2_dataset_creation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset creation\n",
    "\n",
    "This notebook outlines the different steps for the creation of the dataset: after inspecting the current state of the data (the imagesa are all stored in a temporary `pictures` folder and all the information is contained in a `index.csv` file), the dataset is split in three stratified splits and the folder-based dataset is created.\n",
    "\n",
    "## Table of contents\n",
    "1. [Temporary data structure](#temporary-data-structure), for inspecting the current state of our data\n",
    "2. [Dataset split](#dataset-split), for splitting the dataset into train, validation and test sets\n",
    "3. [Dataset creation](#dataset-creation), for creating the folder-based dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ---- IMPORT LIBRARIES\n",
    "import pandas as pd\n",
    "# Dataset split\n",
    "from sklearn.model_selection import train_test_split\n",
    "# Dataset creation\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Temporary data structure\n",
    "The current and temporary structure of our data is the following:\n",
    "1. A `pictures` folder in which we are storing all the images of the dataset\n",
    "2. A `index.csv` file containing all the information from all the different collections\n",
    "\n",
    "```\n",
    "project/\n",
    "├── pictures/\n",
    "│   └── Q_017044.jpg\n",
    "|   └── UL_NI_272.png\n",
    "|   └── GVN_1.jpg\n",
    "|   └── ...\n",
    "└── index.csv\n",
    "```\n",
    "\n",
    "Let's inspect the `index.csv` file as a pandas DataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>annotation_id</th>\n",
       "      <th>choice</th>\n",
       "      <th>created_at</th>\n",
       "      <th>id</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>provenance</th>\n",
       "      <th>set</th>\n",
       "      <th>image</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>sensitive content</td>\n",
       "      <td>2023-09-19T14:53:45.965682Z</td>\n",
       "      <td>1</td>\n",
       "      <td>2023-09-19T14:53:45.965682Z</td>\n",
       "      <td>IWM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/Q_017042.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>sensitive content</td>\n",
       "      <td>2023-09-19T14:53:52.546617Z</td>\n",
       "      <td>2</td>\n",
       "      <td>2023-09-19T14:54:01.018338Z</td>\n",
       "      <td>IWM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/Q_017043.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>sensitive content</td>\n",
       "      <td>2023-09-19T14:54:22.608619Z</td>\n",
       "      <td>3</td>\n",
       "      <td>2023-09-26T14:33:31.759760Z</td>\n",
       "      <td>IWM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/Q_017044.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>dubious content</td>\n",
       "      <td>2023-09-19T14:55:19.854238Z</td>\n",
       "      <td>4</td>\n",
       "      <td>2023-10-03T11:00:38.615262Z</td>\n",
       "      <td>IWM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/Q_017045.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-09-19T14:55:26.779273Z</td>\n",
       "      <td>5</td>\n",
       "      <td>2023-09-19T14:55:26.779273Z</td>\n",
       "      <td>IWM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/Q_017046.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2527</th>\n",
       "      <td>2826</td>\n",
       "      <td>sensitive content</td>\n",
       "      <td>2023-11-27T16:10:25.437511Z</td>\n",
       "      <td>7089</td>\n",
       "      <td>2023-11-27T16:10:25.438513Z</td>\n",
       "      <td>GVN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/GVN_351.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2528</th>\n",
       "      <td>2683</td>\n",
       "      <td>dubious content</td>\n",
       "      <td>2023-11-27T16:04:50.352530Z</td>\n",
       "      <td>7090</td>\n",
       "      <td>2023-11-27T16:04:50.352530Z</td>\n",
       "      <td>GVN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/GVN_352.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2529</th>\n",
       "      <td>2759</td>\n",
       "      <td>sensitive content</td>\n",
       "      <td>2023-11-27T16:07:25.362035Z</td>\n",
       "      <td>7091</td>\n",
       "      <td>2023-11-27T16:07:25.362035Z</td>\n",
       "      <td>GVN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/GVN_353.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2530</th>\n",
       "      <td>2744</td>\n",
       "      <td>dubious content</td>\n",
       "      <td>2023-11-27T16:06:55.218316Z</td>\n",
       "      <td>7092</td>\n",
       "      <td>2023-11-27T16:06:55.218316Z</td>\n",
       "      <td>GVN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/GVN_354.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2531</th>\n",
       "      <td>2665</td>\n",
       "      <td>sensitive content</td>\n",
       "      <td>2023-11-27T16:04:10.687179Z</td>\n",
       "      <td>7093</td>\n",
       "      <td>2023-11-27T16:04:10.687179Z</td>\n",
       "      <td>GVN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>./pictures/GVN_355.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2532 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      annotation_id                 choice                   created_at    id  \\\n",
       "0                 1      sensitive content  2023-09-19T14:53:45.965682Z     1   \n",
       "1                 2      sensitive content  2023-09-19T14:53:52.546617Z     2   \n",
       "2                 3      sensitive content  2023-09-19T14:54:22.608619Z     3   \n",
       "3                 4        dubious content  2023-09-19T14:55:19.854238Z     4   \n",
       "4                 5  not-sensitive content  2023-09-19T14:55:26.779273Z     5   \n",
       "...             ...                    ...                          ...   ...   \n",
       "2527           2826      sensitive content  2023-11-27T16:10:25.437511Z  7089   \n",
       "2528           2683        dubious content  2023-11-27T16:04:50.352530Z  7090   \n",
       "2529           2759      sensitive content  2023-11-27T16:07:25.362035Z  7091   \n",
       "2530           2744        dubious content  2023-11-27T16:06:55.218316Z  7092   \n",
       "2531           2665      sensitive content  2023-11-27T16:04:10.687179Z  7093   \n",
       "\n",
       "                       updated_at provenance  set                    image  \n",
       "0     2023-09-19T14:53:45.965682Z        IWM  NaN  ./pictures/Q_017042.jpg  \n",
       "1     2023-09-19T14:54:01.018338Z        IWM  NaN  ./pictures/Q_017043.jpg  \n",
       "2     2023-09-26T14:33:31.759760Z        IWM  NaN  ./pictures/Q_017044.jpg  \n",
       "3     2023-10-03T11:00:38.615262Z        IWM  NaN  ./pictures/Q_017045.jpg  \n",
