external_selection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import the necessary packages\n",
    "\n",
    "import matplotlib.patches as patches\n",
    "import matplotlib.pyplot as plt\n",
    "from imutils import paths\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import imutils\n",
    "import random\n",
    "import shutil\n",
    "import csv\n",
    "import cv2\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_dir(dirName):\n",
    "    # Create a target directory & all intermediate \n",
    "    # directories if they don't exists\n",
    "    \n",
    "    if not os.path.exists(dirName):\n",
    "        os.makedirs(dirName, exist_ok = True)\n",
    "        print(\"[INFO] Directory \" ,dirName,  \" created\")\n",
    "    else:\n",
    "        print(\"[INFO] Directory \" ,dirName,  \" already exists\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ROOT = 'selected-external'    # directory to save selected images for the external datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
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     "output_type": "stream",
     "text": [
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      "selected-external-test/animefaces/images/001443.jpg selected-external-test/animefaces/labels_eval/001443.txt\n",
      "selected-external-test/animefaces/images/004589.jpg selected-external-test/animefaces/labels_eval/004589.txt\n",
      "selected-external-test/animefaces/images/005164.jpg selected-external-test/animefaces/labels_eval/005164.txt\n",
      "selected-external-test/animefaces/images/005015.jpg selected-external-test/animefaces/labels_eval/005015.txt\n",
      "selected-external-test/animefaces/images/005059.jpg selected-external-test/animefaces/labels_eval/005059.txt\n",
      "selected-external-test/animefaces/images/006378.jpg selected-external-test/animefaces/labels_eval/006378.txt\n",
      "selected-external-test/animefaces/images/001313.jpg selected-external-test/animefaces/labels_eval/001313.txt\n",
      "selected-external-test/animefaces/images/001485.jpg selected-external-test/animefaces/labels_eval/001485.txt\n",
      "selected-external-test/animefaces/images/003885.jpg selected-external-test/animefaces/labels_eval/003885.txt\n",
      "selected-external-test/animefaces/images/003710.jpg selected-external-test/animefaces/labels_eval/003710.txt\n",
      "selected-external-test/animefaces/images/001807.jpg selected-external-test/animefaces/labels_eval/001807.txt\n",
      "selected-external-test/animefaces/images/004259.jpg selected-external-test/animefaces/labels_eval/004259.txt\n",
      "selected-external-test/animefaces/images/001350.jpg selected-external-test/animefaces/labels_eval/001350.txt\n",
      "selected-external-test/animefaces/images/005962.jpg selected-external-test/animefaces/labels_eval/005962.txt\n",
      "selected-external-test/animefaces/images/003575.jpg selected-external-test/animefaces/labels_eval/003575.txt\n",
      "selected-external-test/animefaces/images/004242.jpg selected-external-test/animefaces/labels_eval/004242.txt\n",
      "selected-external-test/animefaces/images/001465.jpg selected-external-test/animefaces/labels_eval/001465.txt\n",
      "selected-external-test/animefaces/images/003061.jpg selected-external-test/animefaces/labels_eval/003061.txt\n",
      "selected-external-test/animefaces/images/004825.jpg selected-external-test/animefaces/labels_eval/004825.txt\n",
      "selected-external-test/animefaces/images/000318.jpg selected-external-test/animefaces/labels_eval/000318.txt\n",
      "selected-external-test/animefaces/images/006601.jpg selected-external-test/animefaces/labels_eval/006601.txt\n",
      "selected-external-test/animefaces/images/004831.jpg selected-external-test/animefaces/labels_eval/004831.txt\n",
      "selected-external-test/animefaces/images/004895.jpg selected-external-test/animefaces/labels_eval/004895.txt\n",
      "selected-external-test/animefaces/images/004840.jpg selected-external-test/animefaces/labels_eval/004840.txt\n",
      "selected-external-test/animefaces/images/006151.jpg selected-external-test/animefaces/labels_eval/006151.txt\n",
      "selected-external-test/animefaces/images/006456.jpg selected-external-test/animefaces/labels_eval/006456.txt\n",
      "selected-external-test/animefaces/images/003577.jpg selected-external-test/animefaces/labels_eval/003577.txt\n"
     ]
    }
   ],
   "source": [
    "dataset = 'animefaces'                # dataset name ['tj', 'animefaces', 'artisticfaces', 'metfaces', 'turtles']\n",
    "\n",
    "# Make new directories for images and labels\n",
    "make_dir(os.path.join(ROOT, dataset, 'images'))\n",
    "make_dir(os.path.join(ROOT, dataset, 'labels_eval'))\n",
    "\n",
    "# Get the image and label paths\n",
    "imagesList = sorted(list(paths.list_images(os.path.join('dataset', dataset, 'images'))))\n",
    "labelsList = sorted(list(paths.list_files(os.path.join('dataset', dataset, 'labels_eval'), validExts='txt')))\n",
    "\n",
    "remove = []   # list of images to remove\n",
    "N = 0\n",
    "\n",
    "# Iterate over label files\n",
    "for labelPath in labelsList:\n",
    "    labelFile = open(labelPath, \"r\")\n",
    "    \n",
    "    n = len(labelFile.readlines())    # the number of faces\n",
    "    print('Number of faces: {}'.format(n))\n",
    "    \n",
    "    # Add the path image without faces to remove list\n",
    "    if n == 0:\n",
    "        remove.append(labelPath)\n",
    "        N += 1\n",
    "print(N)\n",
    "\n",
    "# Remove image and labels without faces\n",
    "for r in remove:\n",
    "    labelsList.remove(r)\n",
    "    imagesList.remove(r.replace('txt', 'jpg').replace('labels_eval', 'images'))\n",
    "    print('Removed: ', r)\n",
    "\n",
    "# Check if number of images and labels match\n",
    "if len(imagesList) != len(labelsList):\n",
    "    print(len(imagesList), len(labelsList))\n",
    "    raise Exception(\"Number of images and labels does not match\")\n",
    "\n",
    "# Generate a list random 160 integers from 0 to dataset size\n",
    "randomIdx = random.sample(range(0, len(imagesList)), 160)\n",
    "\n",
    "# Copy 160 random images and labels to selected directory\n",
    "for idx in randomIdx:\n",
    "    desImage = os.path.join(ROOT, dataset, 'images', imagesList[idx].split('/')[-1])\n",
    "    desLabel = os.path.join(ROOT, dataset, 'labels_eval', imagesList[idx].split('/')[-1].split('.')[0] + '.txt')\n",
    "\n",
    "    print(desImage, desLabel)\n",
    "\n",
    "    shutil.copyfile(imagesList[idx], desImage)\n",
    "    shutil.copyfile(labelsList[idx], desLabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] Directory  selected-external-test/pets/images  created\n",
      "[INFO] Directory  selected-external-test/pets/labels_eval  created\n",
      "selected-external-test/pets/images/shiba_inu_103.jpg selected-external-test/pets/labels_eval/shiba_inu_103.txt\n",
      "selected-external-test/pets/images/pug_170.jpg selected-external-test/pets/labels_eval/pug_170.txt\n",
      "selected-external-test/pets/images/boxer_10.jpg selected-external-test/pets/labels_eval/boxer_10.txt\n",
      "selected-external-test/pets/images/american_pit_bull_terrier_132.jpg selected-external-test/pets/labels_eval/american_pit_bull_terrier_132.txt\n",
      "selected-external-test/pets/images/english_cocker_spaniel_100.jpg selected-external-test/pets/labels_eval/english_cocker_spaniel_100.txt\n",
