Asof / live training set

Point-in-time training set (sample)

Generated from examples/orders.csv + labels.csv via get_historical_features. Every feature value is resolved as-of each label's event_timestamp, never from its future. ← back to the map

customer_idevent_timestampchurnedrolling_7d_spendorders_last_30daccount_age_daystier
cust_0002026-01-28 03:00:00+00:000117.82616silver
cust_0012026-02-02 02:00:00+00:000259.31230gold
cust_0022026-02-01 09:00:00+00:000400.06920gold
cust_0032026-02-21 07:00:00+00:000408.98142gold
cust_0042026-03-02 01:00:00+00:000391.75245gold
cust_0052026-02-10 12:00:00+00:000464.1629gold
cust_0062026-01-15 00:00:00+00:001327.749gold
cust_0072026-03-19 12:00:00+00:001247.58464silver
cust_0082026-03-01 17:00:00+00:001414.0450gold
cust_0092026-01-26 05:00:00+00:000377.45317gold
cust_0102026-02-25 23:00:00+00:001469.49346gold
cust_0112026-01-29 11:00:00+00:000163.09418silver

Registry

Asof registry
========================================
Entities (1):
  - customer (join_key=customer_id)
Feature views (1):
  - customer_stats [customer] ttl=14 days, 0:00:00
      features: rolling_7d_spend, orders_last_30d, account_age_days, tier
Feature services (1):
  - churn_v1: customer_stats:rolling_7d_spend, customer_stats:orders_last_30d, customer_stats:account_age_days, customer_stats:tier