hu_dataset_binary.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import glob\n",
    "from datasets import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = glob.glob('/home/vincenzo/FlareSense-v2/*/*/*.png')\n",
    "images = [x.replace('\\\\', '/') for x in images]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/home/vincenzo/FlareSense-v2/test_images/1/999_SWISS-Landschlacht_62_2022-07-05_04_00_00.png'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['image'] = images\n",
    "base_paths = df['image'].str.split('/', expand=True).iloc[:, 5::]\n",
    "df['label'] = base_paths[5]\n",
    "df['filename'] = base_paths[6]\n",
    "df['antenna'] = base_paths[6].str.split('_', expand=True)[1] + '_' + base_paths[6].str.split('_', expand=True)[2]\n",
    "df['datetime'] = base_paths[6].str.split('_', expand=True)[3] + ' ' + base_paths[6].str.split('_', expand=True)[4] + ':' + base_paths[6].str.split('_', expand=True)[5]\n",
    "df['datetime'] = pd.to_datetime(df['datetime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image</th>\n",
       "      <th>label</th>\n",
       "      <th>filename</th>\n",
       "      <th>antenna</th>\n",
       "      <th>datetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/1/999...</td>\n",
       "      <td>1</td>\n",
       "      <td>999_SWISS-Landschlacht_62_2022-07-05_04_00_00.png</td>\n",
       "      <td>SWISS-Landschlacht_62</td>\n",
       "      <td>2022-07-05 04:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/1/999...</td>\n",
       "      <td>1</td>\n",
       "      <td>999_ALMATY_58_2022-06-17_02_10_00.png</td>\n",
       "      <td>ALMATY_58</td>\n",
       "      <td>2022-06-17 02:10:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/1/999...</td>\n",
       "      <td>1</td>\n",
       "      <td>999_SWISS-Landschlacht_62_2022-05-03_07_04_00.png</td>\n",
       "      <td>SWISS-Landschlacht_62</td>\n",
       "      <td>2022-05-03 07:04:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/1/930...</td>\n",
       "      <td>1</td>\n",
       "      <td>930_ALASKA-HAARP_62_2023-05-05_03_54_00.png</td>\n",
       "      <td>ALASKA-HAARP_62</td>\n",
       "      <td>2023-05-05 03:54:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/1/999...</td>\n",
       "      <td>1</td>\n",
       "      <td>999_ALASKA-COHOE_63_2023-08-14_23_37_00.png</td>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2023-08-14 23:37:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5071</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/0/340...</td>\n",
       "      <td>0</td>\n",
       "      <td>340_ALMATY_58_2021-04-23_02_19_00.png</td>\n",
       "      <td>ALMATY_58</td>\n",
       "      <td>2021-04-23 02:19:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5072</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/0/940...</td>\n",
       "      <td>0</td>\n",
       "      <td>940_TRIEST_57_2023-07-09_13_23_00.png</td>\n",
       "      <td>TRIEST_57</td>\n",
       "      <td>2023-07-09 13:23:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5073</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/0/23_...</td>\n",
       "      <td>0</td>\n",
       "      <td>23_ALASKA-HAARP_62_2022-09-12_04_39_00.png</td>\n",
       "      <td>ALASKA-HAARP_62</td>\n",
       "      <td>2022-09-12 04:39:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5074</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/0/25_...</td>\n",
       "      <td>0</td>\n",
       "      <td>25_ALASKA-HAARP_62_2022-08-31_18_07_00.png</td>\n",
       "      <td>ALASKA-HAARP_62</td>\n",
       "      <td>2022-08-31 18:07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5075</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/test_images/0/49_...</td>\n",
       "      <td>0</td>\n",
       "      <td>49_BIR_01_2022-04-17_19_51_00.png</td>\n",
       "      <td>BIR_01</td>\n",
       "      <td>2022-04-17 19:51:00</td>\n",
       "    </tr>\n",
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       "</table>\n",
       "<p>5076 rows × 5 columns</p>\n",
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      ],
      "text/plain": [