      "selected-external-test/pets/images/german_shorthaired_187.jpg selected-external-test/pets/labels_eval/german_shorthaired_187.txt\n",
      "selected-external-test/pets/images/chihuahua_105.jpg selected-external-test/pets/labels_eval/chihuahua_105.txt\n",
      "selected-external-test/pets/images/japanese_chin_133.jpg selected-external-test/pets/labels_eval/japanese_chin_133.txt\n",
      "selected-external-test/pets/images/newfoundland_109.jpg selected-external-test/pets/labels_eval/newfoundland_109.txt\n",
      "selected-external-test/pets/images/Russian_Blue_151.jpg selected-external-test/pets/labels_eval/Russian_Blue_151.txt\n",
      "selected-external-test/pets/images/pug_146.jpg selected-external-test/pets/labels_eval/pug_146.txt\n",
      "selected-external-test/pets/images/beagle_109.jpg selected-external-test/pets/labels_eval/beagle_109.txt\n",
      "selected-external-test/pets/images/pomeranian_153.jpg selected-external-test/pets/labels_eval/pomeranian_153.txt\n",
      "selected-external-test/pets/images/staffordshire_bull_terrier_183.jpg selected-external-test/pets/labels_eval/staffordshire_bull_terrier_183.txt\n",
      "selected-external-test/pets/images/scottish_terrier_190.jpg selected-external-test/pets/labels_eval/scottish_terrier_190.txt\n",
      "selected-external-test/pets/images/keeshond_180.jpg selected-external-test/pets/labels_eval/keeshond_180.txt\n",
      "selected-external-test/pets/images/Ragdoll_198.jpg selected-external-test/pets/labels_eval/Ragdoll_198.txt\n",
      "selected-external-test/pets/images/Sphynx_143.jpg selected-external-test/pets/labels_eval/Sphynx_143.txt\n",
      "selected-external-test/pets/images/english_setter_126.jpg selected-external-test/pets/labels_eval/english_setter_126.txt\n",
      "selected-external-test/pets/images/great_pyrenees_107.jpg selected-external-test/pets/labels_eval/great_pyrenees_107.txt\n",
      "selected-external-test/pets/images/Maine_Coon_189.jpg selected-external-test/pets/labels_eval/Maine_Coon_189.txt\n",
      "selected-external-test/pets/images/german_shorthaired_153.jpg selected-external-test/pets/labels_eval/german_shorthaired_153.txt\n",
      "selected-external-test/pets/images/British_Shorthair_172.jpg selected-external-test/pets/labels_eval/British_Shorthair_172.txt\n",
      "selected-external-test/pets/images/newfoundland_148.jpg selected-external-test/pets/labels_eval/newfoundland_148.txt\n",
      "selected-external-test/pets/images/great_pyrenees_154.jpg selected-external-test/pets/labels_eval/great_pyrenees_154.txt\n",
      "selected-external-test/pets/images/chihuahua_160.jpg selected-external-test/pets/labels_eval/chihuahua_160.txt\n",
      "selected-external-test/pets/images/staffordshire_bull_terrier_184.jpg selected-external-test/pets/labels_eval/staffordshire_bull_terrier_184.txt\n",
      "selected-external-test/pets/images/beagle_116.jpg selected-external-test/pets/labels_eval/beagle_116.txt\n",
      "selected-external-test/pets/images/chihuahua_174.jpg selected-external-test/pets/labels_eval/chihuahua_174.txt\n",
      "selected-external-test/pets/images/Birman_187.jpg selected-external-test/pets/labels_eval/Birman_187.txt\n",
      "selected-external-test/pets/images/Bombay_137.jpg selected-external-test/pets/labels_eval/Bombay_137.txt\n",
      "selected-external-test/pets/images/Bengal_155.jpg selected-external-test/pets/labels_eval/Bengal_155.txt\n",
      "selected-external-test/pets/images/american_bulldog_128.jpg selected-external-test/pets/labels_eval/american_bulldog_128.txt\n",
      "selected-external-test/pets/images/boxer_129.jpg selected-external-test/pets/labels_eval/boxer_129.txt\n",
      "selected-external-test/pets/images/saint_bernard_159.jpg selected-external-test/pets/labels_eval/saint_bernard_159.txt\n",
      "selected-external-test/pets/images/basset_hound_169.jpg selected-external-test/pets/labels_eval/basset_hound_169.txt\n",
      "selected-external-test/pets/images/saint_bernard_150.jpg selected-external-test/pets/labels_eval/saint_bernard_150.txt\n",
      "selected-external-test/pets/images/Ragdoll_122.jpg selected-external-test/pets/labels_eval/Ragdoll_122.txt\n",
      "selected-external-test/pets/images/great_pyrenees_134.jpg selected-external-test/pets/labels_eval/great_pyrenees_134.txt\n",
      "selected-external-test/pets/images/yorkshire_terrier_179.jpg selected-external-test/pets/labels_eval/yorkshire_terrier_179.txt\n",
      "selected-external-test/pets/images/scottish_terrier_155.jpg selected-external-test/pets/labels_eval/scottish_terrier_155.txt\n",
      "selected-external-test/pets/images/german_shorthaired_155.jpg selected-external-test/pets/labels_eval/german_shorthaired_155.txt\n",
      "selected-external-test/pets/images/american_pit_bull_terrier_14.jpg selected-external-test/pets/labels_eval/american_pit_bull_terrier_14.txt\n",
      "selected-external-test/pets/images/yorkshire_terrier_185.jpg selected-external-test/pets/labels_eval/yorkshire_terrier_185.txt\n",
      "selected-external-test/pets/images/english_cocker_spaniel_189.jpg selected-external-test/pets/labels_eval/english_cocker_spaniel_189.txt\n",
      "selected-external-test/pets/images/pug_108.jpg selected-external-test/pets/labels_eval/pug_108.txt\n",
      "selected-external-test/pets/images/beagle_166.jpg selected-external-test/pets/labels_eval/beagle_166.txt\n",
      "selected-external-test/pets/images/Egyptian_Mau_147.jpg selected-external-test/pets/labels_eval/Egyptian_Mau_147.txt\n",
      "selected-external-test/pets/images/staffordshire_bull_terrier_162.jpg selected-external-test/pets/labels_eval/staffordshire_bull_terrier_162.txt\n",
      "selected-external-test/pets/images/yorkshire_terrier_138.jpg selected-external-test/pets/labels_eval/yorkshire_terrier_138.txt\n",
      "selected-external-test/pets/images/Persian_12.jpg selected-external-test/pets/labels_eval/Persian_12.txt\n",
      "selected-external-test/pets/images/Bombay_130.jpg selected-external-test/pets/labels_eval/Bombay_130.txt\n",
      "selected-external-test/pets/images/beagle_122.jpg selected-external-test/pets/labels_eval/beagle_122.txt\n",
      "selected-external-test/pets/images/Abyssinian_112.jpg selected-external-test/pets/labels_eval/Abyssinian_112.txt\n",
      "selected-external-test/pets/images/Egyptian_Mau_116.jpg selected-external-test/pets/labels_eval/Egyptian_Mau_116.txt\n",
      "selected-external-test/pets/images/Bengal_121.jpg selected-external-test/pets/labels_eval/Bengal_121.txt\n",
      "selected-external-test/pets/images/american_pit_bull_terrier_148.jpg selected-external-test/pets/labels_eval/american_pit_bull_terrier_148.txt\n",
      "selected-external-test/pets/images/Persian_103.jpg selected-external-test/pets/labels_eval/Persian_103.txt\n",
      "selected-external-test/pets/images/basset_hound_114.jpg selected-external-test/pets/labels_eval/basset_hound_114.txt\n",
      "selected-external-test/pets/images/saint_bernard_186.jpg selected-external-test/pets/labels_eval/saint_bernard_186.txt\n",
      "selected-external-test/pets/images/american_bulldog_188.jpg selected-external-test/pets/labels_eval/american_bulldog_188.txt\n",
      "selected-external-test/pets/images/Birman_14.jpg selected-external-test/pets/labels_eval/Birman_14.txt\n",
      "selected-external-test/pets/images/leonberger_120.jpg selected-external-test/pets/labels_eval/leonberger_120.txt\n",
      "selected-external-test/pets/images/Sphynx_153.jpg selected-external-test/pets/labels_eval/Sphynx_153.txt\n",
