001b[0m     \u001b[39mfor\u001b[39;00m command \u001b[39min\u001b[39;00m commands\n\u001b[1;32m    116\u001b[0m ]\n\u001b[1;32m    118\u001b[0m \u001b[39m# the list of CompletedProcesses holds all the information from the CellProfiler run\u001b[39;00m\n\u001b[0;32m--> 119\u001b[0m results: List[subprocess\u001b[39m.\u001b[39mCompletedProcess] \u001b[39m=\u001b[39m [future\u001b[39m.\u001b[39;49mresult() \u001b[39mfor\u001b[39;00m future \u001b[39min\u001b[39;00m futures]\n\u001b[1;32m    121\u001b[0m \u001b[39mprint\u001b[39m(\u001b[39m\"\u001b[39m\u001b[39mAll processes have been completed!\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m    123\u001b[0m \u001b[39m# for each process, confirm that the process completed succesfully and return a log file\u001b[39;00m\n",
-      "File \u001b[0;32m~/anaconda3/envs/nf1_cellpainting_data/lib/python3.8/concurrent/futures/_base.py:439\u001b[0m, in \u001b[0;36mFuture.result\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    436\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_state \u001b[39m==\u001b[39m FINISHED:\n\u001b[1;32m    437\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m__get_result()\n\u001b[0;32m--> 439\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_condition\u001b[39m.\u001b[39;49mwait(timeout)\n\u001b[1;32m    441\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_state \u001b[39min\u001b[39;00m [CANCELLED, CANCELLED_AND_NOTIFIED]:\n\u001b[1;32m    442\u001b[0m     \u001b[39mraise\u001b[39;00m CancelledError()\n",
-      "File \u001b[0;32m~/anaconda3/envs/nf1_cellpainting_data/lib/python3.8/threading.py:302\u001b[0m, in \u001b[0;36mCondition.wait\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    300\u001b[0m \u001b[39mtry\u001b[39;00m:    \u001b[39m# restore state no matter what (e.g., KeyboardInterrupt)\u001b[39;00m\n\u001b[1;32m    301\u001b[0m     \u001b[39mif\u001b[39;00m timeout \u001b[39mis\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m--> 302\u001b[0m         waiter\u001b[39m.\u001b[39;49macquire()\n\u001b[1;32m    303\u001b[0m         gotit \u001b[39m=\u001b[39m \u001b[39mTrue\u001b[39;00m\n\u001b[1;32m    304\u001b[0m     \u001b[39melse\u001b[39;00m:\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "cp_parallel.run_cellprofiler_parallel(\n",
     "    plate_info_dictionary=plate_info_dictionary, run_name=run_name\n",
@@ -181,7 +165,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.15"
+   "version": "3.8.18"
   },
   "orig_nbformat": 4
  },
diff --git a/1.cellprofiler_ic/nf1_ic.sh b/1.cellprofiler_ic/nf1_ic.sh
index 6119364..cda12b9 100644
--- a/1.cellprofiler_ic/nf1_ic.sh
+++ b/1.cellprofiler_ic/nf1_ic.sh
@@ -5,7 +5,8 @@ conda init bash
 # activate the main conda environment
 conda activate nf1_cellpainting_data
 
