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Create utils/stac_client.py
Browse files- src/utils/stac_client.py +199 -0
src/utils/stac_client.py
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| 1 |
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import io
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| 2 |
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from datetime import datetime, timedelta
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| 3 |
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import random
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import requests
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from pystac_client import Client
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import os
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from src.auth.auth import get_direct_access_token
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from src.utils.image import extract_url_after_filename
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class ProductDownloader:
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| 13 |
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"""
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| 14 |
+
Class for downloading products from Copernicus Data Space Ecosystem.
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+
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+
This class provides methods to download products using an S3 client connection,
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| 17 |
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either as in-memory content (bytes) or as files saved to disk.
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| 18 |
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"""
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def __init__(self, s3_client, bucket_name='eodata'):
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"""
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Initialize the product downloader with an S3 client.
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Args:
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| 25 |
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s3_client: The boto3 S3 client to use for downloads
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bucket_name (str): The S3 bucket name where products are stored (default: 'eodata')
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| 27 |
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"""
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self.s3_client = s3_client
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| 30 |
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self.bucket_name = bucket_name
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def get_product_content(self, product_path):
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| 34 |
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"""
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Download a Sentinel-2 product directly from Copernicus Data Space Ecosystem as a bytes object.
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Args:
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product_path (str): S3 key or full S3 URI to the product
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Returns:
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bytes: The product content as bytes
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str: The filename of the product
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"""
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# Extract S3 key if full URI is provided
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# Extract the filename from the path
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_, filename = os.path.split(product_path)
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# Download the file to a bytes buffer
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try:
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# Create a bytes buffer
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buffer = io.BytesIO()
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# Download the file to the buffer using the client
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self.s3_client.download_fileobj(self.bucket_name, product_path, buffer)
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# Reset buffer position to the start
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buffer.seek(0)
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# Get the bytes
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product_content = buffer.getvalue()
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print(f"Successfully downloaded product: {filename}")
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# Return both the bytes and the filename
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return product_content, filename
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except Exception as e:
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print(f"Error downloading product: {str(e)}")
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raise
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async def download_product(self, product_path, output_filename=None):
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| 72 |
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"""
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Download a Sentinel-2 product directly from Copernicus Data Space Ecosystem to disk.
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| 74 |
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Args:
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product_path (str): S3 key or full S3 URI to the product
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| 77 |
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output_filename (str, optional): Filename to save the product to.
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If None, uses the original filename.
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Returns:
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str: Path to the downloaded file
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"""
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# Extract S3 key if full URI is provided
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if product_path.startswith('s3://'):
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product_path = self.get_s3_key_from_href(product_path)
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# Extract the filename from the path
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_, filename = os.path.split(product_path)
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# Use custom filename if provided, otherwise use the original
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if output_filename is None:
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output_filename = filename
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# Download the file using the client
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| 95 |
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try:
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self.s3_client.download_file(self.bucket_name, product_path, output_filename)
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print(f"Successfully downloaded product {filename} to {output_filename}")
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return output_filename
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| 99 |
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except Exception as e:
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print(f"Error downloading product: {str(e)}")
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| 101 |
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raise
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| 103 |
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from src.auth.auth import get_direct_access_token
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from src.utils.image import extract_url_after_filename
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| 105 |
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def download_sentinel_image(username, password, start_date, end_date,
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| 107 |
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bbox=[-180, -90, 180, 90], limit=10):
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"""
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| 109 |
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Download a random Sentinel-2 image based on criteria.