       "4     2023-09-19T14:55:26.779273Z        IWM  NaN  ./pictures/Q_017046.jpg  \n",
       "...                           ...        ...  ...                      ...  \n",
       "2527  2023-11-27T16:10:25.438513Z        GVN  NaN   ./pictures/GVN_351.jpg  \n",
       "2528  2023-11-27T16:04:50.352530Z        GVN  NaN   ./pictures/GVN_352.jpg  \n",
       "2529  2023-11-27T16:07:25.362035Z        GVN  NaN   ./pictures/GVN_353.jpg  \n",
       "2530  2023-11-27T16:06:55.218316Z        GVN  NaN   ./pictures/GVN_354.jpg  \n",
       "2531  2023-11-27T16:04:10.687179Z        GVN  NaN   ./pictures/GVN_355.jpg  \n",
       "\n",
       "[2532 rows x 8 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ---- DATA INSPECTION\n",
    "\n",
    "dataset = pd.read_csv('./index.csv', header=0, encoding='utf-8')\n",
    "dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset split\n",
    "First of all, we have to **split the data into three sets** (train, validation, test) and update the values under the `'set'` column of our dataset dataframe accordingly (possible values: strings `train`, `validation`, `test`).\n",
    "\n",
    "First we **count the proportions** between the three different possible values of the target variable `choice`.\n",
    "<br>\n",
    "We can see that the proportions are very **unbalanced** in favour of the \"not-sensitive content\" value (we can also check the different percentages)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "choice\n",
       "not-sensitive content    1939\n",
       "dubious content           330\n",
       "sensitive content         263\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['choice'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "choice\n",
       "not-sensitive content    76.579779\n",
       "dubious content          13.033175\n",
       "sensitive content        10.387046\n",
       "Name: proportion, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset['choice'].value_counts(normalize=True)*100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With this kind of unbalanced dataset, doing a random split during this phase is very risky: the class with the least amount of samples (in our case, the 'sensitive content' class) could be completely absent from the train set!\n",
    "<br>\n",
    "Clearly, this means that the model might never see any examples from this class, and therefore might not learn how to recognise it, leading to an **incomplete and incorrect learning**.\n",
    "\n",
    "\n",
    "To prevent this, we will apply a **stratified split**, which allows us to preserve the same class proportion we have in the dataset population also in the three different sets. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ---- DATA SPLIT\n",
    "\n",
    "def split_stratified_into_train_val_test(df_input, stratify_colname,\n",
    "                                         frac_train, frac_val, frac_test,\n",
    "                                         random_state):\n",
    "    '''\n",
    "    Splits a Pandas dataframe into three subsets (train, val, and test)\n",
    "    following fractional ratios provided by the user, where each subset is\n",
    "    stratified by the values in a specific column (that is, each subset has\n",
    "    the same relative frequency of the values in the column). It performs this\n",
    "    splitting by running train_test_split() twice.\n",
    "    Parameters\n",
    "    ----------\n",
    "    df_input : Pandas dataframe\n",
    "        Input dataframe to be split.\n",
    "    stratify_colname : str\n",
    "        The name of the column that will be used for stratification. Usually\n",
    "        this column would be for the label.\n",
    "    frac_train : float\n",
    "    frac_val   : float\n",
    "    frac_test  : float\n",
    "        The ratios with which the dataframe will be split into train, val, and\n",
    "        test data. The values should be expressed as float fractions and should\n",
    "        sum to 1.0.\n",
    "    random_state : int, None, or RandomStateInstance\n",
    "        Value to be passed to train_test_split().\n",
    "    Returns\n",
    "    -------\n",
    "    df_train, df_val, df_test :\n",
    "        Dataframes containing the three splits.\n",
    "    '''\n",
    "    if frac_train + frac_val + frac_test != 1.0:\n",
    "        raise ValueError('fractions %f, %f, %f do not add up to 1.0' % \\\n",
    "                         (frac_train, frac_val, frac_test))\n",
    "    if stratify_colname not in df_input.columns:\n",
    "        raise ValueError('%s is not a column in the dataframe' % (stratify_colname))\n",
    "    X = df_input # Contains all columns.\n",
    "    y = df_input[[stratify_colname]] # Dataframe of just the column on which to stratify.\n",
    "    # Split original dataframe into train and temp dataframes.\n",
    "    df_train, df_temp, y_train, y_temp = train_test_split(X,\n",
    "                                                          y,\n",
    "                                                          stratify=y,\n",
    "                                                          test_size=(1.0 - frac_train), #0.3\n",
    "                                                          random_state=random_state)\n",
    "    # Split the temp dataframe into val and test dataframes.\n",
    "    relative_frac_test = frac_test / (frac_val + frac_test)\n",
    "    df_val, df_test, y_val, y_test = train_test_split(df_temp,\n",
    "                                                      y_temp,\n",
    "                                                      stratify=y_temp,\n",
    "                                                      test_size=relative_frac_test, #0.5\n",
    "                                                      random_state=random_state)\n",
    "    assert len(df_input) == len(df_train) + len(df_val) + len(df_test)\n",
    "\n",
    "    # --- Add the column 'set' to each df\n",
    "    df_train['set'] = 'train'\n",
    "    df_val['set'] = 'validation'\n",
    "    df_test['set'] = 'test'\n",
    "\n",
    "    # --- Reset index\n",
    "    df_train = df_train.reset_index(drop=True)\n",
    "    df_val = df_val.reset_index(drop=True)\n",
    "    df_test = df_test.reset_index(drop=True)\n",
    "    \n",
    "    return df_train, df_val, df_test\n",
    "\n",
    "dataset_train, dataset_val, dataset_test = split_stratified_into_train_val_test(dataset,'choice', 0.70, 0.15, 0.15, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check the classes proportions in the three splits:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset_train\n",
      "      .shape:\t(1772, 8)\n",
      "      .percentages:\tchoice\n",
      "not-sensitive content    76.580135\n",
      "dubious content          13.036117\n",
      "sensitive content        10.383747\n",
