get_datasets.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
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   "metadata": {},
   "source": [
    "### Setup Environment:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5d55b1ed",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sebastian/anaconda3/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n",
      "  from pandas.core import (\n"
     ]
    }
   ],
   "source": [
    "from src.google_trends import get_interest_over_time\n",
    "from src.get_data import get_daquar_dataset, preprocess_daquar_dataset\n",
    "from src.get_data import get_cocoqa_dataset, process_cocoqa_data\n",
    "from src.get_data import download_fakeddit_files, create_stratified_subset_fakeddit, download_full_set_images, download_images_from_file\n",
    "from src.get_data import download_recipes5k_dataset, preprocess_recipes5k\n",
    "from src.get_data import get_brset, brset_preprocessing\n",
    "from src.get_data import preprocess_ham10000\n",
    "from src.get_data import get_satellitedata, satellitedata_preprocessing\n",
    "from src.get_data import joslin_preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed70711f",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Download Datasets:\n",
    "\n",
    "The Fusion Model has been evaluated in 7 different datasets:"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## 1. DAQUAR\n",
    "\n",
    "* **[DAQUAR Dataset](https://www.mpi-inf.mpg.de/departments/computer-vision-and-machine-learning/research/vision-and-language/visual-turing-challenge#c7057)**:\n",
    "\n",
    "DAQUAR (Dataset for Question Answering on Real-world images) dataset was created for the purpose of advancing research in visual question answering (VQA). It consists of indoor scene images, each accompanied by sets of questions related to the scene's content. The dataset serves as a benchmark for training and evaluating models in understanding images and answering questions about them.\n",
    "\n",
    "This dataset can be downloaded from the following [link](https://www.mpi-inf.mpg.de/departments/computer-vision-and-machine-learning/research/vision-and-language/visual-turing-challenge#c7057). Or you can download the dataset using the function `get_daquar_dataset`.\n",
    "\n",
    "Once you have the dataset, use the function `preprocess_daquar_dataset` to proprocess the train and test set, and generate the `labes.csv` file.\n",
    "\n",
    "These functions will generate a dataset with the structure:\n",
    "\n",
    "* output_dir/\n",
    "    * labels.csv\n",
    "    * test.txt\n",
    "    * train.txt\n",
    "    * images/\n",
    "        * image1.png\n",
    "        * image2.png\n",
    "        * image3.png\n",
    "        \n",
    "        ...\n",
    "        \n",
    "        * imagen.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "62e79cb7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Images downloaded and uncompressed successfully.\n",
      "Labels downloaded successfully.\n",
      "Preprocessed data saved to datasets/daquar/labels.csv\n"
     ]
    }
   ],
   "source": [
    "output_dir = 'datasets/daquar/'\n",
    "get_daquar_dataset(output_dir)\n",
    "preprocess_daquar_dataset(output_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22a93edf",
   "metadata": {},
   "source": [
    "## 2. COCO-QA\n",
    "\n",
    "* **[COCO-QA Dataset](https://www.cs.toronto.edu/~mren/research/imageqa/data/cocoqa/)**:\n",
    "\n",
    "The COCO-QA (COCO Question-Answering) dataset is designed for the task of visual question-answering. It is a subset of the COCO (Common Objects in Context) dataset, which is a large-scale dataset containing images with object annotations. The COCO-QA dataset extends the COCO dataset by including questions and answers associated with the images. Each image in the COCO-QA dataset is accompanied by a set of questions and corresponding answers.\n",
    "\n",
    "You can use the `get_cocoqa_dataset` Function to download the dataset.\n",
    "\n",
    "Example usage of the function:\n",
    "\n",
    "`get_cocoqa_dataset(output_dir=\"datasets/coco-qa/\")`\n",
    "\n",
    "Also run the function to preprocess the dataset:\n",
    "\n",
    "`process_cocoqa_data(output_dir=\"datasets/coco-qa/\")`\n",
    "\n",
    "After executing these functions, you will have the following structure in the \"datasets/coco-qa/\" directory:\n",
    "\n",
    "* datasets/coco-qa/\n",
    "    * labels.csv\n",
    "    * train/\n",
    "    * test/\n",
    "    * images/\n",
    "        * image1.png\n",
    "        * image2.png\n",
    "        * image3.png\n",
    "        \n",
    "        ...\n",
    "        \n",
    "        * imagen.png "
   ]
  },
  {
   "cell_type": "markdown",
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   "metadata": {},
   "source": [
    "#### "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "38a28692",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "COCO-QA dataset downloaded and uncompressed successfully.\n",
      "COCO images downloaded and uncompressed successfully.\n",
      "Train and test dataframes saved successfully.\n",
      "Combined dataframe saved successfully.\n",
      "Images removed successfully.\n"
     ]
    }
   ],
   "source": [
    "# Example usage\n",
    "output_dir = 'datasets/coco-qa/'\n",
    "get_cocoqa_dataset(output_dir)\n",
    "process_cocoqa_data(output_dir)"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "## 3. Fakeddit\n",
    "\n",
    "* **[Fakeddit Dataset](https://fakeddit.netlify.app/)**:\n",
    "\n",
    "Fakeddit is a large-scale multimodal dataset for fine-grained fake news detection. It consists of over 1 million samples from multiple categories of fake news, including satire, misinformation, and fabricated news. The dataset includes text, images, metadata, and comment data, making it a rich resource for developing and evaluating fake news detection models.\n",
    "\n",
    "You can use the se the function `download_fakeddit_files` to download the metadata, and the function `download_full_set_images`to get the full set of Images. \n",
    "\n",
    "Since the full set of images contains 1M images, we'll provide a function to generate a subset, to run the experiments with less resources. Use the function `create_stratified_subset_fakeddit`. This function will generate a `labels.csv` file with the subset.\n",
    "\n",
    "You can also use the `download_images_from_file` to download the images from an specific file\n"
   ]
  },
  {
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   "execution_count": 2,
   "id": "d0a681ab",
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   "outputs": [
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     "text": [
      "Downloading...\n",
      "From (uriginal): https://drive.google.com/uc?id=1cjY6HsHaSZuLVHywIxD5xQqng33J5S2b\n",
      "From (redirected): https://drive.google.com/uc?id=1cjY6HsHaSZuLVHywIxD5xQqng33J5S2b&confirm=t&uuid=25f70429-0d7f-4575-a219-133d8d39a23b\n",
      "To: /home/datascience/Data Fusion/datasets/fakeddit/Images.tar.bz2\n",
      "100%|██████████| 114G/114G [16:12<00:00, 117MB/s]    \n"
     ]
    }
   ],
   "source": [
    "# Example usage\n",
    "output_dir = 'datasets/fakeddit/'\n",
    "\n",
    "# Get Metadata:\n",
    "download_fakeddit_files(output_dir)\n",
    "\n",
    "# Get Images (Due to possible API changes, we recommend this method):\n",
    "download_full_set_images(output_dir)\n",
    "\n",
    "# Random subset:\n",
    "subset_size = 1  # 100% subset size\n",
    "# subset_size = 0.1  # 10% subset size\n",
    "create_stratified_subset_fakeddit(output_dir, subset_size)\n",
    "\n",
    "#download_images_from_file(output_dir, 'labels.csv')"
   ]
  },
  {
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   "id": "f90c9722",
   "metadata": {},
   "source": [
    "## 4. Recipes5k\n",
    "* **[Recipes5k Dataset](http://www.ub.edu/cvub/recipes5k/)**:\n",
    "\n",
    "The Recipes5k dataset comprises 4,826 recipes featuring images and corresponding ingredient lists, with 3,213 unique ingredients simplified from 1,014 by removing overly-descriptive particles, offering a diverse collection of alternative preparations for each of the 101 food types from Food101, meticulously balanced across training, validation, and test splits. The dataset addresses intra- and inter-class variability, extracted from Yummly with 50 recipes per food type.\n",
    "\n",
    "You can use the se the function `download_recipes5k_dataset` to download the dataset. Use the function `preprocess_recipes5k` to preprocess the dataset. These function will generate the following structure:\n",
    "\n",
    "* preprocess_recipes5k\n",
    "    * labels.csv\n",
    "    * Images/\n",
    "        * class_1/\n",
    "            * img_1\n",
    "            * img_2\n",
    "            ...\n",
    "        * class_2/\n",
    "            * img_1\n",
    "            * img_2\n",
    "            ...\n",
    "        ...\n",
    "        * class_n/\n",
    "            * img_1\n",
    "            * img_2\n",
    "            ..."