       "                                                  image label  \\\n",
       "0     /home/vincenzo/FlareSense-v2/test_images/1/999...     1   \n",
       "1     /home/vincenzo/FlareSense-v2/test_images/1/999...     1   \n",
       "2     /home/vincenzo/FlareSense-v2/test_images/1/999...     1   \n",
       "3     /home/vincenzo/FlareSense-v2/test_images/1/930...     1   \n",
       "4     /home/vincenzo/FlareSense-v2/test_images/1/999...     1   \n",
       "...                                                 ...   ...   \n",
       "5071  /home/vincenzo/FlareSense-v2/test_images/0/340...     0   \n",
       "5072  /home/vincenzo/FlareSense-v2/test_images/0/940...     0   \n",
       "5073  /home/vincenzo/FlareSense-v2/test_images/0/23_...     0   \n",
       "5074  /home/vincenzo/FlareSense-v2/test_images/0/25_...     0   \n",
       "5075  /home/vincenzo/FlareSense-v2/test_images/0/49_...     0   \n",
       "\n",
       "                                               filename  \\\n",
       "0     999_SWISS-Landschlacht_62_2022-07-05_04_00_00.png   \n",
       "1                 999_ALMATY_58_2022-06-17_02_10_00.png   \n",
       "2     999_SWISS-Landschlacht_62_2022-05-03_07_04_00.png   \n",
       "3           930_ALASKA-HAARP_62_2023-05-05_03_54_00.png   \n",
       "4           999_ALASKA-COHOE_63_2023-08-14_23_37_00.png   \n",
       "...                                                 ...   \n",
       "5071              340_ALMATY_58_2021-04-23_02_19_00.png   \n",
       "5072              940_TRIEST_57_2023-07-09_13_23_00.png   \n",
       "5073         23_ALASKA-HAARP_62_2022-09-12_04_39_00.png   \n",
       "5074         25_ALASKA-HAARP_62_2022-08-31_18_07_00.png   \n",
       "5075                  49_BIR_01_2022-04-17_19_51_00.png   \n",
       "\n",
       "                    antenna            datetime  \n",
       "0     SWISS-Landschlacht_62 2022-07-05 04:00:00  \n",
       "1                 ALMATY_58 2022-06-17 02:10:00  \n",
       "2     SWISS-Landschlacht_62 2022-05-03 07:04:00  \n",
       "3           ALASKA-HAARP_62 2023-05-05 03:54:00  \n",
       "4           ALASKA-COHOE_63 2023-08-14 23:37:00  \n",
       "...                     ...                 ...  \n",
       "5071              ALMATY_58 2021-04-23 02:19:00  \n",
       "5072              TRIEST_57 2023-07-09 13:23:00  \n",
       "5073        ALASKA-HAARP_62 2022-09-12 04:39:00  \n",
       "5074        ALASKA-HAARP_62 2022-08-31 18:07:00  \n",
       "5075                 BIR_01 2022-04-17 19:51:00  \n",
       "\n",
       "[5076 rows x 5 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import shutil\n",
    "def move_files_based_on_labels(df, data_type, base_path='/home/vincenzo/FlareSense-v2/'):\n",
    "    \"\"\"\n",
    "    Moves files based on comparison of true_label and user_label.\n",
    "\n",
    "    Parameters:\n",
    "    - df: DataFrame containing the data.\n",
    "    - data_type: str, one of 'training', 'test', 'validation' indicating the type of data.\n",
    "    \n",
    "    The function moves the file to a folder named '1' if true_label equals user_label, otherwise '0'.\n",
    "    \"\"\"\n",
    "    # Define base directory based on data type\n",
    "    base_path_dict = {\n",
    "        'training': f\"{base_path}training_images/\",\n",
    "        'test': f\"{base_path}test_images/\",\n",
    "        'validation': f\"{base_path}validation_images/\"\n",
    "    }\n",
    "    base_directory = base_path_dict[data_type]\n",
    "\n",
    "    \n",
    "    # Process each row\n",
    "    for _, row in df.iterrows():\n",
    "        if row['true_label'] == row['user_label']:\n",
    "            continue\n",
    "        \n",
    "        image_from = os.path.join(base_directory, str(int(row['true_label'])), row['filename'])\n",
    "        image_to = os.path.join(base_directory, str(int(row['user_label'])), row['filename'])\n",
    "        \n",
    "        # Move file from old path to new path\n",
    "        shutil.move(image_from, image_to)\n",