      "Name: proportion, dtype: float64\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>annotation_id</th>\n",
       "      <th>choice</th>\n",
       "      <th>created_at</th>\n",
       "      <th>id</th>\n",
       "      <th>updated_at</th>\n",
       "      <th>provenance</th>\n",
       "      <th>set</th>\n",
       "      <th>image</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1969</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-18T09:47:11.226933Z</td>\n",
       "      <td>5192</td>\n",
       "      <td>2023-10-18T09:47:11.226933Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_812.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>823</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-16T14:39:37.915522Z</td>\n",
       "      <td>4390</td>\n",
       "      <td>2023-10-16T14:39:37.916523Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_1874.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1958</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-18T09:46:44.052315Z</td>\n",
       "      <td>4996</td>\n",
       "      <td>2023-10-18T09:46:44.052315Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_636.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1621</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-17T11:31:17.606093Z</td>\n",
       "      <td>3926</td>\n",
       "      <td>2023-10-17T11:31:17.606093Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_1456.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>698</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-16T14:22:25.432749Z</td>\n",
       "      <td>4662</td>\n",
       "      <td>2023-10-16T14:22:25.432749Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_335.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1767</th>\n",
       "      <td>951</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-16T14:57:11.973000Z</td>\n",
       "      <td>3582</td>\n",
       "      <td>2023-10-16T14:57:11.973000Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_1146.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1768</th>\n",
       "      <td>1094</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-16T15:07:27.005712Z</td>\n",
       "      <td>3754</td>\n",
       "      <td>2023-10-16T15:07:27.005712Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_1300.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1769</th>\n",
       "      <td>960</td>\n",
       "      <td>not-sensitive content</td>\n",
       "      <td>2023-10-16T14:57:40.776071Z</td>\n",
       "      <td>3594</td>\n",
       "      <td>2023-10-16T14:57:40.776071Z</td>\n",
       "      <td>ULNI</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/UL_NI_1157.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1770</th>\n",
       "      <td>2869</td>\n",
       "      <td>dubious content</td>\n",
       "      <td>2023-11-27T16:11:57.331738Z</td>\n",
       "      <td>6995</td>\n",
       "      <td>2023-11-27T16:11:57.331738Z</td>\n",
       "      <td>GVN</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/GVN_257.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1771</th>\n",
       "      <td>2646</td>\n",
       "      <td>dubious content</td>\n",
       "      <td>2023-11-27T16:03:19.696987Z</td>\n",
       "      <td>6819</td>\n",
       "      <td>2023-11-27T16:03:19.696987Z</td>\n",
       "      <td>GVN</td>\n",
       "      <td>train</td>\n",
       "      <td>./pictures/GVN_81.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1772 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      annotation_id                 choice                   created_at    id  \\\n",
       "0              1969  not-sensitive content  2023-10-18T09:47:11.226933Z  5192   \n",
       "1               823  not-sensitive content  2023-10-16T14:39:37.915522Z  4390   \n",
       "2              1958  not-sensitive content  2023-10-18T09:46:44.052315Z  4996   \n",
       "3              1621  not-sensitive content  2023-10-17T11:31:17.606093Z  3926   \n",
       "4               698  not-sensitive content  2023-10-16T14:22:25.432749Z  4662   \n",
       "...             ...                    ...                          ...   ...   \n",
       "1767            951  not-sensitive content  2023-10-16T14:57:11.973000Z  3582   \n",
       "1768           1094  not-sensitive content  2023-10-16T15:07:27.005712Z  3754   \n",
       "1769            960  not-sensitive content  2023-10-16T14:57:40.776071Z  3594   \n",
       "1770           2869        dubious content  2023-11-27T16:11:57.331738Z  6995   \n",
       "1771           2646        dubious content  2023-11-27T16:03:19.696987Z  6819   \n",
       "\n",
       "                       updated_at provenance    set                      image  \n",
       "0     2023-10-18T09:47:11.226933Z       ULNI  train   ./pictures/UL_NI_812.png  \n",
       "1     2023-10-16T14:39:37.916523Z       ULNI  train  ./pictures/UL_NI_1874.png  \n",
       "2     2023-10-18T09:46:44.052315Z       ULNI  train   ./pictures/UL_NI_636.png  \n",
       "3     2023-10-17T11:31:17.606093Z       ULNI  train  ./pictures/UL_NI_1456.png  \n",
       "4     2023-10-16T14:22:25.432749Z       ULNI  train   ./pictures/UL_NI_335.png  \n",
       "...                           ...        ...    ...                        ...  \n",
       "1767  2023-10-16T14:57:11.973000Z       ULNI  train  ./pictures/UL_NI_1146.png  \n",
       "1768  2023-10-16T15:07:27.005712Z       ULNI  train  ./pictures/UL_NI_1300.png  \n",
       "1769  2023-10-16T14:57:40.776071Z       ULNI  train  ./pictures/UL_NI_1157.png  \n",
       "1770  2023-11-27T16:11:57.331738Z        GVN  train     ./pictures/GVN_257.jpg  \n",
       "1771  2023-11-27T16:03:19.696987Z        GVN  train      ./pictures/GVN_81.jpg  \n",
       "\n",
       "[1772 rows x 8 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"\"\"dataset_train\n",
    "      .shape:\\t{shape}\n",
    "      .percentages:\\t{percentages}\"\"\".format(shape=dataset_train.shape, percentages=dataset_train.choice.value_counts(normalize=True)*100))\n",
    "dataset_train\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset_val\n",
      "      .shape:\t(380, 8)\n",
      "      .percentages:\tchoice\n",
      "not-sensitive content    76.578947\n",
      "dubious content          12.894737\n",
      "sensitive content        10.526316\n",
      "Name: proportion, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"\"\"dataset_val\n",
    "      .shape:\\t{shape}\n",
    "      .percentages:\\t{percentages}\"\"\".format(shape=dataset_val.shape, percentages=dataset_val.choice.value_counts(normalize=True)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset_test\n",
      "      .shape:\t(380, 8)\n",
      "      .percentages:\tchoice\n",
      "not-sensitive content    76.578947\n",
      "dubious content          13.157895\n",
