Rename package from baflakehouse to bankfraud
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- DESCRIPTION: Package name and URL updated to /bank-fraud - R/baflakehouse-package.R → R/bankfraud-package.R - _pkgdown.yml: url and reference alias updated - deploy.yaml: TARGET_DIR updated to /var/www/docs/bank-fraud/ - deploy/baflakehouse.caddy: deleted (stale, superseded by rsync workflow) - tests and README updated Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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output: github_document
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---
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- [baflakehouse](#baflakehouse)
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- [bankfraud](#bankfraud)
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- [About](#about)
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- [Results](#results)
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- [Clone](#clone)
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- [Acknowledgements](#acknowledgements)
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- [Citation](#citation)
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# baflakehouse
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# bankfraud
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## About
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The baflakehouse package is an end-to-end machine learning pipeline built to detect credit card fraud. Rather than relying on static local files, it implements a modern Lakehouse architecture. It ingests a massive 1-million-row dataset, partitions it into Parquet files via Apache Arrow, stores it on a MinIO object server, and trains a production-ready LightGBM model orchestrated entirely by the targets package.
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The bankfraud package is an end-to-end machine learning pipeline built to detect credit card fraud. Rather than relying on static local files, it implements a modern Lakehouse architecture. It ingests a massive 1-million-row dataset, partitions it into Parquet files via Apache Arrow, stores it on a MinIO object server, and trains a production-ready LightGBM model orchestrated entirely by the targets package.
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Significance
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Financial fraud datasets suffer from extreme class imbalance, making traditional accuracy metrics highly misleading. This pipeline is engineered specifically to handle that imbalance without aggressive synthetic oversampling.
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