      "selected-external-test/pets/images/British_Shorthair_123.jpg selected-external-test/pets/labels_eval/British_Shorthair_123.txt\n",
      "selected-external-test/pets/images/english_setter_155.jpg selected-external-test/pets/labels_eval/english_setter_155.txt\n",
      "selected-external-test/pets/images/american_pit_bull_terrier_151.jpg selected-external-test/pets/labels_eval/american_pit_bull_terrier_151.txt\n",
      "selected-external-test/pets/images/Russian_Blue_174.jpg selected-external-test/pets/labels_eval/Russian_Blue_174.txt\n",
      "selected-external-test/pets/images/newfoundland_184.jpg selected-external-test/pets/labels_eval/newfoundland_184.txt\n",
      "selected-external-test/pets/images/keeshond_179.jpg selected-external-test/pets/labels_eval/keeshond_179.txt\n",
      "selected-external-test/pets/images/leonberger_155.jpg selected-external-test/pets/labels_eval/leonberger_155.txt\n",
      "selected-external-test/pets/images/Birman_108.jpg selected-external-test/pets/labels_eval/Birman_108.txt\n",
      "selected-external-test/pets/images/saint_bernard_128.jpg selected-external-test/pets/labels_eval/saint_bernard_128.txt\n",
      "selected-external-test/pets/images/chihuahua_143.jpg selected-external-test/pets/labels_eval/chihuahua_143.txt\n",
      "selected-external-test/pets/images/Bombay_156.jpg selected-external-test/pets/labels_eval/Bombay_156.txt\n",
      "selected-external-test/pets/images/german_shorthaired_177.jpg selected-external-test/pets/labels_eval/german_shorthaired_177.txt\n",
      "selected-external-test/pets/images/wheaten_terrier_183.jpg selected-external-test/pets/labels_eval/wheaten_terrier_183.txt\n",
      "selected-external-test/pets/images/english_cocker_spaniel_134.jpg selected-external-test/pets/labels_eval/english_cocker_spaniel_134.txt\n",
      "selected-external-test/pets/images/american_bulldog_185.jpg selected-external-test/pets/labels_eval/american_bulldog_185.txt\n",
      "selected-external-test/pets/images/boxer_172.jpg selected-external-test/pets/labels_eval/boxer_172.txt\n",
      "selected-external-test/pets/images/newfoundland_119.jpg selected-external-test/pets/labels_eval/newfoundland_119.txt\n",
      "selected-external-test/pets/images/miniature_pinscher_135.jpg selected-external-test/pets/labels_eval/miniature_pinscher_135.txt\n",
      "selected-external-test/pets/images/samoyed_111.jpg selected-external-test/pets/labels_eval/samoyed_111.txt\n",
      "selected-external-test/pets/images/leonberger_183.jpg selected-external-test/pets/labels_eval/leonberger_183.txt\n",
      "selected-external-test/pets/images/Siamese_108.jpg selected-external-test/pets/labels_eval/Siamese_108.txt\n",
      "selected-external-test/pets/images/pomeranian_171.jpg selected-external-test/pets/labels_eval/pomeranian_171.txt\n",
      "selected-external-test/pets/images/staffordshire_bull_terrier_158.jpg selected-external-test/pets/labels_eval/staffordshire_bull_terrier_158.txt\n",
      "selected-external-test/pets/images/Abyssinian_105.jpg selected-external-test/pets/labels_eval/Abyssinian_105.txt\n",
      "selected-external-test/pets/images/Ragdoll_177.jpg selected-external-test/pets/labels_eval/Ragdoll_177.txt\n",
      "selected-external-test/pets/images/scottish_terrier_183.jpg selected-external-test/pets/labels_eval/scottish_terrier_183.txt\n",
      "selected-external-test/pets/images/japanese_chin_141.jpg selected-external-test/pets/labels_eval/japanese_chin_141.txt\n",
      "selected-external-test/pets/images/Bengal_187.jpg selected-external-test/pets/labels_eval/Bengal_187.txt\n",
      "selected-external-test/pets/images/keeshond_102.jpg selected-external-test/pets/labels_eval/keeshond_102.txt\n",
      "selected-external-test/pets/images/american_pit_bull_terrier_182.jpg selected-external-test/pets/labels_eval/american_pit_bull_terrier_182.txt\n",
      "selected-external-test/pets/images/english_setter_149.jpg selected-external-test/pets/labels_eval/english_setter_149.txt\n",
      "selected-external-test/pets/images/boxer_145.jpg selected-external-test/pets/labels_eval/boxer_145.txt\n",
      "selected-external-test/pets/images/leonberger_132.jpg selected-external-test/pets/labels_eval/leonberger_132.txt\n",
      "selected-external-test/pets/images/english_setter_163.jpg selected-external-test/pets/labels_eval/english_setter_163.txt\n",
      "selected-external-test/pets/images/samoyed_168.jpg selected-external-test/pets/labels_eval/samoyed_168.txt\n",
      "selected-external-test/pets/images/scottish_terrier_124.jpg selected-external-test/pets/labels_eval/scottish_terrier_124.txt\n",
      "selected-external-test/pets/images/miniature_pinscher_102.jpg selected-external-test/pets/labels_eval/miniature_pinscher_102.txt\n",
      "selected-external-test/pets/images/samoyed_104.jpg selected-external-test/pets/labels_eval/samoyed_104.txt\n",
      "selected-external-test/pets/images/keeshond_105.jpg selected-external-test/pets/labels_eval/keeshond_105.txt\n",
      "selected-external-test/pets/images/wheaten_terrier_141.jpg selected-external-test/pets/labels_eval/wheaten_terrier_141.txt\n",
      "selected-external-test/pets/images/Bengal_150.jpg selected-external-test/pets/labels_eval/Bengal_150.txt\n",
      "selected-external-test/pets/images/Siamese_122.jpg selected-external-test/pets/labels_eval/Siamese_122.txt\n",
      "selected-external-test/pets/images/Egyptian_Mau_136.jpg selected-external-test/pets/labels_eval/Egyptian_Mau_136.txt\n",
      "selected-external-test/pets/images/samoyed_171.jpg selected-external-test/pets/labels_eval/samoyed_171.txt\n",
      "selected-external-test/pets/images/japanese_chin_144.jpg selected-external-test/pets/labels_eval/japanese_chin_144.txt\n",
      "selected-external-test/pets/images/Abyssinian_172.jpg selected-external-test/pets/labels_eval/Abyssinian_172.txt\n",
      "selected-external-test/pets/images/beagle_192.jpg selected-external-test/pets/labels_eval/beagle_192.txt\n",
      "selected-external-test/pets/images/Egyptian_Mau_107.jpg selected-external-test/pets/labels_eval/Egyptian_Mau_107.txt\n",
      "selected-external-test/pets/images/Ragdoll_110.jpg selected-external-test/pets/labels_eval/Ragdoll_110.txt\n",
      "selected-external-test/pets/images/Maine_Coon_159.jpg selected-external-test/pets/labels_eval/Maine_Coon_159.txt\n",
      "selected-external-test/pets/images/pug_179.jpg selected-external-test/pets/labels_eval/pug_179.txt\n",
      "selected-external-test/pets/images/Siamese_103.jpg selected-external-test/pets/labels_eval/Siamese_103.txt\n",
      "selected-external-test/pets/images/Birman_121.jpg selected-external-test/pets/labels_eval/Birman_121.txt\n",
      "selected-external-test/pets/images/shiba_inu_171.jpg selected-external-test/pets/labels_eval/shiba_inu_171.txt\n",
      "selected-external-test/pets/images/Bengal_12.jpg selected-external-test/pets/labels_eval/Bengal_12.txt\n",
      "selected-external-test/pets/images/Bombay_160.jpg selected-external-test/pets/labels_eval/Bombay_160.txt\n",
      "selected-external-test/pets/images/american_bulldog_109.jpg selected-external-test/pets/labels_eval/american_bulldog_109.txt\n",
      "selected-external-test/pets/images/Bombay_115.jpg selected-external-test/pets/labels_eval/Bombay_115.txt\n",
      "selected-external-test/pets/images/basset_hound_155.jpg selected-external-test/pets/labels_eval/basset_hound_155.txt\n",
