nhl-hut-bigquery
EA NHL Ultimate Team player ratings → BigQuery snapshots, with cross-source resolver and coverage metrics linking HUT cards to NHL stats.
Install
pip install nhl-hut-bigquery
This package is a sibling to nhl-bigquery. Install both for the full experience:
pip install nhl-bigquery nhl-hut-bigquery
Quickstart
gcloud auth application-default login
# 1. Snapshot today's HUT ratings
nhl-hut-bigquery sync \
--table myproject.mydataset.hut_player_ratings
# 2. Resolve HUT cards to NHL player_ids (requires nhl-bigquery's boxscore_stats)
nhl-hut-bigquery resolve-ids \
--xref-table myproject.mydataset.hut_player_xref \
--hut-table myproject.mydataset.hut_player_ratings \
--nhl-boxscore-table myproject.mydataset.boxscore_stats \
--season 2024
# 3. How much of NHL ice-time is covered by today's HUT snapshot?
nhl-hut-bigquery verify \
--aggregation hut-coverage \
--xref-table myproject.mydataset.hut_player_xref \
--nhl-boxscore-table myproject.mydataset.boxscore_stats \
--season 2024 --snapshot-date 2026-05-22
Documentation
nhl-hut-bigquery docs --format llm > HUT_FOR_LLMS.md
nhl-hut-bigquery docs --format markdown > schema.md
Verification
# Internal integrity checks on a snapshot (overall in range, no dupes, …)
nhl-hut-bigquery verify --aggregation snapshot-integrity \
--table myproject.mydataset.hut_player_ratings
# Drift checks between consecutive snapshots
nhl-hut-bigquery verify --aggregation cross-snapshot-drift \
--table myproject.mydataset.hut_player_ratings
MIT licensed. This software does not include or distribute EA-owned data.
1 maintainer
Metadata
1 maintainer
Release files for nhl-hut-bigquery 0.1.1
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