   ]
  },
  {
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   "source": [
    "# Example usage\n",
    "# The function generates the directory 'Recipes5k' by default, so you don't have to specify that.\n",
    "output_dir = 'datasets/'\n",
    "download_recipes5k_dataset(output_dir)\n",
    "preprocess_recipes5k('datasets/Recipes5k/')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc5cd381",
   "metadata": {},
   "source": [
    "## 5. BRSET\n",
    "* **[BRSET Dataset](https://physionet.org/content/brazilian-ophthalmological/1.0.0/)**:\n",
    "\n",
    "The Brazilian Multilabel Ophthalmological Dataset (BRSET) stands as a pioneering initiative aimed at bridging the gap in ophthalmological datasets, particularly for under-represented populations in low and medium-income countries. This comprehensive dataset encompasses 16,266 images from 8,524 Brazilian patients, incorporating a wide array of data points including demographics, anatomical parameters of the macula, optic disc, and vessels, along with quality control metrics such as focus, illumination, image field, and artifacts.\n",
    "\n",
    "You can use the se the function `get_brset` to download the dataset. Use the function `brset_preprocessing` to preprocess the dataset. These function will generate the following structure:\n",
    "\n",
    "* brset/\n",
    "    * labels.csv\n",
    "    * Images/\n",
    "        * img_1\n",
    "        * img_2\n",
    "         \n",
    "         ...\n",
    "         \n",
    "        * img_n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6a6b7045",
   "metadata": {},
   "outputs": [
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     "name": "stdout",
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     "text": [
      "Processed dataset saved as labels.csv in datasets/brset\n"
     ]
    }
   ],
   "source": [
    "output_dir = 'datasets/brset'\n",
    "dataset_path = \"/gpfs/workdir/restrepoda/datasets/BRSET/brset\"\n",
    "get_brset('datasets/brset', download=True)\n",
    "brset_preprocessing(output_dir)"
   ]
  },
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   "id": "068ec4b6",
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   "source": [
    "# 6. HAM10000 dataset\n",
    "\n",
    "* [HAM10000 dataset](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T)\n",
    "\n",
    "The MNIST: HAM10000 dataset is a large collection of dermatoscopic images from different populations, acquired and stored by the Department of Dermatology at the Medical University of Vienna, Austria. It consists of 10,015 dermatoscopic images which can serve as a training set for academic machine learning purposes in tasks like skin lesion analysis and classification, specifically focusing on the detection of melanoma.\n",
    "\n",
    "Unfortunately we cannot provide a function to download data automatically because users must sign the terms of use. Please use the [link](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T) to download and uncompress the files and place them in the folder:\n",
    "* datasets/ham10000/HAM10000_images_part_1/\n",
    "    * fig1.jpg\n",
    "    * fig2.jpg\n",
    "    \n",
    "    ...\n",
    "    \n",
    "    * fign.jpg\n",
    "* datasets/ham10000/HAM10000_images_part_2/\n",
    "    * fig1.jpg\n",
    "    * fig2.jpg\n",
    "    \n",
    "    ...\n",
    "    \n",
    "    * fign.jpg\n",
    "* datasets/ham10000/HAM10000_metadata.csv\n",
    "\n",
    "Once you have the data placed, you can use the function preprocess_ham10000 to preprocess the dataset. Thi function will generate the prompt text of each patient, and save the data with the structure:\n",
    "\n",
    "* ham10000/\n",
    "    * labels.csv\n",
    "    * Images/\n",
    "        * img_1\n",
    "        * img_2\n",
    "         \n",
    "         ...\n",
    "         \n",
    "        * img_n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "764125cd",
   "metadata": {},
   "source": [
    "## 7. Colombian Multimodal Satellite dataset\n",
    "* **[A Multi-Modal Satellite Imagery Dataset for Public Health Analysis in Colombia](https://physionet.org/content/multimodal-satellite-data/1.0.0/)**:\n",
    "\n",
    "The Multi-Modal Satellite Imagery Dataset in Colombia integrates economic, demographic, meteorological, and epidemiological data. It comprises 12,636 high-quality satellite images from 81 municipalities between 2016 and 2018, with minimal cloud cover. Its applications include deforestation monitoring, education indices forecasting, water quality assessment, extreme climatic event tracking, epidemic illness addressing, and precision agriculture optimization. We'll use it shortly.\n",
    "\n",
    "You can use the se the function `get_satellitedata` to download the dataset. Use the function `satellitedata_preprocessing` to preprocess the dataset. These function will generate the following structure:\n",
    "\n",
    "* satellitedata/\n",
    "    * labels.csv\n",
    "    * Images/\n",
    "        * N_DATE_1\n",
    "        * N_DATE_2\n",
    "         \n",
    "         ...\n",
    "         \n",
    "        * img_N_DATE_n"
   ]
  },
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      "datasets/satellitedata/physionet.org/files/multimodal-satellite-data/1.0.0\n",
      "loading csv file in datasets/satellitedata/physionet.org/files/multimodal-satellite-data/1.0.0/metadata.csv\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
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      "['image_2018', '01', '21.tiff']\n",
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      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
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      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
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      "['image_2017', '05', '07.tiff']\n",
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      "['image_2017', '08', '13.tiff']\n",
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      "['image_2016', '08', '14.tiff']\n",
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      "['image_2016', '10', '02.tiff']\n",
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      "['image_2016', '03', '06.tiff']\n",
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      "['image_2016', '05', '29.tiff']\n",
      "['image_2017', '03', '05.tiff']\n",
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      "['image_2016', '08', '07.tiff']\n",
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      "['image_2016', '01', '10.tiff']\n",
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      "['image_2017', '03', '19.tiff']\n",
      "['image_2016', '08', '21.tiff']\n",
      "['image_2016', '04', '24.tiff']\n",
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      "['image_2017', '01', '15.tiff']\n",
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      "['image_2016', '07', '24.tiff']\n",
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      "['image_2017', '09', '03.tiff']\n",
      "['image_2018', '11', '04.tiff']\n",
      "['image_2016', '07', '03.tiff']\n",
      "['image_2018', '09', '23.tiff']\n",
      "['image_2017', '12', '03.tiff']\n",
      "['image_2017', '04', '23.tiff']\n",
      "['image_2016', '01', '03.tiff']\n",
      "['image_2018', '03', '25.tiff']\n",
      "['image_2016', '10', '30.tiff']\n",
      "['image_2017', '08', '27.tiff']\n",
      "['image_2018', '07', '29.tiff']\n",
      "['image_2016', '12', '18.tiff']\n",
      "['image_2016', '07', '17.tiff']\n",
      "['image_2017', '05', '14.tiff']\n",
      "['image_2018', '04', '29.tiff']\n",
      "['image_2016', '05', '08.tiff']\n",
      "['image_2017', '04', '30.tiff']\n",
      "['image_2017', '02', '05.tiff']\n",
      "['image_2018', '05', '06.tiff']\n",
      "['image_2016', '06', '19.tiff']\n",
      "['image_2017', '06', '25.tiff']\n",
      "['image_2018', '07', '01.tiff']\n",
      "['image_2017', '11', '05.tiff']\n",
      "['image_2016', '06', '05.tiff']\n",
      "['image_2016', '08', '28.tiff']\n",
      "['image_2017', '12', '10.tiff']\n",
      "['image_2017', '09', '10.tiff']\n",
      "['image_2017', '10', '08.tiff']\n",
      "['image_2016', '12', '25.tiff']\n",
      "['image_2016', '10', '09.tiff']\n",
      "['image_2016', '01', '24.tiff']\n",
      "['image_2018', '11', '18.tiff']\n",
      "['image_2017', '11', '12.tiff']\n",
      "['image_2018', '12', '16.tiff']\n",
      "['image_2016', '10', '16.tiff']\n",
      "['image_2016', '09', '04.tiff']\n",
      "['image_2018', '04', '22.tiff']\n",
      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-11-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-02-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-03-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-12-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-01-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-09-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-12-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-03-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-08-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-10-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-01-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-02-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-06-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-03-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-05-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-09-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-07-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-12-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-08-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-07-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-05-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-05-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-04-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-04-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-08-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-02-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-10-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-01-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-01-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-07-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-04-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-11-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-03-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-05-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-07-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-03-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-03-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-05-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-07-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-12-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-08-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-06-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-10-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-09-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-09-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-05-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-02-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-04-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-04-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-06-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-09-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-03-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-04-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-02-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-06-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-09-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-07-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-02-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-02-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-02-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-11-19.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-06-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-06-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-02-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-12-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-12-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-09-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-10-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-10-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-04-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-10-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-07-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-06-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-12-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-12-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-11-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-03-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-04-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-11-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-09-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-02-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-07-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-07-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-06-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-05-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-03-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-11-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-08-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-09-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-10-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-01-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-04-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-05-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-01-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-10-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-01-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-06-26.