rotation-generation-keras_augtest.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### using local conda environment ``keras_augtest``"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img\n",
    "import random\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### I need to come up with a batched approach, i.e. applying one form of augmentation at a time and testing just that augmentation. Then, we can see more specifically how each of these augmentations affects the phash.\n",
    "\n",
    "**Remember the goal here: Determine expected Hamming distance when rotated, or different background, etc.**\n",
    "\n",
    "Would be nice to have dictionary from original image to rotations, which is a set of the rotated images containing the hamming distance in phash and in dhash from the original. So should be thinking about structure... how should I code that up..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TODO: in keras_augtest make cval a 3-tuple, where each value is value to augment for that channel!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def gen_images(datagen, image, number, directory, prefix):\n",
    "    \"\"\"@param datagen: a keras ImageDataGenerator class\n",
    "        @param image: the image of which we'll produce augmentations\n",
    "        @param number: number of augmentations to save\n",
    "        @param directory: where to save the augmentations\n",
    "                            N.B. path must already exist!\n",
    "        @param prefix: prefix for saving augmented images\n",
    "                            N.B. does NOT take into account image name\"\"\"\n",
    "    print('Generating augmented images to {} with prefix {}\\n...'.format(directory, prefix))\n",
    "    img = load_img(image)\n",
    "    x = img_to_array(img)  # this is a Numpy array with shape (3, 150, 150)\n",
    "    x = x.reshape((1,) + x.shape)  #  is a Numpy array with shape (1, 3, 150, 150)\n",
    "\n",
    "    # the .flow() command below generates batches of randomly transformed images\n",
    "    # and saves the results to the `preview/` directory\n",
    "    i = 0\n",
    "    for batch in datagen.flow(x, batch_size=1,\n",
    "                          save_to_dir=directory,\n",
    "                              save_prefix=prefix,\n",
    "                              save_format='jpeg'):\n",
    "        i += 1\n",
    "        if i > number:\n",
    "            break  # otherwise the generator would loop indefinitely\n",
    "    print('Done generating {} images to {}'.format(number, directory))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def gen_cval():\n",
    "    \"\"\"Generate a random cval 3-tuple per our udpated implementation that\n",
    "        will augment using any color as background, not just greyscale.\n",
    "        Returns: this 3-tuple\"\"\"\n",
    "    return (random.uniform(0., 255.),random.uniform(0., 255.),random.uniform(0., 255.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def gen_rotation(max_range, cval=gen_cval()):\n",
    "    \"\"\"Generate a rotation ImageDataGenerator with given max_range to\n",
    "        rotate and optional cval 3-tuple.\n",
    "        If no cval 3-tuple provided, then generates random one\n",
    "        Returns: the ImageDataGenerator\"\"\"\n",
    "    return ImageDataGenerator(\n",
    "        rotation_range=max_range,\n",
    "        fill_mode='constant',\n",
    "        cval=cval\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def gen_zoom(zoom_range, cval=gen_cval()):\n",
    "    \"\"\"Generate a zoom ImageDataGenerator with given zoom_range to\n",
    "        zoom and optional cval 3-tuple.\n",
    "        If no cval 3-tuple provided, then generates random one\n",
    "        Returns: the ImageDataGenerator\"\"\"\n",
    "    return ImageDataGenerator(\n",
    "        zoom_range=zoom_range,\n",
    "        fill_mode='constant',\n",
    "        cval=cval\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cvals = [gen_cval() for k in range(20)] # generate 20 cval tuples to test\n",
    "cvals.append((0.,0.,0.)) # add black\n",
    "cvals.append((255.,255.,255.)) # add white"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# main directory within which storing all images\n",
    "DIR = '../rotation_generation/preview/'\n",
    "# picture for testing\n",
    "PIC = '../rotation_generation/ccg.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# cval0 = gen_cval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "max_range=180"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "zoom_range = [.33, 3.]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# cval = gen_cval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# cval = gen_cval()\n",
    "# gen_images(gen_rotation(max_range, cval=cval), PIC, 50, DIR, 'gen_test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# cval = gen_cval()\n",
    "# gen_images(gen_zoom(zoom_range, cval=cval), PIC, 50, DIR, 'gen_zoom_test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_img_list(folder):\n",
    "    \"\"\"Returns: list of all files within given folder\"\"\"\n",
    "    return [os.path.join(folder,f).lower() for f in os.listdir(folder)\n",
    "          if not os.path.isdir(os.path.join(folder,f))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def core_list(img_list, base):\n",
    "    \"\"\"Requires: all image names (i.e. no path and no '.jpg' at end)\n",
    "        in img_list that have '.jpg' suffix\"\"\"\n",
    "    return [i[len(base):-4] for i in img_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DIRECTORY = '../rotation_generation/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# get list of all qcard names\n",
    "qcards = core_list(make_img_list(DIRECTORY), DIRECTORY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['akpsi_buns',\n",
       " 'akpsi_recruit',\n",
       " 'akpsi_women',\n",
       " 'andrea',\n",
       " 'card',\n",
       " 'ccc',\n",
       " 'ccg',\n",
       " 'ccg_pwc',\n",
       " 'deloitte',\n",
       " 'gabe',\n",
       " 'paulina',\n",
       " 'sahil']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qcards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for card in qcards:\n",
    "    # make directories for each of these qcard base names\n",
    "    os.mkdir(DIRECTORY+card)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# list of paths to all images we're augmenting\n",
    "qcard_dirs = make_img_list(DIRECTORY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../rotation_generation/akpsi_buns.jpg',\n",
       " '../rotation_generation/akpsi_recruit.jpg',\n",
       " '../rotation_generation/akpsi_women.jpg',\n",
       " '../rotation_generation/andrea.jpg',\n",
       " '../rotation_generation/card.jpg',\n",
       " '../rotation_generation/ccc.jpg',\n",