    "        print(f\"Moved '{image_from}' to '{image_to}'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_correction = pd.read_csv('data_test_images_all_2024-04-29_16-48-05.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "move_files_based_on_labels(test_correction, 'test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df, val_df, test_df = df[df.image.str.contains('train_images')],  df[df.image.str.contains('val_images')], df[df.image.str.contains('test_images')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropping 3 items from Train set due to overlap with Validation set.\n",
      "Dropping 5 items from Train set due to overlap with Test set.\n",
      "Overlap between Validation and Test sets: {'999_Australia-ASSA_62_2022-04-29_03_43_00.png'}\n"
     ]
    }
   ],
   "source": [
    "def assert_no_overlap_and_drop(train_df, val_df, test_df):\n",
    "    train_files = set(train_df['filename'])\n",
    "    val_files = set(val_df['filename'])\n",
    "    test_files = set(test_df['filename'])\n",
    "\n",
    "    overlap_train_val = train_files.intersection(val_files)\n",
    "    overlap_train_test = train_files.intersection(test_files)\n",
    "\n",
    "    if overlap_train_val:\n",
    "        print(f\"Dropping {len(overlap_train_val)} items from Train set due to overlap with Validation set.\")\n",
    "        # Drop overlapping entries from train_df\n",
    "        train_df = train_df[~train_df['filename'].isin(overlap_train_val)]\n",
    "    else:\n",
    "        print(\"No overlap between Train and Validation sets.\")\n",
    "    \n",
    "    if overlap_train_test:\n",
    "        print(f\"Dropping {len(overlap_train_test)} items from Train set due to overlap with Test set.\")\n",
    "        # Drop overlapping entries from train_df\n",
    "        train_df = train_df[~train_df['filename'].isin(overlap_train_test)]\n",
    "    else:\n",
    "        print(\"No overlap between Train and Test sets.\")\n",
    "    \n",
    "    # Checking overlap between Validation and Test sets remains the same since we don't modify these dataframes here\n",
    "    overlap_val_test = val_files.intersection(test_files)\n",
    "    if overlap_val_test:\n",
    "        print(f\"Overlap between Validation and Test sets: {overlap_val_test}\")\n",
    "        val_df = val_df[~val_df['filename'].isin(overlap_val_test)]\n",
    "    else:\n",
    "        print(\"No overlap between Validation and Test sets.\")\n",
    "    \n",
    "    return train_df, val_df, test_df\n",
    "\n",
    "# Perform the assertion check and drop overlaps\n",
    "train_df, val_df, test_df = assert_no_overlap_and_drop(train_df, val_df, test_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image</th>\n",
       "      <th>label</th>\n",
       "      <th>filename</th>\n",
       "      <th>antenna</th>\n",
       "      <th>datetime</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4991</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/1/98...</td>\n",
       "      <td>1</td>\n",
       "      <td>987_GERMANY-DLR_63_2023-02-04_10_14_00.png</td>\n",
       "      <td>GERMANY-DLR_63</td>\n",
       "      <td>2023-02-04 10:14:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/1/99...</td>\n",
       "      <td>1</td>\n",
       "      <td>999_USA-ARIZONA-ERAU_01_2024-01-23_20_56_00.png</td>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2024-01-23 20:56:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4993</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/1/65...</td>\n",
       "      <td>1</td>\n",
       "      <td>651_MRO_59_2023-09-09_09_33_00.png</td>\n",
       "      <td>MRO_59</td>\n",
       "      <td>2023-09-09 09:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4994</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/1/84...</td>\n",
       "      <td>1</td>\n",
       "      <td>844_MEXART_59_2023-07-06_15_32_00.png</td>\n",
       "      <td>MEXART_59</td>\n",
       "      <td>2023-07-06 15:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/1/97...</td>\n",
       "      <td>1</td>\n",
       "      <td>978_SSRT_59_2023-03-13_05_39_00.png</td>\n",
       "      <td>SSRT_59</td>\n",
       "      <td>2023-03-13 05:39:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>44067</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/0/16...</td>\n",