-# convert the notebook into a python and run the file
-jupyter nbconvert --to python \
-        --FilesWriter.build_directory=scripts/ \
-        --execute nf1_ic.ipynb
+# convert all notebooks to python files into the scripts folder
+jupyter nbconvert --to python --output-dir=scripts/ *.ipynb
+
+# run the python scripts
+python scripts/nf1_ic.py
diff --git a/1.cellprofiler_ic/nf1_quality_control.sh b/1.cellprofiler_ic/nf1_quality_control.sh
new file mode 100644
index 0000000..64a2a6d
--- /dev/null
+++ b/1.cellprofiler_ic/nf1_quality_control.sh
@@ -0,0 +1,28 @@
+#!/bin/bash
+
+# initialize the correct shell for your machine to allow conda to work (see README for note on shell names)
+conda init bash
+# activate the main conda environment
+conda activate nf1_cellpainting_data
+
+# go into the image_quality_control directory
+cd image_quality_control
+
+# convert all notebooks to python files into the scripts folder in the image_quality_control folder
+jupyter nbconvert --to script --output-dir=scripts/ image_quality_control/*.ipynb
+
+# run the image quality control scripts (python)
+python image_quality_control/scripts/0.whole_image_qc.py # Comment out unless you have made changes to the QC pipeline
+python scripts/1.evaluate_qc.py
+
+# deactivate the main conda environment
+conda deactivate
+
+# activate the R specific conda environment (from 4.analyze_data)
+conda activate r_analysis_nf1
+
+# run the image quality control R script
+Rscript scripts/2.qc_report.r
+
+# return back to original directory
+cd ...
diff --git a/1.cellprofiler_ic/NF1_illum_3channel.cppipe b/1.cellprofiler_ic/pipelines/NF1_illum_3channel.cppipe
similarity index 100%
rename from 1.cellprofiler_ic/NF1_illum_3channel.cppipe
rename to 1.cellprofiler_ic/pipelines/NF1_illum_3channel.cppipe
diff --git a/1.cellprofiler_ic/NF1_illum_4channel.cppipe b/1.cellprofiler_ic/pipelines/NF1_illum_4channel.cppipe
similarity index 63%
rename from 1.cellprofiler_ic/NF1_illum_4channel.cppipe
rename to 1.cellprofiler_ic/pipelines/NF1_illum_4channel.cppipe
index 4b3cc6e..3ae7f6a 100644
--- a/1.cellprofiler_ic/NF1_illum_4channel.cppipe
+++ b/1.cellprofiler_ic/pipelines/NF1_illum_4channel.cppipe
@@ -2,7 +2,7 @@ CellProfiler Pipeline: http://www.cellprofiler.org
 Version:5
 DateRevision:424
 GitHash:
-ModuleCount:13
+ModuleCount:16
 HasImagePlaneDetails:False
 
 Images:[module_num:1|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Images module is blank in the GUI since we are adding the image path in CLI.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
@@ -10,14 +10,14 @@ Images:[module_num:1|svn_version:'Unknown'|variable_revision_number:2|show_windo
     Filter images?:Images only
     Select the rule criteria:and (extension does isimage) (directory doesnot containregexp "[\\\\/]\\.")
 
-Metadata:[module_num:2|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['We do not extract metadata when performing illumination correction']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
-    Extract metadata?:No
+Metadata:[module_num:2|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['Extract well and site metadata to use and assess which images have been flagged']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Extract metadata?:Yes
     Metadata data type:Text
     Metadata types:{}
     Extraction method count:1
     Metadata extraction method:Extract from file/folder names
     Metadata source:File name
-    Regular expression to extract from file name:^(?P<Plate>.*)_(?P<Well>[A-P][0-9]{2})_s(?P<Site>[0-9])_w(?P<ChannelNumber>[0-9])
+    Regular expression to extract from file name:^(?P<Well>[A-Z]{1}[0-9]{1,2})_01_(?P<Channel>[0-4]{1})_(?P<Site>[0-9]{1,2})
     Regular expression to extract from folder name:(?P<Date>[0-9]{4}_[0-9]{2}_[0-9]{2})$
     Extract metadata from:All images
     Select the filtering criteria:and (file does contain "")
@@ -71,7 +71,123 @@ Groups:[module_num:4|svn_version:'Unknown'|variable_revision_number:2|show_windo
     grouping metadata count:1
     Metadata category:None
 