      "selected-external-test/pets/images/yorkshire_terrier_187.jpg selected-external-test/pets/labels_eval/yorkshire_terrier_187.txt\n",
      "selected-external-test/pets/images/english_cocker_spaniel_103.jpg selected-external-test/pets/labels_eval/english_cocker_spaniel_103.txt\n",
      "selected-external-test/pets/images/Maine_Coon_134.jpg selected-external-test/pets/labels_eval/Maine_Coon_134.txt\n",
      "selected-external-test/pets/images/japanese_chin_175.jpg selected-external-test/pets/labels_eval/japanese_chin_175.txt\n",
      "selected-external-test/pets/images/Maine_Coon_18.jpg selected-external-test/pets/labels_eval/Maine_Coon_18.txt\n",
      "selected-external-test/pets/images/Russian_Blue_112.jpg selected-external-test/pets/labels_eval/Russian_Blue_112.txt\n",
      "selected-external-test/pets/images/Abyssinian_16.jpg selected-external-test/pets/labels_eval/Abyssinian_16.txt\n",
      "selected-external-test/pets/images/Persian_114.jpg selected-external-test/pets/labels_eval/Persian_114.txt\n",
      "selected-external-test/pets/images/havanese_102.jpg selected-external-test/pets/labels_eval/havanese_102.txt\n",
      "selected-external-test/pets/images/havanese_139.jpg selected-external-test/pets/labels_eval/havanese_139.txt\n",
      "selected-external-test/pets/images/leonberger_187.jpg selected-external-test/pets/labels_eval/leonberger_187.txt\n",
      "selected-external-test/pets/images/Russian_Blue_130.jpg selected-external-test/pets/labels_eval/Russian_Blue_130.txt\n",
      "selected-external-test/pets/images/saint_bernard_13.jpg selected-external-test/pets/labels_eval/saint_bernard_13.txt\n",
      "selected-external-test/pets/images/wheaten_terrier_15.jpg selected-external-test/pets/labels_eval/wheaten_terrier_15.txt\n",
      "selected-external-test/pets/images/havanese_173.jpg selected-external-test/pets/labels_eval/havanese_173.txt\n",
      "selected-external-test/pets/images/wheaten_terrier_162.jpg selected-external-test/pets/labels_eval/wheaten_terrier_162.txt\n",
      "selected-external-test/pets/images/shiba_inu_100.jpg selected-external-test/pets/labels_eval/shiba_inu_100.txt\n",
      "selected-external-test/pets/images/pomeranian_177.jpg selected-external-test/pets/labels_eval/pomeranian_177.txt\n",
      "selected-external-test/pets/images/basset_hound_143.jpg selected-external-test/pets/labels_eval/basset_hound_143.txt\n",
      "selected-external-test/pets/images/Siamese_120.jpg selected-external-test/pets/labels_eval/Siamese_120.txt\n",
      "selected-external-test/pets/images/Siamese_171.jpg selected-external-test/pets/labels_eval/Siamese_171.txt\n",
      "selected-external-test/pets/images/Birman_163.jpg selected-external-test/pets/labels_eval/Birman_163.txt\n",
      "selected-external-test/pets/images/Sphynx_114.jpg selected-external-test/pets/labels_eval/Sphynx_114.txt\n",
      "selected-external-test/pets/images/Persian_201.jpg selected-external-test/pets/labels_eval/Persian_201.txt\n",
      "selected-external-test/pets/images/miniature_pinscher_104.jpg selected-external-test/pets/labels_eval/miniature_pinscher_104.txt\n",
      "selected-external-test/pets/images/havanese_14.jpg selected-external-test/pets/labels_eval/havanese_14.txt\n",
      "selected-external-test/pets/images/Maine_Coon_135.jpg selected-external-test/pets/labels_eval/Maine_Coon_135.txt\n",
      "selected-external-test/pets/images/staffordshire_bull_terrier_190.jpg selected-external-test/pets/labels_eval/staffordshire_bull_terrier_190.txt\n",
      "selected-external-test/pets/images/shiba_inu_118.jpg selected-external-test/pets/labels_eval/shiba_inu_118.txt\n",
      "selected-external-test/pets/images/yorkshire_terrier_133.jpg selected-external-test/pets/labels_eval/yorkshire_terrier_133.txt\n",
      "selected-external-test/pets/images/Ragdoll_181.jpg selected-external-test/pets/labels_eval/Ragdoll_181.txt\n",
      "selected-external-test/pets/images/miniature_pinscher_187.jpg selected-external-test/pets/labels_eval/miniature_pinscher_187.txt\n",
      "selected-external-test/pets/images/havanese_16.jpg selected-external-test/pets/labels_eval/havanese_16.txt\n",
      "selected-external-test/pets/images/keeshond_139.jpg selected-external-test/pets/labels_eval/keeshond_139.txt\n",
      "selected-external-test/pets/images/British_Shorthair_109.jpg selected-external-test/pets/labels_eval/British_Shorthair_109.txt\n",
      "selected-external-test/pets/images/english_cocker_spaniel_128.jpg selected-external-test/pets/labels_eval/english_cocker_spaniel_128.txt\n",
      "selected-external-test/pets/images/pomeranian_179.jpg selected-external-test/pets/labels_eval/pomeranian_179.txt\n"
     ]
    }
   ],
   "source": [
    "dataset = 'pets'    # dataset name\n",
    "\n",
    "# Make new directories for images and labels\n",
    "make_dir(os.path.join(ROOT, dataset, 'images'))\n",
    "make_dir(os.path.join(ROOT, dataset, 'labels_eval'))\n",
    "\n",
    "# Get the image paths\n",
    "imagesListAll = list(paths.list_images(os.path.join('dataset', dataset, 'images')))\n",
    "\n",
    "# For each species available, select 5 images and corresponding labels\n",
    "imagesList = []\n",
    "labelsList = []\n",
    "d = {}\n",
    "\n",
    "for imagePath in imagesListAll:\n",
    "    filename = imagePath.split('/')[-1].split('.')[0]\n",
    "    species = '_'.join(filename.split('_')[:-1])\n",
    "    \n",
    "    if species not in d.keys():    # if species was not encountered, add to dictionary\n",
    "        d[species] = 1\n",
    "    else:\n",
    "        d[species] += 1            # if species was encountered, update count in the dictionary\n",
    "        \n",
    "    if d[species] < 6:             # if the number of images corresponding to species is less than 5, add\n",
    "        imagesList.append(imagePath)\n",
    "        labelsList.append(imagePath.replace('images', 'labels_eval').replace('jpg', 'txt'))\n",
    "        \n",
    "        \n",
    "# Check if number of images and labels match\n",
    "if len(imagesList) != len(labelsList):\n",
    "    raise Exception(\"Number of images and labels does not match\")\n",
    "\n",
    "# Generate a list random 160 integers from 0 to dataset size\n",
    "randomIdx = random.sample(range(0, len(imagesList)), 160)\n",
    "\n",
    "# Copy 160 random images and labels to selected directory\n",
    "for idx in randomIdx:\n",
    "    desImage = os.path.join(ROOT, dataset, 'images', imagesList[idx].split('/')[-1])\n",
    "    desLabel = os.path.join(ROOT, dataset, 'labels_eval', imagesList[idx].split('/')[-1].split('.')[0] + '.txt')\n",
    "\n",
    "    print(desImage, desLabel)\n",
    "\n",
    "    shutil.copyfile(imagesList[idx], desImage)\n",
    "    shutil.copyfile(labelsList[idx], desLabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] Directory  selected-external-test/birds/images  created\n",
      "[INFO] Directory  selected-external-test/birds/labels_eval  created\n",