       "      <td>0</td>\n",
       "      <td>163_HUMAIN_59_2021-09-29_09_55_00.png</td>\n",
       "      <td>HUMAIN_59</td>\n",
       "      <td>2021-09-29 09:55:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44068</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/0/39...</td>\n",
       "      <td>0</td>\n",
       "      <td>398_ALASKA-COHOE_63_2023-09-20_00_11_00.png</td>\n",
       "      <td>ALASKA-COHOE_63</td>\n",
       "      <td>2023-09-20 00:11:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44069</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/0/91...</td>\n",
       "      <td>0</td>\n",
       "      <td>916_USA-ARIZONA-ERAU_01_2023-03-22_00_11_00.png</td>\n",
       "      <td>USA-ARIZONA-ERAU_01</td>\n",
       "      <td>2023-03-22 00:11:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44070</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/0/56...</td>\n",
       "      <td>0</td>\n",
       "      <td>56_INDIA-GAURI_01_2023-10-07_05_22_00.png</td>\n",
       "      <td>INDIA-GAURI_01</td>\n",
       "      <td>2023-10-07 05:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44071</th>\n",
       "      <td>/home/vincenzo/FlareSense-v2/train_images/0/38...</td>\n",
       "      <td>0</td>\n",
       "      <td>38_Australia-ASSA_62_2023-01-30_01_43_00.png</td>\n",
       "      <td>Australia-ASSA_62</td>\n",
       "      <td>2023-01-30 01:43:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39073 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   image label  \\\n",
       "4991   /home/vincenzo/FlareSense-v2/train_images/1/98...     1   \n",
       "4992   /home/vincenzo/FlareSense-v2/train_images/1/99...     1   \n",
       "4993   /home/vincenzo/FlareSense-v2/train_images/1/65...     1   \n",
       "4994   /home/vincenzo/FlareSense-v2/train_images/1/84...     1   \n",
       "4995   /home/vincenzo/FlareSense-v2/train_images/1/97...     1   \n",
       "...                                                  ...   ...   \n",
       "44067  /home/vincenzo/FlareSense-v2/train_images/0/16...     0   \n",
       "44068  /home/vincenzo/FlareSense-v2/train_images/0/39...     0   \n",
       "44069  /home/vincenzo/FlareSense-v2/train_images/0/91...     0   \n",
       "44070  /home/vincenzo/FlareSense-v2/train_images/0/56...     0   \n",
       "44071  /home/vincenzo/FlareSense-v2/train_images/0/38...     0   \n",
       "\n",
       "                                              filename              antenna  \\\n",
       "4991        987_GERMANY-DLR_63_2023-02-04_10_14_00.png       GERMANY-DLR_63   \n",
       "4992   999_USA-ARIZONA-ERAU_01_2024-01-23_20_56_00.png  USA-ARIZONA-ERAU_01   \n",
       "4993                651_MRO_59_2023-09-09_09_33_00.png               MRO_59   \n",
       "4994             844_MEXART_59_2023-07-06_15_32_00.png            MEXART_59   \n",
       "4995               978_SSRT_59_2023-03-13_05_39_00.png              SSRT_59   \n",
       "...                                                ...                  ...   \n",
       "44067            163_HUMAIN_59_2021-09-29_09_55_00.png            HUMAIN_59   \n",
       "44068      398_ALASKA-COHOE_63_2023-09-20_00_11_00.png      ALASKA-COHOE_63   \n",
       "44069  916_USA-ARIZONA-ERAU_01_2023-03-22_00_11_00.png  USA-ARIZONA-ERAU_01   \n",
       "44070        56_INDIA-GAURI_01_2023-10-07_05_22_00.png       INDIA-GAURI_01   \n",
       "44071     38_Australia-ASSA_62_2023-01-30_01_43_00.png    Australia-ASSA_62   \n",
       "\n",
       "                 datetime  \n",
       "4991  2023-02-04 10:14:00  \n",
       "4992  2024-01-23 20:56:00  \n",
       "4993  2023-09-09 09:33:00  \n",
       "4994  2023-07-06 15:32:00  \n",
       "4995  2023-03-13 05:39:00  \n",
       "...                   ...  \n",
       "44067 2021-09-29 09:55:00  \n",
       "44068 2023-09-20 00:11:00  \n",
       "44069 2023-03-22 00:11:00  \n",
       "44070 2023-10-07 05:22:00  \n",
       "44071 2023-01-30 01:43:00  \n",
       "\n",
       "[39073 rows x 5 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#train_df.to_csv('/home/vincenzo/FlareSense-v2/train_metadata.csv', index=False)\n",