      "sensitive content        10.263158\n",
      "Name: proportion, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"\"\"dataset_test\n",
    "      .shape:\\t{shape}\n",
    "      .percentages:\\t{percentages}\"\"\".format(shape=dataset_test.shape, percentages=dataset_test.choice.value_counts(normalize=True)*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset creation\n",
    "For the scope of this project, we are giving our dataset a folder-based structure: the images will be split in different folders based on their set (train/validation/test) and on their class (sensitive/not-sensitive/dubious).\n",
    "\n",
    "The dataset will have this structure:\n",
    "```\n",
    "dataset/\n",
    "├── train/\n",
    "│   └── sensitive/\n",
    "|   │   └── ...\n",
    "|   └── not-sensitive/\n",
    "|   │   └── ...\n",
    "|   └── dubious/\n",
    "|       └── ...\n",
    "├── validation/\n",
    "│   └── sensitive/\n",
    "|   └── not-sensitive/\n",
    "|   └── dubious/\n",
    "└── test/\n",
    "    └── sensitive/\n",
    "    └── not-sensitive/\n",
    "    └── dubious/\n",
    "```\n",
    "\n",
    "To keep track of our data, we can also export again the `index.csv` file (and one CSV for split, why not?). \n",
    "```\n",
    "[project folder]/\n",
    "├── train.csv\n",
    "├── validation.csv\n",
    "├── test.csv\n",
    "└── index.csv\n",
    "\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "subset:\t train\n",
      "dests:\t train/sensitive/ train/not-sensitive/ train/dubious/\n",
      "image name UL_NI_812.png\n",
      "source path ./pictures/UL_NI_812.png\n",
      "image name UL_NI_1874.png\n",
      "source path ./pictures/UL_NI_1874.png\n",
      "image name UL_NI_636.png\n",
      "source path ./pictures/UL_NI_636.png\n",
      "image name UL_NI_1456.png\n",
      "source path ./pictures/UL_NI_1456.png\n",
      "image name UL_NI_335.png\n",
      "source path ./pictures/UL_NI_335.png\n",
      "image name Q_017068.jpg\n",
      "source path ./pictures/Q_017068.jpg\n",
      "image name UL_NI_1446.png\n",
      "source path ./pictures/UL_NI_1446.png\n",
      "image name UL_NI_1602.png\n",
      "source path ./pictures/UL_NI_1602.png\n",
      "image name UL_NI_1783.png\n",
      "source path ./pictures/UL_NI_1783.png\n",
      "image name UL_NI_1644.png\n",
      "source path ./pictures/UL_NI_1644.png\n",
      "image name UL_NI_460.png\n",
      "source path ./pictures/UL_NI_460.png\n",
      "image name GVN_172.jpg\n",
      "source path ./pictures/GVN_172.jpg\n",
      "image name Q_052463.jpg\n",
      "source path ./pictures/Q_052463.jpg\n",
      "image name UL_NI_753.png\n",
      "source path ./pictures/UL_NI_753.png\n",
      "image name UL_NI_859.png\n",
      "source path ./pictures/UL_NI_859.png\n",
      "image name UL_NI_1166.png\n",
      "source path ./pictures/UL_NI_1166.png\n",
      "image name UL_NI_1453.png\n",
      "source path ./pictures/UL_NI_1453.png\n",
      "image name Q_017101.jpg\n",
      "source path ./pictures/Q_017101.jpg\n",
      "image name UL_NI_625.png\n",
      "source path ./pictures/UL_NI_625.png\n",
      "image name UL_NI_1153.png\n",
      "source path ./pictures/UL_NI_1153.png\n",
      "image name UL_NI_895.png\n",
      "source path ./pictures/UL_NI_895.png\n",
      "image name UL_NI_730.png\n",
      "source path ./pictures/UL_NI_730.png\n",
      "image name UL_NI_885.png\n",
      "source path ./pictures/UL_NI_885.png\n",
      "image name UL_NI_1626.png\n",
      "source path ./pictures/UL_NI_1626.png\n",
      "image name GVN_317.jpg\n",
      "source path ./pictures/GVN_317.jpg\n",
      "image name UL_NI_1399.png\n",
      "source path ./pictures/UL_NI_1399.png\n",
      "image name Q_017062.jpg\n",
      "source path ./pictures/Q_017062.jpg\n",
      "image name UL_NI_926.png\n",
      "source path ./pictures/UL_NI_926.png\n",
      "image name UL_NI_75.png\n",
      "source path ./pictures/UL_NI_75.png\n",
      "image name UL_NI_1633.png\n",
      "source path ./pictures/UL_NI_1633.png\n",
      "image name GVN_296.jpg\n",
      "source path ./pictures/GVN_296.jpg\n",
      "image name UL_NI_733.png\n",
      "source path ./pictures/UL_NI_733.png\n",
      "image name UL_NI_194.png\n",
      "source path ./pictures/UL_NI_194.png\n",
      "image name UL_NI_1960.png\n",
      "source path ./pictures/UL_NI_1960.png\n",
      "image name GVN_337.jpg\n",
      "source path ./pictures/GVN_337.jpg\n",
      "image name UL_NI_1085.png\n",
      "source path ./pictures/UL_NI_1085.png\n",
      "image name UL_NI_465.png\n",
      "source path ./pictures/UL_NI_465.png\n",
      "image name UL_NI_1967.png\n",
      "source path ./pictures/UL_NI_1967.png\n",
      "image name GVN_4.jpg\n",
      "source path ./pictures/GVN_4.jpg\n",
      "image name UL_NI_1242.png\n",
      "source path ./pictures/UL_NI_1242.png\n",
      "image name UL_NI_621.png\n",
      "source path ./pictures/UL_NI_621.png\n",
      "image name UL_NI_29.png\n",
      "source path ./pictures/UL_NI_29.png\n",
      "image name UL_NI_1608.png\n",
      "source path ./pictures/UL_NI_1608.png\n",
      "image name Q_052461.jpg\n",
      "source path ./pictures/Q_052461.jpg\n",
      "image name Q_017047.jpg\n",
      "source path ./pictures/Q_017047.jpg\n",
      "image name GVN_157.jpg\n",
      "source path ./pictures/GVN_157.jpg\n",
      "image name UL_NI_899.png\n",
      "source path ./pictures/UL_NI_899.png\n",
      "image name UL_NI_1555.png\n",
      "source path ./pictures/UL_NI_1555.png\n",
      "image name GVN_232.jpg\n",
      "source path ./pictures/GVN_232.jpg\n",
      "image name UL_NI_1836.png\n",
      "source path ./pictures/UL_NI_1836.png\n",
      "image name UL_NI_223.png\n",
      "source path ./pictures/UL_NI_223.png\n",
      "image name GVN_89.jpg\n",
      "source path ./pictures/GVN_89.jpg\n",
      "image name UL_NI_1312.png\n",
      "source path ./pictures/UL_NI_1312.png\n",
      "image name UL_NI_641.png\n",
      "source path ./pictures/UL_NI_641.png\n",
      "image name GVN_210.jpg\n",
      "source path ./pictures/GVN_210.jpg\n",
      "image name UL_NI_1267.png\n",
      "source path ./pictures/UL_NI_1267.png\n",
      "image name GVN_300.jpg\n",
      "source path ./pictures/GVN_300.jpg\n",
      "image name UL_NI_342.png\n",
      "source path ./pictures/UL_NI_342.png\n",
      "image name UL_NI_631.png\n",
      "source path ./pictures/UL_NI_631.png\n",
      "image name UL_NI_566.png\n",
      "source path ./pictures/UL_NI_566.png\n",
      "image name UL_NI_1901.png\n",
      "source path ./pictures/UL_NI_1901.png\n",
      "image name UL_NI_865.png\n",
      "source path ./pictures/UL_NI_865.png\n",
      "image name Q_017057.jpg\n",
      "source path ./pictures/Q_017057.jpg\n",
      "image name UL_NI_991.png\n",
      "source path ./pictures/UL_NI_991.png\n",
