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🚀 Getting Started

  • Getting Started
    • Installation
      • Basic Installation
      • Optional Dependencies
        • For Spatial Analysis
        • For Raster Reading
        • For Complete Installation (Recommended)
        • None Dependencies
      • Development Installation
      • Verify Installation
      • Dependencies
        • Core Dependencies
        • Optional Dependencies
        • CLI Dependencies (Optional)
      • System Requirements
    • Quick Start Guide
      • 30-Second Example
      • 5-Minute Tutorial
        • Step 1: Import and Setup
        • Step 2: Search for Data
        • Step 3: Work with Results
      • Compare Providers
      • Key Concepts
      • Command Line Interface
      • Next Steps
    • Configuration Reference
      • Overview
      • Global Configuration
        • set_global_config
        • get_global_config
      • Environment-Specific Configuration
      • Performance Optimization
        • optimize_for_large_datasets
      • Configuration Profiles
      • Dynamic Configuration
      • Configuration Validation
      • Configuration Persistence
      • Best Practices
      • See Also
    • First Steps
      • Understanding Core Concepts
        • STAC (SpatioTemporal Asset Catalog)
        • Providers and Collections
      • Your First Search
        • Basic Search Parameters
        • Understanding Bounding Boxes
        • Working with Search Results
      • Understanding Assets
        • Asset Naming Conventions
        • Working with Assets
      • Getting URLs and Reading Data
        • URL Generation
        • Reading Data with Different Libraries
        • Basic Analysis Example
      • Quality Filtering
        • Cloud Cover Filtering
        • Advanced Search Filters
      • Data Organization and Download
        • Understanding Download Options
        • Folder Organization
        • Progress Tracking
      • Common Workflow Patterns
        • Pattern 1: Data Discovery
        • Pattern 2: Quality Assessment
        • Pattern 3: Progressive Download
      • Command Line Basics
        • Essential CLI Commands
        • Getting Help
      • Next Steps and Best Practices
        • Best Practices for Beginners
        • Performance Tips
        • Common Mistakes to Avoid
        • Ready for More?
    • What You’ll Learn
    • Prerequisites
    • What is Open Geodata API?
    • Supported Data Sources
    • Quick Overview
    • Learning Path
    • Next Steps
    • Need Help?
  • Installation
    • Basic Installation
    • Optional Dependencies
      • For Spatial Analysis
      • For Raster Reading
      • For Complete Installation (Recommended)
      • None Dependencies
    • Development Installation
    • Verify Installation
    • Dependencies
      • Core Dependencies
      • Optional Dependencies
      • CLI Dependencies (Optional)
    • System Requirements
  • Quick Start Guide
    • 30-Second Example
    • 5-Minute Tutorial
      • Step 1: Import and Setup
      • Step 2: Search for Data
      • Step 3: Work with Results
    • Compare Providers
    • Key Concepts
    • Command Line Interface
    • Next Steps
  • Configuration Reference
    • Overview
    • Global Configuration
      • set_global_config
        • set_global_config()
      • get_global_config
        • get_global_config()
    • Environment-Specific Configuration
    • Performance Optimization
      • optimize_for_large_datasets
        • optimize_for_large_datasets()
    • Configuration Profiles
    • Dynamic Configuration
    • Configuration Validation
    • Configuration Persistence
    • Best Practices
    • See Also
  • First Steps
    • Understanding Core Concepts
      • STAC (SpatioTemporal Asset Catalog)
      • Providers and Collections
    • Your First Search
      • Basic Search Parameters
      • Understanding Bounding Boxes
      • Working with Search Results
    • Understanding Assets
      • Asset Naming Conventions
      • Working with Assets
    • Getting URLs and Reading Data
      • URL Generation
      • Reading Data with Different Libraries
      • Basic Analysis Example
    • Quality Filtering
      • Cloud Cover Filtering
      • Advanced Search Filters
    • Data Organization and Download
      • Understanding Download Options
      • Folder Organization
      • Progress Tracking
    • Common Workflow Patterns
      • Pattern 1: Data Discovery
      • Pattern 2: Quality Assessment
      • Pattern 3: Progressive Download
    • Command Line Basics
      • Essential CLI Commands
      • Getting Help
    • Next Steps and Best Practices
      • Best Practices for Beginners
      • Performance Tips
      • Common Mistakes to Avoid
      • Ready for More?