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-11-25.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-10-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-08-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-01-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-08-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-01-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-08-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-07-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-01-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-01-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-03-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-08-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-04-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-02-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-01-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-10-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-07-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-05-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-09-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-11-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-07-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-09-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-12-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-04-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-01-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-03-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-10-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-08-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-07-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-12-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-07-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-05-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-04-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-05-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-04-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-02-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-05-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-06-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-06-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-07-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-11-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-06-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-08-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-12-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-09-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-12-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-10-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-01-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-11-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-11-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-12-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/76001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
      "['image_2017', '12', '31.tiff']\n",
      "['image_2018', '01', '21.tiff']\n",
      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
      "['image_2017', '09', '17.tiff']\n",
      "['image_2016', '07', '31.tiff']\n",
      "['image_2016', '12', '11.tiff']\n",
      "['image_2017', '08', '13.tiff']\n",
      "['image_2017', '07', '23.tiff']\n",
      "['image_2016', '05', '01.tiff']\n",
      "['image_2018', '05', '20.tiff']\n",
      "['image_2016', '04', '03.tiff']\n",
      "['image_2016', '04', '17.tiff']\n",
      "['image_2016', '08', '14.tiff']\n",
      "['image_2018', '02', '11.tiff']\n",
      "['image_2016', '10', '02.tiff']\n",
      "['image_2017', '01', '08.tiff']\n",
      "['image_2016', '01', '17.tiff']\n",
      "['image_2017', '07', '09.tiff']\n",
      "['image_2018', '04', '01.tiff']\n",
      "['image_2016', '11', '27.tiff']\n",
      "['image_2017', '03', '26.tiff']\n",
      "['image_2018', '05', '27.tiff']\n",
      "['image_2017', '07', '02.tiff']\n",
      "['image_2017', '03', '12.tiff']\n",
      "['image_2016', '03', '20.tiff']\n",
      "['image_2016', '05', '22.tiff']\n",
      "['image_2018', '07', '22.tiff']\n",
      "['image_2018', '12', '09.tiff']\n",
      "['image_2018', '08', '26.tiff']\n",
      "['image_2018', '06', '10.tiff']\n",
      "['image_2017', '10', '29.tiff']\n",
      "['image_2018', '09', '09.tiff']\n",
      "['image_2018', '09', '16.tiff']\n",
      "['image_2017', '05', '28.tiff']\n",
      "['image_2018', '02', '18.tiff']\n",
      "['image_2016', '04', '10.tiff']\n",
      "['image_2017', '04', '16.tiff']\n",
      "['image_2016', '06', '12.tiff']\n",
      "['image_2018', '09', '02.tiff']\n",
      "['image_2016', '03', '13.tiff']\n",
      "['image_2017', '04', '09.tiff']\n",
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      "['image_2016', '09', '25.tiff']\n",
      "['image_2017', '07', '16.tiff']\n",
      "['image_2018', '02', '04.tiff']\n",
      "['image_2016', '02', '21.tiff']\n",
      "['image_2017', '02', '19.tiff']\n",
      "['image_2017', '11', '19.tiff']\n",
      "['image_2018', '08', '12.tiff']\n",
      "['image_2018', '06', '24.tiff']\n",
      "['image_2018', '06', '17.tiff']\n",
      "['image_2016', '02', '14.tiff']\n",
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      "['image_2018', '12', '02.tiff']\n",
      "['image_2016', '09', '18.tiff']\n",
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      "['image_2018', '10', '14.tiff']\n",
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      "['image_2017', '05', '14.tiff']\n",
      "['image_2018', '04', '29.tiff']\n",
      "['image_2016', '05', '08.tiff']\n",
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      "['image_2017', '02', '05.tiff']\n",
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      "['image_2018', '04', '22.tiff']\n",
      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-04-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-08-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2018-02-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-10-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-01-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-01-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-07-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2018-04-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-11-27.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2018-05-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-07-02.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-03-20.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-04-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-06-12.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-04-02.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-11-20.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2018-04-29.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-09-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-12-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-10-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-01-24.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2018-12-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
      "['image_2017', '12', '31.tiff']\n",
      "['image_2018', '01', '21.tiff']\n",
      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
      "['image_2017', '09', '17.tiff']\n",
      "['image_2016', '07', '31.tiff']\n",
      "['image_2016', '12', '11.tiff']\n",
      "['image_2017', '08', '13.tiff']\n",
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      "['image_2016', '05', '01.tiff']\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2016-08-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2017-12-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2017-09-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2016-12-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2016-10-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2016-01-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2018-11-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2017-11-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2018-12-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/50001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
      "['image_2017', '12', '31.tiff']\n",
      "['image_2018', '01', '21.tiff']\n",
      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
      "['image_2017', '09', '17.tiff']\n",
      "['image_2016', '07', '31.tiff']\n",
      "['image_2016', '12', '11.tiff']\n",
      "['image_2017', '08', '13.tiff']\n",
      "['image_2017', '07', '23.tiff']\n",
      "['image_2016', '05', '01.tiff']\n",
      "['image_2018', '05', '20.tiff']\n",
      "['image_2016', '04', '03.tiff']\n",
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      "['image_2016', '08', '14.tiff']\n",
      "['image_2018', '02', '11.tiff']\n",
      "['image_2016', '10', '02.tiff']\n",
      "['image_2017', '01', '08.tiff']\n",
      "['image_2016', '01', '17.tiff']\n",
      "['image_2017', '07', '09.tiff']\n",
      "['image_2018', '04', '01.tiff']\n",
      "['image_2016', '11', '27.tiff']\n",
      "['image_2017', '03', '26.tiff']\n",
      "['image_2018', '05', '27.tiff']\n",
      "['image_2017', '07', '02.tiff']\n",
      "['image_2017', '03', '12.tiff']\n",
      "['image_2016', '03', '20.tiff']\n",
      "['image_2016', '05', '22.tiff']\n",
      "['image_2018', '07', '22.tiff']\n",
      "['image_2018', '12', '09.tiff']\n",
      "['image_2018', '08', '26.tiff']\n",
      "['image_2018', '06', '10.tiff']\n",
      "['image_2017', '10', '29.tiff']\n",
      "['image_2018', '09', '09.tiff']\n",
      "['image_2018', '09', '16.tiff']\n",
      "['image_2017', '05', '28.tiff']\n",
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      "['image_2017', '04', '16.tiff']\n",
      "['image_2016', '06', '12.tiff']\n",
      "['image_2018', '09', '02.tiff']\n",
      "['image_2016', '03', '13.tiff']\n",
      "['image_2017', '04', '09.tiff']\n",
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      "['image_2017', '06', '18.tiff']\n",
      "['image_2016', '09', '25.tiff']\n",
      "['image_2017', '07', '16.tiff']\n",
      "['image_2018', '02', '04.tiff']\n",
      "['image_2016', '02', '21.tiff']\n",
      "['image_2017', '02', '19.tiff']\n",
      "['image_2017', '11', '19.tiff']\n",
      "['image_2018', '08', '12.tiff']\n",
      "['image_2018', '06', '24.tiff']\n",
      "['image_2018', '06', '17.tiff']\n",
      "['image_2016', '02', '14.tiff']\n",
      "['image_2017', '12', '17.tiff']\n",
      "['image_2018', '12', '02.tiff']\n",
      "['image_2016', '09', '18.tiff']\n",
      "['image_2017', '10', '15.tiff']\n",
      "['image_2018', '10', '14.tiff']\n",
      "['image_2017', '04', '02.tiff']\n",
      "['image_2018', '10', '28.tiff']\n",
      "['image_2016', '07', '10.tiff']\n",
      "['image_2018', '06', '03.tiff']\n",
      "['image_2016', '12', '04.tiff']\n",
      "['image_2018', '12', '23.tiff']\n",
      "['image_2016', '11', '20.tiff']\n",
      "['image_2016', '03', '06.tiff']\n",
      "['image_2018', '04', '15.tiff']\n",
      "['image_2018', '11', '11.tiff']\n",
      "['image_2016', '09', '11.tiff']\n",
      "['image_2016', '02', '28.tiff']\n",
      "['image_2017', '07', '30.tiff']\n",
      "['image_2018', '07', '15.tiff']\n",
      "['image_2017', '06', '11.tiff']\n",
      "['image_2016', '05', '29.tiff']\n",
      "['image_2017', '03', '05.tiff']\n",
      "['image_2016', '11', '13.tiff']\n",
      "['image_2016', '08', '07.tiff']\n",
      "['image_2018', '09', '30.tiff']\n",
      "['image_2017', '10', '01.tiff']\n",
      "['image_2016', '01', '31.tiff']\n",
      "['image_2018', '04', '08.tiff']\n",
      "['image_2018', '05', '13.tiff']\n",
      "['image_2017', '01', '01.tiff']\n",
      "['image_2017', '10', '22.tiff']\n",
      "['image_2017', '01', '22.tiff']\n",
      "['image_2016', '06', '26.tiff']\n",
      "['image_2018', '03', '11.tiff']\n",
      "['image_2018', '11', '25.tiff']\n",
      "['image_2016', '11', '06.tiff']\n",
      "['image_2016', '10', '23.tiff']\n",
      "['image_2018', '08', '05.tiff']\n",
      "['image_2018', '01', '14.tiff']\n",
      "['image_2017', '08', '20.tiff']\n",
      "['image_2017', '01', '29.tiff']\n",
      "['image_2018', '08', '19.tiff']\n",
      "['image_2018', '07', '08.tiff']\n",
      "['image_2016', '01', '10.tiff']\n",
      "['image_2018', '01', '28.tiff']\n",
      "['image_2017', '03', '19.tiff']\n",
      "['image_2016', '08', '21.tiff']\n",
      "['image_2016', '04', '24.tiff']\n",
      "['image_2016', '02', '07.tiff']\n",
      "['image_2017', '01', '15.tiff']\n",
      "['image_2018', '10', '21.tiff']\n",
      "['image_2016', '07', '24.tiff']\n",
      "['image_2016', '05', '15.tiff']\n",
      "['image_2017', '09', '03.tiff']\n",
      "['image_2018', '11', '04.tiff']\n",
      "['image_2016', '07', '03.tiff']\n",
      "['image_2018', '09', '23.tiff']\n",
      "['image_2017', '12', '03.tiff']\n",
      "['image_2017', '04', '23.tiff']\n",
      "['image_2016', '01', '03.tiff']\n",
      "['image_2018', '03', '25.tiff']\n",
      "['image_2016', '10', '30.tiff']\n",
      "['image_2017', '08', '27.tiff']\n",
      "['image_2018', '07', '29.tiff']\n",
      "['image_2016', '12', '18.tiff']\n",
      "['image_2016', '07', '17.tiff']\n",
      "['image_2017', '05', '14.tiff']\n",
      "['image_2018', '04', '29.tiff']\n",
      "['image_2016', '05', '08.tiff']\n",
      "['image_2017', '04', '30.tiff']\n",
      "['image_2017', '02', '05.tiff']\n",
      "['image_2018', '05', '06.tiff']\n",
