This project automatically downloads taxon-specific images from the GBIF API (https://techdocs.gbif.org/en/openapi/), processes them, and stores both images and metadata in a taxonomically organized structure in a MinIO (https://www.min.io/) bucket.
Project description
🌳 GBIF Image Downloader
This project automatically downloads taxon-specific images from the GBIF API, processes them, and stores both images and metadata in a taxonomically organized structure in a MinIO bucket.
Features
- Loads Latin taxon names from
.csvor.xlsxfiles - Resolves
taxonKeysautomatically via the GBIF API - Downloads associated media (images) from GBIF
- Stores metadata and images in a taxonomic folder structure in MinIO
- Optionally processes only new GBIF occurrences (
crawl_new_entries) - Multithreading for parallel processing and uploads
- Logging directly to MinIO
Usage
Installation
Install dependencies via:
pip install -r requirements.txt
1. Prepare your input file
Create a .csv or .xlsx file with at least the following column:
| latin_name |
|---|
| Quercus robur |
| Fagus sylvatica |
2. Adjust your configuration
Edit the file config/config.yaml to set your MinIO connection, output paths, and processing options.
A typical configuration looks like this:
minio:
bucket: meinewaldki-gbif # Name of your MinIO bucket
endpoint: s3.anhalt.ai # MinIO/S3 endpoint URL
secure: true # Use HTTPS (true/false)
cert_check: true # Check SSL certificates (true/false)
paths:
output: gbif-test/ # Output directory for images and metadata
tree_list_input_path: data/tree_list.xlsx # Path to your input taxon list
processed_tree_list_path: data/species_key.csv # Path for the processed taxonKey list
log_dir: logs/ # Directory for log files
query_params:
mediaType: StillImage # Only download images
limit: 100 # Number of records per API call
offset: 0 # Start offset
options:
already_preprocessed: True # Set False to process the taxon list again
crawl_new_entries: False # Only process new occurrences if True
max_threads: 10 # Number of parallel threads for downloads/uploads
Query Parameters for GBIF API URL
The parameters used to build the GBIF API request URL are defined in the query_params section of your
config/config.yaml. These parameters control which records are fetched from the GBIF API.
Supported parameters:
mediaType(e.g.StillImage): Only download records with images.taxonKey: The taxon key.datasetKey: Filter by dataset.country: Filter by country code (e.g.DEfor Germany).hasCoordinate: Only records with coordinates (trueorfalse).year,month: Filter by year or month of occurrence.basisOfRecord: Type of record (e.g.HUMAN_OBSERVATION).recordedBy: Filter by collector/observer.institutionCode,collectionCode: Filter by institution or collection.limit: Number of records per API call (pagination, max. 300).offset: Start offset for pagination.
How it works:
- All parameters in
query_paramsare automatically validated at startup. - Only the above parameters are allowed. Invalid parameters will cause the program to stop with an error.
3. Process taxonKey list and resolve taxonKeys
from anhaltai.gbif_downloader.tree_list_processor import TreeListProcessor
processor = TreeListProcessor(input_path="data/tree_list.xlsx",
sheet_name="Gehölzarten", taxon="speciesKey")
processor.process_tree_list(output_path="data/species_key.csv")
4. Download media and metadata from GBIF
Run the main program:
PYTHONPATH=src python3 src/gbif_extractor/main.py
Note:
- MinIO credentials must be set in
.envsee.env-examplefor the required format. - Log files are automatically uploaded to MinIO.
- Parallel processing and uploads are controlled by a configurable thread limit.
- Semaphores are used in this project to control the number of concurrent threads during uploads to MinIO.
- The program will skip old entries if
crawl_new_entriesis set toTrue.
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