  • Universal Catalog Quick Start
    • Installation
    • Basic Usage
    • Supported STAC APIs
    • Next Steps
  • Universal Catalog Authentication
    • Authentication Methods
      • Bearer Token Authentication
      • Custom Headers
      • Combined Authentication
      • No Authentication
    • Getting Authentication Tokens
      • DLR EOC STAC Catalog
      • OpenEO
    • Environment Variables
    • Configuration File
    • Security Best Practices
    • Troubleshooting Authentication

💡 Examples & Tutorials

  • Examples
    • Basic Examples
      • Finding Available Data
      • Geographic Data Search
      • Working with Search Results
      • Getting Data URLs
      • Using URLs with Different Packages
    • Example Notebooks
      • Jupyter Notebooks
        • Available Notebooks
        • Quick Start
        • Notebook Descriptions
        • Requirements
        • Interactive Features
        • Contributing Notebooks
      • Sentinel-2 Analysis Notebook
        • Notebook Overview
        • Prerequisites
        • Notebook Sections
        • Download and Run
        • Key Learning Outcomes
        • Extensions
    • Quick Reference
  • Real-World Examples
    • Agricultural Monitoring
      • Crop Health Assessment with NDVI
    • Environmental Monitoring
      • Water Body Change Detection
    • Urban Development Analysis
      • Built-up Area Expansion
    • Climate Research
      • Temperature Trend Analysis
    • Disaster Response
      • Flood Extent Mapping
    • Multi-Sensor Analysis
      • Cross-Platform Data Fusion
    • Production Pipeline Example
      • Automated Monitoring System
  • Integration Examples
    • Integration with Dask
      • Parallel Processing Large Datasets
    • Integration with GeoPandas
      • Spatial Analysis with Vector Data
    • Integration with Plotly
      • Interactive Visualizations
    • Integration with Jupyter Widgets
      • Interactive Notebooks
    • Integration with MLflow
      • Experiment Tracking
    • Integration with Streamlit
      • Web Applications
  • Universal Catalog Usage Examples
    • Example 1: Basic Connection and Search
    • Example 2: Authenticated Access
    • Example 3: Multi-Provider Comparison
    • Example 4: Custom Headers and Configuration
    • Example 5: Band Name Mapping
    • Example 6: Error Handling
    • Example 7: Export and Download Workflow
    • Example 8: OpenEO Integration

📚 API Reference

  • API Reference
    • Core Classes
      • STACItem
        • STACItem
      • STACItemCollection
        • STACItemCollection
      • STACAsset
        • STACAsset
      • STACSearch
        • STACSearch
      • Common Patterns
        • Working with Multiple Items
        • Provider-Agnostic Asset Access
        • Data Conversion
        • Error Handling
    • Client Classes
      • BaseAPIClient
        • BaseSTACClient
      • PlanetaryComputerCollections
        • PlanetaryComputerCollections
      • EarthSearchCollections
        • EarthSearchCollections
      • Client Comparison
        • Feature Comparison
        • When to Use Which
      • Multi-Client Workflows
        • Using Both Clients
        • Unified Search Interface
      • Error Handling
        • Client Error Patterns
        • Connection Issues
      • Best Practices
        • Client Configuration
        • Resource Management
    • Utility Functions Reference
      • Overview
      • Filtering Functions
        • filter_by_cloud_cover
        • filter_by_date_range
        • filter_by_geometry
      • Download Functions
        • download_datasets
        • download_url
        • download_items
        • download_seasonal_data
      • URL Management Functions
        • is_url_expired
        • is_signed_url
        • re_sign_url_if_needed
        • validate_urls
      • Data Processing Functions
        • create_download_summary
        • export_urls_to_json
      • Batch Processing Functions
        • process_items_in_batches
        • parallel_download
      • Analysis Helper Functions
        • calculate_ndvi
        • get_statistics
      • Error Handling Functions
        • handle_download_errors
        • validate_inputs
      • Configuration Management
        • set_global_config
        • get_global_config
      • Performance Optimization
        • optimize_for_large_datasets
      • Best Practices
      • Examples Gallery
      • See Also
    • Factory Functions
      • Client Factory Functions
        • planetary_computer
        • earth_search
        • get_clients
      • Utility Factory Functions
        • create_search_config
        • create_download_config
      • Configuration Management
        • set_global_defaults
        • get_global_config
      • Validation Functions
        • validate_bbox
        • validate_datetime
      • Helper Functions
        • info
        • check_providers
      • Advanced Factory Patterns
        • Custom Client Factory
        • Configuration Builder
      • Error Handling Patterns
        • Robust Client Creation
        • Factory with Validation
    • Usage Patterns (Full API Testing)
      • Install The Module
      • Initialize Module
      • Define Clients
      • Get Available Collections
      • STACSearch API Reference
