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Sequence data contract

audit_sequence_data()
Audit Long-Format Sequence Data
validate_sequence_data()
Validate Long-Format Sequence Data
prepare_sequence_data()
Prepare Long-Format Sequence Data

Analysis contracts and provenance

sequence_capabilities()
Report gp3sequences capabilities and optional integrations
audit_sequence_analysis()
Audit a gp3sequences analysis object
compare_sequence_analysis_results()
Compare two gp3sequences analysis results

Encoding and structural summaries

encode_sequence_data()
Encode Ordered Sequence States
summarise_sequence_states()
Summarise Sequence States
summarise_sequence_transitions()
Summarise Adjacent Sequence Transitions
format_sequence_paths()
Format Ordered Sequence Paths

Contiguous motif analysis

extract_sequence_ngrams()
Extract Contiguous Sequence N-Grams
summarise_sequence_motifs()
Summarise Contiguous Sequence Motifs
filter_sequence_motifs()
Filter Sequence Motif Summaries
format_sequence_motifs()
Format Sequence Motif Summaries
summarise_sequence_motif_positions()
Summarise Sequence Motif Positions
format_sequence_motif_positions()
Format Sequence Motif Position Summaries
plot_sequence_motifs()
Plot Sequence Motif Summaries
plot_sequence_motif_positions()
Plot Sequence Motif Positions

Consensus and group comparisons

create_consensus_sequence()
Create an aligned-position consensus sequence
summarise_consensus_agreement()
Summarise consensus agreement
format_consensus_sequence()
Format consensus sequences as paths
plot_consensus_sequence()
Plot a consensus sequence
compare_sequence_groups()
Compare sequence groups descriptively
plot_sequence_group_comparison()
Plot a descriptive sequence-group comparison

Distances, clustering, and stability

compute_sequence_distance()
Compute pairwise sequence distances
summarise_sequence_distance()
Summarise a sequence-distance object
cluster_sequences()
Cluster sequences from a distance object
validate_sequence_clusters()
Validate sequence clusters descriptively
extract_representative_sequences()
Extract representative sequences from clusters
create_sequence_cluster_ensemble()
Create a sequence-cluster ensemble
bootstrap_sequence_clusters()
Bootstrap sequence-cluster stability
summarise_sequence_cluster_stability()
Summarise sequence-cluster stability

Transition networks and higher-order models

create_transition_network()
Create a transition network from ordered sequences
summarise_transition_centrality()
Summarise transition-network centrality
detect_transition_communities()
Detect descriptive transition communities
fit_higher_order_transition_model()
Fit a higher-order transition model
predict_next_state()
Predict the next state from a transition model
bootstrap_transition_network()
Bootstrap transition-network edge weights

Hidden and mixture sequence models

fit_sequence_hmm()
Fit a categorical hidden Markov model
fit_sequence_hmm_mixture()
Fit a mixture of categorical hidden Markov models
decode_sequence_states()
Decode hidden states from a fitted HMM
summarise_sequence_hmm()
Summarise a fitted sequence HMM
compare_sequence_hmms()
Compare fitted sequence HMMs descriptively

Optional ecosystem adapters

as_traminer_sequences()
Convert sequence data to a TraMineR state-sequence object
as_arules_sequences()
Convert sequence data to cSPADE transaction input
as_grpstring_data()
Create GrpString-compatible event and string inputs
as_seqhmm_sequences()
Convert sequence data to seqHMM observations
as_igraph_transition_network()
Convert a transition network to an igraph object
prepare_gp3tools_sequences()
Prepare common gp3tools-style sequence outputs

Longitudinal and time-varying extensions

prepare_sequence_panel()
Prepare longitudinal or panel sequence data
summarise_sequence_panel()
Summarise a sequence panel
compare_sequence_panel_changes()
Compare within-panel sequence changes
plot_sequence_panel_changes()
Plot longitudinal sequence changes
fit_time_varying_sequence_model()
Fit a time-varying sequence condition model
predict_time_varying_sequence_model()
Predict a time-varying sequence model
summarise_time_varying_sequence_model()
Summarise a time-varying sequence model
plot_time_varying_sequence_model()
Plot predicted time-varying sequence probabilities

Non-contiguous subsequences

extract_sequence_subsequences()
Extract bounded non-contiguous sequence subsequences
summarise_sequence_subsequences()
Summarise non-contiguous subsequences
filter_sequence_subsequences()
Filter non-contiguous subsequence summaries
compare_sequence_subsequences()
Compare subsequence prevalence between groups
plot_sequence_subsequences()
Plot non-contiguous subsequence summaries

Multichannel and covariate HMMs

fit_multichannel_sequence_hmm()
Fit a multichannel categorical hidden Markov model
decode_multichannel_sequence_states()
Decode latent states from a multichannel HMM
summarise_multichannel_sequence_hmm()
Summarise a multichannel sequence HMM
plot_multichannel_sequence_hmm()
Plot multichannel HMM emission profiles
fit_covariate_sequence_hmm()
Fit a covariate-dependent categorical hidden Markov model
predict_covariate_transition_probabilities()
Predict covariate-dependent transition probabilities
decode_covariate_sequence_states()
Decode states from a covariate-dependent HMM
summarise_covariate_sequence_hmm()
Summarise a covariate-dependent HMM

Design-aware inference

declare_sequence_comparison_design()
Declare a sequence group-comparison design
test_sequence_group_difference()
Test a sequence group difference
bootstrap_sequence_group_difference()
Bootstrap a sequence group difference
summarise_sequence_group_inference()
Summarise sequence group inference
plot_sequence_group_inference()
Plot sequence group inference

Extended visualisations

plot_sequence_index()
Plot a sequence index heatmap
plot_sequence_state_distribution()
Plot state distributions over aligned positions
plot_sequence_entropy()
Plot position-wise state entropy
plot_sequence_distance_heatmap()
Plot a sequence-distance heatmap
plot_transition_network()
Plot a first-order transition network
plot_sequence_cluster_silhouette()
Plot sequence-cluster silhouette values