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  "Title": "High Performance Interface to 'GBIF'",
  "Description": "A high performance interface to the Global Biodiversity\nInformation Facility, 'GBIF'.  In contrast to 'rgbif', which\ncan access small subsets of 'GBIF' data through web-based\nqueries to a central server, 'gbifdb' provides enhanced\nperformance for R users performing large-scale analyses on\nservers and cloud computing providers, providing full support\nfor arbitrary 'SQL' or 'dplyr' operations on the complete\n'GBIF' data tables (now over 1 billion records, and over a\nterabyte in size). 'gbifdb' accesses a copy of the 'GBIF' data\nin 'parquet' format, which is already readily available in\ncommercial computing clouds such as the Amazon Open Data portal\nand the Microsoft Planetary Computer, or can be accessed\ndirectly without downloading, or downloaded to any server with\nsuitable bandwidth and storage space. The high-performance\ntechniques for local and remote access are described in\n<https://duckdb.org/why_duckdb> and\n<https://arrow.apache.org/docs/r/articles/fs.html>\nrespectively.",
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  "License": "Apache License (>= 2)",
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  "Date/Publication": "2025-09-14 18:53:02 UTC",
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