      "['image_2016', '06', '19.tiff']\n",
      "['image_2017', '06', '25.tiff']\n",
      "['image_2018', '07', '01.tiff']\n",
      "['image_2017', '11', '05.tiff']\n",
      "['image_2016', '06', '05.tiff']\n",
      "['image_2016', '08', '28.tiff']\n",
      "['image_2017', '12', '10.tiff']\n",
      "['image_2017', '09', '10.tiff']\n",
      "['image_2017', '10', '08.tiff']\n",
      "['image_2016', '12', '25.tiff']\n",
      "['image_2016', '10', '09.tiff']\n",
      "['image_2016', '01', '24.tiff']\n",
      "['image_2018', '11', '18.tiff']\n",
      "['image_2017', '11', '12.tiff']\n",
      "['image_2018', '12', '16.tiff']\n",
      "['image_2016', '10', '16.tiff']\n",
      "['image_2016', '09', '04.tiff']\n",
      "['image_2018', '04', '22.tiff']\n",
      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-11-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-02-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-03-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-12-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-01-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-09-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-12-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-03-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-08-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-10-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-01-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-02-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-06-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-03-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-05-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-09-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-07-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-12-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-08-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-07-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-05-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-05-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-04-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-04-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-08-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-02-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-10-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-01-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-01-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-07-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-04-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-11-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-03-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-05-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-07-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-03-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-03-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-05-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-07-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-12-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-08-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-06-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-10-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-09-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-09-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-05-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-02-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-04-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-04-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-06-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-09-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-03-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-04-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-02-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-06-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-09-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-07-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-02-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-02-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-02-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-11-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-08-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-06-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-06-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-02-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-12-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-12-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-09-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-10-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-10-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-04-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-10-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-07-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-06-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-12-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-12-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-11-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-03-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-04-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-11-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-09-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-02-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-07-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-07-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-06-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-05-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-03-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-11-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-08-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-09-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-10-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-01-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-04-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-05-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-01-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-10-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-01-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-06-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-03-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-11-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-11-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-10-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-08-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-01-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-08-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-01-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-08-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-07-08.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-01-28.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-09-03.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-05-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-04-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-05-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-04-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-02-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-05-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-06-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-06-25.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-11-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-06-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-08-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-12-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-09-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-12-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-10-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-01-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-11-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-11-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-12-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/54001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
      "['image_2017', '12', '31.tiff']\n",
      "['image_2018', '01', '21.tiff']\n",
      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
      "['image_2017', '09', '17.tiff']\n",
      "['image_2016', '07', '31.tiff']\n",
      "['image_2016', '12', '11.tiff']\n",
      "['image_2017', '08', '13.tiff']\n",
      "['image_2017', '07', '23.tiff']\n",
      "['image_2016', '05', '01.tiff']\n",
      "['image_2018', '05', '20.tiff']\n",
      "['image_2016', '04', '03.tiff']\n",
      "['image_2016', '04', '17.tiff']\n",
      "['image_2016', '08', '14.tiff']\n",
      "['image_2018', '02', '11.tiff']\n",
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      "['image_2017', '01', '08.tiff']\n",
      "['image_2016', '01', '17.tiff']\n",
      "['image_2017', '07', '09.tiff']\n",
      "['image_2018', '04', '01.tiff']\n",
      "['image_2016', '11', '27.tiff']\n",
      "['image_2017', '03', '26.tiff']\n",
      "['image_2018', '05', '27.tiff']\n",
      "['image_2017', '07', '02.tiff']\n",
      "['image_2017', '03', '12.tiff']\n",
      "['image_2016', '03', '20.tiff']\n",
      "['image_2016', '05', '22.tiff']\n",
      "['image_2018', '07', '22.tiff']\n",
      "['image_2018', '12', '09.tiff']\n",
      "['image_2018', '08', '26.tiff']\n",
      "['image_2018', '06', '10.tiff']\n",
      "['image_2017', '10', '29.tiff']\n",
      "['image_2018', '09', '09.tiff']\n",
      "['image_2018', '09', '16.tiff']\n",
      "['image_2017', '05', '28.tiff']\n",
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      "['image_2016', '06', '12.tiff']\n",
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      "['image_2016', '03', '13.tiff']\n",
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      "['image_2017', '06', '18.tiff']\n",
      "['image_2016', '09', '25.tiff']\n",
      "['image_2017', '07', '16.tiff']\n",
      "['image_2018', '02', '04.tiff']\n",
      "['image_2016', '02', '21.tiff']\n",
      "['image_2017', '02', '19.tiff']\n",
      "['image_2017', '11', '19.tiff']\n",
      "['image_2018', '08', '12.tiff']\n",
      "['image_2018', '06', '24.tiff']\n",
      "['image_2018', '06', '17.tiff']\n",
      "['image_2016', '02', '14.tiff']\n",
      "['image_2017', '12', '17.tiff']\n",
      "['image_2018', '12', '02.tiff']\n",
      "['image_2016', '09', '18.tiff']\n",
      "['image_2017', '10', '15.tiff']\n",
      "['image_2018', '10', '14.tiff']\n",
      "['image_2017', '04', '02.tiff']\n",
      "['image_2018', '10', '28.tiff']\n",
      "['image_2016', '07', '10.tiff']\n",
      "['image_2018', '06', '03.tiff']\n",
      "['image_2016', '12', '04.tiff']\n",
      "['image_2018', '12', '23.tiff']\n",
      "['image_2016', '11', '20.tiff']\n",
      "['image_2016', '03', '06.tiff']\n",
      "['image_2018', '04', '15.tiff']\n",
      "['image_2018', '11', '11.tiff']\n",
      "['image_2016', '09', '11.tiff']\n",
      "['image_2016', '02', '28.tiff']\n",
      "['image_2017', '07', '30.tiff']\n",
      "['image_2018', '07', '15.tiff']\n",
      "['image_2017', '06', '11.tiff']\n",
      "['image_2016', '05', '29.tiff']\n",
      "['image_2017', '03', '05.tiff']\n",
      "['image_2016', '11', '13.tiff']\n",
      "['image_2016', '08', '07.tiff']\n",
      "['image_2018', '09', '30.tiff']\n",
      "['image_2017', '10', '01.tiff']\n",
      "['image_2016', '01', '31.tiff']\n",
      "['image_2018', '04', '08.tiff']\n",
      "['image_2018', '05', '13.tiff']\n",
      "['image_2017', '01', '01.tiff']\n",
      "['image_2017', '10', '22.tiff']\n",
      "['image_2017', '01', '22.tiff']\n",
      "['image_2016', '06', '26.tiff']\n",
      "['image_2018', '03', '11.tiff']\n",
      "['image_2018', '11', '25.tiff']\n",
      "['image_2016', '11', '06.tiff']\n",
      "['image_2016', '10', '23.tiff']\n",
      "['image_2018', '08', '05.tiff']\n",
      "['image_2018', '01', '14.tiff']\n",
      "['image_2017', '08', '20.tiff']\n",
      "['image_2017', '01', '29.tiff']\n",
      "['image_2018', '08', '19.tiff']\n",
      "['image_2018', '07', '08.tiff']\n",
      "['image_2016', '01', '10.tiff']\n",
      "['image_2018', '01', '28.tiff']\n",
      "['image_2017', '03', '19.tiff']\n",
      "['image_2016', '08', '21.tiff']\n",
      "['image_2016', '04', '24.tiff']\n",
      "['image_2016', '02', '07.tiff']\n",
      "['image_2017', '01', '15.tiff']\n",
      "['image_2018', '10', '21.tiff']\n",
      "['image_2016', '07', '24.tiff']\n",
      "['image_2016', '05', '15.tiff']\n",
      "['image_2017', '09', '03.tiff']\n",
      "['image_2018', '11', '04.tiff']\n",
      "['image_2016', '07', '03.tiff']\n",
      "['image_2018', '09', '23.tiff']\n",
      "['image_2017', '12', '03.tiff']\n",
      "['image_2017', '04', '23.tiff']\n",
      "['image_2016', '01', '03.tiff']\n",
      "['image_2018', '03', '25.tiff']\n",
      "['image_2016', '10', '30.tiff']\n",
      "['image_2017', '08', '27.tiff']\n",
      "['image_2018', '07', '29.tiff']\n",
      "['image_2016', '12', '18.tiff']\n",
      "['image_2016', '07', '17.tiff']\n",
      "['image_2017', '05', '14.tiff']\n",
      "['image_2018', '04', '29.tiff']\n",
      "['image_2016', '05', '08.tiff']\n",
      "['image_2017', '04', '30.tiff']\n",
      "['image_2017', '02', '05.tiff']\n",
      "['image_2018', '05', '06.tiff']\n",
      "['image_2016', '06', '19.tiff']\n",
      "['image_2017', '06', '25.tiff']\n",
      "['image_2018', '07', '01.tiff']\n",
      "['image_2017', '11', '05.tiff']\n",
      "['image_2016', '06', '05.tiff']\n",
      "['image_2016', '08', '28.tiff']\n",
      "['image_2017', '12', '10.tiff']\n",
      "['image_2017', '09', '10.tiff']\n",
      "['image_2017', '10', '08.tiff']\n",