      "{'Artic_Tern': 1, 'Black_Throated_Blue_Warbler': 1, 'Bohemian_Waxwing': 1, 'Hooded_Oriole': 1, 'European_Goldfinch': 1, 'Henslow_Sparrow': 1, 'Prothonotary_Warbler': 1, 'Scissor_Tailed_Flycatcher': 1, 'Yellow_Headed_Blackbird': 1, 'Chipping_Sparrow': 1, 'Red_Legged_Kittiwake': 1, 'Ring_Billed_Gull': 1, 'Bay_Breasted_Warbler': 1, 'Great_Grey_Shrike': 1, 'Glaucous_Winged_Gull': 1, 'Slaty_Backed_Gull': 1, 'Heermann_Gull': 1, 'Anna_Hummingbird': 1, 'Rock_Wren': 1, 'Bobolink': 1, 'White_Breasted_Nuthatch': 1, 'Pigeon_Guillemot': 1, 'Summer_Tanager': 1, 'Wilson_Warbler': 1, 'Brewer_Sparrow': 1, 'Northern_Waterthrush': 1, 'Caspian_Tern': 1, 'Vesper_Sparrow': 1, 'Fish_Crow': 1, 'Baltimore_Oriole': 1, 'Orange_Crowned_Warbler': 1, 'Parakeet_Auklet': 1, 'Nighthawk': 1, 'Clark_Nutcracker': 1, 'Green_Tailed_Towhee': 1, 'Magnolia_Warbler': 1, 'Orchard_Oriole': 1, 'Black_Tern': 1, 'Crested_Auklet': 1, 'Blue_Winged_Warbler': 1, 'American_Pipit': 1, 'Song_Sparrow': 1, 'Western_Gull': 1, 'Sage_Thrasher': 1, 'Boat_Tailed_Grackle': 1, 'Bewick_Wren': 1, 'Cerulean_Warbler': 1, 'Le_Conte_Sparrow': 1, 'Yellow_Throated_Vireo': 1, 'Rose_Breasted_Grosbeak': 1, 'Bronzed_Cowbird': 1, 'Canada_Warbler': 1, 'Brown_Pelican': 1, 'Marsh_Wren': 1, 'Scarlet_Tanager': 1, 'Eastern_Towhee': 1, 'Savannah_Sparrow': 1, 'White_Necked_Raven': 1, 'Western_Grebe': 1, 'Tree_Sparrow': 1, 'White_Pelican': 1, 'Ruby_Throated_Hummingbird': 1, 'White_Throated_Sparrow': 1, 'Red_Cockaded_Woodpecker': 1, 'Red_Bellied_Woodpecker': 1, 'Mallard': 1, 'Yellow_Billed_Cuckoo': 1, 'Florida_Jay': 1, 'Olive_Sided_Flycatcher': 1, 'Rufous_Hummingbird': 1, 'Blue_Headed_Vireo': 1, 'Painted_Bunting': 1, 'Grasshopper_Sparrow': 1, 'California_Gull': 1, 'Tennessee_Warbler': 1, 'Bank_Swallow': 1, 'Rusty_Blackbird': 1, 'Loggerhead_Shrike': 1, 'Yellow_Breasted_Chat': 1, 'Western_Wood_Pewee': 1, 'Green_Jay': 1, 'Gray_Crowned_Rosy_Finch': 1, 'Northern_Flicker': 1, 'Seaside_Sparrow': 1, 'Northern_Fulmar': 1, 'Brown_Creeper': 1, 'Gray_Kingbird': 1, 'Ringed_Kingfisher': 1, 'Sayornis': 1, 'Red_Eyed_Vireo': 1, 'Least_Flycatcher': 1, 'Scott_Oriole': 1, 'Common_Yellowthroat': 1, 'Horned_Grebe': 1, 'Tree_Swallow': 1, 'Green_Violetear': 1, 'White_Crowned_Sparrow': 1, 'Black_And_White_Warbler': 1, 'Golden_Winged_Warbler': 1, 'Swainson_Warbler': 1, 'Indigo_Bunting': 1, 'Cardinal': 1, 'Gadwall': 1, 'Prairie_Warbler': 1, 'Western_Meadowlark': 1, 'Red_Faced_Cormorant': 1, 'American_Three_Toed_Woodpecker': 1, 'Common_Tern': 1, 'Hooded_Merganser': 1, 'Red_Breasted_Merganser': 1, 'Cliff_Swallow': 1, 'Warbling_Vireo': 1, 'White_Breasted_Kingfisher': 1, 'Pine_Warbler': 1, 'Pileated_Woodpecker': 1, 'Spotted_Catbird': 1, 'Red_Winged_Blackbird': 1, 'Dark_Eyed_Junco': 1, 'Rhinoceros_Auklet': 1, 'Herring_Gull': 1, 'Pied_Billed_Grebe': 1, 'Green_Kingfisher': 1, 'Elegant_Tern': 1, 'Carolina_Wren': 1, 'American_Redstart': 1, 'Cedar_Waxwing': 1, 'Barn_Swallow': 1, 'Pacific_Loon': 1, 'Chuck_Will_Widow': 1, 'Belted_Kingfisher': 1, 'Long_Tailed_Jaeger': 1, 'Cactus_Wren': 1, 'American_Crow': 1, 'Eared_Grebe': 1, 'Fox_Sparrow': 1, 'Lazuli_Bunting': 1, 'Great_Crested_Flycatcher': 1, 'Myrtle_Warbler': 1, 'Nelson_Sharp_Tailed_Sparrow': 1, 'Blue_Jay': 1, 'Palm_Warbler': 1, 'Laysan_Albatross': 1, 'Common_Raven': 1, 'Field_Sparrow': 1, 'Black_Billed_Cuckoo': 1, 'Tropical_Kingbird': 1, 'Downy_Woodpecker': 1, 'Ivory_Gull': 1, 'Hooded_Warbler': 1, 'Brewer_Blackbird': 1, 'Black_Capped_Vireo': 1, 'Winter_Wren': 1, 'Brandt_Cormorant': 1, 'Baird_Sparrow': 1, 'Evening_Grosbeak': 1, 'Horned_Lark': 1, 'Gray_Catbird': 1, 'Kentucky_Warbler': 1, 'White_Eyed_Vireo': 1, 'Black_Throated_Sparrow': 1, 'Least_Tern': 1, 'Nashville_Warbler': 1, 'Yellow_Warbler': 1, 'Clay_Colored_Sparrow': 1, 'Forsters_Tern': 1, 'Yellow_Bellied_Flycatcher': 1, 'Sooty_Albatross': 1, 'Frigatebird': 1, 'House_Sparrow': 1, 'Pine_Grosbeak': 1, 'Cape_Glossy_Starling': 1, 'Philadelphia_Vireo': 1, 'American_Goldfinch': 1, 'Blue_Grosbeak': 1, 'Purple_Finch': 1, 'Brown_Thrasher': 1, 'Harris_Sparrow': 1, 'Mockingbird': 1, 'House_Wren': 1, 'Least_Auklet': 1, 'Worm_Eating_Warbler': 1, 'Horned_Puffin': 1, 'Pied_Kingfisher': 1, 'Ovenbird': 1, 'Chestnut_Sided_Warbler': 1, 'Pelagic_Cormorant': 1, 'Groove_Billed_Ani': 1, 'Black_Footed_Albatross': 1, 'Mourning_Warbler': 1, 'Louisiana_Waterthrush': 1, 'Geococcyx': 1, 'Pomarine_Jaeger': 1, 'Whip_Poor_Will': 1, 'Red_Headed_Woodpecker': 1, 'Vermilion_Flycatcher': 1, 'Lincoln_Sparrow': 1, 'Mangrove_Cuckoo': 1, 'Cape_May_Warbler': 1, 'Shiny_Cowbird': 1, 'Acadian_Flycatcher': 1}\n",
      "200\n",
      "200 200\n",
      "selected-external-test/birds/images/Mockingbird_0003_80833.jpg selected-external-test/birds/labels_eval/Mockingbird_0003_80833.txt\n",
      "selected-external-test/birds/images/Grasshopper_Sparrow_0039_115980.jpg selected-external-test/birds/labels_eval/Grasshopper_Sparrow_0039_115980.txt\n",
      "selected-external-test/birds/images/Northern_Fulmar_0098_43578.jpg selected-external-test/birds/labels_eval/Northern_Fulmar_0098_43578.txt\n",
      "selected-external-test/birds/images/Song_Sparrow_0099_121193.jpg selected-external-test/birds/labels_eval/Song_Sparrow_0099_121193.txt\n",
      "selected-external-test/birds/images/Gray_Catbird_0067_21043.jpg selected-external-test/birds/labels_eval/Gray_Catbird_0067_21043.txt\n",
      "selected-external-test/birds/images/Mallard_0055_77102.jpg selected-external-test/birds/labels_eval/Mallard_0055_77102.txt\n",
      "selected-external-test/birds/images/Painted_Bunting_0079_15197.jpg selected-external-test/birds/labels_eval/Painted_Bunting_0079_15197.txt\n",
      "selected-external-test/birds/images/Yellow_Bellied_Flycatcher_0014_42608.jpg selected-external-test/birds/labels_eval/Yellow_Bellied_Flycatcher_0014_42608.txt\n",
      "selected-external-test/birds/images/European_Goldfinch_0025_794647.jpg selected-external-test/birds/labels_eval/European_Goldfinch_0025_794647.txt\n",
      "selected-external-test/birds/images/Laysan_Albatross_0004_930.jpg selected-external-test/birds/labels_eval/Laysan_Albatross_0004_930.txt\n",
      "selected-external-test/birds/images/Yellow_Billed_Cuckoo_0006_26578.jpg selected-external-test/birds/labels_eval/Yellow_Billed_Cuckoo_0006_26578.txt\n",
      "selected-external-test/birds/images/Nashville_Warbler_0044_167357.jpg selected-external-test/birds/labels_eval/Nashville_Warbler_0044_167357.txt\n",
      "selected-external-test/birds/images/Blue_Jay_0003_63408.jpg selected-external-test/birds/labels_eval/Blue_Jay_0003_63408.txt\n",
      "selected-external-test/birds/images/American_Three_Toed_Woodpecker_0020_179828.jpg selected-external-test/birds/labels_eval/American_Three_Toed_Woodpecker_0020_179828.txt\n",
      "selected-external-test/birds/images/Magnolia_Warbler_0102_165884.jpg selected-external-test/birds/labels_eval/Magnolia_Warbler_0102_165884.txt\n",
      "selected-external-test/birds/images/Chipping_Sparrow_0076_108919.jpg selected-external-test/birds/labels_eval/Chipping_Sparrow_0076_108919.txt\n",
      "selected-external-test/birds/images/Horned_Lark_0110_73826.jpg selected-external-test/birds/labels_eval/Horned_Lark_0110_73826.txt\n",
      "selected-external-test/birds/images/Henslow_Sparrow_0108_796592.jpg selected-external-test/birds/labels_eval/Henslow_Sparrow_0108_796592.txt\n",
      "selected-external-test/birds/images/Harris_Sparrow_0014_116494.jpg selected-external-test/birds/labels_eval/Harris_Sparrow_0014_116494.txt\n",
      "selected-external-test/birds/images/Brewer_Sparrow_0049_796705.jpg selected-external-test/birds/labels_eval/Brewer_Sparrow_0049_796705.txt\n",
      "selected-external-test/birds/images/Rufous_Hummingbird_0089_59524.jpg selected-external-test/birds/labels_eval/Rufous_Hummingbird_0089_59524.txt\n",
      "selected-external-test/birds/images/Field_Sparrow_0063_113667.jpg selected-external-test/birds/labels_eval/Field_Sparrow_0063_113667.txt\n",
      "selected-external-test/birds/images/Black_Throated_Sparrow_0027_107278.jpg selected-external-test/birds/labels_eval/Black_Throated_Sparrow_0027_107278.txt\n",