      "image name UL_NI_1593.png\n",
      "source path ./pictures/UL_NI_1593.png\n",
      "image name UL_NI_809.png\n",
      "source path ./pictures/UL_NI_809.png\n",
      "image name UL_NI_137.png\n",
      "source path ./pictures/UL_NI_137.png\n",
      "image name UL_NI_811.png\n",
      "source path ./pictures/UL_NI_811.png\n",
      "image name UL_NI_6.png\n",
      "source path ./pictures/UL_NI_6.png\n",
      "image name GVN_237.jpg\n",
      "source path ./pictures/GVN_237.jpg\n",
      "image name UL_NI_99.png\n",
      "source path ./pictures/UL_NI_99.png\n",
      "image name UL_NI_897.png\n",
      "source path ./pictures/UL_NI_897.png\n",
      "image name UL_NI_771.png\n",
      "source path ./pictures/UL_NI_771.png\n",
      "image name GVN_315.jpg\n",
      "source path ./pictures/GVN_315.jpg\n",
      "image name UL_NI_1909.png\n",
      "source path ./pictures/UL_NI_1909.png\n",
      "image name UL_NI_501.png\n",
      "source path ./pictures/UL_NI_501.png\n",
      "image name UL_NI_1971.png\n",
      "source path ./pictures/UL_NI_1971.png\n",
      "image name UL_NI_1705.png\n",
      "source path ./pictures/UL_NI_1705.png\n",
      "image name Q_052373.jpg\n",
      "source path ./pictures/Q_052373.jpg\n",
      "image name UL_NI_1174.png\n",
      "source path ./pictures/UL_NI_1174.png\n",
      "image name Q_052411.jpg\n",
      "source path ./pictures/Q_052411.jpg\n",
      "image name UL_NI_1021.png\n",
      "source path ./pictures/UL_NI_1021.png\n",
      "image name UL_NI_1205.png\n",
      "source path ./pictures/UL_NI_1205.png\n",
      "image name UL_NI_863.png\n",
      "source path ./pictures/UL_NI_863.png\n",
      "image name UL_NI_1658.png\n",
      "source path ./pictures/UL_NI_1658.png\n",
      "image name UL_NI_815.png\n",
      "source path ./pictures/UL_NI_815.png\n",
      "image name UL_NI_1758.png\n",
      "source path ./pictures/UL_NI_1758.png\n",
      "image name UL_NI_963.png\n",
      "source path ./pictures/UL_NI_963.png\n",
      "image name UL_NI_567.png\n",
      "source path ./pictures/UL_NI_567.png\n",
      "image name UL_NI_1117.png\n",
      "source path ./pictures/UL_NI_1117.png\n",
      "image name UL_NI_910.png\n",
      "source path ./pictures/UL_NI_910.png\n",
      "image name UL_NI_831.png\n",
      "source path ./pictures/UL_NI_831.png\n",
      "image name UL_NI_858.png\n",
      "source path ./pictures/UL_NI_858.png\n",
      "image name UL_NI_479.png\n",
      "source path ./pictures/UL_NI_479.png\n",
      "image name UL_NI_322.png\n",
      "source path ./pictures/UL_NI_322.png\n",
      "image name Q_032951.jpg\n",
      "source path ./pictures/Q_032951.jpg\n",
      "image name UL_NI_1416.png\n",
      "source path ./pictures/UL_NI_1416.png\n",
      "image name UL_NI_279.png\n",
      "source path ./pictures/UL_NI_279.png\n",
      "image name UL_NI_1288.png\n",
      "source path ./pictures/UL_NI_1288.png\n",
      "image name Q_017056.jpg\n",
      "source path ./pictures/Q_017056.jpg\n",
      "image name UL_NI_73.png\n",
      "source path ./pictures/UL_NI_73.png\n",
      "image name UL_NI_1873.png\n",
      "source path ./pictures/UL_NI_1873.png\n",
      "image name Q_017124.jpg\n",
      "source path ./pictures/Q_017124.jpg\n",
      "image name UL_NI_1862.png\n",
      "source path ./pictures/UL_NI_1862.png\n",
      "image name UL_NI_1911.png\n",
      "source path ./pictures/UL_NI_1911.png\n",
      "image name Q_052403.jpg\n",
      "source path ./pictures/Q_052403.jpg\n",
      "image name UL_NI_1953.png\n",
      "source path ./pictures/UL_NI_1953.png\n",
      "image name UL_NI_1717.png\n",
      "source path ./pictures/UL_NI_1717.png\n",
      "image name UL_NI_1750.png\n",
      "source path ./pictures/UL_NI_1750.png\n",
      "image name UL_NI_344.png\n",
      "source path ./pictures/UL_NI_344.png\n",
      "image name UL_NI_1299.png\n",
      "source path ./pictures/UL_NI_1299.png\n",
      "image name Q_052417.jpg\n",
      "source path ./pictures/Q_052417.jpg\n",
      "image name UL_NI_1125.png\n",
      "source path ./pictures/UL_NI_1125.png\n",
      "image name GVN_270.jpg\n",
      "source path ./pictures/GVN_270.jpg\n",
      "image name UL_NI_1642.png\n",
      "source path ./pictures/UL_NI_1642.png\n",
      "image name GVN_8.jpg\n",
      "source path ./pictures/GVN_8.jpg\n",
      "image name UL_NI_564.png\n",
      "source path ./pictures/UL_NI_564.png\n",
      "image name UL_NI_1340.png\n",
      "source path ./pictures/UL_NI_1340.png\n",
      "image name UL_NI_7.png\n",
      "source path ./pictures/UL_NI_7.png\n",
      "image name GVN_60.jpg\n",
      "source path ./pictures/GVN_60.jpg\n",
      "image name UL_NI_655.png\n",
      "source path ./pictures/UL_NI_655.png\n",
      "image name UL_NI_666.png\n",
      "source path ./pictures/UL_NI_666.png\n",
      "image name UL_NI_308.png\n",
      "source path ./pictures/UL_NI_308.png\n",
      "image name UL_NI_437.png\n",
      "source path ./pictures/UL_NI_437.png\n",
      "image name GVN_94.jpg\n",
      "source path ./pictures/GVN_94.jpg\n",
      "image name UL_NI_144.png\n",
      "source path ./pictures/UL_NI_144.png\n",
      "image name UL_NI_586.png\n",
      "source path ./pictures/UL_NI_586.png\n",
      "image name UL_NI_1384.png\n",
      "source path ./pictures/UL_NI_1384.png\n",
      "image name UL_NI_1565.png\n",
      "source path ./pictures/UL_NI_1565.png\n",
      "image name GVN_325.jpg\n",
      "source path ./pictures/GVN_325.jpg\n",
      "image name UL_NI_175.png\n",
      "source path ./pictures/UL_NI_175.png\n",
      "image name UL_NI_429.png\n",
      "source path ./pictures/UL_NI_429.png\n",
      "image name UL_NI_1693.png\n",
      "source path ./pictures/UL_NI_1693.png\n",
      "image name UL_NI_1742.png\n",
      "source path ./pictures/UL_NI_1742.png\n",
      "image name UL_NI_1568.png\n",
      "source path ./pictures/UL_NI_1568.png\n",
      "image name UL_NI_1518.png\n",
      "source path ./pictures/UL_NI_1518.png\n",
      "image name UL_NI_1344.png\n",
      "source path ./pictures/UL_NI_1344.png\n",
      "image name GVN_239.jpg\n",
      "source path ./pictures/GVN_239.jpg\n",
      "image name UL_NI_1818.png\n",
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      "image name UL_NI_1948.png\n",
      "source path ./pictures/UL_NI_1948.png\n",
      "image name UL_NI_59.png\n",
      "source path ./pictures/UL_NI_59.png\n",
      "image name GVN_192.jpg\n",
      "source path ./pictures/GVN_192.jpg\n",
      "image name UL_NI_1828.png\n",
      "source path ./pictures/UL_NI_1828.png\n",
      "image name UL_NI_1070.png\n",
      "source path ./pictures/UL_NI_1070.png\n",
      "image name UL_NI_212.png\n",
      "source path ./pictures/UL_NI_212.png\n",
      "image name UL_NI_1589.png\n",
      "source path ./pictures/UL_NI_1589.png\n",
      "image name GVN_319.jpg\n",
