Tidy Intensive Longitudinal Data Analysis


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Documentation for package ‘tidyILD’ version 0.3.0

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tidyILD-package tidyILD: Tidy Intensive Longitudinal Data Analysis
as_ild Coerce to ILD object
augment.ild_lme Tidy and augment ild_lme fits with broom.mixed
augment_ild_model Augment an ILD model fit with fitted values and residuals
broom_ild_lme Tidy and augment ild_lme fits with broom.mixed
ema_example Example EMA-style intensive longitudinal dataset
ild_acf Autocorrelation function for ILD variables or model residuals
ild_align Align a secondary stream to primary ILD within a time window
ild_bundle Bundle a result with a reproducibility manifest
ild_center Within-person and between-person decomposition (centering)
ild_center_plot Standalone WP/BP centering plot
ild_check_lags Check lag variable validity (gap-aware)
ild_circadian Time-of-day pattern plot for ILD (circadian-style)
ild_compare_pipelines Compare provenance of two objects and report differences
ild_crosslag Cross-lag model: lag predictor then fit outcome ~ lag
ild_decomposition Within-person and between-person variance decomposition
ild_design_check ILD design diagnostics: spacing, WP/BP, missingness, and recommendations
ild_diagnostics Residual diagnostics for an ILD model
ild_export_provenance Export provenance to a JSON or YAML file
ild_heatmap ILD heatmap (alias for ild_plot with type = "heatmap")
ild_history Print a human-readable log of preprocessing or analysis steps
ild_ipw_refit Refit an ILD model with inverse-probability weights (sensitivity analysis)
ild_ipw_weights Compute inverse-probability-of-observation weights from a missingness model
ild_lag Spacing-aware lag within person
ild_lme Fit a linear mixed-effects model to ILD
ild_manifest Create a reproducibility manifest
ild_meta Get ILD metadata attributes
ild_methods Generate methods-style narrative from provenance
ild_missing_bias Test whether missingness is associated with a predictor (informative missingness)
ild_missing_model Fit a model for missingness (diagnostic / sensitivity)
ild_missing_pattern Summarize missingness pattern in ILD
ild_person_distribution Plot distribution of person-level estimates from ild_person_model
ild_person_model Fit a model separately per person (N-of-1 / idiographic)
ild_plot ILD-specific plots
ild_power Simulation-based power analysis for a fixed effect in ILD models
ild_prepare Prepare a data frame as an ILD (intensive longitudinal data) object
ild_provenance Return the raw provenance object
ild_report Assemble a light report from a model fit
ild_robust_se Cluster-robust variance-covariance matrix for ILD model fits
ild_simulate Simulate simple ILD for examples, tests, and power analysis
ild_spacing Spacing diagnostics and correlation-structure recommendation
ild_spacing_class Classify spacing as regular-ish vs irregular-ish
ild_spaghetti ILD spaghetti / person trajectories (alias for ild_plot with type = "trajectory")
ild_summary One-shot summary of an ILD object
ild_tvem Fit a time-varying effects model (TVEM) for ILD
ild_tvem_plot Plot the time-varying coefficient from a TVEM fit
is_ild Check if an object is a valid ILD tibble
plot_ild_diagnostics Plot diagnostics from an ild_diagnostics object
tidy.ild_lme Tidy and augment ild_lme fits with broom.mixed
tidyILD tidyILD: Tidy Intensive Longitudinal Data Analysis
tidy_ild_model Tidy fixed effects from an ILD model fit
validate_ild Validate an ILD object and error if invalid