      "selected-external-test/birds/images/Pileated_Woodpecker_0098_180170.jpg selected-external-test/birds/labels_eval/Pileated_Woodpecker_0098_180170.txt\n",
      "selected-external-test/birds/images/Western_Meadowlark_0018_77880.jpg selected-external-test/birds/labels_eval/Western_Meadowlark_0018_77880.txt\n",
      "selected-external-test/birds/images/Bobolink_0133_9618.jpg selected-external-test/birds/labels_eval/Bobolink_0133_9618.txt\n",
      "selected-external-test/birds/images/Bronzed_Cowbird_0021_24189.jpg selected-external-test/birds/labels_eval/Bronzed_Cowbird_0021_24189.txt\n",
      "selected-external-test/birds/images/White_Crowned_Sparrow_0089_127778.jpg selected-external-test/birds/labels_eval/White_Crowned_Sparrow_0089_127778.txt\n",
      "selected-external-test/birds/images/Herring_Gull_0076_47497.jpg selected-external-test/birds/labels_eval/Herring_Gull_0076_47497.txt\n",
      "selected-external-test/birds/images/Least_Tern_0089_152912.jpg selected-external-test/birds/labels_eval/Least_Tern_0089_152912.txt\n",
      "selected-external-test/birds/images/Green_Tailed_Towhee_0090_797434.jpg selected-external-test/birds/labels_eval/Green_Tailed_Towhee_0090_797434.txt\n",
      "selected-external-test/birds/images/Brown_Thrasher_0119_155170.jpg selected-external-test/birds/labels_eval/Brown_Thrasher_0119_155170.txt\n",
      "selected-external-test/birds/images/Rusty_Blackbird_0120_6762.jpg selected-external-test/birds/labels_eval/Rusty_Blackbird_0120_6762.txt\n",
      "selected-external-test/birds/images/Frigatebird_0112_43394.jpg selected-external-test/birds/labels_eval/Frigatebird_0112_43394.txt\n",
      "selected-external-test/birds/images/Blue_Winged_Warbler_0061_161984.jpg selected-external-test/birds/labels_eval/Blue_Winged_Warbler_0061_161984.txt\n",
      "selected-external-test/birds/images/Black_Tern_0023_143985.jpg selected-external-test/birds/labels_eval/Black_Tern_0023_143985.txt\n",
      "selected-external-test/birds/images/Bewick_Wren_0005_184699.jpg selected-external-test/birds/labels_eval/Bewick_Wren_0005_184699.txt\n",
      "selected-external-test/birds/images/Northern_Flicker_0100_28898.jpg selected-external-test/birds/labels_eval/Northern_Flicker_0100_28898.txt\n",
      "selected-external-test/birds/images/Caspian_Tern_0120_145650.jpg selected-external-test/birds/labels_eval/Caspian_Tern_0120_145650.txt\n",
      "selected-external-test/birds/images/American_Crow_0109_25123.jpg selected-external-test/birds/labels_eval/American_Crow_0109_25123.txt\n",
      "selected-external-test/birds/images/Hooded_Warbler_0121_164639.jpg selected-external-test/birds/labels_eval/Hooded_Warbler_0121_164639.txt\n",
      "selected-external-test/birds/images/Rhinoceros_Auklet_0007_797521.jpg selected-external-test/birds/labels_eval/Rhinoceros_Auklet_0007_797521.txt\n",
      "selected-external-test/birds/images/Red_Faced_Cormorant_0049_796279.jpg selected-external-test/birds/labels_eval/Red_Faced_Cormorant_0049_796279.txt\n",
      "selected-external-test/birds/images/Great_Crested_Flycatcher_0111_29543.jpg selected-external-test/birds/labels_eval/Great_Crested_Flycatcher_0111_29543.txt\n",
      "selected-external-test/birds/images/Acadian_Flycatcher_0034_795583.jpg selected-external-test/birds/labels_eval/Acadian_Flycatcher_0034_795583.txt\n",
      "selected-external-test/birds/images/Eastern_Towhee_0117_22741.jpg selected-external-test/birds/labels_eval/Eastern_Towhee_0117_22741.txt\n",
      "selected-external-test/birds/images/Belted_Kingfisher_0043_70492.jpg selected-external-test/birds/labels_eval/Belted_Kingfisher_0043_70492.txt\n",
      "selected-external-test/birds/images/Chuck_Will_Widow_0051_796991.jpg selected-external-test/birds/labels_eval/Chuck_Will_Widow_0051_796991.txt\n",
      "selected-external-test/birds/images/Hooded_Oriole_0091_90821.jpg selected-external-test/birds/labels_eval/Hooded_Oriole_0091_90821.txt\n",
      "selected-external-test/birds/images/Rock_Wren_0096_188966.jpg selected-external-test/birds/labels_eval/Rock_Wren_0096_188966.txt\n",
      "selected-external-test/birds/images/Le_Conte_Sparrow_0024_795190.jpg selected-external-test/birds/labels_eval/Le_Conte_Sparrow_0024_795190.txt\n",
      "selected-external-test/birds/images/Evening_Grosbeak_0004_37960.jpg selected-external-test/birds/labels_eval/Evening_Grosbeak_0004_37960.txt\n",
      "selected-external-test/birds/images/Yellow_Breasted_Chat_0101_21677.jpg selected-external-test/birds/labels_eval/Yellow_Breasted_Chat_0101_21677.txt\n",
      "selected-external-test/birds/images/White_Necked_Raven_0019_797377.jpg selected-external-test/birds/labels_eval/White_Necked_Raven_0019_797377.txt\n",
      "selected-external-test/birds/images/Green_Jay_0030_65824.jpg selected-external-test/birds/labels_eval/Green_Jay_0030_65824.txt\n",
      "selected-external-test/birds/images/California_Gull_0132_40836.jpg selected-external-test/birds/labels_eval/California_Gull_0132_40836.txt\n",
      "selected-external-test/birds/images/Ringed_Kingfisher_0003_72994.jpg selected-external-test/birds/labels_eval/Ringed_Kingfisher_0003_72994.txt\n",
      "selected-external-test/birds/images/Prothonotary_Warbler_0040_173447.jpg selected-external-test/birds/labels_eval/Prothonotary_Warbler_0040_173447.txt\n",
      "selected-external-test/birds/images/Carolina_Wren_0036_186722.jpg selected-external-test/birds/labels_eval/Carolina_Wren_0036_186722.txt\n",
      "selected-external-test/birds/images/Blue_Grosbeak_0042_36742.jpg selected-external-test/birds/labels_eval/Blue_Grosbeak_0042_36742.txt\n",
      "selected-external-test/birds/images/Artic_Tern_0027_141617.jpg selected-external-test/birds/labels_eval/Artic_Tern_0027_141617.txt\n",
      "selected-external-test/birds/images/Scarlet_Tanager_0130_138661.jpg selected-external-test/birds/labels_eval/Scarlet_Tanager_0130_138661.txt\n",
      "selected-external-test/birds/images/Gadwall_0036_31760.jpg selected-external-test/birds/labels_eval/Gadwall_0036_31760.txt\n",
      "selected-external-test/birds/images/Red_Breasted_Merganser_0040_79207.jpg selected-external-test/birds/labels_eval/Red_Breasted_Merganser_0040_79207.txt\n",
      "selected-external-test/birds/images/White_Breasted_Kingfisher_0119_73401.jpg selected-external-test/birds/labels_eval/White_Breasted_Kingfisher_0119_73401.txt\n",
      "selected-external-test/birds/images/Chestnut_Sided_Warbler_0073_163868.jpg selected-external-test/birds/labels_eval/Chestnut_Sided_Warbler_0073_163868.txt\n",
      "selected-external-test/birds/images/Great_Grey_Shrike_0004_797041.jpg selected-external-test/birds/labels_eval/Great_Grey_Shrike_0004_797041.txt\n",
      "selected-external-test/birds/images/Cactus_Wren_0079_185560.jpg selected-external-test/birds/labels_eval/Cactus_Wren_0079_185560.txt\n",
      "selected-external-test/birds/images/Pied_Billed_Grebe_0020_35958.jpg selected-external-test/birds/labels_eval/Pied_Billed_Grebe_0020_35958.txt\n",
      "selected-external-test/birds/images/Yellow_Throated_Vireo_0074_159571.jpg selected-external-test/birds/labels_eval/Yellow_Throated_Vireo_0074_159571.txt\n",
      "selected-external-test/birds/images/Red_Cockaded_Woodpecker_0050_794743.jpg selected-external-test/birds/labels_eval/Red_Cockaded_Woodpecker_0050_794743.txt\n",
      "selected-external-test/birds/images/Black_Footed_Albatross_0080_796096.jpg selected-external-test/birds/labels_eval/Black_Footed_Albatross_0080_796096.txt\n",