       " '../rotation_generation/ccg.jpg',\n",
       " '../rotation_generation/ccg_pwc.jpg',\n",
       " '../rotation_generation/deloitte.jpg',\n",
       " '../rotation_generation/gabe.jpg',\n",
       " '../rotation_generation/paulina.jpg',\n",
       " '../rotation_generation/sahil.jpg']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qcard_dirs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating all subdirectories.\n"
     ]
    }
   ],
   "source": [
    "# make all the directories where to store the augmented images\n",
    "\n",
    "for card in qcard_dirs: # iterate over paths to target images\n",
    "    for k in range(22): # 20 + black + white\n",
    "        try:\n",
    "            # make rote and zoom directories for given k and qcard base\n",
    "            os.mkdir(os.path.join(card[:-4], 'rote_cval'+str(k)))\n",
    "            os.mkdir(os.path.join(card[:-4], 'zoom_cval'+str(k)))\n",
    "        except FileExistsError as e:\n",
    "            # if already made that directory, then don't make it again\n",
    "            continue\n",
    "print('Done generating all subdirectories.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/akpsi_buns/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_buns/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval1 with prefix rote_cval1\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/akpsi_recruit/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_recruit/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval1 with prefix zoom_cval1\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/akpsi_women/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/akpsi_women/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval2 with prefix zoom_cval2\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/andrea/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/andrea/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/andrea/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval5 with prefix rote_cval5\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/card/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/card/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/card/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/card/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval8 with prefix rote_cval8\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/ccc/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/ccc/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccc/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval11 with prefix rote_cval11\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/ccg/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/ccg/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval13 with prefix zoom_cval13\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/ccg_pwc/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/ccg_pwc/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval15 with prefix zoom_cval15\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/deloitte/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/deloitte/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/deloitte/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval18 with prefix rote_cval18\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/gabe/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/gabe/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/gabe/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval20 with prefix rote_cval20\n",
      "...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/paulina/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/paulina/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/paulina/zoom_cval21\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval0 with prefix rote_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval0\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval0 with prefix zoom_cval0\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval0\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval1 with prefix rote_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval1\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval1 with prefix zoom_cval1\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval1\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval2 with prefix rote_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval2\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval2 with prefix zoom_cval2\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval2\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval3 with prefix rote_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval3\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval3 with prefix zoom_cval3\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval3\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval4 with prefix rote_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval4\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval4 with prefix zoom_cval4\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval4\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval5 with prefix rote_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval5\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval5 with prefix zoom_cval5\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval5\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval6 with prefix rote_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval6\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval6 with prefix zoom_cval6\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval6\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval7 with prefix rote_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval7\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval7 with prefix zoom_cval7\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval7\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval8 with prefix rote_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval8\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval8 with prefix zoom_cval8\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval8\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval9 with prefix rote_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval9\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval9 with prefix zoom_cval9\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval9\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval10 with prefix rote_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval10\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval10 with prefix zoom_cval10\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval10\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval11 with prefix