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March 11, 2025 23:46
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Earth Engine Asset Management: Batch Renaming and Organizing Collections
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{ | |
"nbformat": 4, | |
"nbformat_minor": 0, | |
"metadata": { | |
"colab": { | |
"provenance": [] | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Earth Engine Asset Management: Batch Renaming and Organizing Collections\n", | |
"\n", | |
"\n", | |
"---\n", | |
"\n", | |
"\n", | |
"This notebook demonstrates how to safely rename and reorganize Earth Engine assets at scale. It's useful when you need to migrate assets to a new collection or update naming conventions across thousands of images.\n", | |
"<br>\n", | |
"<br>\n", | |
"Benny Istanto, GOST/DEC Data Group/The World Bank\n", | |
"\n", | |
"\n", | |
"---\n", | |
"\n" | |
], | |
"metadata": { | |
"id": "KfRE7wayBoBh" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Step 1: Install Earth Engine API\n", | |
"\n", | |
"This step installs the Earth Engine Python API which provides programmatic access to the Earth Engine platform.\n" | |
], | |
"metadata": { | |
"id": "AD3HyZ8ZB3qF" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"!pip install earthengine-api" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "-aiN6n6Z8T-S", | |
"outputId": "9ffa3f55-017c-4aa3-ca02-d974bb2a5354" | |
}, | |
"execution_count": 1, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Requirement already satisfied: earthengine-api in /usr/local/lib/python3.11/dist-packages (1.5.5)\n", | |
"Requirement already satisfied: google-cloud-storage in /usr/local/lib/python3.11/dist-packages (from earthengine-api) (2.19.0)\n", | |
"Requirement already satisfied: google-api-python-client>=1.12.1 in /usr/local/lib/python3.11/dist-packages (from earthengine-api) (2.160.0)\n", | |
"Requirement already satisfied: google-auth>=1.4.1 in /usr/local/lib/python3.11/dist-packages (from earthengine-api) (2.38.0)\n", | |
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] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Step 2: Authenticate and Initialize Earth Engine\n", | |
"\n", | |
"This step handles authentication with your Google account and initializes the Earth Engine library with your project ID. You'll need to follow the authentication flow when prompted and enter the authorization code.\n" | |
], | |
"metadata": { | |
"id": "lJIE7wUkBo5z" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import ee\n", | |
"\n", | |
"# Trigger the authentication flow\n", | |
"ee.Authenticate()\n", | |
"\n", | |
"# Initialize the library with your GCP project\n", | |
"# Replace \"your-project-name\" with your actual Google Cloud project ID\n", | |
"ee.Initialize(project=\"ee-bennyistanto-personal\")\n", | |
"print(ee.String('Hello from the Earth Engine servers!').getInfo())" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "Y31OAfO28Tys", | |
"outputId": "29e0532d-2f41-4af9-e1bf-f88c6cf84605" | |
}, | |
"execution_count": 13, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Hello from the Earth Engine servers!\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Step 3: Batch Asset Transfer and Renaming\n", | |
"\n", | |
"This script performs a batch operation to copy assets from one collection to another with new names. It includes several important features:\n", | |
"\n", | |
"- Processes assets in manageable batches to avoid timeouts\n", | |
"- Includes multiple retry attempts for each asset\n", | |
"- Tracks progress and logs all operations\n", | |
"- Handles errors gracefully without stopping the entire process\n", | |
"- Saves detailed logs that can be used to resume failed operations\n", | |
"\n", | |
"The script will copy assets from the source collection to the target collection with the new naming convention. By default, it doesn't delete the original assets for safety." | |
], | |
"metadata": { | |
"id": "QuF9DHm8BqGc" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "ihAZgb-87qPW", | |
"outputId": "bdc74349-cb1c-46e8-884a-19d89e1c844f" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Earth Engine initialized successfully\n", | |
"Target collection exists: projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos\n", | |
"Fetching source assets from projects/ee-bennyistanto/assets/ERA5Land_ET0...\n", | |
"Found 10958 assets to process\n", | |
"\n", | |
"Processing batch 1/220 (50 assets)\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951009 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951009\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951010 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951010\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951011 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951011\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951012 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951012\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951013 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951013\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951014 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951014\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951015 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951015\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951016 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951016\n", | |
"Progress log saved to asset_transfer_log_20250311_161759.csv\n", | |
"Pausing for 3 seconds before next batch...\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951017 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951017\n" | |
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" Successfully processed: projects/ee-bennyistanto/assets/ERA5Land_ET0/wld_era5land_et0_19951018 -> projects/ee-bennyistanto/assets/ERA5Land_FAO56_ETos/wld_cli_era5land_fao56_etos_19951018\n" | |
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