-CorrectIlluminationCalculate:[module_num:5|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 50 seems to work best for the DAPI channel (nuclei), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+MeasureImageQuality:[module_num:5|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['Only calculate the blur and saturation image quality metrics as we are using these to flag images for poor quality. Blur is set as default.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Calculate metrics for which images?:All loaded images
+    Image count:1
+    Scale count:1
+    Threshold count:1
+    Select the images to measure:
+    Include the image rescaling value?:Yes
+    Calculate blur metrics?:Yes
+    Spatial scale for blur measurements:20
+    Calculate saturation metrics?:Yes
+    Calculate intensity metrics?:No
+    Calculate thresholds?:No
+    Use all thresholding methods?:No
+    Select a thresholding method:Otsu
+    Typical fraction of the image covered by objects:0.1
+    Two-class or three-class thresholding?:Two classes
+    Minimize the weighted variance or the entropy?:Weighted variance
+    Assign pixels in the middle intensity class to the foreground or the background?:Foreground
+
+FlagImage:[module_num:6|svn_version:'Unknown'|variable_revision_number:5|show_window:False|notes:['We use blur and saturation to detect poor quality images. Either they are not processed for being out-of-focus or empty depending on the blur metric or over saturated/contain large smudge from the saturation metric. We are setting this as flag if any fail since these are not dependent on each other to make an image poor quality.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Hidden:1
+    Hidden:8
+    Name the flag's category:Image_Quality_Control
+    Name the flag:QC_Flag
+    How should measurements be linked?:Flag if any fail
+    Skip image set if flagged?:Yes
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PowerLogLogSlope_OrigDAPI
+    Flag images based on low values?:Yes
+    Minimum value:-2.50
+    Flag images based on high values?:Yes
+    Maximum value:-1.37
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PowerLogLogSlope_OrigGFP
+    Flag images based on low values?:Yes
+    Minimum value:-2.50
+    Flag images based on high values?:Yes
+    Maximum value:-1.37
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PowerLogLogSlope_OrigMito
+    Flag images based on low values?:Yes
+    Minimum value:-2.50
+    Flag images based on high values?:Yes
+    Maximum value:-1.37
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PowerLogLogSlope_OrigRFP
+    Flag images based on low values?:Yes
+    Minimum value:-2.50
+    Flag images based on high values?:Yes
+    Maximum value:-1.37
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PercentMaximal_OrigDAPI
+    Flag images based on low values?:No
+    Minimum value:0.0
+    Flag images based on high values?:Yes
+    Maximum value:1.40
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PercentMaximal_OrigGFP
+    Flag images based on low values?:No
+    Minimum value:0.0
+    Flag images based on high values?:Yes
+    Maximum value:1.40
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PercentMaximal_OrigMito
+    Flag images based on low values?:No
+    Minimum value:0.0
+    Flag images based on high values?:Yes
+    Maximum value:1.40
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Flag is based on:Whole-image measurement
+    Select the object to be used for flagging:None
+    Which measurement?:ImageQuality_PercentMaximal_OrigRFP
+    Flag images based on low values?:No
+    Minimum value:0.0
+    Flag images based on high values?:Yes
+    Maximum value:1.40
+    Rules file location:Elsewhere...|
+    Rules file name:rules.txt
+    Class number:
+    Allow fuzzy feature matching?:No
+    Ignore flag skips on last cycle?:No
+
+CorrectIlluminationCalculate:[module_num:7|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 50 seems to work best for the DAPI channel (nuclei), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the input image:OrigDAPI
     Name the output image:IllumDAPI
     Select how the illumination function is calculated:Background
@@ -96,7 +212,7 @@ CorrectIlluminationCalculate:[module_num:5|svn_version:'Unknown'|variable_revisi
     Maximum number of iterations:40
     Residual value for convergence:0.001
 
-CorrectIlluminationCalculate:[module_num:6|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 50 seems to work best for the GFP channel (ER), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+CorrectIlluminationCalculate:[module_num:8|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 50 seems to work best for the GFP channel (ER), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the input image:OrigGFP
     Name the output image:IllumGFP
     Select how the illumination function is calculated:Background
@@ -121,7 +237,7 @@ CorrectIlluminationCalculate:[module_num:6|svn_version:'Unknown'|variable_revisi
     Maximum number of iterations:40
     Residual value for convergence:0.001
 
-CorrectIlluminationCalculate:[module_num:7|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 15 seems to work best for the RFP channel (actin), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+CorrectIlluminationCalculate:[module_num:9|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 15 seems to work best for the RFP channel (actin), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the input image:OrigRFP
     Name the output image:IllumRFP
     Select how the illumination function is calculated:Background
@@ -146,7 +262,7 @@ CorrectIlluminationCalculate:[module_num:7|svn_version:'Unknown'|variable_revisi
     Maximum number of iterations:40
     Residual value for convergence:0.001
 