        • Get all items from search results:
        • Get item collection from search results:
        • Get items from search results (Generator):
        • Extracting Items from Generator:
        • Get Matched Items:
        • Get Total Number of items:
        • Get Search Parameters:
        • Get all Available keys:
        • Get List of all Product IDs:
        • Get your Search Fallback Methods (used for pagination):
      • STACItemCollection API Reference
        • Get a Collection:
        • Get all Items as List:
        • Get all Items as Dictionary/JSON:
        • Get all Items as geojson (geojson module required):
        • Get all Items as DataFrame (pandas module required):
        • Filter Items by Property (date, datetime, days):
        • Get all unique collection types:
        • Get the date range of the collection:
        • Get all unique item IDs/assets:
        • Get all unique asset keys:
        • Get asset by pattern/Extensions (e.g., “.xml”, “.jp2”):
        • Get all unique asset keys by collection types:
        • Get all products/items in dictionary/json format with assets keys (without links):
        • Get all products/items in list format with/without links:
        • Get all unique asset keys by collection types:
        • Get all common asset keys:
        • Get all products/items in dictionary/json format with all assets keys and urls:
        • Get all products/items in list format with specific assets keys and urls:
        • Get only image/tiff assets urls:
        • Get only spectral bands urls:
        • Get only visual assets:
        • Save the collection to a file (JSON):
        • Get collection Summary:
      • STACItem API Reference
        • Choose an Item from Search Results:
        • Get Item Details in Dictionary/JSON Format:
        • Get Item All Item Keys:
        • Get Item Properties:
        • Get Item Id:
        • Get Assets List of an Item :
        • Fetch Band URLs:
        • Get All Asset URLs:
        • Get Asset List all available asset types:
        • Get Assets with URLs by Type defaulting to “image/tiff”:
        • Get All Raster Assets and URLs:
        • Get All Metadata Assets and URLs:
        • Get Specific Band URLs:
        • Check if Item has Specific Asset:
        • Get RGB Bands URLs:
        • Get all Sentinel-2 Bands URLs:
        • Get Asset Informations
      • STACAsset API Reference
        • Get Asset Details:
    • Quick Navigation
    • Class Hierarchy
    • Usage Patterns
    • Downloadable Notebook of API References Testing:
  • Core Classes
    • STACItem
      • STACItem
        • STACItem.__init__()
        • STACItem.get()
        • STACItem.to_dict()
        • STACItem.copy()
        • STACItem.get_asset_url()
        • STACItem.get_all_asset_urls()
        • STACItem.get_assets_by_type()
        • STACItem.get_raster_assets()
        • STACItem.get_metadata_assets()
        • STACItem.list_asset_types()
        • STACItem.get_band_urls()
        • STACItem.list_assets()
        • STACItem.has_asset()
        • STACItem.get_rgb_urls()
        • STACItem.get_sentinel2_urls()
        • STACItem.print_assets_info()
    • STACItemCollection
      • STACItemCollection
        • STACItemCollection.__init__()
        • STACItemCollection.items
        • STACItemCollection.raw_items
        • STACItemCollection.get_available_bands()
        • STACItemCollection.get_all_urls()
        • STACItemCollection.get_band_urls()
        • STACItemCollection.to_simple_products_list()
        • STACItemCollection.to_list()
        • STACItemCollection.to_dict()
        • STACItemCollection.to_geojson()
        • STACItemCollection.get_all_assets()
        • STACItemCollection.get_assets_by_collection()
        • STACItemCollection.to_products_dict()
        • STACItemCollection.get_common_bands()
        • STACItemCollection.get_assets_by_pattern()
        • STACItemCollection.get_assets_by_extension()
        • STACItemCollection.get_assets_by_mime_type()
        • STACItemCollection.list_asset_extensions()
        • STACItemCollection.filter_by_cloud_cover()
        • STACItemCollection.filter_by_date_range()
        • STACItemCollection.get_unique_collections()
        • STACItemCollection.get_date_range()
        • STACItemCollection.to_dataframe()
        • STACItemCollection.to_geodataframe()
        • STACItemCollection.export_urls_json()
        • STACItemCollection.print_collection_summary()
        • STACItemCollection.check_dependencies()
    • STACAsset
      • STACAsset
        • STACAsset.__init__()
        • STACAsset.get()
        • STACAsset.to_dict()
        • STACAsset.copy()
    • STACSearch
      • STACSearch
        • STACSearch.__init__()
        • STACSearch.get_all_items()
        • STACSearch.item_collection()
        • STACSearch.items()
        • STACSearch.matched()
        • STACSearch.total_items()
        • STACSearch.search_params()
        • STACSearch.all_keys()
        • STACSearch.list_product_ids()
        • STACSearch.get_fallback_status()
        • STACSearch.set_limit_enforcement()
    • Common Patterns
      • Working with Multiple Items
      • Provider-Agnostic Asset Access
      • Data Conversion
      • Error Handling
  • Client Classes
    • BaseAPIClient