      "['image_2016', '12', '25.tiff']\n",
      "['image_2016', '10', '09.tiff']\n",
      "['image_2016', '01', '24.tiff']\n",
      "['image_2018', '11', '18.tiff']\n",
      "['image_2017', '11', '12.tiff']\n",
      "['image_2018', '12', '16.tiff']\n",
      "['image_2016', '10', '16.tiff']\n",
      "['image_2016', '09', '04.tiff']\n",
      "['image_2018', '04', '22.tiff']\n",
      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-11-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-02-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-03-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-12-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-01-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-09-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-12-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-03-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-08-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-10-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-01-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-02-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-06-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-03-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-05-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-09-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-07-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-12-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-08-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-07-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-05-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-05-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-04-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-04-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-08-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-02-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-10-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-01-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-01-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-07-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-04-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-11-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-03-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-05-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-07-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-03-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-03-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-05-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-07-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-12-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-08-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-06-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-10-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-09-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-09-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-05-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-02-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-04-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-04-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-06-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-09-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-03-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-04-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-02-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-06-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-09-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-07-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-02-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-02-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-02-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-11-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-08-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-06-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-06-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-02-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-12-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-12-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-09-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-10-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-10-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-04-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-10-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-07-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-06-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-12-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-12-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-11-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-03-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-04-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-11-11.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-08-20.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-10-08.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-10-09.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-11-18.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2016-10-16.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/73001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
      "['image_2017', '12', '31.tiff']\n",
      "['image_2018', '01', '21.tiff']\n",
      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
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      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
      "['image_2017', '09', '17.tiff']\n",
      "['image_2016', '07', '31.tiff']\n",
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      "['image_2016', '05', '01.tiff']\n",
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      "['image_2018', '02', '11.tiff']\n",
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      "['image_2016', '01', '17.tiff']\n",
      "['image_2017', '07', '09.tiff']\n",
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      "['image_2017', '03', '26.tiff']\n",
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      "['image_2016', '03', '20.tiff']\n",
      "['image_2016', '05', '22.tiff']\n",
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      "['image_2017', '11', '19.tiff']\n",
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      "['image_2018', '06', '17.tiff']\n",
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      "['image_2017', '12', '17.tiff']\n",
      "['image_2018', '12', '02.tiff']\n",
      "['image_2016', '09', '18.tiff']\n",
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      "['image_2016', '05', '29.tiff']\n",
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      "['image_2016', '01', '31.tiff']\n",
      "['image_2018', '04', '08.tiff']\n",
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      "['image_2017', '01', '01.tiff']\n",
      "['image_2017', '10', '22.tiff']\n",
      "['image_2017', '01', '22.tiff']\n",
      "['image_2016', '06', '26.tiff']\n",
      "['image_2018', '03', '11.tiff']\n",
      "['image_2018', '11', '25.tiff']\n",
      "['image_2016', '11', '06.tiff']\n",
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      "['image_2018', '08', '05.tiff']\n",
      "['image_2018', '01', '14.tiff']\n",
      "['image_2017', '08', '20.tiff']\n",
      "['image_2017', '01', '29.tiff']\n",
      "['image_2018', '08', '19.tiff']\n",
      "['image_2018', '07', '08.tiff']\n",
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      "['image_2018', '01', '28.tiff']\n",
      "['image_2017', '03', '19.tiff']\n",
      "['image_2016', '08', '21.tiff']\n",
      "['image_2016', '04', '24.tiff']\n",
      "['image_2016', '02', '07.tiff']\n",
      "['image_2017', '01', '15.tiff']\n",
      "['image_2018', '10', '21.tiff']\n",
      "['image_2016', '07', '24.tiff']\n",
      "['image_2016', '05', '15.tiff']\n",
      "['image_2017', '09', '03.tiff']\n",
      "['image_2018', '11', '04.tiff']\n",
      "['image_2016', '07', '03.tiff']\n",
      "['image_2018', '09', '23.tiff']\n",
      "['image_2017', '12', '03.tiff']\n",
      "['image_2017', '04', '23.tiff']\n",
      "['image_2016', '01', '03.tiff']\n",
      "['image_2018', '03', '25.tiff']\n",
      "['image_2016', '10', '30.tiff']\n",
      "['image_2017', '08', '27.tiff']\n",
      "['image_2018', '07', '29.tiff']\n",
      "['image_2016', '12', '18.tiff']\n",
      "['image_2016', '07', '17.tiff']\n",
      "['image_2017', '05', '14.tiff']\n",
      "['image_2018', '04', '29.tiff']\n",
      "['image_2016', '05', '08.tiff']\n",
      "['image_2017', '04', '30.tiff']\n",
      "['image_2017', '02', '05.tiff']\n",
      "['image_2018', '05', '06.tiff']\n",
      "['image_2016', '06', '19.tiff']\n",
      "['image_2017', '06', '25.tiff']\n",
      "['image_2018', '07', '01.tiff']\n",
      "['image_2017', '11', '05.tiff']\n",
      "['image_2016', '06', '05.tiff']\n",
      "['image_2016', '08', '28.tiff']\n",
      "['image_2017', '12', '10.tiff']\n",
      "['image_2017', '09', '10.tiff']\n",
      "['image_2017', '10', '08.tiff']\n",
      "['image_2016', '12', '25.tiff']\n",
      "['image_2016', '10', '09.tiff']\n",
      "['image_2016', '01', '24.tiff']\n",
      "['image_2018', '11', '18.tiff']\n",
      "['image_2017', '11', '12.tiff']\n",
      "['image_2018', '12', '16.tiff']\n",
      "['image_2016', '10', '16.tiff']\n",
      "['image_2016', '09', '04.tiff']\n",
      "['image_2018', '04', '22.tiff']\n",
      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-11-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-02-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-03-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-12-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-01-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-09-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-12-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-03-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-08-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-10-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-01-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-02-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-06-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-03-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-05-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-09-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-07-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-12-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-08-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-07-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-05-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-05-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-04-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-04-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-08-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-02-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-10-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-01-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-01-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-07-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-04-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-11-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-03-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-05-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-07-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-03-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-03-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-05-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-07-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-12-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-08-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-06-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-10-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-09-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-09-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-05-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-02-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-04-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-04-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-06-12.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-04-09.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-09-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-07-16.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-02-21.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-10-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-10-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-04-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-10-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-07-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-06-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-12-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-12-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-11-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-03-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-04-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-11-11.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-02-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-07-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-07-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-06-11.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-09-30.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-03-11.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-08-20.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-09-03.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-04-29.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-02-05.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-06-25.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-11-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-06-05.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-09-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-12-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-10-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-01-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-11-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-11-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-12-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/68001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
