data_split.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Making the training and the validation split in the dataset. \n",
    "The second argument in the function `valid_size` denotes the percent of train dataset you want to convert into validation. By default the parameter is set to `20`% of the overall dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os \n",
    "import shutil\n",
    "from PIL import Image \n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "What needs to be done: \n",
    "- List all the files in image folder \n",
    "- Select 20% files from the list\n",
    "- make a new folder \n",
    "- Move the respective files into the folder\n",
    "\n",
    "- do the same for the masked images as well\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5088"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(os.listdir(\"/Users/bharatjain/Desktop/Deep Learning/UNet/dataset/train\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def data_split(data_dir=\"dataset\",valid_size=20): \n",
    "    cwd = os.getcwd()\n",
    "    images_folder = f'{data_dir}/train'\n",
    "    print(images_folder)\n",
    "    mask_folder = f'{data_dir}/train_masks'\n",
    "    images = os.listdir(images_folder)\n",
    "    n = int(len(images)*(valid_size/100))\n",
    "    print(n)\n",
    "    sample = random.sample(images,n)\n",
    "    print(sample[1])\n",
    "    if (not os.path.exists(f\"{data_dir}/valid\")):\n",
    "        os.mkdir(f\"{data_dir}/valid\")\n",
    "        os.mkdir(f\"{data_dir}/valid_masks\")\n",
    "    for i in range(len(sample)):\n",
    "        img_name = sample[i]\n",
    "        # shutil.move(f\"\")\n",
    "        img_path = os.path.join(images_folder,img_name)\n",
    "        mask_path = os.path.join(mask_folder,img_name).replace(\".jpg\",\"_mask.gif\")\n",
    "        valid_img_path = f'{data_dir}/valid'\n",
    "        valid_masks_path = f'{data_dir}/valid_masks'\n",
    "        print(f'Image Path: {img_path}, Mask Path: {mask_path},Masks Path: {valid_masks_path}')\n",
    "        shutil.move(img_path,valid_img_path)\n",
    "        shutil.move(mask_path,valid_masks_path)\n",
    "    print(f\"Moved {len(sample)} images into the validation set\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset/train\n",
      "1012\n",
      "7bd1142155ae_14.jpg\n",
      "Image Path: dataset/train/cafee4122080_01.jpg, Mask Path: dataset/train_masks/cafee4122080_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/7bd1142155ae_14.jpg, Mask Path: dataset/train_masks/7bd1142155ae_14_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/0ee135a3cccc_05.jpg, Mask Path: dataset/train_masks/0ee135a3cccc_05_mask.gif,Masks Path: dataset/valid_masks\n",
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      "Image Path: dataset/train/02159e548029_14.jpg, Mask Path: dataset/train_masks/02159e548029_14_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/344ece157efc_09.jpg, Mask Path: dataset/train_masks/344ece157efc_09_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/82f72273d23e_03.jpg, Mask Path: dataset/train_masks/82f72273d23e_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/c2fd64144e97_11.jpg, Mask Path: dataset/train_masks/c2fd64144e97_11_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/eaf9eb0b2293_14.jpg, Mask Path: dataset/train_masks/eaf9eb0b2293_14_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/56023a17481b_01.jpg, Mask Path: dataset/train_masks/56023a17481b_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/f70052627830_04.jpg, Mask Path: dataset/train_masks/f70052627830_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/695f39dfac16_05.jpg, Mask Path: dataset/train_masks/695f39dfac16_05_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/be86e79f1225_11.jpg, Mask Path: dataset/train_masks/be86e79f1225_11_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/3c54e71fd2c9_15.jpg, Mask Path: dataset/train_masks/3c54e71fd2c9_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/a46baa0b3ac0_11.jpg, Mask Path: dataset/train_masks/a46baa0b3ac0_11_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/b38c4e132183_01.jpg, Mask Path: dataset/train_masks/b38c4e132183_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/8603668953a6_07.jpg, Mask Path: dataset/train_masks/8603668953a6_07_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/843763f47895_12.jpg, Mask Path: dataset/train_masks/843763f47895_12_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/56023a17481b_11.jpg, Mask Path: dataset/train_masks/56023a17481b_11_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/151c7f2d4183_09.jpg, Mask Path: dataset/train_masks/151c7f2d4183_09_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/2faf504842df_04.jpg, Mask Path: dataset/train_masks/2faf504842df_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/4f1f065d78ac_15.jpg, Mask Path: dataset/train_masks/4f1f065d78ac_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/feaf59172a01_02.jpg, Mask Path: dataset/train_masks/feaf59172a01_02_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/f70052627830_07.jpg, Mask Path: dataset/train_masks/f70052627830_07_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/d1a3af34e674_12.jpg, Mask Path: dataset/train_masks/d1a3af34e674_12_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/3c6acfceb552_07.jpg, Mask Path: dataset/train_masks/3c6acfceb552_07_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/2a4a8964ebf3_10.jpg, Mask Path: dataset/train_masks/2a4a8964ebf3_10_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/32edfb7723ff_03.jpg, Mask Path: dataset/train_masks/32edfb7723ff_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/5bc30efeb7bf_06.jpg, Mask Path: dataset/train_masks/5bc30efeb7bf_06_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/c52b272a5329_12.jpg, Mask Path: dataset/train_masks/c52b272a5329_12_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/fff9b3a5373f_09.jpg, Mask Path: dataset/train_masks/fff9b3a5373f_09_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/8b88fb784951_02.jpg, Mask Path: dataset/train_masks/8b88fb784951_02_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/db09fec614d2_03.jpg, Mask Path: dataset/train_masks/db09fec614d2_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/c52b272a5329_13.jpg, Mask Path: dataset/train_masks/c52b272a5329_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/33a310ea7462_04.jpg, Mask Path: dataset/train_masks/33a310ea7462_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/ad5a6a058944_06.jpg, Mask Path: dataset/train_masks/ad5a6a058944_06_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/dd70a0a51e3b_08.jpg, Mask Path: dataset/train_masks/dd70a0a51e3b_08_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/85cba1a00135_15.jpg, Mask Path: dataset/train_masks/85cba1a00135_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/65051cfe0789_01.jpg, Mask Path: dataset/train_masks/65051cfe0789_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/189a2a32a615_13.jpg, Mask Path: dataset/train_masks/189a2a32a615_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/ed13cbcdd5d8_05.jpg, Mask Path: dataset/train_masks/ed13cbcdd5d8_05_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/6e016b8b3617_09.jpg, Mask Path: dataset/train_masks/6e016b8b3617_09_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/42b3feca1993_03.jpg, Mask Path: dataset/train_masks/42b3feca1993_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/fa613ac8eac5_16.jpg, Mask Path: dataset/train_masks/fa613ac8eac5_16_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/dc1c5c2b9e49_13.jpg, Mask Path: dataset/train_masks/dc1c5c2b9e49_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/d0dab700c896_04.jpg, Mask Path: dataset/train_masks/d0dab700c896_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/3a7a8f03e713_03.jpg, Mask Path: dataset/train_masks/3a7a8f03e713_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/fdc2c87853ce_15.jpg, Mask Path: dataset/train_masks/fdc2c87853ce_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/a2df64508b97_02.jpg, Mask Path: dataset/train_masks/a2df64508b97_02_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/69fba9e8f572_16.jpg, Mask Path: dataset/train_masks/69fba9e8f572_16_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/292f59c6a347_05.jpg, Mask Path: dataset/train_masks/292f59c6a347_05_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/2cb06c1f5bb1_08.jpg, Mask Path: dataset/train_masks/2cb06c1f5bb1_08_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/f98dbe8a5ee2_01.jpg, Mask Path: dataset/train_masks/f98dbe8a5ee2_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/40851e617b93_09.jpg, Mask Path: dataset/train_masks/40851e617b93_09_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/e2230d0ceb02_02.jpg, Mask Path: dataset/train_masks/e2230d0ceb02_02_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/d8f11603ef08_01.jpg, Mask Path: dataset/train_masks/d8f11603ef08_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/7ab9747cf6d7_14.jpg, Mask Path: dataset/train_masks/7ab9747cf6d7_14_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/d1a3af34e674_15.jpg, Mask Path: dataset/train_masks/d1a3af34e674_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/2cb06c1f5bb1_16.jpg, Mask Path: dataset/train_masks/2cb06c1f5bb1_16_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/9ab2a45de8c7_11.jpg, Mask Path: dataset/train_masks/9ab2a45de8c7_11_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/eb07e3f63ad2_08.jpg, Mask Path: dataset/train_masks/eb07e3f63ad2_08_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/df642435a951_10.jpg, Mask Path: dataset/train_masks/df642435a951_10_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/e114fcbb9723_16.jpg, Mask Path: dataset/train_masks/e114fcbb9723_16_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/169f5f6d8c9d_10.jpg, Mask Path: dataset/train_masks/169f5f6d8c9d_10_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/eefc0d8c94f0_07.jpg, Mask Path: dataset/train_masks/eefc0d8c94f0_07_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/86c10c8c6206_15.jpg, Mask Path: dataset/train_masks/86c10c8c6206_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/7fbc761387f3_11.jpg, Mask Path: dataset/train_masks/7fbc761387f3_11_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/fecea3036c59_13.jpg, Mask Path: dataset/train_masks/fecea3036c59_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/d8216041ffa9_06.jpg, Mask Path: dataset/train_masks/d8216041ffa9_06_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/78bfb9c780db_14.jpg, Mask Path: dataset/train_masks/78bfb9c780db_14_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/bb2f95262773_12.jpg, Mask Path: dataset/train_masks/bb2f95262773_12_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/c8d52e0ba341_12.jpg, Mask Path: dataset/train_masks/c8d52e0ba341_12_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/dc1c5c2b9e49_03.jpg, Mask Path: dataset/train_masks/dc1c5c2b9e49_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/ddb513df9406_01.jpg, Mask Path: dataset/train_masks/ddb513df9406_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/4baf50a3d8c2_07.jpg, Mask Path: dataset/train_masks/4baf50a3d8c2_07_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/42b3feca1993_15.jpg, Mask Path: dataset/train_masks/42b3feca1993_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/1ba84b81628e_03.jpg, Mask Path: dataset/train_masks/1ba84b81628e_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/c87688f6960e_02.jpg, Mask Path: dataset/train_masks/c87688f6960e_02_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/bf9a32258ef4_15.jpg, Mask Path: dataset/train_masks/bf9a32258ef4_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/bf9a32258ef4_16.jpg, Mask Path: dataset/train_masks/bf9a32258ef4_16_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/f7ad86e13ed7_16.jpg, Mask Path: dataset/train_masks/f7ad86e13ed7_16_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/630335e37f40_04.jpg, Mask Path: dataset/train_masks/630335e37f40_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/b63a6f7952d4_15.jpg, Mask Path: dataset/train_masks/b63a6f7952d4_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/1ba84b81628e_01.jpg, Mask Path: dataset/train_masks/1ba84b81628e_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/fff9b3a5373f_16.jpg, Mask Path: dataset/train_masks/fff9b3a5373f_16_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/fc5f1a3a66cf_04.jpg, Mask Path: dataset/train_masks/fc5f1a3a66cf_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/7ac210ba75a1_04.jpg, Mask Path: dataset/train_masks/7ac210ba75a1_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/33a310ea7462_08.jpg, Mask Path: dataset/train_masks/33a310ea7462_08_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/7ab9747cf6d7_07.jpg, Mask Path: dataset/train_masks/7ab9747cf6d7_07_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/4f1f065d78ac_06.jpg, Mask Path: dataset/train_masks/4f1f065d78ac_06_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/bf9932f7aca8_09.jpg, Mask Path: dataset/train_masks/bf9932f7aca8_09_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/fdc2c87853ce_01.jpg, Mask Path: dataset/train_masks/fdc2c87853ce_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/33a310ea7462_15.jpg, Mask Path: dataset/train_masks/33a310ea7462_15_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/3bca821c8c41_13.jpg, Mask Path: dataset/train_masks/3bca821c8c41_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/419687d50dcd_07.jpg, Mask Path: dataset/train_masks/419687d50dcd_07_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/5bc30efeb7bf_03.jpg, Mask Path: dataset/train_masks/5bc30efeb7bf_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/d9b2ded58b72_12.jpg, Mask Path: dataset/train_masks/d9b2ded58b72_12_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/a3e2e104d58a_03.jpg, Mask Path: dataset/train_masks/a3e2e104d58a_03_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/2ea62c1beee7_13.jpg, Mask Path: dataset/train_masks/2ea62c1beee7_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/3bca821c8c41_05.jpg, Mask Path: dataset/train_masks/3bca821c8c41_05_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/4e5ac4b9f074_06.jpg, Mask Path: dataset/train_masks/4e5ac4b9f074_06_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/a070dbb32d2b_10.jpg, Mask Path: dataset/train_masks/a070dbb32d2b_10_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/9cc257b449d0_13.jpg, Mask Path: dataset/train_masks/9cc257b449d0_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/eb07e3f63ad2_01.jpg, Mask Path: dataset/train_masks/eb07e3f63ad2_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/2cb91c2543fa_01.jpg, Mask Path: dataset/train_masks/2cb91c2543fa_01_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/34defeec3ce6_04.jpg, Mask Path: dataset/train_masks/34defeec3ce6_04_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/bec93f7ddb19_08.jpg, Mask Path: dataset/train_masks/bec93f7ddb19_08_mask.gif,Masks Path: dataset/valid_masks\n",
      "Image Path: dataset/train/85cba1a00135_13.jpg, Mask Path: dataset/train_masks/85cba1a00135_13_mask.gif,Masks Path: dataset/valid_masks\n",
      "Moved 1012 images into the validation set\n"
     ]
    }
   ],
   "source": [
    "data_split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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