    "test_df.to_csv('/home/vincenzo/FlareSense-v2/test_metadata.csv', index=False)\n",
    "#val_df.to_csv('/home/vincenzo/FlareSense-v2/val_metadata.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_3560803/1913063165.py:10: FutureWarning: The provided callable <built-in function min> is currently using SeriesGroupBy.min. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"min\" instead.\n",
      "  date_range_per_antenna = test_df.groupby('antenna')['datetime'].agg([min, max])\n",
      "/tmp/ipykernel_3560803/1913063165.py:10: FutureWarning: The provided callable <built-in function max> is currently using SeriesGroupBy.max. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"max\" instead.\n",
      "  date_range_per_antenna = test_df.groupby('antenna')['datetime'].agg([min, max])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# EDA\n",
    "import matplotlib.pyplot as plt\n",
    "# Number of images per antenna\n",
    "images_per_antenna = test_df['antenna'].value_counts()\n",
    "\n",
    "# Number of burst types per antenna\n",
    "burst_types_per_antenna = test_df.groupby('antenna')['label'].value_counts().unstack(fill_value=0)\n",
    "\n",
    "# Date range per antenna\n",
    "date_range_per_antenna = test_df.groupby('antenna')['datetime'].agg([min, max])\n",
    "\n",
    "# Plotting\n",
    "fig, ax = plt.subplots(2, 1, figsize=(6, 12))\n",
    "\n",
    "# Images per antenna\n",
    "images_per_antenna.plot(kind='bar', ax=ax[0], color='skyblue')\n",
    "ax[0].set_title('Number of Images per Antenna')\n",
    "ax[0].set_xlabel('Antenna')\n",
    "ax[0].set_ylabel('Number of Images')\n",
    "\n",
    "# Burst types per antenna\n",
    "burst_types_per_antenna.plot(kind='bar', stacked=True, ax=ax[1])\n",
    "ax[1].set_title('Burst Types per Antenna')\n",
    "ax[1].set_xlabel('Antenna')\n",
    "ax[1].set_ylabel('Count')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generating train split: 5076 examples [00:00, 273978.06 examples/s]\n"
     ]
    }
   ],
   "source": [
    "from datasets import load_dataset\n",
    "#train = load_dataset('csv', data_files='/home/vincenzo/FlareSense-v2/train_metadata.csv')\n",
    "#valid = load_dataset('csv', data_files='/home/vincenzo/FlareSense-v2/val_metadata.csv')\n",
    "test = load_dataset('csv', data_files='/home/vincenzo/FlareSense-v2/test_metadata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import Image\n",
    "#train = train.cast_column(\"image\", Image())\n",
    "#valid = valid.cast_column(\"image\", Image())\n",
    "test = test.cast_column(\"image\", Image())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datasets import DatasetDict\n",
    "dd = DatasetDict({\"test\":test['train']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatasetDict({\n",
       "    test: Dataset({\n",
       "        features: ['image', 'label', 'filename', 'antenna', 'datetime'],\n",
       "        num_rows: 5076\n",
       "    })\n",
       "})"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Map: 100%|██████████| 5076/5076 [00:00<00:00, 12087.04 examples/s]]\n",
      "Creating parquet from Arrow format: 100%|██████████| 51/51 [00:00<00:00, 426.57ba/s]\n",
      "Uploading the dataset shards: 100%|██████████| 1/1 [00:00<00:00,  1.01it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/datasets/i4ds/radio-sunburst-ecallisto-binary-cleaned-by-cm/commit/b8dc50471d5f10515b0440152699e14fbcdc187a', commit_message='Upload dataset', commit_description='', oid='b8dc50471d5f10515b0440152699e14fbcdc187a', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd.push_to_hub('i4ds/radio-sunburst-ecallisto-binary-cleaned-by-cm', private=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dd['test']['label'][-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the image\n",
    "plt.imshow(dd['train'][35000]['image'], cmap='gray')  # 'gray' colormap for mode=L (grayscale)\n",
    "plt.title(f\"Antenna: {dd['train'][35000]['antenna']} | Datetime: {dd['train'][35000]['datetime']} | Label: {dd['train'][35000]['label']}\")\n",
    "plt.axis('off')  # Turn off the axis\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "radio_sunburst_data_creation",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}