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| 110 |
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Args:
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| 112 |
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username (str): DESTINE username
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password (str): DESTINE password
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| 114 |
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# date_range (str): Date range in format "YYYY-MM-DD/YYYY-MM-DD"
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cloud_cover (int, optional): Maximum cloud cover percentage
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bbox (list): Bounding box coordinates [west, south, east, north]
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| 117 |
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limit (int): Maximum number of results to return
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| 118 |
+
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| 119 |
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Returns:
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| 120 |
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tuple: (image_content or error_message, metadata)
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| 121 |
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"""
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| 122 |
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# Get access token
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| 123 |
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token_result = get_direct_access_token(username=username, password=password)
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| 124 |
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if not token_result:
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| 125 |
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return "Failed to authenticate", None
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| 126 |
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| 127 |
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access_token = token_result["access_token"]
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| 128 |
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| 129 |
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# Set up STAC API client
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| 130 |
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stac_base_url = "https://cachea.destine.eu"
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| 131 |
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stac_url = f"{stac_base_url}/stac/api"
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| 132 |
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catalog = Client.open(stac_url)
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| 133 |
+
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| 134 |
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start_date = datetime.strptime(start_date, "%Y-%m-%d")
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| 135 |
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end_date = datetime.strptime(end_date, "%Y-%m-%d")
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| 136 |
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days_between = (end_date - start_date).days
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| 137 |
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random_start_day = random.randint(0, days_between - 7) # Ensure we have 7 days
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| 138 |
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random_start_date = start_date + timedelta(days=random_start_day)
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| 139 |
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random_end_date = random_start_date + timedelta(days=1)
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| 140 |
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| 141 |
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# Format dates for the API
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| 142 |
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start_date_str = random_start_date.strftime("%Y-%m-%d")
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| 143 |
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end_date_str = random_end_date.strftime("%Y-%m-%d")
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| 144 |
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| 145 |
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# Build search parameters
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| 146 |
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search_params = {
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| 147 |
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"method": "GET",
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| 148 |
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"collections": ["SENTINEL-2"],
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| 149 |
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"bbox": bbox,
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| 150 |
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"datetime": f"{start_date_str}/{end_date_str}",
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| 151 |
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"limit": limit
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| 152 |
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}
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| 153 |
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| 154 |
+
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| 155 |
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# Search for Sentinel-2 images
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| 156 |
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search = catalog.search(**search_params)
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| 157 |
+
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| 158 |
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# Get a list of items
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| 159 |
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items = list(search.items())
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| 160 |
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if not items:
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| 161 |
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return "No Sentinel-2 images found", None
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| 162 |
+
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| 163 |
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# Select a random item
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| 164 |
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random_item = random.choice(items)
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| 165 |
+
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| 166 |
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# Get metadata for the selected item
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| 167 |
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metadata = {
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| 168 |
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"id": random_item.id,
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| 169 |
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"datetime": random_item.datetime.strftime("%Y-%m-%d %H:%M:%S"),
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| 170 |
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"bbox": random_item.bbox,
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| 171 |
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}
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| 172 |
+
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| 173 |
+
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| 174 |
+
# Get the assets of the random item
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| 175 |
+
assets = random_item.assets
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| 176 |
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asset_keys = list(assets.keys())
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| 177 |
+
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| 178 |
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# Filter the assets to get the one that ends with *_TCI_60m.jp2
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| 179 |
+
tci_assets = [assets[key].href for key in asset_keys if assets[key].href.endswith('_TCI_60m.jp2')]
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| 180 |
+
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| 181 |
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if not tci_assets:
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| 182 |
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return "No TCI assets found in the selected image", None
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| 183 |
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| 184 |
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filepath = extract_url_after_filename(tci_assets[0])
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| 185 |
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metadata["filename"] = os.path.basename(filepath)
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| 186 |
+
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| 187 |
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# Download the file
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| 188 |
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url = f"{stac_base_url}/stac/download?filename={filepath}"
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| 189 |
+
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| 190 |
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headers = {
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| 191 |
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'Authorization': f'Bearer {access_token}'
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| 192 |
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}
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| 193 |
+
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| 194 |
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response = requests.post(url, headers=headers, data={})
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| 195 |
+
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| 196 |
+
if response.status_code == 200:
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| 197 |
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return response.content, metadata
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| 198 |
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else:
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| 199 |
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return f"Failed to download the file. Status code: {response.status_code}", None
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