      • BaseSTACClient
        • BaseSTACClient.__init__()
        • BaseSTACClient.list_collections()
        • BaseSTACClient.search_collections()
        • BaseSTACClient.get_collection_info()
        • BaseSTACClient.collections_title()
        • BaseSTACClient.available_collections()
        • BaseSTACClient.search()
        • BaseSTACClient.create_bbox_from_center()
        • BaseSTACClient.create_geojson_polygon()
    • PlanetaryComputerCollections
      • PlanetaryComputerCollections
        • PlanetaryComputerCollections.__init__()
        • PlanetaryComputerCollections.search()
    • EarthSearchCollections
      • EarthSearchCollections
        • EarthSearchCollections.__init__()
        • EarthSearchCollections.search()
    • Client Comparison
      • Feature Comparison
      • When to Use Which
    • Multi-Client Workflows
      • Using Both Clients
      • Unified Search Interface
    • Error Handling
      • Client Error Patterns
      • Connection Issues
    • Best Practices
      • Client Configuration
      • Resource Management
  • Utility Functions Reference
    • Overview
    • Filtering Functions
      • filter_by_cloud_cover
        • filter_by_cloud_cover()
      • filter_by_date_range
        • filter_by_date_range()
      • filter_by_geometry
        • filter_by_geometry()
    • Download Functions
      • download_datasets
        • download_datasets()
      • download_url
        • download_url()
      • download_items
        • download_items()
      • download_seasonal_data
        • download_seasonal_data()
    • URL Management Functions
      • is_url_expired
        • is_url_expired()
      • is_signed_url
        • is_signed_url()
      • re_sign_url_if_needed
        • re_sign_url_if_needed()
      • validate_urls
        • validate_urls()
    • Data Processing Functions
      • create_download_summary
        • create_download_summary()
      • export_urls_to_json
        • export_urls_to_json()
    • Batch Processing Functions
      • process_items_in_batches
        • process_items_in_batches()
      • parallel_download
        • parallel_download()
    • Analysis Helper Functions
      • calculate_ndvi
        • calculate_ndvi()
      • get_statistics
        • get_statistics()
    • Error Handling Functions
      • handle_download_errors
        • handle_download_errors()
      • validate_inputs
        • validate_inputs()
    • Configuration Management
      • set_global_config
        • set_global_config()
      • get_global_config
        • get_global_config()
    • Performance Optimization
      • optimize_for_large_datasets
        • optimize_for_large_datasets()
    • Best Practices
    • Examples Gallery
    • See Also
  • Factory Functions
    • Client Factory Functions
      • planetary_computer
        • planetary_computer()
      • earth_search
        • earth_search()
      • get_clients
        • get_clients()
    • Utility Factory Functions
      • create_search_config
      • create_download_config
    • Configuration Management
      • set_global_defaults
      • get_global_config
    • Validation Functions
      • validate_bbox
      • validate_datetime
    • Helper Functions
      • info
        • info()
      • check_providers
    • Advanced Factory Patterns
      • Custom Client Factory
      • Configuration Builder
    • Error Handling Patterns
      • Robust Client Creation
      • Factory with Validation
  • Collections CLI Commands
    • Basic Usage
    • Commands Overview
      • list
      • search
      • info
    • Advanced Usage
      • Collection Comparison
      • Batch Collection Analysis
      • Filtering and Discovery
      • Collection Metadata Export
    • Working with Collection Information
      • Understanding Collection IDs
      • Asset Information
      • Temporal and Spatial Extent
    • Common Workflows
      • Collection Discovery Workflow
      • Provider Comparison Workflow
      • Collection Analysis Workflow
    • Error Handling
      • Common Issues and Solutions
      • Troubleshooting Tips
  • Usage Patterns (Full API Testing)
    • Install The Module
    • Initialize Module
    • Define Clients
    • Get Available Collections
    • STACSearch API Reference
      • Get all items from search results:
      • Get item collection from search results:
      • Get items from search results (Generator):
      • Extracting Items from Generator:
      • Get Matched Items:
      • Get Total Number of items:
      • Get Search Parameters:
      • Get all Available keys:
      • Get List of all Product IDs:
      • Get your Search Fallback Methods (used for pagination):
    • STACItemCollection API Reference
      • Get a Collection:
      • Get all Items as List:
      • Get all Items as Dictionary/JSON:
      • Get all Items as geojson (geojson module required):
      • Get all Items as DataFrame (pandas module required):
      • Filter Items by Property (date, datetime, days):
      • Get all unique collection types:
      • Get the date range of the collection:
      • Get all unique item IDs/assets:
      • Get all unique asset keys:
      • Get asset by pattern/Extensions (e.g., “.xml”, “.jp2”):
      • Get all unique asset keys by collection types:
      • Get all products/items in dictionary/json format with assets keys (without links):
      • Get all products/items in list format with/without links:
      • Get all unique asset keys by collection types:
      • Get all common asset keys:
      • Get all products/items in dictionary/json format with all assets keys and urls:
      • Get all products/items in list format with specific assets keys and urls:
      • Get only image/tiff assets urls:
      • Get only spectral bands urls:
      • Get only visual assets:
      • Save the collection to a file (JSON):
      • Get collection Summary:
    • STACItem API Reference
      • Choose an Item from Search Results:
      • Get Item Details in Dictionary/JSON Format:
      • Get Item All Item Keys:
      • Get Item Properties:
      • Get Item Id:
      • Get Assets List of an Item :
      • Fetch Band URLs:
      • Get All Asset URLs:
      • Get Asset List all available asset types:
      • Get Assets with URLs by Type defaulting to “image/tiff”:
      • Get All Raster Assets and URLs:
      • Get All Metadata Assets and URLs:
      • Get Specific Band URLs:
      • Check if Item has Specific Asset:
      • Get RGB Bands URLs:
      • Get all Sentinel-2 Bands URLs:
      • Get Asset Informations
    • STACAsset API Reference
      • Get Asset Details:
  • Universal Catalog Client API Reference
    • UniversalCatalogClient
      • UniversalCatalogClient
    • Methods
      • search()
        • search()
      • list_collections()
        • list_collections()
      • get_collections()
        • get_collections()
      • get_collection_info()
        • get_collection_info()
      • get_asset_url()
        • get_asset_url()
      • get_info()
        • get_info()
    • Factory Function
      • catalog()
    • Parameters Reference

🖥️ CLI Reference

  • CLI Reference
    • Collections Command
    • Search CLI Commands
      • Basic Usage
      • Commands Overview
        • items
        • quick
        • compare
      • Advanced Search Patterns
        • Complex JSON Queries
        • Batch Search Operations
        • Time Series Search
      • Working with Search Results
        • Analyzing Search Output
        • Chaining with Other Commands
      • Error Handling and Troubleshooting
        • Common Search Issues
        • Search Performance Tips
    • Item Management CLI Commands
      • Basic Usage
      • Commands Overview
        • info
        • assets
        • urls
        • compare
      • Advanced Item Operations
        • Bulk Item Analysis
        • Asset Pattern Matching
        • Quality Assessment Workflow
      • Working with Multiple Items
        • Item Selection Strategies
        • Batch URL Generation
      • Error Handling and Troubleshooting
        • Common Issues
        • Debugging Item Issues
      • Integration with Other Commands
        • Complete Workflow Examples
    • Download CLI Commands
      • Basic Usage
      • Commands Overview
        • url
        • search-results
        • urls-json
        • seasonal
        • batch
      • Advanced Download Features
        • Resume and Recovery
        • Progress Tracking and Monitoring
        • Custom Organization Patterns
      • Performance Optimization
        • Parallel Downloads
        • Bandwidth Management
      • Error Handling and Troubleshooting
        • Common Download Issues
        • Recovery Strategies
      • Workflow Integration
        • Complete Processing Pipelines
        • Monitoring and Reporting
    • Utility CLI Commands
      • Basic Usage
      • Commands Overview
        • filter-clouds
        • export-urls
        • validate-urls
        • analyze
        • download-summary
      • Advanced Utility Operations
        • Batch Processing
        • Quality Assessment Pipeline
        • Data Validation Workflow
      • Integration with External Tools
        • Export for External Processing
        • Statistical Analysis Export
      • Error Handling and Troubleshooting
        • Common Utility Issues
        • Performance Optimization
    • Workflow CLI Commands
      • Basic Usage
      • Commands Overview
        • seasonal-analysis
        • batch-processing
        • quality-assessment
      • Advanced Workflow Features
        • Custom Workflow Creation
        • Workflow Chaining
        • Error Recovery and Resumption
      • Integration and Automation
        • Cron Job Integration
    • Workflow CLI Commands (Continued)
      • Monitoring and Alerting
        • Workflow Status Monitoring
        • Health Checks
      • Error Handling and Recovery
        • Workflow Recovery
        • Data Validation
        • Cleanup and Maintenance
      • Performance Optimization
        • Resource Management
        • Benchmarking
      • Security and Compliance
        • Secure Configuration
        • Audit Logging
        • Data Governance
      • Workflow Templates
        • Agricultural Monitoring
        • Environmental Monitoring
        • Disaster Response
      • Troubleshooting Workflows
        • Common Workflow Issues
        • Workflow Migration
      • Best Practices Summary
    • Overview
    • Usage
    • Examples
  • Collections Command

❓ FAQ & Help

  • FAQ & Help
    • General FAQ
      • What is Open Geodata API?
