diff --git "a/dataset_tools/done/Check for Transparency.ipynb" "b/dataset_tools/done/Check for Transparency.ipynb"
new file mode 100644--- /dev/null
+++ "b/dataset_tools/done/Check for Transparency.ipynb"
@@ -0,0 +1,4636 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Check for Transparency\n",
+    "----\n",
+    "\n",
+    "The Python script recursively traverses a specified directory, identifying image files with extension `.png`. For each identified image, it checks if it contains transparency by examining its mode with PIL."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\kade\\miniconda3\\envs\\ml\\lib\\site-packages\\PIL\\Image.py:3218: DecompressionBombWarning: Image size (139211472 pixels) exceeds limit of 89478485 pixels, could be decompression bomb DOS attack.\n",
+      "  warnings.warn(\n",
+      "c:\\Users\\kade\\miniconda3\\envs\\ml\\lib\\site-packages\\PIL\\Image.py:3218: DecompressionBombWarning: Image size (110000000 pixels) exceeds limit of 89478485 pixels, could be decompression bomb DOS attack.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Images with transparency:\n",
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+      "E:\\training_dir\\_\\fonx.png\n",
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+      "E:\\training_dir\\_\\kade-reading-blackbg.png\n",
+      "E:\\training_dir\\_\\kbed-512.png\n",
+      "E:\\training_dir\\_\\kemono_1.png\n",
+      "E:\\training_dir\\_\\no-snoofer.png\n",
+      "E:\\training_dir\\_\\Owl-Swat-Pistol.NoWM.png\n",
+      "E:\\training_dir\\_\\podcast-furry2.png\n",
+      "E:\\training_dir\\_\\Untitled-122png.png\n",
+      "E:\\training_dir\\_\\Untitledasdad-1.png\n",
+      "E:\\training_dir\\_\\use-this-for-inpaint.png\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "from PIL import Image\n",
+    "import glob\n",
+    "\n",
+    "# Increase the maximum allowed pixels, or set to None to disable the check\n",
+    "Image.MAX_IMAGE_PIXELS = 139211472\n",
+    "\n",
+    "def check_transparency(image_path):\n",
+    "    \"\"\"\n",
+    "    Check if the given image has transparency.\n",
+    "\n",
+    "    Parameters:\n",
+    "    image_path (str): The file path to the image.\n",
+    "\n",
+    "    Returns:\n",
+    "    bool: True if the image has transparency (mode 'RGBA'), False otherwise.\n",
+    "    \"\"\"\n",
+    "    try:\n",
+    "        image = Image.open(image_path)\n",
+    "        if image.mode == 'RGBA':\n",
+    "            return True\n",
+    "    except Exception as e:\n",
+    "        print(f\"Error processing {image_path}: {e}\")\n",
+    "    return False\n",
+    "\n",
+    "def main():\n",
+    "    \"\"\"\n",
+    "    Main function that finds and prints out all images with transparency in a given directory.\n",
+    "    \"\"\"\n",
+    "    directory = r'E:\\training_dir'\n",
+    "    transparent_images = []\n",
+    "\n",
+    "    # Using glob to find all .png files in the directory recursively\n",
+    "    for file_path in glob.glob(os.path.join(directory, '**', '*.png'), recursive=True):\n",
+    "        if check_transparency(file_path):\n",
+    "            transparent_images.append(file_path)\n",
+    "\n",
+    "    # Printing the results\n",
+    "    if transparent_images:\n",
+    "        print(\"Images with transparency:\")\n",
+    "        for img in transparent_images:\n",
+    "            print(img)\n",
+    "    else:\n",
+    "        print(\"No transparent images in your dataset!\")\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    main()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "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": "3.10.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}