      "source path ./pictures/GVN_319.jpg\n",
      "image name UL_NI_209.png\n",
      "source path ./pictures/UL_NI_209.png\n",
      "image name UL_NI_1604.png\n",
      "source path ./pictures/UL_NI_1604.png\n",
      "image name GVN_3.jpg\n",
      "source path ./pictures/GVN_3.jpg\n",
      "image name UL_NI_818.png\n",
      "source path ./pictures/UL_NI_818.png\n",
      "image name UL_NI_1164.png\n",
      "source path ./pictures/UL_NI_1164.png\n",
      "image name UL_NI_393.png\n",
      "source path ./pictures/UL_NI_393.png\n",
      "image name UL_NI_692.png\n",
      "source path ./pictures/UL_NI_692.png\n",
      "image name UL_NI_1772.png\n",
      "source path ./pictures/UL_NI_1772.png\n",
      "image name UL_NI_1586.png\n",
      "source path ./pictures/UL_NI_1586.png\n",
      "image name UL_NI_1424.png\n",
      "source path ./pictures/UL_NI_1424.png\n",
      "image name UL_NI_1071.png\n",
      "source path ./pictures/UL_NI_1071.png\n",
      "image name UL_NI_254.png\n",
      "source path ./pictures/UL_NI_254.png\n",
      "image name UL_NI_842.png\n",
      "source path ./pictures/UL_NI_842.png\n",
      "image name UL_NI_617.png\n",
      "source path ./pictures/UL_NI_617.png\n",
      "image name UL_NI_1867.png\n",
      "source path ./pictures/UL_NI_1867.png\n",
      "image name UL_NI_1135.png\n",
      "source path ./pictures/UL_NI_1135.png\n",
      "image name UL_NI_373.png\n",
      "source path ./pictures/UL_NI_373.png\n",
      "image name UL_NI_210.png\n",
      "source path ./pictures/UL_NI_210.png\n",
      "image name GVN_62.jpg\n",
      "source path ./pictures/GVN_62.jpg\n",
      "image name GVN_39.jpg\n",
      "source path ./pictures/GVN_39.jpg\n",
      "image name Q_052396.jpg\n",
      "source path ./pictures/Q_052396.jpg\n",
      "image name UL_NI_1445.png\n",
      "source path ./pictures/UL_NI_1445.png\n",
      "image name UL_NI_1855.png\n",
      "source path ./pictures/UL_NI_1855.png\n",
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      "image name UL_NI_1189.png\n",
      "source path ./pictures/UL_NI_1189.png\n",
      "image name UL_NI_8.png\n",
      "source path ./pictures/UL_NI_8.png\n",
      "image name Q_017125.jpg\n",
      "source path ./pictures/Q_017125.jpg\n",
      "image name UL_NI_92.png\n",
      "source path ./pictures/UL_NI_92.png\n",
      "image name Q_052394.jpg\n",
      "source path ./pictures/Q_052394.jpg\n",
      "image name UL_NI_1041.png\n",
      "source path ./pictures/UL_NI_1041.png\n",
      "image name UL_NI_747.png\n",
      "source path ./pictures/UL_NI_747.png\n",
      "image name UL_NI_1709.png\n",
      "source path ./pictures/UL_NI_1709.png\n",
      "image name UL_NI_687.png\n",
      "source path ./pictures/UL_NI_687.png\n",
      "image name UL_NI_1578.png\n",
      "source path ./pictures/UL_NI_1578.png\n",
      "image name UL_NI_116.png\n",
      "source path ./pictures/UL_NI_116.png\n",
      "image name UL_NI_792.png\n",
      "source path ./pictures/UL_NI_792.png\n",
      "image name GVN_233.jpg\n",
      "source path ./pictures/GVN_233.jpg\n",
      "image name UL_NI_715.png\n",
      "source path ./pictures/UL_NI_715.png\n",
      "image name UL_NI_1357.png\n",
      "source path ./pictures/UL_NI_1357.png\n",
      "image name UL_NI_249.png\n",
      "source path ./pictures/UL_NI_249.png\n",
      "image name UL_NI_1019.png\n",
      "source path ./pictures/UL_NI_1019.png\n",
      "image name UL_NI_1749.png\n",
      "source path ./pictures/UL_NI_1749.png\n",
      "image name UL_NI_942.png\n",
      "source path ./pictures/UL_NI_942.png\n",
      "image name GVN_213.jpg\n",
      "source path ./pictures/GVN_213.jpg\n",
      "image name UL_NI_185.png\n",
      "source path ./pictures/UL_NI_185.png\n",
      "image name Q_017060.jpg\n",
      "source path ./pictures/Q_017060.jpg\n",
      "image name UL_NI_1282.png\n",
      "source path ./pictures/UL_NI_1282.png\n",
      "image name UL_NI_866.png\n",
      "source path ./pictures/UL_NI_866.png\n",
      "image name UL_NI_525.png\n",
      "source path ./pictures/UL_NI_525.png\n",
      "image name UL_NI_1941.png\n",
      "source path ./pictures/UL_NI_1941.png\n",
      "image name UL_NI_1629.png\n",
      "source path ./pictures/UL_NI_1629.png\n",
      "image name UL_NI_613.png\n",
      "source path ./pictures/UL_NI_613.png\n",
      "image name UL_NI_1819.png\n",
      "source path ./pictures/UL_NI_1819.png\n",
      "image name UL_NI_1394.png\n",
      "source path ./pictures/UL_NI_1394.png\n",
      "image name UL_NI_797.png\n",
      "source path ./pictures/UL_NI_797.png\n",
      "image name UL_NI_1192.png\n",
      "source path ./pictures/UL_NI_1192.png\n",
      "image name UL_NI_1454.png\n",
      "source path ./pictures/UL_NI_1454.png\n",
      "image name UL_NI_1146.png\n",
      "source path ./pictures/UL_NI_1146.png\n",
      "image name UL_NI_1300.png\n",
      "source path ./pictures/UL_NI_1300.png\n",
      "image name UL_NI_1157.png\n",
      "source path ./pictures/UL_NI_1157.png\n",
      "image name GVN_257.jpg\n",
      "source path ./pictures/GVN_257.jpg\n",
      "image name GVN_81.jpg\n",
      "source path ./pictures/GVN_81.jpg\n",
      "subset:\t validation\n",
      "dests:\t validation/sensitive/ validation/not-sensitive/ validation/dubious/\n",
      "image name UL_NI_424.png\n",
      "source path ./pictures/UL_NI_424.png\n",
      "image name GVN_104.jpg\n",
      "source path ./pictures/GVN_104.jpg\n",
      "image name UL_NI_1001.png\n",
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      "image name UL_NI_256.png\n",
      "source path ./pictures/UL_NI_256.png\n",
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      "source path ./pictures/UL_NI_984.png\n",
      "image name UL_NI_828.png\n",
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      "image name UL_NI_1689.png\n",
      "source path ./pictures/UL_NI_1689.png\n",
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      "source path ./pictures/Q_052438.jpg\n",
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      "source path ./pictures/GVN_102.jpg\n",
      "image name Q_052387.jpg\n",
      "source path ./pictures/Q_052387.jpg\n",
      "image name UL_NI_1544.png\n",
      "source path ./pictures/UL_NI_1544.png\n",
      "image name GVN_312.jpg\n",
      "source path ./pictures/GVN_312.jpg\n",
      "image name UL_NI_830.png\n",
      "source path ./pictures/UL_NI_830.png\n",
      "image name UL_NI_1667.png\n",
      "source path ./pictures/UL_NI_1667.png\n",
      "image name Q_017048.jpg\n",
      "source path ./pictures/Q_017048.jpg\n",
      "image name UL_NI_841.png\n",
      "source path ./pictures/UL_NI_841.png\n",
      "image name UL_NI_1636.png\n",
      "source path ./pictures/UL_NI_1636.png\n",
      "image name UL_NI_814.png\n",
      "source path ./pictures/UL_NI_814.png\n",
