amorem

• Partial-dependence curves of plot() on neural fits and of nn_uncertainty() span the 1st to 99th percentile of each feature instead of the mean ± 2 standard deviations, which reached below the data for skewed, non-negative statistics.
• Concordance of neural fits splits a tied top score evenly between the tied candidates; it gave the whole stratum to the event.
• simulate_relational_events(method = "tau_leap") stops with a message when a single step would draw more than ten million events, which happens when an effect grows without bound; it could exhaust memory.

New features

• gof_rem() tests a model fitted with rem(method = "gam") with cumulative martingale residuals (Boschi & Wit 2025): over event time (test = "time"), over the quantiles of a covariate (test = "functional_form", which detects a wrong shape of the effect), or over the quantiles weighted by the term's basis (test = "functional_form_score"). It works on linear and smooth terms of the fitted model, and its null distribution is a multiplier bootstrap that subtracts the drift from estimating the coefficients. It has print() and plot() methods (plot() takes main and a legend position). The existing gof_univariate(), gof_multivariate(), gof_global() and gof_auxiliary() are unchanged.
• rem() fits store the name of their time column.

Datasets

• New alien_mammals: the risk table of the first records of alien mammals with the covariates of Juozaitienė et al. (2023) (distance to the nearest invaded region, trade, temperature difference, colonial ties, land use), and the never-at-risk pairs and species entry years as attributes; used in the species-invasion section of the software paper.
• New event logs, all under licences that allow redistribution: copenhagen_calls, copenhagen_sms and copenhagen_actors (Copenhagen Networks Study, MIT); us_leader_visits (leader-to-leader visits to and from the United States, 1945-2019, CC0); football_results (men's international football matches since 1872, CC0); ucdp_dyads (UCDP armed-conflict dyads, 1946-2025, CC BY 4.0); alien_invasions (first records of alien species by region, 1880-2005, CC0).
• New hyperevent log: congress_bills_118, one sponsor and the cosponsors of each bill of the 118th US Congress, with congress_members_118 (public domain).
• New global covariates: oni (Oceanic Nino Index since 1950), daily_weather (NOAA daily temperature and precipitation for the cities of the bundled email and messaging logs) and public_holidays.
• radoslaw_email is rebuilt from the authors' CC0 release (Nurek & Michalski 2020, doi:10.7910/DVN/6Z3CGX). It keeps the original employee ids, which match the new radoslaw_hierarchy (who reports to whom), and its timestamps are read as Warsaw local time. The previous copy, from Network Repository, read them as UTC, so it ignored daylight saving time: events sent during Polish summer time are now one hour earlier relative to the first event, and unix_origin is one hour earlier. The number of events and each employee's activity are unchanged.
• The pkgdown site has a data catalogue: licences, download code and structural profiles of 78 relational-event datasets and covariates, including the many whose licences do not allow amorem to redistribute them.