      "selected-external-test/birds/images/Horned_Grebe_0061_34613.jpg selected-external-test/birds/labels_eval/Horned_Grebe_0061_34613.txt\n",
      "selected-external-test/birds/images/Seaside_Sparrow_0068_796515.jpg selected-external-test/birds/labels_eval/Seaside_Sparrow_0068_796515.txt\n",
      "selected-external-test/birds/images/Common_Tern_0062_147947.jpg selected-external-test/birds/labels_eval/Common_Tern_0062_147947.txt\n",
      "selected-external-test/birds/images/Ovenbird_0020_93049.jpg selected-external-test/birds/labels_eval/Ovenbird_0020_93049.txt\n",
      "selected-external-test/birds/images/Western_Wood_Pewee_0049_98263.jpg selected-external-test/birds/labels_eval/Western_Wood_Pewee_0049_98263.txt\n",
      "selected-external-test/birds/images/White_Pelican_0013_96901.jpg selected-external-test/birds/labels_eval/White_Pelican_0013_96901.txt\n",
      "selected-external-test/birds/images/Baird_Sparrow_0035_106904.jpg selected-external-test/birds/labels_eval/Baird_Sparrow_0035_106904.txt\n",
      "selected-external-test/birds/images/Orchard_Oriole_0082_91654.jpg selected-external-test/birds/labels_eval/Orchard_Oriole_0082_91654.txt\n",
      "selected-external-test/birds/images/Red_Winged_Blackbird_0075_4953.jpg selected-external-test/birds/labels_eval/Red_Winged_Blackbird_0075_4953.txt\n",
      "selected-external-test/birds/images/Gray_Crowned_Rosy_Finch_0075_27165.jpg selected-external-test/birds/labels_eval/Gray_Crowned_Rosy_Finch_0075_27165.txt\n",
      "selected-external-test/birds/images/Boat_Tailed_Grackle_0062_33650.jpg selected-external-test/birds/labels_eval/Boat_Tailed_Grackle_0062_33650.txt\n",
      "selected-external-test/birds/images/Black_Throated_Blue_Warbler_0004_161404.jpg selected-external-test/birds/labels_eval/Black_Throated_Blue_Warbler_0004_161404.txt\n",
      "selected-external-test/birds/images/Clay_Colored_Sparrow_0097_110516.jpg selected-external-test/birds/labels_eval/Clay_Colored_Sparrow_0097_110516.txt\n",
      "selected-external-test/birds/images/Common_Raven_0065_102465.jpg selected-external-test/birds/labels_eval/Common_Raven_0065_102465.txt\n",
      "selected-external-test/birds/images/Forsters_Tern_0053_152175.jpg selected-external-test/birds/labels_eval/Forsters_Tern_0053_152175.txt\n",
      "selected-external-test/birds/images/Olive_Sided_Flycatcher_0026_30525.jpg selected-external-test/birds/labels_eval/Olive_Sided_Flycatcher_0026_30525.txt\n",
      "selected-external-test/birds/images/Loggerhead_Shrike_0024_105593.jpg selected-external-test/birds/labels_eval/Loggerhead_Shrike_0024_105593.txt\n",
      "selected-external-test/birds/images/Bay_Breasted_Warbler_0081_159963.jpg selected-external-test/birds/labels_eval/Bay_Breasted_Warbler_0081_159963.txt\n",
      "selected-external-test/birds/images/Fish_Crow_0016_25854.jpg selected-external-test/birds/labels_eval/Fish_Crow_0016_25854.txt\n",
      "selected-external-test/birds/images/Ring_Billed_Gull_0013_50180.jpg selected-external-test/birds/labels_eval/Ring_Billed_Gull_0013_50180.txt\n",
      "selected-external-test/birds/images/Black_Billed_Cuckoo_0051_795318.jpg selected-external-test/birds/labels_eval/Black_Billed_Cuckoo_0051_795318.txt\n",
      "selected-external-test/birds/images/Black_And_White_Warbler_0053_160010.jpg selected-external-test/birds/labels_eval/Black_And_White_Warbler_0053_160010.txt\n",
      "selected-external-test/birds/images/Northern_Waterthrush_0073_177063.jpg selected-external-test/birds/labels_eval/Northern_Waterthrush_0073_177063.txt\n",
      "selected-external-test/birds/images/Common_Yellowthroat_0018_190904.jpg selected-external-test/birds/labels_eval/Common_Yellowthroat_0018_190904.txt\n",
      "selected-external-test/birds/images/Palm_Warbler_0075_168751.jpg selected-external-test/birds/labels_eval/Palm_Warbler_0075_168751.txt\n",
      "selected-external-test/birds/images/Cape_May_Warbler_0004_162928.jpg selected-external-test/birds/labels_eval/Cape_May_Warbler_0004_162928.txt\n",
      "selected-external-test/birds/images/Tropical_Kingbird_0087_69592.jpg selected-external-test/birds/labels_eval/Tropical_Kingbird_0087_69592.txt\n",
      "selected-external-test/birds/images/Cardinal_0084_17576.jpg selected-external-test/birds/labels_eval/Cardinal_0084_17576.txt\n",
      "selected-external-test/birds/images/Shiny_Cowbird_0030_24206.jpg selected-external-test/birds/labels_eval/Shiny_Cowbird_0030_24206.txt\n",
      "selected-external-test/birds/images/Black_Capped_Vireo_0003_797467.jpg selected-external-test/birds/labels_eval/Black_Capped_Vireo_0003_797467.txt\n",
      "selected-external-test/birds/images/Tennessee_Warbler_0096_174993.jpg selected-external-test/birds/labels_eval/Tennessee_Warbler_0096_174993.txt\n",
      "selected-external-test/birds/images/Parakeet_Auklet_0028_795944.jpg selected-external-test/birds/labels_eval/Parakeet_Auklet_0028_795944.txt\n",
      "selected-external-test/birds/images/Scissor_Tailed_Flycatcher_0121_41843.jpg selected-external-test/birds/labels_eval/Scissor_Tailed_Flycatcher_0121_41843.txt\n",
      "selected-external-test/birds/images/Western_Gull_0104_53816.jpg selected-external-test/birds/labels_eval/Western_Gull_0104_53816.txt\n",
      "selected-external-test/birds/images/American_Redstart_0013_103677.jpg selected-external-test/birds/labels_eval/American_Redstart_0013_103677.txt\n",
      "selected-external-test/birds/images/Yellow_Headed_Blackbird_0072_8606.jpg selected-external-test/birds/labels_eval/Yellow_Headed_Blackbird_0072_8606.txt\n",
      "selected-external-test/birds/images/Philadelphia_Vireo_0035_156596.jpg selected-external-test/birds/labels_eval/Philadelphia_Vireo_0035_156596.txt\n",
      "selected-external-test/birds/images/Nelson_Sharp_Tailed_Sparrow_0008_796944.jpg selected-external-test/birds/labels_eval/Nelson_Sharp_Tailed_Sparrow_0008_796944.txt\n",
      "selected-external-test/birds/images/White_Throated_Sparrow_0118_129084.jpg selected-external-test/birds/labels_eval/White_Throated_Sparrow_0118_129084.txt\n",
      "selected-external-test/birds/images/Spotted_Catbird_0020_796794.jpg selected-external-test/birds/labels_eval/Spotted_Catbird_0020_796794.txt\n",
      "selected-external-test/birds/images/Ivory_Gull_0082_49306.jpg selected-external-test/birds/labels_eval/Ivory_Gull_0082_49306.txt\n",
      "selected-external-test/birds/images/Pigeon_Guillemot_0073_40209.jpg selected-external-test/birds/labels_eval/Pigeon_Guillemot_0073_40209.txt\n",
      "selected-external-test/birds/images/Warbling_Vireo_0052_158534.jpg selected-external-test/birds/labels_eval/Warbling_Vireo_0052_158534.txt\n",
      "selected-external-test/birds/images/Green_Violetear_0041_795648.jpg selected-external-test/birds/labels_eval/Green_Violetear_0041_795648.txt\n",
      "selected-external-test/birds/images/Prairie_Warbler_0130_172609.jpg selected-external-test/birds/labels_eval/Prairie_Warbler_0130_172609.txt\n",
      "selected-external-test/birds/images/Lincoln_Sparrow_0042_117507.jpg selected-external-test/birds/labels_eval/Lincoln_Sparrow_0042_117507.txt\n",
      "selected-external-test/birds/images/Yellow_Warbler_0090_176366.jpg selected-external-test/birds/labels_eval/Yellow_Warbler_0090_176366.txt\n",
      "selected-external-test/birds/images/Ruby_Throated_Hummingbird_0034_58148.jpg selected-external-test/birds/labels_eval/Ruby_Throated_Hummingbird_0034_58148.txt\n",
      "selected-external-test/birds/images/Brown_Creeper_0075_24947.jpg selected-external-test/birds/labels_eval/Brown_Creeper_0075_24947.txt\n",
