Finance QC clean AI-training-safe

US Net Liquidity Momentum Oscillator

The ~2-week rate-of-change of US net liquidity ($ bn). Positive = liquidity expanding (risk-on tailwind), negative = draining (risk-off). The momentum overlay on the net-liquidity index, pre-computed for backtesting.

3K
rows
1
zones
2012-2026
coverage
0.1 MB
download
Source
derived
Licence
Redistributable open data
Updates
Daily
Data through
2026-07-31
Quality
QC clean · 0 failures
Format
Apache Parquet + dictionary

Safe to train on

Built only from a named, redistributable official source under a documented open licence - not scraped web data. No copyright grey zone, no personal data. Ships machine-readable Croissant metadata (ML Commons - loads in Hugging Face / Kaggle / Google), an AI training-licence manifest documenting source, licence and provenance for your model's data governance, and a machine-readable data dictionary (drop it into an agent / RAG prompt so the model knows every column) - all inspectable before you buy.

What's included

  • ~2-week (10 trading-day) change in net liquidity, $ bn
  • Positive = liquidity expanding; negative = draining
  • Derived from the Net Liquidity Index
  • Source: U.S. Federal Reserve + Treasury + NY Fed (public domain, derived)

Schema

ColumnTypeDescriptionFilledDistinct
zone str Always US 100.0% 1
ts timestamp (UTC) Trading day 100.0% 3,211
net_liq_change_bn float ~2-week change in net liquidity, $ billions 100.0% 2,090
unit str Unit 100.0% 1
res_min int Native resolution (daily = 1440) 100.0% 1

Sample & preview

Every purchase ships as Apache Parquet with a data dictionary and the full QC report. A free sample (first rows + schema) is downloadable here - confirm fit before you buy. Source: derived (redistributable open data; attribution passes through - see our Licence).

Don't trust screenshots - drop the sample into your notebook right now.

import pandas as pd
df = pd.read_parquet("us-net-liquidity-momentum_sample.parquet")
df.info()   # typed columns, gap-aware, ready to join
⬇ Download free Parquet sample or CSV for Excel
Coverage: 1 zones

US