      • What satellite data can I access?
      • How is this different from using APIs directly?
      • What are the costs involved?
      • Do I need programming experience?
      • Can I use this for commercial projects?
      • What about data privacy and security?
      • How do I get help and support?
      • What are the system requirements?
      • Can I contribute to the project?
      • Is this production-ready?
    • Installation FAQ
      • Package Installation Issues
        • Package Not Found
        • Dependency Conflicts
        • Permission Errors
      • Optional Dependencies
        • Raster I/O Dependencies
        • Spatial Analysis Dependencies
      • Platform-Specific Issues
        • Windows Installation
        • macOS Installation
        • Linux Installation
      • Virtual Environment Issues
        • Environment Not Found
        • Multiple Python Versions
      • Development Installation
        • Editable Installation
        • Testing Installation
      • Common Error Messages
        • “No module named ‘open_geodata_api’”
        • “GDAL not found” or similar geospatial errors
        • “Failed building wheel” errors
      • Getting Additional Help
        • When to Seek Help
        • How to Report Installation Issues
    • Usage FAQ
      • Basic Usage Questions
        • How do I get started with the API?
        • Which provider should I use?
        • How do I handle different asset names?
      • Search and Discovery
        • Why is my search returning no results?
        • How do I find data for my specific location?
        • How do I filter by data quality?
      • Data Reading and Processing
        • How do I actually read the satellite data?
        • How do I calculate vegetation indices?
        • How do I handle large datasets efficiently?
      • CLI Usage Questions
        • How do I use the command-line interface?
        • How do I automate workflows with the CLI?
      • Common Workflow Patterns
        • How do I set up a monitoring workflow?
        • How do I compare data between different sensors?
      • Error Handling Best Practices
        • How should I handle errors in my code?
    • Troubleshooting Guide
      • Installation Problems
        • Package Installation Fails
        • Dependency Conflicts
        • Geospatial Library Issues
      • API Access Issues
        • Authentication Problems
        • Connection Timeouts
      • Search Problems
        • No Results Found
        • Invalid Date Formats
        • Bbox Coordinate Issues
      • Data Access Problems
        • URL Expiration Issues
        • Asset Not Found Errors
      • Memory and Performance Issues
        • Out of Memory Errors
        • Slow Performance
      • CLI Issues
        • Command Not Found
        • CLI Parameter Errors
      • Data Reading Issues
        • Raster Loading Failures
        • Projection Issues
      • Getting Help
        • Diagnostic Information
        • Reporting Bugs
      • Emergency Workarounds
        • When All Else Fails
    • Performance FAQ
      • Search Performance
        • Why are my searches slow?
        • How can I make searches faster?
      • Data Loading Performance
        • Why is data loading slow?
        • How can I speed up data downloads?
      • Memory Performance
        • Why am I running out of memory?
        • How can I monitor memory usage?
      • Network Performance
        • How can I optimize for slow internet connections?
      • Scaling and Large Datasets
        • How do I process thousands of scenes efficiently?
      • Performance Monitoring
        • How do I benchmark my workflows?
      • Performance Best Practices Summary
    • Quick Help
    • Most Common Questions
  • General FAQ
    • What is Open Geodata API?
    • What satellite data can I access?
    • How is this different from using APIs directly?
    • What are the costs involved?
    • Do I need programming experience?
    • Can I use this for commercial projects?
    • What about data privacy and security?
    • How do I get help and support?
    • What are the system requirements?
    • Can I contribute to the project?
    • Is this production-ready?
  • Installation FAQ
    • Package Installation Issues
      • Package Not Found
      • Dependency Conflicts
      • Permission Errors
    • Optional Dependencies
      • Raster I/O Dependencies
      • Spatial Analysis Dependencies
    • Platform-Specific Issues
      • Windows Installation
      • macOS Installation
      • Linux Installation
    • Virtual Environment Issues
      • Environment Not Found
      • Multiple Python Versions
    • Development Installation
      • Editable Installation
      • Testing Installation
    • Common Error Messages
      • “No module named ‘open_geodata_api’”
      • “GDAL not found” or similar geospatial errors
      • “Failed building wheel” errors
    • Getting Additional Help
      • When to Seek Help
      • How to Report Installation Issues
  • Usage FAQ
    • Basic Usage Questions
      • How do I get started with the API?