      "image name UL_NI_673.png\n",
      "source path ./pictures/UL_NI_673.png\n",
      "image name UL_NI_1220.png\n",
      "source path ./pictures/UL_NI_1220.png\n",
      "image name UL_NI_1039.png\n",
      "source path ./pictures/UL_NI_1039.png\n",
      "image name UL_NI_1831.png\n",
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      "image name UL_NI_1305.png\n",
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      "image name GVN_338.jpg\n",
      "source path ./pictures/GVN_338.jpg\n",
      "image name UL_NI_1230.png\n",
      "source path ./pictures/UL_NI_1230.png\n",
      "image name UL_NI_1127.png\n",
      "source path ./pictures/UL_NI_1127.png\n",
      "image name UL_NI_898.png\n",
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      "image name UL_NI_1675.png\n",
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      "image name UL_NI_1401.png\n",
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      "image name UL_NI_1932.png\n",
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      "image name GVN_116.jpg\n",
      "source path ./pictures/GVN_116.jpg\n",
      "image name Q_017103.jpg\n",
      "source path ./pictures/Q_017103.jpg\n",
      "image name UL_NI_1332.png\n",
      "source path ./pictures/UL_NI_1332.png\n",
      "image name UL_NI_1532.png\n",
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      "image name GVN_135.jpg\n",
      "source path ./pictures/GVN_135.jpg\n",
      "image name Q_017064.jpg\n",
      "source path ./pictures/Q_017064.jpg\n",
      "image name UL_NI_1080.png\n",
      "source path ./pictures/UL_NI_1080.png\n",
      "image name UL_NI_16.png\n",
      "source path ./pictures/UL_NI_16.png\n",
      "image name UL_NI_579.png\n",
      "source path ./pictures/UL_NI_579.png\n",
      "image name GVN_182.jpg\n",
      "source path ./pictures/GVN_182.jpg\n",
      "image name Q_052390.jpg\n",
      "source path ./pictures/Q_052390.jpg\n",
      "image name UL_NI_188.png\n",
      "source path ./pictures/UL_NI_188.png\n",
      "image name UL_NI_1959.png\n",
      "source path ./pictures/UL_NI_1959.png\n",
      "image name UL_NI_1244.png\n",
      "source path ./pictures/UL_NI_1244.png\n",
      "image name UL_NI_1736.png\n",
      "source path ./pictures/UL_NI_1736.png\n",
      "image name UL_NI_681.png\n",
      "source path ./pictures/UL_NI_681.png\n",
      "image name UL_NI_667.png\n",
      "source path ./pictures/UL_NI_667.png\n",
      "image name UL_NI_1930.png\n",
      "source path ./pictures/UL_NI_1930.png\n",
      "image name UL_NI_737.png\n",
      "source path ./pictures/UL_NI_737.png\n",
      "image name UL_NI_346.png\n",
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      "image name GVN_115.jpg\n",
      "source path ./pictures/GVN_115.jpg\n",
      "image name GVN_268.jpg\n",
      "source path ./pictures/GVN_268.jpg\n",
      "image name GVN_245.jpg\n",
      "source path ./pictures/GVN_245.jpg\n",
      "image name Q_052448.jpg\n",
      "source path ./pictures/Q_052448.jpg\n",
      "image name UL_NI_163.png\n",
      "source path ./pictures/UL_NI_163.png\n",
      "image name UL_NI_943.png\n",
      "source path ./pictures/UL_NI_943.png\n",
      "image name UL_NI_1972.png\n",
      "source path ./pictures/UL_NI_1972.png\n",
      "image name Q_052441.jpg\n",
      "source path ./pictures/Q_052441.jpg\n",
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      "source path ./pictures/UL_NI_1238.png\n",
      "image name UL_NI_1842.png\n",
      "source path ./pictures/UL_NI_1842.png\n",
      "image name UL_NI_110.png\n",
      "source path ./pictures/UL_NI_110.png\n",
      "image name GVN_29.jpg\n",
      "source path ./pictures/GVN_29.jpg\n",
      "image name UL_NI_381.png\n",
      "source path ./pictures/UL_NI_381.png\n",
      "image name UL_NI_889.png\n",
      "source path ./pictures/UL_NI_889.png\n",
      "image name UL_NI_18.png\n",
      "source path ./pictures/UL_NI_18.png\n",
      "image name UL_NI_402.png\n",
      "source path ./pictures/UL_NI_402.png\n",
      "image name UL_NI_1494.png\n",
      "source path ./pictures/UL_NI_1494.png\n",
      "image name UL_NI_1958.png\n",
      "source path ./pictures/UL_NI_1958.png\n",
      "image name GVN_47.jpg\n",
      "source path ./pictures/GVN_47.jpg\n",
      "image name UL_NI_1569.png\n",
      "source path ./pictures/UL_NI_1569.png\n",
      "image name UL_NI_1256.png\n",
      "source path ./pictures/UL_NI_1256.png\n",
      "image name UL_NI_677.png\n",
      "source path ./pictures/UL_NI_677.png\n",
      "image name UL_NI_1652.png\n",
      "source path ./pictures/UL_NI_1652.png\n",
      "image name UL_NI_1165.png\n",
      "source path ./pictures/UL_NI_1165.png\n",
      "image name UL_NI_1068.png\n",
      "source path ./pictures/UL_NI_1068.png\n",
      "image name UL_NI_349.png\n",
      "source path ./pictures/UL_NI_349.png\n",
      "image name UL_NI_1966.png\n",
      "source path ./pictures/UL_NI_1966.png\n",
      "image name GVN_113.jpg\n",
      "source path ./pictures/GVN_113.jpg\n",
      "image name UL_NI_1878.png\n",
      "source path ./pictures/UL_NI_1878.png\n",
      "image name UL_NI_1286.png\n",
      "source path ./pictures/UL_NI_1286.png\n",
      "image name UL_NI_1434.png\n",
      "source path ./pictures/UL_NI_1434.png\n",
      "image name UL_NI_989.png\n",
      "source path ./pictures/UL_NI_989.png\n",
      "image name UL_NI_266.png\n",
      "source path ./pictures/UL_NI_266.png\n",
      "image name UL_NI_1226.png\n",
      "source path ./pictures/UL_NI_1226.png\n",
      "image name UL_NI_414.png\n",
      "source path ./pictures/UL_NI_414.png\n",
      "image name UL_NI_412.png\n",
      "source path ./pictures/UL_NI_412.png\n",
      "image name UL_NI_1860.png\n",
      "source path ./pictures/UL_NI_1860.png\n",
      "image name UL_NI_850.png\n",
      "source path ./pictures/UL_NI_850.png\n",
      "image name UL_NI_1203.png\n",
      "source path ./pictures/UL_NI_1203.png\n",
      "image name UL_NI_338.png\n",
      "source path ./pictures/UL_NI_338.png\n",
      "image name UL_NI_1868.png\n",
      "source path ./pictures/UL_NI_1868.png\n",
      "image name UL_NI_1684.png\n",
      "source path ./pictures/UL_NI_1684.png\n",
      "image name UL_NI_512.png\n",
      "source path ./pictures/UL_NI_512.png\n",
      "image name UL_NI_1918.png\n",
      "source path ./pictures/UL_NI_1918.png\n",
      "image name UL_NI_1437.png\n",
      "source path ./pictures/UL_NI_1437.png\n",
      "image name UL_NI_281.png\n",
      "source path ./pictures/UL_NI_281.png\n",
      "image name UL_NI_1144.png\n",
      "source path ./pictures/UL_NI_1144.png\n",
      "image name UL_NI_662.png\n",
      "source path ./pictures/UL_NI_662.png\n",
      "image name UL_NI_68.png\n",
      "source path ./pictures/UL_NI_68.png\n",
      "image name UL_NI_1723.png\n",