      "['image_2017', '12', '31.tiff']\n",
      "['image_2018', '01', '21.tiff']\n",
      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
      "['image_2017', '09', '17.tiff']\n",
      "['image_2016', '07', '31.tiff']\n",
      "['image_2016', '12', '11.tiff']\n",
      "['image_2017', '08', '13.tiff']\n",
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      "['image_2016', '05', '01.tiff']\n",
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      "['image_2016', '08', '14.tiff']\n",
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      "['image_2017', '07', '09.tiff']\n",
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      "['image_2016', '11', '27.tiff']\n",
      "['image_2017', '03', '26.tiff']\n",
      "['image_2018', '05', '27.tiff']\n",
      "['image_2017', '07', '02.tiff']\n",
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      "['image_2016', '05', '22.tiff']\n",
      "['image_2018', '07', '22.tiff']\n",
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      "['image_2017', '11', '19.tiff']\n",
      "['image_2018', '08', '12.tiff']\n",
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      "['image_2018', '06', '17.tiff']\n",
      "['image_2016', '02', '14.tiff']\n",
      "['image_2017', '12', '17.tiff']\n",
      "['image_2018', '12', '02.tiff']\n",
      "['image_2016', '09', '18.tiff']\n",
      "['image_2017', '10', '15.tiff']\n",
      "['image_2018', '10', '14.tiff']\n",
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      "['image_2016', '09', '11.tiff']\n",
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      "['image_2018', '07', '15.tiff']\n",
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      "['image_2016', '05', '29.tiff']\n",
      "['image_2017', '03', '05.tiff']\n",
      "['image_2016', '11', '13.tiff']\n",
      "['image_2016', '08', '07.tiff']\n",
      "['image_2018', '09', '30.tiff']\n",
      "['image_2017', '10', '01.tiff']\n",
      "['image_2016', '01', '31.tiff']\n",
      "['image_2018', '04', '08.tiff']\n",
      "['image_2018', '05', '13.tiff']\n",
      "['image_2017', '01', '01.tiff']\n",
      "['image_2017', '10', '22.tiff']\n",
      "['image_2017', '01', '22.tiff']\n",
      "['image_2016', '06', '26.tiff']\n",
      "['image_2018', '03', '11.tiff']\n",
      "['image_2018', '11', '25.tiff']\n",
      "['image_2016', '11', '06.tiff']\n",
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      "['image_2018', '08', '05.tiff']\n",
      "['image_2018', '01', '14.tiff']\n",
      "['image_2017', '08', '20.tiff']\n",
      "['image_2017', '01', '29.tiff']\n",
      "['image_2018', '08', '19.tiff']\n",
      "['image_2018', '07', '08.tiff']\n",
      "['image_2016', '01', '10.tiff']\n",
      "['image_2018', '01', '28.tiff']\n",
      "['image_2017', '03', '19.tiff']\n",
      "['image_2016', '08', '21.tiff']\n",
      "['image_2016', '04', '24.tiff']\n",
      "['image_2016', '02', '07.tiff']\n",
      "['image_2017', '01', '15.tiff']\n",
      "['image_2018', '10', '21.tiff']\n",
      "['image_2016', '07', '24.tiff']\n",
      "['image_2016', '05', '15.tiff']\n",
      "['image_2017', '09', '03.tiff']\n",
      "['image_2018', '11', '04.tiff']\n",
      "['image_2016', '07', '03.tiff']\n",
      "['image_2018', '09', '23.tiff']\n",
      "['image_2017', '12', '03.tiff']\n",
      "['image_2017', '04', '23.tiff']\n",
      "['image_2016', '01', '03.tiff']\n",
      "['image_2018', '03', '25.tiff']\n",
      "['image_2016', '10', '30.tiff']\n",
      "['image_2017', '08', '27.tiff']\n",
      "['image_2018', '07', '29.tiff']\n",
      "['image_2016', '12', '18.tiff']\n",
      "['image_2016', '07', '17.tiff']\n",
      "['image_2017', '05', '14.tiff']\n",
      "['image_2018', '04', '29.tiff']\n",
      "['image_2016', '05', '08.tiff']\n",
      "['image_2017', '04', '30.tiff']\n",
      "['image_2017', '02', '05.tiff']\n",
      "['image_2018', '05', '06.tiff']\n",
      "['image_2016', '06', '19.tiff']\n",
      "['image_2017', '06', '25.tiff']\n",
      "['image_2018', '07', '01.tiff']\n",
      "['image_2017', '11', '05.tiff']\n",
      "['image_2016', '06', '05.tiff']\n",
      "['image_2016', '08', '28.tiff']\n",
      "['image_2017', '12', '10.tiff']\n",
      "['image_2017', '09', '10.tiff']\n",
      "['image_2017', '10', '08.tiff']\n",
      "['image_2016', '12', '25.tiff']\n",
      "['image_2016', '10', '09.tiff']\n",
      "['image_2016', '01', '24.tiff']\n",
      "['image_2018', '11', '18.tiff']\n",
      "['image_2017', '11', '12.tiff']\n",
      "['image_2018', '12', '16.tiff']\n",
      "['image_2016', '10', '16.tiff']\n",
      "['image_2016', '09', '04.tiff']\n",
      "['image_2018', '04', '22.tiff']\n",
      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-11-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-02-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2018-03-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-12-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2018-01-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-09-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-12-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2018-03-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-08-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2018-10-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2018-01-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2018-02-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-06-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2016-03-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-05-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-09-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2016-07-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2016-12-11.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/5360_2017-07-23.tiff\n",
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      "['image_2018', '07', '01.tiff']\n",
      "['image_2017', '11', '05.tiff']\n",
      "['image_2016', '06', '05.tiff']\n",
      "['image_2016', '08', '28.tiff']\n",
      "['image_2017', '12', '10.tiff']\n",
      "['image_2017', '09', '10.tiff']\n",
      "['image_2017', '10', '08.tiff']\n",
      "['image_2016', '12', '25.tiff']\n",
      "['image_2016', '10', '09.tiff']\n",
      "['image_2016', '01', '24.tiff']\n",
      "['image_2018', '11', '18.tiff']\n",
      "['image_2017', '11', '12.tiff']\n",
      "['image_2018', '12', '16.tiff']\n",
      "['image_2016', '10', '16.tiff']\n",
      "['image_2016', '09', '04.tiff']\n",
      "['image_2018', '04', '22.tiff']\n",
      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-11-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-02-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-03-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-12-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-01-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-09-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-12-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-03-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-08-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-10-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-01-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-02-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-06-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-03-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-05-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-09-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-07-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-12-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-08-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-07-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-05-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-05-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-04-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-04-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-08-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-02-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-10-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-01-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-01-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-07-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-04-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-11-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-03-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-05-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-07-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-03-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-03-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-05-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-07-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-12-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-08-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-06-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-10-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-09-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-09-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-05-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-02-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-04-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-04-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-06-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-09-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-03-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-04-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-02-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-06-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-09-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-07-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-02-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-02-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-02-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-11-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-08-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-06-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-06-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-02-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-12-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-12-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-09-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-10-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-10-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-04-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-10-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-07-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-06-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-12-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-12-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-11-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-03-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-04-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-11-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-09-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-02-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-07-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-07-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-06-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-05-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-03-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-11-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-08-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-09-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-10-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-01-31.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-04-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-05-13.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-01-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-10-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-01-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-06-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-03-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-11-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-11-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-10-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-08-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-01-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-08-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-01-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-08-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-07-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-01-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-01-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-03-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-08-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-04-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-02-07.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-01-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-10-21.