-CorrectIlluminationCalculate:[module_num:8|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 15 seems to work best for the CY5 channel (mitochondria), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+CorrectIlluminationCalculate:[module_num:10|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since for all seeding densities, Schwann cells do not take up a ton of space in the images, we use Background in the IC calculations.', '', 'Block size 15 seems to work best for the CY5 channel (mitochondria), as well as using the Fit Polynomial smoothing method as it seemed to not over correct as compared to the other methods.', '', 'We use the each method for calculating IC functions as this seemed to produce the best results over creating one from all images in a channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the input image:OrigMito
     Name the output image:IllumMito
     Select how the illumination function is calculated:Background
@@ -171,7 +287,7 @@ CorrectIlluminationCalculate:[module_num:8|svn_version:'Unknown'|variable_revisi
     Maximum number of iterations:40
     Residual value for convergence:0.001
 
-CorrectIlluminationApply:[module_num:9|svn_version:'Unknown'|variable_revision_number:5|show_window:False|notes:['Apply illumination correction functions to all channels']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+CorrectIlluminationApply:[module_num:11|svn_version:'Unknown'|variable_revision_number:5|show_window:False|notes:['Apply illumination correction functions to all channels']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the input image:OrigDAPI
     Name the output image:CorrDAPI
     Select the illumination function:IllumDAPI
@@ -191,7 +307,7 @@ CorrectIlluminationApply:[module_num:9|svn_version:'Unknown'|variable_revision_n
     Set output image values less than 0 equal to 0?:Yes
     Set output image values greater than 1 equal to 1?:Yes
 
-SaveImages:[module_num:10|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save DAPI images as same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+SaveImages:[module_num:12|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save DAPI images as same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the type of image to save:Image
     Select the image to save:CorrDAPI
     Select method for constructing file names:From image filename
@@ -211,7 +327,7 @@ SaveImages:[module_num:10|svn_version:'Unknown'|variable_revision_number:16|show
     How to save the series:T (Time)
     Save with lossless compression?:Yes
 
-SaveImages:[module_num:11|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save GFP images as same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+SaveImages:[module_num:13|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save GFP images as same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the type of image to save:Image
     Select the image to save:CorrGFP
     Select method for constructing file names:From image filename
@@ -231,7 +347,7 @@ SaveImages:[module_num:11|svn_version:'Unknown'|variable_revision_number:16|show
     How to save the series:T (Time)
     Save with lossless compression?:Yes
 
-SaveImages:[module_num:12|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save RFP images as same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+SaveImages:[module_num:14|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save RFP images as same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the type of image to save:Image
     Select the image to save:CorrRFP
     Select method for constructing file names:From image filename
@@ -251,7 +367,7 @@ SaveImages:[module_num:12|svn_version:'Unknown'|variable_revision_number:16|show
     How to save the series:T (Time)
     Save with lossless compression?:Yes
 