      • Which provider should I use?
      • How do I handle different asset names?
    • Search and Discovery
      • Why is my search returning no results?
      • How do I find data for my specific location?
      • How do I filter by data quality?
    • Data Reading and Processing
      • How do I actually read the satellite data?
      • How do I calculate vegetation indices?
      • How do I handle large datasets efficiently?
    • CLI Usage Questions
      • How do I use the command-line interface?
      • How do I automate workflows with the CLI?
    • Common Workflow Patterns
      • How do I set up a monitoring workflow?
      • How do I compare data between different sensors?
    • Error Handling Best Practices
      • How should I handle errors in my code?
  • Troubleshooting Guide
    • Installation Problems
      • Package Installation Fails
      • Dependency Conflicts
      • Geospatial Library Issues
    • API Access Issues
      • Authentication Problems
      • Connection Timeouts
    • Search Problems
      • No Results Found
      • Invalid Date Formats
      • Bbox Coordinate Issues
    • Data Access Problems
      • URL Expiration Issues
      • Asset Not Found Errors
    • Memory and Performance Issues
      • Out of Memory Errors
      • Slow Performance
    • CLI Issues
      • Command Not Found
      • CLI Parameter Errors
    • Data Reading Issues
      • Raster Loading Failures
      • Projection Issues
    • Getting Help
      • Diagnostic Information
      • Reporting Bugs
    • Emergency Workarounds
      • When All Else Fails
  • Performance FAQ
    • Search Performance
      • Why are my searches slow?
      • How can I make searches faster?
    • Data Loading Performance
      • Why is data loading slow?
      • How can I speed up data downloads?
    • Memory Performance
      • Why am I running out of memory?
      • How can I monitor memory usage?
    • Network Performance
      • How can I optimize for slow internet connections?
    • Scaling and Large Datasets
      • How do I process thousands of scenes efficiently?
    • Performance Monitoring
      • How do I benchmark my workflows?
    • Performance Best Practices Summary
  • Universal Catalog FAQ
    • General Questions
    • Authentication Questions
    • Technical Questions
    • Usage Questions
    • Troubleshooting
    • Comparison with Other Clients

🔧 Development

  • Development
    • Contributing to Open Geodata API
      • Ways to Contribute
      • Getting Started
        • Development Setup
        • Development Workflow
      • Coding Standards
        • Code Style
        • Documentation Style
      • Testing Guidelines
        • Test Structure
        • Writing Tests
        • Test Coverage
      • Pull Request Process
        • Pull Request Guidelines
        • Commit Message Convention
        • Review Process
      • Release Process
        • Versioning
        • Release Workflow
      • Community Guidelines
        • Code of Conduct
        • Communication
      • Getting Recognition
        • Contributors Hall of Fame
        • Becoming a Maintainer
      • Resources for Contributors
    • Architecture and Design
      • Design Philosophy
        • Core Principles
      • Package Architecture
        • High-Level Structure
        • Module Organization
      • Core Layer Design
        • STAC Data Models
        • URL Management System
      • Provider Layer Design
        • Base Client Interface
        • Provider-Specific Implementations
      • Data Flow Architecture
        • Search Flow
        • URL Access Flow
        • Download Flow
      • Error Handling Strategy
        • Layered Error Handling
        • Error Recovery Mechanisms
      • Performance Considerations
        • Caching Strategy
        • Lazy Loading
        • Memory Management
      • Testing Architecture
        • Testing Strategy
        • Mock Framework
      • Extensibility Design
        • Plugin Architecture
        • Configuration System
      • Future Architecture Considerations
        • Planned Enhancements
        • Backwards Compatibility
    • Testing Guide
      • Testing Philosophy
      • Test Structure
        • Test Organization
      • Running Tests
        • Basic Test Execution
        • Test Configuration
        • Environment Variables
      • Unit Testing
        • Core Model Tests
        • Client Tests (Mocked)
        • Utility Function Tests
        • CLI Tests (Mocked)
      • Integration Testing
        • Real API Tests
        • Cross-Provider Tests
      • Performance Testing
        • Benchmark Tests
        • Memory Usage Tests
      • Test Fixtures
        • Shared Test Data
        • Mock Responses
      • Continuous Integration
        • GitHub Actions Configuration
        • Test Coverage
      • Best Practices
        • Writing Good Tests
      • Advanced Testing Techniques
        • Property-Based Testing
        • Parameterized Tests
        • Snapshot Testing
      • Test Data Management
        • Fixture Factories