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-07-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-05-15.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-09-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-11-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-07-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-09-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-12-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-04-23.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-01-03.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-03-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-10-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-08-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-07-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-12-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-07-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-05-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-04-29.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-05-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-04-30.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-02-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-05-06.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-06-19.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-06-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-07-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-11-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-06-05.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-08-28.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-12-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-09-10.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-12-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-10-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-01-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-11-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-11-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-12-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/8001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
      "['image_2017', '12', '31.tiff']\n",
      "['image_2018', '01', '21.tiff']\n",
      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
      "['image_2017', '09', '17.tiff']\n",
      "['image_2016', '07', '31.tiff']\n",
      "['image_2016', '12', '11.tiff']\n",
      "['image_2017', '08', '13.tiff']\n",
      "['image_2017', '07', '23.tiff']\n",
      "['image_2016', '05', '01.tiff']\n",
      "['image_2018', '05', '20.tiff']\n",
      "['image_2016', '04', '03.tiff']\n",
      "['image_2016', '04', '17.tiff']\n",
      "['image_2016', '08', '14.tiff']\n",
      "['image_2018', '02', '11.tiff']\n",
      "['image_2016', '10', '02.tiff']\n",
      "['image_2017', '01', '08.tiff']\n",
      "['image_2016', '01', '17.tiff']\n",
      "['image_2017', '07', '09.tiff']\n",
      "['image_2018', '04', '01.tiff']\n",
      "['image_2016', '11', '27.tiff']\n",
      "['image_2017', '03', '26.tiff']\n",
      "['image_2018', '05', '27.tiff']\n",
      "['image_2017', '07', '02.tiff']\n",
      "['image_2017', '03', '12.tiff']\n",
      "['image_2016', '03', '20.tiff']\n",
      "['image_2016', '05', '22.tiff']\n",
      "['image_2018', '07', '22.tiff']\n",
      "['image_2018', '12', '09.tiff']\n",
      "['image_2018', '08', '26.tiff']\n",
      "['image_2018', '06', '10.tiff']\n",
      "['image_2017', '10', '29.tiff']\n",
      "['image_2018', '09', '09.tiff']\n",
      "['image_2018', '09', '16.tiff']\n",
      "['image_2017', '05', '28.tiff']\n",
      "['image_2018', '02', '18.tiff']\n",
      "['image_2016', '04', '10.tiff']\n",
      "['image_2017', '04', '16.tiff']\n",
      "['image_2016', '06', '12.tiff']\n",
      "['image_2018', '09', '02.tiff']\n",
      "['image_2016', '03', '13.tiff']\n",
      "['image_2017', '04', '09.tiff']\n",
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      "['image_2017', '06', '18.tiff']\n",
      "['image_2016', '09', '25.tiff']\n",
      "['image_2017', '07', '16.tiff']\n",
      "['image_2018', '02', '04.tiff']\n",
      "['image_2016', '02', '21.tiff']\n",
      "['image_2017', '02', '19.tiff']\n",
      "['image_2017', '11', '19.tiff']\n",
      "['image_2018', '08', '12.tiff']\n",
      "['image_2018', '06', '24.tiff']\n",
      "['image_2018', '06', '17.tiff']\n",
      "['image_2016', '02', '14.tiff']\n",
      "['image_2017', '12', '17.tiff']\n",
      "['image_2018', '12', '02.tiff']\n",
      "['image_2016', '09', '18.tiff']\n",
      "['image_2017', '10', '15.tiff']\n",
      "['image_2018', '10', '14.tiff']\n",
      "['image_2017', '04', '02.tiff']\n",
      "['image_2018', '10', '28.tiff']\n",
      "['image_2016', '07', '10.tiff']\n",
      "['image_2018', '06', '03.tiff']\n",
      "['image_2016', '12', '04.tiff']\n",
      "['image_2018', '12', '23.tiff']\n",
      "['image_2016', '11', '20.tiff']\n",
      "['image_2016', '03', '06.tiff']\n",
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      "['image_2016', '09', '11.tiff']\n",
      "['image_2016', '02', '28.tiff']\n",
      "['image_2017', '07', '30.tiff']\n",
      "['image_2018', '07', '15.tiff']\n",
      "['image_2017', '06', '11.tiff']\n",
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      "['image_2017', '03', '05.tiff']\n",
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      "['image_2017', '05', '14.tiff']\n",
      "['image_2018', '04', '29.tiff']\n",
      "['image_2016', '05', '08.tiff']\n",
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      "['image_2017', '02', '05.tiff']\n",
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      "['image_2017', '05', '21.tiff']\n",
      "datasets/satellitedata\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-08-14.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2018-02-11.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-10-02.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-01-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-01-17.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-07-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2018-04-01.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-11-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-03-26.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2018-05-27.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-07-02.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-03-20.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-05-22.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-04-16.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-04-02.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2018-04-29.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-12-25.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-01-24.tiff\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/41001_2017-05-21.tiff\n",
      "['2016', '02', '02']\n",
      "['image_2017', '11', '26.tiff']\n",
      "['image_2017', '02', '12.tiff']\n",
      "['image_2018', '03', '04.tiff']\n",
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      "['image_2017', '09', '24.tiff']\n",
      "['image_2017', '12', '24.tiff']\n",
      "['image_2018', '03', '18.tiff']\n",
      "['image_2017', '08', '06.tiff']\n",
      "['image_2018', '10', '07.tiff']\n",
      "['image_2018', '01', '07.tiff']\n",
      "['image_2018', '02', '25.tiff']\n",
      "['image_2017', '06', '04.tiff']\n",
      "['image_2016', '03', '27.tiff']\n",
      "['image_2017', '05', '07.tiff']\n",
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      "['image_2016', '07', '31.tiff']\n",
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      "['image_2016', '05', '01.tiff']\n",
      "['image_2018', '05', '20.tiff']\n",
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      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2017-10-08.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2016-12-25.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2016-10-09.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2016-01-24.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2018-11-18.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2017-11-12.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2018-12-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2016-10-16.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2016-09-04.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2018-04-22.tiff\n",
      "image saved in:  datasets/satellitedata/satellitedata_rgb/23001_2017-05-21.tiff\n",
      "Using 3 classes, data adapted with the following distribution: Labels\n",
      "0    715\n",
      "1    571\n",
      "2    274\n",
      "Name: count, dtype: int64\n",
      "Processed dataset saved as labels.csv in /media/enc/vera1/sebastian/codes/Foundational-Multimodal-Fusion-Benchmark_borrar/datasets/satellitedata/physionet.org/files/multimodal-satellite-data/1.0.0\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "output_dir = 'datasets/satellitedata'\n",
    "get_satellitedata(output_dir, download=False)\n",
    "\n",
    "num_classes = 3\n",
    "\n",
    "df = satellitedata_preprocessing(output_dir, num_classes = num_classes)\n",
    "\n",
    "# Fix image path\n",
    "df.image_id = df.image_id.apply(lambda x: x.split('/')[-1].replace('image', x.split('/')[-2]).replace('.tiff', '.jpg'))\n",
    "# Fix prompt to avoid data leakage\n",
    "cities =  {\n",
    "    \"76001\": \"Cali\",\n",
    "    \"5001\": \"Medellín\",\n",
    "    \"50001\": \"Villavicencio\",\n",
    "    \"54001\": \"Cúcuta\",\n",
    "    \"73001\": \"Ibagué\",\n",
    "    \"68001\": \"Bucaramanga\",\n",
    "    \"5360\": \"Itagüí\",\n",
    "    \"8001\": \"Barranquilla\",\n",
    "    \"41001\": \"Neiva\",\n",
    "    \"23001\": \"Montería\"\n",
    "    }\n",
    "\n",
    "df['text'] = df.apply(lambda x: f\"An image from city {cities[x.image_id.split('_')[0]]} taken in date {x.image_id.split('_')[1].replace('.tiff', '')} with\"+x.text[x.text.index(','):], axis=1)\n",
    "df.to_csv(os.path.join(output_dir, 'labels.csv'), index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9739231c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "4  datasets/satellitedata/physionet.org/files/mul...   \n",
       "\n",
       "                                                text  Labels  split  \n",
       "0  In a city with 0 Dengue classification, 5.92% ...       0  train  \n",
       "1  In a city with 0 Dengue classification, 7.04% ...       0  train  \n",
       "2  In a city with 0 Dengue classification, 4.83% ...       0  train  \n",
       "3  In a city with 0 Dengue classification, 6.22% ...       0  train  \n",
       "4  In a city with 1 Dengue classification, 5.92% ...       1  train  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "233642db",
   "metadata": {},
   "source": [
    "## 8. MIMIC CXR\n",
    "* **[MIMIC CXR](https://physionet.org/content/mimic-cxr/2.0.0/#files-panel)**:\n",
    "\n",
    "The MIMIC-CXR (Medical Information Mart for Intensive Care, Chest X-Ray) dataset is a large, publicly available collection of chest radiographs with associated radiology reports. It was developed by the MIT Lab for Computational Physiology and provides an extensive resource for training and evaluating machine learning models in the field of medical imaging, particularly in automated radiograph interpretation and natural language processing for clinical narratives.\n",
    "\n",
    "The dataset comprises over 370,000 chest x-ray images from more than 65,000 patients, making it one of the largest available datasets of its kind. The images are accompanied by structured labels derived from the associated radiology reports, using natural language processing techniques to extract findings and diagnoses. This allows for a wide range of applications, including disease detection, image captioning, and report generation.\n",
    "\n",
    "In this case we did a preprocessing of MIMIC CXR so we are only using the RGB images in a 224x224 resolution. You should preprocess the dataset to have the same format 224x224 and place the files under datasets/mimic/images/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e77f28e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "train = pd.read_csv('datasets/mimic/mimic/train.csv')[['path', 'race_label', 'sex_label', 'disease_label', 'subject_id', 'study_id']]\n",
    "test = pd.read_csv('datasets/mimic/mimic/test.csv')[['path', 'race_label', 'sex_label', 'disease_label', 'subject_id', 'study_id']]\n",
    "val = pd.read_csv('datasets/mimic/mimic/valid.csv')[['path', 'race_label', 'sex_label', 'disease_label', 'subject_id', 'study_id']]\n",
    "\n",
    "# Add a 'split' column to each dataframe\n",
    "train['split'] = 'train'\n",
    "test['split'] = 'test'\n",
    "val['split'] = 'val'\n",
    "\n",
    "# Concatenate the dataframes\n",
    "df = pd.concat([train, test, val], ignore_index=True)\n",
    "\n",
    "# Path to clinical notes:\n",
    "text_path = pd.read_csv('datasets/mimic/cxr-study-list.csv')\n",
    "text_path.rename(columns={'path': 'file_path'}, inplace=True)\n",
    "\n",
    "# Merge:\n",
    "df = pd.merge(df, text_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "63c3dbcb",
   "metadata": {},
   "outputs": [
    {
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       "      <th>path</th>\n",
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       "      <td>FINAL REPORT\\...</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "                                                     path  race_label  \\\n",
       "0       p19/p19702416/s51321189/d85c9f15-f0f84927-761f...           0   \n",
       "1       p13/p13339704/s51292704/0024603b-12db30e2-ab32...           2   \n",
       "2       p13/p13339704/s51292704/7953848d-2411f0df-859f...           2   \n",