-SaveImages:[module_num:13|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save CY5 images as the same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+SaveImages:[module_num:15|svn_version:'Unknown'|variable_revision_number:16|show_window:False|notes:['Save CY5 images as the same bit-depth']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
     Select the type of image to save:Image
     Select the image to save:CorrMito
     Select method for constructing file names:From image filename
@@ -270,3 +386,27 @@ SaveImages:[module_num:13|svn_version:'Unknown'|variable_revision_number:16|show
     Base image folder:Elsewhere...|
     How to save the series:T (Time)
     Save with lossless compression?:Yes
+
+ExportToSpreadsheet:[module_num:16|svn_version:'Unknown'|variable_revision_number:13|show_window:False|notes:[]|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Select the column delimiter:Comma (",")
+    Add image metadata columns to your object data file?:No
+    Add image file and folder names to your object data file?:No
+    Select the measurements to export:No
+    Calculate the per-image mean values for object measurements?:No
+    Calculate the per-image median values for object measurements?:No
+    Calculate the per-image standard deviation values for object measurements?:No
+    Output file location:Default Output Folder|
+    Create a GenePattern GCT file?:No
+    Select source of sample row name:Metadata
+    Select the image to use as the identifier:None
+    Select the metadata to use as the identifier:None
+    Export all measurement types?:Yes
+    Press button to select measurements:
+    Representation of Nan/Inf:NaN
+    Add a prefix to file names?:Yes
+    Filename prefix:IC_QC_Run
+    Overwrite existing files without warning?:No
+    Data to export:Image
+    Combine these object measurements with those of the previous object?:No
+    File name:DATA.csv
+    Use the object name for the file name?:Yes
diff --git a/1.cellprofiler_ic/pipelines/whole_image_qc.cppipe b/1.cellprofiler_ic/pipelines/whole_image_qc.cppipe
new file mode 100644
index 0000000..881eb3f
--- /dev/null
+++ b/1.cellprofiler_ic/pipelines/whole_image_qc.cppipe
@@ -0,0 +1,115 @@
+CellProfiler Pipeline: http://www.cellprofiler.org
+Version:5
+DateRevision:424
+GitHash:
+ModuleCount:6
+HasImagePlaneDetails:False
+
+Images:[module_num:1|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Add the plate images to view when testing parameters. If not, make sure it is blank prior to processing the images via the notebook.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    :
+    Filter images?:Images only
+    Select the rule criteria:and (extension does isimage) (directory doesnot containregexp "[\\\\/]\\.")
+
+Metadata:[module_num:2|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['There is no need to extract metadata since we are not using the GUI to processes each plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Extract metadata?:No
+    Metadata data type:Text
+    Metadata types:{}
+    Extraction method count:1
+    Metadata extraction method:Extract from file/folder names
+    Metadata source:Folder name
+    Regular expression to extract from file name:^(?P<Plate>.*)_(?P<Well>[A-P][0-9]{2})_s(?P<Site>[0-9])_w(?P<ChannelNumber>[0-9])
+    Regular expression to extract from folder name:(?P<Plate>localhost220512140003_KK22-05-198|localhost220513100001_KK22-05-198_FactinAdjusted|localhost230405150001)
+    Extract metadata from:All images
+    Select the filtering criteria:and (file does contain "")
+    Metadata file location:Elsewhere...|
+    Match file and image metadata:[]
+    Use case insensitive matching?:No
+    Metadata file name:None
+    Does cached metadata exist?:No
+
+NamesAndTypes:[module_num:3|svn_version:'Unknown'|variable_revision_number:8|show_window:False|notes:['Assign each image to its channel.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Assign a name to:Images matching rules
+    Select the image type:Grayscale image
+    Name to assign these images:DNA
+    Match metadata:[]
+    Image set matching method:Order
+    Set intensity range from:Image metadata
+    Assignments count:4
+    Single images count:0
+    Maximum intensity:255.0
+    Process as 3D?:No
+    Relative pixel spacing in X:1.0
+    Relative pixel spacing in Y:1.0
+    Relative pixel spacing in Z:1.0
+    Select the rule criteria:and (file does contain "DAPI")
+    Name to assign these images:OrigDAPI
+    Name to assign these objects:Cell
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain "GFP")
+    Name to assign these images:OrigGFP
+    Name to assign these objects:Nucleus
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain "RFP")
+    Name to assign these images:OrigRFP
+    Name to assign these objects:Cytoplasm
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+    Select the rule criteria:and (file does contain "CY5")
+    Name to assign these images:OrigCY5
+    Name to assign these objects:Speckle
+    Select the image type:Grayscale image
+    Set intensity range from:Image metadata
+    Maximum intensity:255.0
+
+Groups:[module_num:4|svn_version:'Unknown'|variable_revision_number:2|show_window:False|notes:['Since we are not using the GUI to processes each plate, we do NOT need to group the images by plate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Do you want to group your images?:No
+    grouping metadata count:1
+    Metadata category:Plate
+
+MeasureImageQuality:[module_num:5|svn_version:'Unknown'|variable_revision_number:6|show_window:False|notes:['To measure image quality, we will only be using blur and saturation to determine how out of focus images are and if there are large highly saturated artifacts. Defaults are used for blur.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Calculate metrics for which images?:All loaded images
+    Image count:1
+    Scale count:1
+    Threshold count:1
+    Select the images to measure:
+    Include the image rescaling value?:Yes
+    Calculate blur metrics?:Yes
+    Spatial scale for blur measurements:20
+    Calculate saturation metrics?:Yes
+    Calculate intensity metrics?:No
+    Calculate thresholds?:No
+    Use all thresholding methods?:No
+    Select a thresholding method:Otsu
+    Typical fraction of the image covered by objects:0.1
+    Two-class or three-class thresholding?:Two classes
+    Minimize the weighted variance or the entropy?:Weighted variance
+    Assign pixels in the middle intensity class to the foreground or the background?:Foreground
+
+ExportToSpreadsheet:[module_num:6|svn_version:'Unknown'|variable_revision_number:13|show_window:False|notes:['Export all of the whole image quality metrics to a spreadsheet to load in and evaluate.']|batch_state:array([], dtype=uint8)|enabled:True|wants_pause:False]
+    Select the column delimiter:Comma (",")
+    Add image metadata columns to your object data file?:No
+    Add image file and folder names to your object data file?:No
+    Select the measurements to export:No
+    Calculate the per-image mean values for object measurements?:No
+    Calculate the per-image median values for object measurements?:No
+    Calculate the per-image standard deviation values for object measurements?:No
+    Output file location:Default Output Folder|
+    Create a GenePattern GCT file?:No
+    Select source of sample row name:Metadata
+    Select the image to use as the identifier:None
+    Select the metadata to use as the identifier:None
+    Export all measurement types?:Yes
+    Press button to select measurements:
+    Representation of Nan/Inf:NaN
+    Add a prefix to file names?:No
+    Filename prefix:Whole_Image_QC
+    Overwrite existing files without warning?:No
+    Data to export:Do not use
+    Combine these object measurements with those of the previous object?:No
+    File name:DATA.csv
+    Use the object name for the file name?:Yes
diff --git a/1.cellprofiler_ic/scripts/nf1_ic.py b/1.cellprofiler_ic/scripts/nf1_ic.py
index 76c2c26..10dbb89 100644
--- a/1.cellprofiler_ic/scripts/nf1_ic.py
+++ b/1.cellprofiler_ic/scripts/nf1_ic.py
@@ -25,8 +25,8 @@
 # set the run type for the parallelization
 run_name = "illum_correction"
 