rote_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval11\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval11 with prefix zoom_cval11\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval11\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval12 with prefix rote_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval12\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval12 with prefix zoom_cval12\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval12\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval13 with prefix rote_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval13\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval13 with prefix zoom_cval13\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval13\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval14 with prefix rote_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval14\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval14 with prefix zoom_cval14\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval14\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval15 with prefix rote_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval15\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval15 with prefix zoom_cval15\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval15\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval16 with prefix rote_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval16\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval16 with prefix zoom_cval16\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval16\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval17 with prefix rote_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval17\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval17 with prefix zoom_cval17\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval17\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval18 with prefix rote_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval18\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval18 with prefix zoom_cval18\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval18\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval19 with prefix rote_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval19\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval19 with prefix zoom_cval19\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval19\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval20 with prefix rote_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval20\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval20 with prefix zoom_cval20\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval20\n",
      "Generating augmented images to ../rotation_generation/sahil/rote_cval21 with prefix rote_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/rote_cval21\n",
      "Generating augmented images to ../rotation_generation/sahil/zoom_cval21 with prefix zoom_cval21\n",
      "...\n",
      "Done generating 50 images to ../rotation_generation/sahil/zoom_cval21\n"
     ]
    }
   ],
   "source": [
    "# generate all the augmented images\n",
    "\n",
    "for card in qcard_dirs: # iterate over paths to target images\n",
    "    for k in range(22): # 20 + black + white\n",
    "        cval = cvals[k] # get corresponding cval 3-tuple\n",
    "        gen_images(gen_rotation(max_range, cval=cval), # generate rotations\n",
    "                   card, 50, card[:-4]+'/rote_cval'+str(k),\n",
    "                   'rote_cval'+str(k))\n",
    "        gen_images(gen_zoom(zoom_range, cval=cval), # generate zooms\n",
    "                   card, 50, card[:-4]+'/zoom_cval'+str(k),\n",
    "                   'zoom_cval'+str(k))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# datagen = ImageDataGenerator(\n",
    "#         width_shift_range=0.2,\n",
    "#         height_shift_range=0.2,\n",
    "#         shear_range=0.2,\n",
    "#         zoom_range=0.2,\n",
    "#         horizontal_flip=True,\n",
    "#         fill_mode='nearest',\n",
    "#         cval=(0.,0.,0.))\n",
    "\n",
    "# img = load_img('../rotation_generation/ccg.jpg')\n",
    "# x = img_to_array(img)  # this is a Numpy array with shape (3, 150, 150)\n",
    "# x = x.reshape((1,) + x.shape)  # this is a Numpy array with shape (1, 3, 150, 150)\n",
    "\n",
    "# # the .flow() command below generates batches of randomly transformed images\n",
    "# # and saves the results to the `preview/` directory\n",
    "# i = 0\n",
    "# for batch in datagen.flow(x, batch_size=1,\n",
    "#                           save_to_dir='../rotation_generation/preview/', save_prefix='ccg_blog', save_format='jpeg'):\n",
    "#     i += 1\n",
    "#     if i > 20:\n",
    "#         break  # otherwise the generator would loop indefinitely\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# datagen_rot_cval_tup = ImageDataGenerator(\n",
    "#         rotation_range=40,\n",
    "#         fill_mode='constant',\n",
    "#         cval=(30.,100.,255.)\n",
    "#         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# img = load_img('../rotation_generation/ccg.jpg')\n",
    "# x = img_to_array(img)\n",
    "# x = x.reshape((1,) + x.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# i = 0\n",
    "# for batch in datagen_rot_cval_tup.flow(x, batch_size=1,\n",
    "#                           save_to_dir='../rotation_generation/preview/', save_prefix='ccg_rot_cval_tup', save_format='jpeg'):\n",
    "#     i += 1\n",
    "#     if i > 20:\n",
    "#         break  # otherwise the generator would loop indefinitely\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# datagen_zoom = ImageDataGenerator(\n",
    "#         zoom_range=[1.,5.],\n",
    "#         fill_mode='constant',\n",
    "#         cval=(0.,0.,0.)\n",
    "#         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# # img = load_img('../rotation_generation/ccg.jpg')\n",
    "# x = img_to_array(img)\n",
    "# x = x.reshape((1,) + x.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# i = 0\n",
    "# for batch in datagen_zoom.flow(x, batch_size=1,\n",
    "#                           save_to_dir='../rotation_generation/preview/',\n",
    "#                                save_prefix='ccg_zoom',\n",
    "#                                save_format='jpeg'):\n",
    "#     i += 1\n",
    "#     if i > 20:\n",
    "#         break  # otherwise the generator would loop indefinitely\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## happening 'cuz should make another apply_transform function with cval as tuple for rotations only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# gen_images(datagen_zoom, '../rotation_generation/ccg.jpg', \n",
    "#           50, '../rotation_generation/preview/', 'func_test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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