       "3       p12/p12668169/s54048859/8a4aaaee-55fcf98f-a036...           0   \n",
       "4       p10/p10309415/s58144222/9886b0fe-9121c65e-c8d7...           0   \n",
       "...                                                   ...         ...   \n",
       "153123  p14/p14476373/s53343726/f231fe18-30e5023f-617d...           0   \n",
       "153124  p12/p12491157/s54173393/6aa095e2-8ec1eeae-432f...           0   \n",
       "153125  p14/p14036332/s52691805/f52e19e0-9569d75a-7c2e...           0   \n",
       "153126  p10/p10972527/s53691151/f4f75648-baff1e55-0086...           0   \n",
       "153127  p17/p17125250/s53917291/eb3d4f22-ba546ba4-c1c0...           0   \n",
       "\n",
       "        sex_label  disease_label  subject_id  study_id  split  \\\n",
       "0               0              3    19702416  51321189  train   \n",
       "1               0              3    13339704  51292704  train   \n",
       "2               0              3    13339704  51292704  train   \n",
       "3               0              3    12668169  54048859  train   \n",
       "4               0              3    10309415  58144222  train   \n",
       "...           ...            ...         ...       ...    ...   \n",
       "153123          0              0    14476373  53343726    val   \n",
       "153124          0              3    12491157  54173393    val   \n",
       "153125          0              2    14036332  52691805    val   \n",
       "153126          0              3    10972527  53691151    val   \n",
       "153127          1              0    17125250  53917291    val   \n",
       "\n",
       "                                               file_path  \\\n",
       "0       datasets/mimic/files/p19/p19702416/s51321189.txt   \n",
       "1       datasets/mimic/files/p13/p13339704/s51292704.txt   \n",
       "2       datasets/mimic/files/p13/p13339704/s51292704.txt   \n",
       "3       datasets/mimic/files/p12/p12668169/s54048859.txt   \n",
       "4       datasets/mimic/files/p10/p10309415/s58144222.txt   \n",
       "...                                                  ...   \n",
       "153123  datasets/mimic/files/p14/p14476373/s53343726.txt   \n",
       "153124  datasets/mimic/files/p12/p12491157/s54173393.txt   \n",
       "153125  datasets/mimic/files/p14/p14036332/s52691805.txt   \n",
       "153126  datasets/mimic/files/p10/p10972527/s53691151.txt   \n",
       "153127  datasets/mimic/files/p17/p17125250/s53917291.txt   \n",
       "\n",
       "                                                     text  \n",
       "0                                        FINAL REPORT\\...  \n",
       "1                                        FINAL REPORT\\...  \n",
       "2                                        FINAL REPORT\\...  \n",
       "3                                        FINAL REPORT\\...  \n",
       "4                                        FINAL REPORT\\...  \n",
       "...                                                   ...  \n",
       "153123                                   FINAL REPORT\\...  \n",
       "153124                                   FINAL REPORT\\...  \n",
       "153125                                   FINAL REPORT\\...  \n",
       "153126                                   FINAL REPORT\\...  \n",
       "153127                                   FINAL REPORT\\...  \n",
       "\n",
       "[153128 rows x 9 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Prepend 'file/' to each path\n",
    "df['file_path'] = 'datasets/mimic/' + df['file_path']\n",
    "\n",
    "# Function to read text file content\n",
    "def read_text_file(path):\n",
    "    try:\n",
    "        with open(path, 'r') as file:\n",
    "            return file.read()\n",
    "    except FileNotFoundError:\n",
    "        return \"File not found\"\n",
    "\n",
    "# Apply the function to each row in the dataframe to create the 'text' column\n",
    "df['text'] = df['file_path'].apply(read_text_file)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5e2d4a55",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('datasets/mimic/labels.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecc256fe-6f91-4c84-9e9d-5572103116a6",
   "metadata": {},
   "source": [
    "# 9. mBRSET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d3a61935-e2cc-49b4-9915-fea4c51153d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['images_224', 'labels_mbrset.csv', 'images']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "dataset_path = \"/gpfs/workdir/restrepoda/datasets/mBRSET/mbrset\"\n",
    "\n",
    "#pd.read_csv\n",
    "os.listdir(dataset_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a8f44248-16c3-417f-a317-2a9eae95eece",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5164 entries, 0 to 5163\n",
      "Data columns (total 24 columns):\n",
      " #   Column                       Non-Null Count  Dtype  \n",
      "---  ------                       --------------  -----  \n",
      " 0   patient                      5164 non-null   int64  \n",
      " 1   age                          5164 non-null   object \n",
      " 2   sex                          5164 non-null   int64  \n",
      " 3   dm_time                      5108 non-null   float64\n",
      " 4   insulin                      5116 non-null   float64\n",
      " 5   insulin_time                 1016 non-null   float64\n",
      " 6   oraltreatment_dm             5120 non-null   float64\n",
      " 7   systemic_hypertension        5120 non-null   float64\n",
      " 8   insurance                    5116 non-null   float64\n",
      " 9   educational_level            5112 non-null   float64\n",
      " 10  alcohol_consumption          5088 non-null   float64\n",
      " 11  smoking                      5076 non-null   float64\n",
      " 12  obesity                      5088 non-null   float64\n",
      " 13  vascular_disease             5088 non-null   float64\n",
      " 14  acute_myocardial_infarction  5080 non-null   float64\n",
      " 15  nephropathy                  5084 non-null   float64\n",
      " 16  neuropathy                   5088 non-null   float64\n",
      " 17  diabetic_foot                5056 non-null   float64\n",
      " 18  file                         5164 non-null   object \n",
      " 19  laterality                   5164 non-null   object \n",
      " 20  final_artifacts              5164 non-null   object \n",
      " 21  final_quality                5164 non-null   object \n",
      " 22  final_icdr                   4884 non-null   float64\n",
      " 23  final_edema                  4899 non-null   object \n",
      "dtypes: float64(16), int64(2), object(6)\n",
      "memory usage: 968.4+ KB\n"
     ]
    }
   ],
   "source": [
    "pd.read_csv(f'{dataset_path}/labels_mbrset.csv').info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "19591450-0c38-4dda-9c01-fb699b6b8bae",
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_patient_text(row):\n",
    "    \"\"\"\n",
    "    Generates a descriptive text for each patient based on their characteristics,\n",
    "    including educational level.\n",
    "    \"\"\"\n",
    "    \n",
    "    # Helper function to format binary values\n",
    "    def binary_to_text(value, true_text, false_text):\n",
    "        return true_text if value == 1 else false_text\n",
    "    \n",
    "    # Map for educational levels\n",
    "    education_map = {\n",
    "        1.0: \"illiterate\",\n",
    "        2.0: \"with incomplete primary education\",\n",
    "        3.0: \"with complete primary education\",\n",
    "        4.0: \"with incomplete secondary education\",\n",
    "        5.0: \"with complete secondary education\",\n",
    "        6.0: \"with incomplete tertiary education\",\n",
    "        7.0: \"with complete tertiary education\"\n",
    "    }\n",
    "    \n",
    "    # Age description\n",
    "    age_description = f\"aged {row['age']} years\" if not pd.isnull(row['age']) else \"with age not reported\"\n",
    "    \n",
    "    # Sex description\n",
    "    sex_description = \"male\" if row['sex'] == 1 else \"female\" if row['sex'] == 0 else \"sex not reported\"\n",
    "    \n",
    "    # Diabetes duration description\n",
    "    dm_duration = f\"diagnosed with diabetes for {row['dm_time']} years\" if not pd.isnull(row['dm_time']) else \"with no reported diabetes duration\"\n",
    "    \n",
    "    # Insulin use description\n",
    "    insulin_use = binary_to_text(row['insulin'], \"using insulin\", \"not using insulin\")\n",
    "    \n",
    "    # Oral treatment description\n",
    "    oral_treatment = binary_to_text(row['oraltreatment_dm'], \"on oral treatment for diabetes\", \"not on oral treatment for diabetes\")\n",
    "    \n",
    "    # Systemic hypertension description\n",
    "    hypertension = binary_to_text(row['systemic_hypertension'], \"with systemic hypertension\", \"without systemic hypertension\")\n",
    "    \n",
    "    # Alcohol consumption description\n",
    "    alcohol_use = binary_to_text(row['alcohol_consumption'], \"consumes alcohol\", \"does not consume alcohol\")\n",
    "    \n",
    "    # Smoking description\n",
    "    smoking = binary_to_text(row['smoking'], \"smokes\", \"does not smoke\")\n",
    "    \n",
    "    # Obesity description\n",
    "    obesity = binary_to_text(row['obesity'], \"with obesity\", \"without obesity\")\n",
    "    \n",
    "    # Vascular disease description\n",
    "    vascular_disease = binary_to_text(row['vascular_disease'], \"has vascular disease\", \"does not have vascular disease\")\n",
    "    \n",
    "    # Acute myocardial infarction description\n",
    "    myocardial_infarction = binary_to_text(row['acute_myocardial_infarction'], \"has a history of acute myocardial infarction\", \"no history of acute myocardial infarction\")\n",
    "    \n",
    "    # Nephropathy description\n",
    "    nephropathy = binary_to_text(row['nephropathy'], \"with nephropathy\", \"without nephropathy\")\n",
    "    \n",
    "    # Neuropathy description\n",
    "    neuropathy = binary_to_text(row['neuropathy'], \"with neuropathy\", \"without neuropathy\")\n",
    "    \n",
    "    # Diabetic foot description\n",
    "    diabetic_foot = binary_to_text(row['diabetic_foot'], \"has diabetic foot\", \"does not have diabetic foot\")\n",
    "    \n",
    "    # Educational level description\n",
    "    education_description = education_map.get(row['educational_level'], \"with no educational level reported\")\n",
    "    \n",
    "    # Generate the full description\n",
    "    description = (\n",
    "        f\"A {sex_description} patient {age_description}, {dm_duration}, {insulin_use}, and {oral_treatment}. \"\n",
    "        f\"The patient is {hypertension}, {alcohol_use}, {smoking}, {obesity}, and {vascular_disease}. \"\n",
    "        f\"Medical history includes: {myocardial_infarction}, {nephropathy}, {neuropathy}, and {diabetic_foot}. \"\n",
    "        f\"The patient is {education_description}.\"\n",
    "    )\n",
    "    \n",
    "    return description\n",
    "\n",
    "\n",
    "def mbrset_preprocessing(dataset_path, filename='labels_mbrset.csv', output_filename='labels.csv'):\n",
    "    # Load the dataset\n",
    "    df = pd.read_csv(f'{dataset_path}/{filename}')\n",
    "\n",
    "    # Create the 'text' column with conditions\n",
    "    df['text'] = df.apply(generate_patient_text, axis=1)\n",
    "\n",
    "    # Drop all columns except for 'image_id', 'DR_ICDR', and 'text'\n",
    "    df.rename(columns={'final_icdr': 'DR_ICDR'}, inplace=True)\n",
    "    df = df[['file', 'DR_ICDR', 'text']]\n",
    "    \n",
    "    df.to_csv('prompt_eg.csv', index=False)\n",
    "\n",
    "    df.dropna(subset = ['DR_ICDR'], inplace=True)\n",
    "\n",
    "    # Create DR_2 and DR_3 columns from DR_ICDR\n",
    "    df['DR_2'] = df['DR_ICDR'].apply(lambda x: 1 if x > 0 else 0)\n",
    "    df['DR_3'] = df['DR_ICDR'].apply(lambda x: 2 if x == 4 else (1 if x in [1, 2, 3] else 0))\n",
    "\n",
    "    # Create a 'split' column\n",
    "    df['split'] = 'train'\n",
    "    # Stratify split by 'DR_ICDR'\n",
    "    train_idx, test_idx = train_test_split(df.index, test_size=0.2, stratify=df['DR_ICDR'], random_state=42)\n",
    "    df.loc[test_idx, 'split'] = 'test'  # Update 'split' for test set\n",
    "\n",
    "    # Save the processed dataframe to a new CSV file\n",
    "    df.to_csv(f'{dataset_path}/{output_filename}', index=False)\n",
    "\n",
    "    print(f\"Processed dataset saved as {output_filename} in {dataset_path}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b80c90af-ade5-405e-8614-d77643400f91",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed dataset saved as labels.csv in /gpfs/workdir/restrepoda/datasets/mBRSET/mbrset\n"
     ]
    }
   ],
   "source": [
    "mbrset_preprocessing(dataset_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ec149be",
   "metadata": {},
   "source": [
    "# 10. Joslin Center Data\n",
    "\n",
    "This is a private data set. Use the function `joslin_preprocessing` to preprocess the dataset. These function will generate the following structure:\n",
    "\n",
    "* joslin/\n",
    "    * labels.csv\n",
    "    * Images/\n",
    "        * img_1\n",
    "        * img_2\n",
    "         \n",
    "         ...\n",
    "         \n",
    "        * img_n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0d55c732",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed dataset saved as labels.csv in datasets/joslin\n"
     ]
    }
   ],
   "source": [
    "output_dir = 'datasets/joslin'\n",
    "joslin_preprocessing(output_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc2b9845-db20-476c-9c4b-cbcfec4d17ec",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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