-# set path for pipeline for all plates for whole image analysis
-path_to_pipeline = pathlib.Path("./pipelines/nuclei_analysis.cppipe").resolve()
+# Directory with pipelines
+pipeline_dir = pathlib.Path("./pipelines/").resolve(strict=True)
 
 # set main output dir for all plates
 output_dir = pathlib.Path("./Corrected_Images")
@@ -65,12 +65,12 @@
 for name, info in plate_info_dictionary.items():
     # only plates 1 and 2 have 3 channels so these are the only plates that use this path
     if name == "Plate_1" or name == "Plate_2":
-        info["path_to_pipeline"] = pathlib.Path(f"./NF1_illum_3channel.cppipe").resolve(
+        info["path_to_pipeline"] = pathlib.Path(f"{pipeline_dir}/NF1_illum_3channel.cppipe").resolve(
             strict=True
         )
     # all other plates have 4 channels and will use that specific pipeline
     else:
-        info["path_to_pipeline"] = pathlib.Path(f"./NF1_illum_4channel.cppipe").resolve(
+        info["path_to_pipeline"] = pathlib.Path(f"{pipeline_dir}/NF1_illum_4channel.cppipe").resolve(
             strict=True
         )
 
@@ -82,7 +82,7 @@
 # 
 # In this notebook, we do not run the cells to completion as we prefer to run the notebooks as nbconverted python files due to better stability.
 