      "source path ./pictures/UL_NI_1723.png\n",
      "image name Q_052419.jpg\n",
      "source path ./pictures/Q_052419.jpg\n",
      "image name GVN_163.jpg\n",
      "source path ./pictures/GVN_163.jpg\n",
      "image name UL_NI_67.png\n",
      "source path ./pictures/UL_NI_67.png\n",
      "image name UL_NI_1947.png\n",
      "source path ./pictures/UL_NI_1947.png\n",
      "image name UL_NI_1665.png\n",
      "source path ./pictures/UL_NI_1665.png\n",
      "image name UL_NI_1655.png\n",
      "source path ./pictures/UL_NI_1655.png\n",
      "image name GVN_355.jpg\n",
      "source path ./pictures/GVN_355.jpg\n",
      "image name UL_NI_1217.png\n",
      "source path ./pictures/UL_NI_1217.png\n",
      "image name UL_NI_432.png\n",
      "source path ./pictures/UL_NI_432.png\n",
      "image name UL_NI_96.png\n",
      "source path ./pictures/UL_NI_96.png\n",
      "image name UL_NI_1231.png\n",
      "source path ./pictures/UL_NI_1231.png\n",
      "image name Q_052412.jpg\n",
      "source path ./pictures/Q_052412.jpg\n",
      "image name UL_NI_177.png\n",
      "source path ./pictures/UL_NI_177.png\n",
      "image name GVN_120.jpg\n",
      "source path ./pictures/GVN_120.jpg\n",
      "image name Q_052464.jpg\n",
      "source path ./pictures/Q_052464.jpg\n",
      "image name UL_NI_1801.png\n",
      "source path ./pictures/UL_NI_1801.png\n",
      "image name UL_NI_1744.png\n",
      "source path ./pictures/UL_NI_1744.png\n",
      "image name UL_NI_1692.png\n",
      "source path ./pictures/UL_NI_1692.png\n",
      "image name UL_NI_1852.png\n",
      "source path ./pictures/UL_NI_1852.png\n",
      "image name UL_NI_694.png\n",
      "source path ./pictures/UL_NI_694.png\n",
      "image name GVN_134.jpg\n",
      "source path ./pictures/GVN_134.jpg\n",
      "image name UL_NI_997.png\n",
      "source path ./pictures/UL_NI_997.png\n",
      "image name UL_NI_419.png\n",
      "source path ./pictures/UL_NI_419.png\n",
      "image name UL_NI_1606.png\n",
      "source path ./pictures/UL_NI_1606.png\n",
      "image name UL_NI_1438.png\n",
      "source path ./pictures/UL_NI_1438.png\n",
      "image name Q_052370.jpg\n",
      "source path ./pictures/Q_052370.jpg\n",
      "image name Q_017120.jpg\n",
      "source path ./pictures/Q_017120.jpg\n",
      "image name UL_NI_1634.png\n",
      "source path ./pictures/UL_NI_1634.png\n",
      "image name UL_NI_551.png\n",
      "source path ./pictures/UL_NI_551.png\n",
      "image name UL_NI_1232.png\n",
      "source path ./pictures/UL_NI_1232.png\n",
      "image name UL_NI_1246.png\n",
      "source path ./pictures/UL_NI_1246.png\n",
      "image name UL_NI_643.png\n",
      "source path ./pictures/UL_NI_643.png\n",
      "image name UL_NI_1811.png\n",
      "source path ./pictures/UL_NI_1811.png\n",
      "image name UL_NI_450.png\n",
      "source path ./pictures/UL_NI_450.png\n",
      "image name GVN_320.jpg\n",
      "source path ./pictures/GVN_320.jpg\n",
      "image name UL_NI_758.png\n",
      "source path ./pictures/UL_NI_758.png\n",
      "image name UL_NI_1281.png\n",
      "source path ./pictures/UL_NI_1281.png\n",
      "image name UL_NI_900.png\n",
      "source path ./pictures/UL_NI_900.png\n",
      "image name UL_NI_1328.png\n",
      "source path ./pictures/UL_NI_1328.png\n",
      "image name UL_NI_855.png\n",
      "source path ./pictures/UL_NI_855.png\n",
      "image name Q_017090.jpg\n",
      "source path ./pictures/Q_017090.jpg\n",
      "image name UL_NI_1714.png\n",
      "source path ./pictures/UL_NI_1714.png\n",
      "image name UL_NI_1920.png\n",
      "source path ./pictures/UL_NI_1920.png\n",
      "image name UL_NI_793.png\n",
      "source path ./pictures/UL_NI_793.png\n",
      "image name UL_NI_851.png\n",
      "source path ./pictures/UL_NI_851.png\n",
      "image name UL_NI_1696.png\n",
      "source path ./pictures/UL_NI_1696.png\n",
      "image name UL_NI_1576.png\n",
      "source path ./pictures/UL_NI_1576.png\n",
      "image name UL_NI_1698.png\n",
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      "image name GVN_262.jpg\n",
      "source path ./pictures/GVN_262.jpg\n"
     ]
    }
   ],
   "source": [
    "# ---- DATASET CREATION: MOVING IMAGES\n",
    "\n",
    "def moveData(df):\n",
    "    #source = './pictures/'\n",
    "    subset = df['set'][0]\n",
    "    sensitive_dest = subset + '/sensitive/'\n",
    "    not_sensitive_dest = subset + '/not-sensitive/'\n",
    "    dubious_dest = subset + '/dubious/'\n",
    "    #print('dests:\\t',sensitive_dest,not_sensitive_dest,dubious_dest)\n",
    "\n",
    "    # Create new Series to update column 'image' with the new path\n",
    "    image = pd.Series(dtype='str',index=df.index)\n",
    "\n",
    "    # Scroll through df and move each picture from the source path to the new path\n",
    "    for idx,row in df.iterrows():\n",
    "        # Get image name\n",
    "        img_name = row['image'].replace('./pictures/','')\n",
    "        src_path = row['image']\n",
    "\n",
    "        # Move picture\n",
    "        if row['choice'] == 'sensitive content':\n",
    "            dst_path = os.path.join(sensitive_dest,img_name)\n",
    "            os.rename(src_path,dst_path)\n",
    "            image[idx] = os.path.abspath(dst_path)\n",
    "        \n",
    "        elif row['choice'] == 'not-sensitive content':\n",
    "            dst_path = os.path.join(not_sensitive_dest,img_name)\n",
    "            os.rename(src_path,dst_path)\n",
    "            image[idx] = os.path.abspath(dst_path)\n",
    "        \n",
    "        elif row['choice'] == 'dubious content':\n",
    "            dst_path = os.path.join(dubious_dest,img_name)\n",
    "            os.rename(src_path,dst_path)\n",
    "            image[idx] = os.path.abspath(dst_path)\n",
    "\n",
    "        # New dataframe with updated path (drop column with old path and add column with new path)\n",
    "        new_df = df.drop('image',axis=1) \n",
    "        new_df['image'] = image\n",
    "    \n",
    "    return new_df \n",
    "\n",
    "train = moveData(dataset_train)\n",
    "validation = moveData(dataset_val)\n",
    "test = moveData(dataset_test)\n",
    "\n",
    "# ---- DATASET CREATION: UPDATING AND SAVING INFORMATION IN CSV FILES\n",
    "\n",
    "# Merge the three dataframes together and save index.csv file\n",
    "sets_list = [train,validation,test]\n",
    "index_df = pd.DataFrame()\n",
    "for df in sets_list:\n",
    "    index_df = pd.concat([index_df,df], ignore_index=True)\n",
    "index_df.to_csv('./index.csv',index=False)\n",
    "\n",
    "# Save the different sets' dataframes into CSV files\n",
    "train.to_csv('./train.csv', index=False)\n",
    "validation.to_csv('./validation.csv', index=False)\n",
    "test.to_csv('./test.csv', index=False)\n"
   ]
  }
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