        • Test Data Builders
      • Test Environment Management
        • Environment-Specific Configuration
        • Test Isolation
      • Debugging Tests
        • Test Debugging Techniques
        • Custom Assertions
      • Test Reporting and Metrics
        • Custom Test Reports
        • Coverage Analysis
      • Continuous Integration Integration
        • GitHub Actions Test Matrix
        • Quality Gates
        • Pre-commit Hooks for Testing
    • Changelog
      • [Unreleased]
      • [0.1.0] - 2025-06-22
    • License and Legal Information
      • Software License
        • MIT License
      • Third-Party API Services Disclaimer
      • Third-Party API Licensing
        • Microsoft Planetary Computer
        • Element84 EarthSearch (AWS Open Data)
      • User Responsibilities
      • Data Licensing Complexity Warning
        • Common Licensing Scenarios
      • Commercial Use Considerations
      • Recommended Best Practices
        • Data Access Best Practices
        • General Best Practices
      • Support and Liability Limitation
        • For Support Issues
        • Liability Disclaimer
      • Attribution Requirements
        • Software Attribution
        • Data Attribution
      • Legal Document Information
    • For Contributors
    • Development Setup
    • Quick Links
  • Contributing to Open Geodata API
    • Ways to Contribute
    • Getting Started
      • Development Setup
      • Development Workflow
    • Coding Standards
      • Code Style
      • Documentation Style
    • Testing Guidelines
      • Test Structure
      • Writing Tests
      • Test Coverage
    • Pull Request Process
      • Pull Request Guidelines
      • Commit Message Convention
      • Review Process
    • Release Process
      • Versioning
      • Release Workflow
    • Community Guidelines
      • Code of Conduct
      • Communication
    • Getting Recognition
      • Contributors Hall of Fame
      • Becoming a Maintainer
    • Resources for Contributors
  • Architecture and Design
    • Design Philosophy
      • Core Principles
    • Package Architecture
      • High-Level Structure
      • Module Organization
    • Core Layer Design
      • STAC Data Models
      • URL Management System
    • Provider Layer Design
      • Base Client Interface
      • Provider-Specific Implementations
    • Data Flow Architecture
      • Search Flow
      • URL Access Flow
      • Download Flow
    • Error Handling Strategy
      • Layered Error Handling
      • Error Recovery Mechanisms
    • Performance Considerations
      • Caching Strategy
      • Lazy Loading
      • Memory Management
    • Testing Architecture
      • Testing Strategy
      • Mock Framework
    • Extensibility Design
      • Plugin Architecture
      • Configuration System
    • Future Architecture Considerations
      • Planned Enhancements
      • Backwards Compatibility
  • Testing Guide
    • Testing Philosophy
    • Test Structure
      • Test Organization
    • Running Tests
      • Basic Test Execution
      • Test Configuration
      • Environment Variables
    • Unit Testing
      • Core Model Tests
      • Client Tests (Mocked)
      • Utility Function Tests
      • CLI Tests (Mocked)
    • Integration Testing
      • Real API Tests
      • Cross-Provider Tests
    • Performance Testing
      • Benchmark Tests
      • Memory Usage Tests
    • Test Fixtures
      • Shared Test Data
      • Mock Responses
    • Continuous Integration
      • GitHub Actions Configuration
      • Test Coverage
    • Best Practices
      • Writing Good Tests
    • Advanced Testing Techniques
      • Property-Based Testing
      • Parameterized Tests
      • Snapshot Testing
    • Test Data Management
      • Fixture Factories
      • Test Data Builders
    • Test Environment Management
      • Environment-Specific Configuration
      • Test Isolation
    • Debugging Tests
      • Test Debugging Techniques
      • Custom Assertions
    • Test Reporting and Metrics
      • Custom Test Reports
      • Coverage Analysis
    • Continuous Integration Integration
      • GitHub Actions Test Matrix
      • Quality Gates
      • Pre-commit Hooks for Testing
  • Changelog
    • [Unreleased]
    • [0.1.0] - 2025-06-22
  • License and Legal Information
    • Software License
      • MIT License
    • Third-Party API Services Disclaimer
    • Third-Party API Licensing
      • Microsoft Planetary Computer
      • Element84 EarthSearch (AWS Open Data)
    • User Responsibilities
    • Data Licensing Complexity Warning
      • Common Licensing Scenarios
    • Commercial Use Considerations
    • Recommended Best Practices
      • Data Access Best Practices
      • General Best Practices
    • Support and Liability Limitation
      • For Support Issues
      • Liability Disclaimer
    • Attribution Requirements
      • Software Attribution
      • Data Attribution
    • Legal Document Information
Open Geodata API
  • Search

© Copyright 2025, Mirjan Ali Sha.

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