-# In[4]:
+# In[ ]:
 
 
 cp_parallel.run_cellprofiler_parallel(
diff --git a/2.cellprofiler_analysis/analysis_output/Plate_5/Plate_5_nf1_analysis.sqlite b/2.cellprofiler_analysis/analysis_output/Plate_5/Plate_5_nf1_analysis.sqlite
index 199f1be..d3e0b7b 100644
--- a/2.cellprofiler_analysis/analysis_output/Plate_5/Plate_5_nf1_analysis.sqlite
+++ b/2.cellprofiler_analysis/analysis_output/Plate_5/Plate_5_nf1_analysis.sqlite
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6a9e8afa1cf56dcbf28eb04374c0040f730068a05ce37c2fecb35409cb0151ac
-size 244957184
+oid sha256:776d5e804fe485f68fd6b013e2c28469de4b99768f2759053c04a8c4f332444a
+size 236130304
diff --git a/3.processing_features/1.pycytominer_bulk_pipelines.ipynb b/3.processing_features/1.pycytominer_bulk_pipelines.ipynb
index 91c67c3..179ff55 100644
--- a/3.processing_features/1.pycytominer_bulk_pipelines.ipynb
+++ b/3.processing_features/1.pycytominer_bulk_pipelines.ipynb
@@ -381,7 +381,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.15"
+   "version": "3.8.18"
   }
  },
  "nbformat": 4,
diff --git a/3.processing_features/2.pycytominer_singlecell_pipelines.ipynb b/3.processing_features/2.pycytominer_singlecell_pipelines.ipynb
index 2b34254..1ce6747 100644
--- a/3.processing_features/2.pycytominer_singlecell_pipelines.ipynb
+++ b/3.processing_features/2.pycytominer_singlecell_pipelines.ipynb
@@ -239,7 +239,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.8"
+   "version": "3.8.18"
   }
  },
  "nbformat": 4,
diff --git a/3.processing_features/data/bulk_profiles/Plate_5_bulk.parquet b/3.processing_features/data/bulk_profiles/Plate_5_bulk.parquet
index 0daf71c..503d7d2 100644
--- a/3.processing_features/data/bulk_profiles/Plate_5_bulk.parquet
+++ b/3.processing_features/data/bulk_profiles/Plate_5_bulk.parquet
@@ -1,3 +1,3 @@
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-oid sha256:4228b887ac4ebc66b1bffc421bb841ffc8af77de752bd314228a873e7e9b9e6d
-size 3577277
+oid sha256:e3c74cd093d09532b6f6a8b0f74ab714e1889904ad9817b7d40068a0745286ab
+size 3577722
diff --git a/3.processing_features/data/bulk_profiles/Plate_5_bulk_annotated.parquet b/3.processing_features/data/bulk_profiles/Plate_5_bulk_annotated.parquet
index 16e8ee0..1538d82 100644
--- a/3.processing_features/data/bulk_profiles/Plate_5_bulk_annotated.parquet
+++ b/3.processing_features/data/bulk_profiles/Plate_5_bulk_annotated.parquet
@@ -1,3 +1,3 @@
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-oid sha256:ec9b8dbc22506ad9adc5ceb01b61b289bcc4dcd149d47631eebfcfbe787d7336
-size 3580014
+oid sha256:25b393337bf4ea800ab42cbb96191a7da49230ef5efb51b0b4bf5aec7f94e160
+size 3580436
diff --git a/3.processing_features/data/bulk_profiles/Plate_5_bulk_feature_selected.parquet b/3.processing_features/data/bulk_profiles/Plate_5_bulk_feature_selected.parquet
index 19e5b3e..830d402 100644
--- a/3.processing_features/data/bulk_profiles/Plate_5_bulk_feature_selected.parquet
+++ b/3.processing_features/data/bulk_profiles/Plate_5_bulk_feature_selected.parquet
@@ -1,3 +1,3 @@
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-oid sha256:b8ecb8f5422bc1bd82737360c78d8daad23b460e1021cbe0f6b7a10394e750a9
-size 1806100
+oid sha256:988f95e04f630939ef7dd058f2a7f240a6d64d095a209a81399b797ba8b112c9
+size 1814018
diff --git a/3.processing_features/data/bulk_profiles/Plate_5_bulk_normalized.parquet b/3.processing_features/data/bulk_profiles/Plate_5_bulk_normalized.parquet
index 3f560e5..a08fc47 100644
--- a/3.processing_features/data/bulk_profiles/Plate_5_bulk_normalized.parquet
+++ b/3.processing_features/data/bulk_profiles/Plate_5_bulk_normalized.parquet
@@ -1,3 +1,3 @@