      "selected-external-test/birds/images/Red_Eyed_Vireo_0003_157226.jpg selected-external-test/birds/labels_eval/Red_Eyed_Vireo_0003_157226.txt\n",
      "selected-external-test/birds/images/Least_Auklet_0045_795069.jpg selected-external-test/birds/labels_eval/Least_Auklet_0045_795069.txt\n",
      "selected-external-test/birds/images/Glaucous_Winged_Gull_0078_44461.jpg selected-external-test/birds/labels_eval/Glaucous_Winged_Gull_0078_44461.txt\n",
      "selected-external-test/birds/images/American_Goldfinch_0026_32222.jpg selected-external-test/birds/labels_eval/American_Goldfinch_0026_32222.txt\n",
      "selected-external-test/birds/images/Louisiana_Waterthrush_0046_177604.jpg selected-external-test/birds/labels_eval/Louisiana_Waterthrush_0046_177604.txt\n",
      "selected-external-test/birds/images/Geococcyx_0116_104240.jpg selected-external-test/birds/labels_eval/Geococcyx_0116_104240.txt\n",
      "selected-external-test/birds/images/Bohemian_Waxwing_0028_796647.jpg selected-external-test/birds/labels_eval/Bohemian_Waxwing_0028_796647.txt\n",
      "selected-external-test/birds/images/Pacific_Loon_0042_75385.jpg selected-external-test/birds/labels_eval/Pacific_Loon_0042_75385.txt\n",
      "selected-external-test/birds/images/Pied_Kingfisher_0085_71557.jpg selected-external-test/birds/labels_eval/Pied_Kingfisher_0085_71557.txt\n",
      "selected-external-test/birds/images/Red_Legged_Kittiwake_0019_795398.jpg selected-external-test/birds/labels_eval/Red_Legged_Kittiwake_0019_795398.txt\n",
      "selected-external-test/birds/images/Scott_Oriole_0051_795807.jpg selected-external-test/birds/labels_eval/Scott_Oriole_0051_795807.txt\n",
      "selected-external-test/birds/images/Indigo_Bunting_0006_14317.jpg selected-external-test/birds/labels_eval/Indigo_Bunting_0006_14317.txt\n",
      "selected-external-test/birds/images/Groove_Billed_Ani_0092_1516.jpg selected-external-test/birds/labels_eval/Groove_Billed_Ani_0092_1516.txt\n",
      "selected-external-test/birds/images/Worm_Eating_Warbler_0034_795560.jpg selected-external-test/birds/labels_eval/Worm_Eating_Warbler_0034_795560.txt\n",
      "selected-external-test/birds/images/Brandt_Cormorant_0038_23110.jpg selected-external-test/birds/labels_eval/Brandt_Cormorant_0038_23110.txt\n",
      "selected-external-test/birds/images/House_Wren_0086_187815.jpg selected-external-test/birds/labels_eval/House_Wren_0086_187815.txt\n",
      "selected-external-test/birds/images/Downy_Woodpecker_0033_184636.jpg selected-external-test/birds/labels_eval/Downy_Woodpecker_0033_184636.txt\n",
      "selected-external-test/birds/images/Tree_Sparrow_0094_124974.jpg selected-external-test/birds/labels_eval/Tree_Sparrow_0094_124974.txt\n",
      "selected-external-test/birds/images/Kentucky_Warbler_0058_165441.jpg selected-external-test/birds/labels_eval/Kentucky_Warbler_0058_165441.txt\n",
      "selected-external-test/birds/images/Fox_Sparrow_0091_115550.jpg selected-external-test/birds/labels_eval/Fox_Sparrow_0091_115550.txt\n",
      "selected-external-test/birds/images/Green_Kingfisher_0093_71185.jpg selected-external-test/birds/labels_eval/Green_Kingfisher_0093_71185.txt\n",
      "selected-external-test/birds/images/Sooty_Albatross_0007_796372.jpg selected-external-test/birds/labels_eval/Sooty_Albatross_0007_796372.txt\n",
      "selected-external-test/birds/images/House_Sparrow_0074_111997.jpg selected-external-test/birds/labels_eval/House_Sparrow_0074_111997.txt\n",
      "selected-external-test/birds/images/Orange_Crowned_Warbler_0040_168029.jpg selected-external-test/birds/labels_eval/Orange_Crowned_Warbler_0040_168029.txt\n",
      "selected-external-test/birds/images/Slaty_Backed_Gull_0087_786374.jpg selected-external-test/birds/labels_eval/Slaty_Backed_Gull_0087_786374.txt\n",
      "selected-external-test/birds/images/Cedar_Waxwing_0101_179707.jpg selected-external-test/birds/labels_eval/Cedar_Waxwing_0101_179707.txt\n",
      "selected-external-test/birds/images/Lazuli_Bunting_0042_14820.jpg selected-external-test/birds/labels_eval/Lazuli_Bunting_0042_14820.txt\n",
      "selected-external-test/birds/images/Pelagic_Cormorant_0063_23515.jpg selected-external-test/birds/labels_eval/Pelagic_Cormorant_0063_23515.txt\n",
      "selected-external-test/birds/images/Sage_Thrasher_0024_796463.jpg selected-external-test/birds/labels_eval/Sage_Thrasher_0024_796463.txt\n",
      "selected-external-test/birds/images/Marsh_Wren_0076_188108.jpg selected-external-test/birds/labels_eval/Marsh_Wren_0076_188108.txt\n",
      "selected-external-test/birds/images/Brewer_Blackbird_0115_2279.jpg selected-external-test/birds/labels_eval/Brewer_Blackbird_0115_2279.txt\n",
      "selected-external-test/birds/images/Least_Flycatcher_0019_30358.jpg selected-external-test/birds/labels_eval/Least_Flycatcher_0019_30358.txt\n",
      "selected-external-test/birds/images/Florida_Jay_0097_64906.jpg selected-external-test/birds/labels_eval/Florida_Jay_0097_64906.txt\n",
      "selected-external-test/birds/images/Red_Headed_Woodpecker_0039_183446.jpg selected-external-test/birds/labels_eval/Red_Headed_Woodpecker_0039_183446.txt\n",
      "selected-external-test/birds/images/American_Pipit_0111_99940.jpg selected-external-test/birds/labels_eval/American_Pipit_0111_99940.txt\n",
      "selected-external-test/birds/images/Golden_Winged_Warbler_0056_794845.jpg selected-external-test/birds/labels_eval/Golden_Winged_Warbler_0056_794845.txt\n",
      "selected-external-test/birds/images/Pine_Warbler_0065_172119.jpg selected-external-test/birds/labels_eval/Pine_Warbler_0065_172119.txt\n",
      "selected-external-test/birds/images/Elegant_Tern_0093_150534.jpg selected-external-test/birds/labels_eval/Elegant_Tern_0093_150534.txt\n",
      "selected-external-test/birds/images/Baltimore_Oriole_0074_87214.jpg selected-external-test/birds/labels_eval/Baltimore_Oriole_0074_87214.txt\n"
     ]
    }
   ],
   "source": [
    "dataset = 'birds'\n",
    "make_dir(os.path.join(ROOT, dataset, 'images'))\n",
    "make_dir(os.path.join(ROOT, dataset, 'labels_eval'))\n",
    "\n",
    "imagesListAll = list(paths.list_images(os.path.join('dataset', dataset, 'images')))\n",
    "imagesList = []\n",
    "labelsList = []\n",
    "\n",
    "d = {}\n",
    "\n",
    "for imagePath in imagesListAll:\n",
    "    filename = imagePath.split('/')[-1].split('.')[0]\n",
    "    species = '_'.join(filename.split('_')[:-2])\n",
    "    \n",
    "    if species not in d.keys():\n",
    "        d[species] = 1\n",
    "\n",
    "        imagesList.append(imagePath)\n",
    "        labelsList.append(imagePath.replace('images', 'labels_eval').replace('jpg', 'txt'))\n",
    "        \n",
    "        \n",
    "print(d)\n",
    "print(len(d.keys()))\n",
    "\n",
    "print(len(imagesList), len(labelsList))\n",
    "\n",
    "if len(imagesList) != len(labelsList):\n",
    "    raise Exception(\"Number of images and labels does not match\")\n",
    "\n",
    "randomIdx = random.sample(range(0, len(imagesList)), 160)\n",
    "\n",
    "for idx in randomIdx:\n",
    "    desImage = os.path.join(ROOT, dataset, 'images', imagesList[idx].split('/')[-1])\n",
    "    desLabel = os.path.join(ROOT, dataset, 'labels_eval', imagesList[idx].split('/')[-1].split('.')[0] + '.txt')\n",
    "\n",
    "    print(desImage, desLabel)\n",
    "\n",
    "    shutil.copyfile(imagesList[idx], desImage)\n",
    "    shutil.copyfile(labelsList[idx], desLabel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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