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-size 3603020
+oid sha256:c24e249308dc97ac2371bb4fdf65fe839ac41a0cec89d02574811968c00e7a5b
+size 3603591
diff --git a/3.processing_features/data/converted_data/Plate_5.parquet b/3.processing_features/data/converted_data/Plate_5.parquet
index 671c672..422d2e2 100644
--- a/3.processing_features/data/converted_data/Plate_5.parquet
+++ b/3.processing_features/data/converted_data/Plate_5.parquet
@@ -1,3 +1,3 @@
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-oid sha256:3ff06ae2f2e832885448b0e8e62a9f110bb5fd24edd249b9dbe22601877b4f55
-size 163230803
+oid sha256:84ab12d4cf2d56d964aa662bb5ec7161dcead4a9f9d86d333cffb945acfd4031
+size 157419890
diff --git a/3.processing_features/data/single_cell_profiles/Plate_5_bulk_camerons_method.parquet b/3.processing_features/data/single_cell_profiles/Plate_5_bulk_camerons_method.parquet
index 7b48223..83a5936 100644
--- a/3.processing_features/data/single_cell_profiles/Plate_5_bulk_camerons_method.parquet
+++ b/3.processing_features/data/single_cell_profiles/Plate_5_bulk_camerons_method.parquet
@@ -1,3 +1,3 @@
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-size 1846571
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+size 1847931
diff --git a/3.processing_features/data/single_cell_profiles/Plate_5_sc_annotated.parquet b/3.processing_features/data/single_cell_profiles/Plate_5_sc_annotated.parquet
index b469748..1a17b03 100644
--- a/3.processing_features/data/single_cell_profiles/Plate_5_sc_annotated.parquet
+++ b/3.processing_features/data/single_cell_profiles/Plate_5_sc_annotated.parquet
@@ -1,3 +1,3 @@
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-size 163204088
+oid sha256:b0b6e9ed7432269a359316a5a4bb82b47c3581b4ead98fe0c7ae9516e9bc2380
+size 157423593
diff --git a/3.processing_features/data/single_cell_profiles/Plate_5_sc_feature_selected.parquet b/3.processing_features/data/single_cell_profiles/Plate_5_sc_feature_selected.parquet
index cc900ad..5c0e603 100644
--- a/3.processing_features/data/single_cell_profiles/Plate_5_sc_feature_selected.parquet
+++ b/3.processing_features/data/single_cell_profiles/Plate_5_sc_feature_selected.parquet
@@ -1,3 +1,3 @@
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-size 88471237
+oid sha256:b99b53c921787bedaee3696caecab5a175e1b466b266b31b6821b0cde6d1a23f
+size 85384055
diff --git a/3.processing_features/data/single_cell_profiles/Plate_5_sc_normalized.parquet b/3.processing_features/data/single_cell_profiles/Plate_5_sc_normalized.parquet
index de660e1..037d7da 100644
--- a/3.processing_features/data/single_cell_profiles/Plate_5_sc_normalized.parquet
+++ b/3.processing_features/data/single_cell_profiles/Plate_5_sc_normalized.parquet
@@ -1,3 +1,3 @@
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-size 164743477
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+size 158920061
diff --git a/nf1_cellpainting_env.yml b/nf1_cellpainting_env.yml
index f4ab1ab..472defd 100644
--- a/nf1_cellpainting_env.yml
+++ b/nf1_cellpainting_env.yml
@@ -13,6 +13,7 @@ dependencies:
 - conda-forge::numpy
 - conda-forge::pyyaml
 - conda-forge::matplotlib
+- conda-forge::seaborn
 - conda-forge::pandas
 # this package must be hardcoded to work with Mac 
 - conda-forge::mysqlclient=1.4.6
@@ -29,7 +30,7 @@ dependencies:
 - conda-forge::wxpython=4.1.0
 - conda-forge::sentry-sdk=0.18.0
 - pip:
-    # must have 4.2.4 or higher (4.2.4 was used in the analysis at this time)
-    - cellprofiler>=4.2.4
-    - Cytotable
+    # Install CellProfiler (do not install higher due to possible differences in output)
+    - cellprofiler==4.2.4
+    - CytoTable
     - pycytominer