nsdlib package

Subpackages

• nsdlib.algorithms package
  • Subpackages
    • nsdlib.algorithms.evaluation package
      • Submodules
      • Module contents
    • nsdlib.algorithms.outbreaks package
      • Module contents
    • nsdlib.algorithms.reconstruction package
      • Submodules
      • Module contents
  • Submodules
    • nsdlib.algorithms.algorithms_utils module
      • compute_error_distances()
      • compute_source_detection_evaluation()
      • evaluate_nodes()
      • evaluate_nodes_cached()
      • identify_outbreaks()
      • identify_outbreaks_cached()
      • node_clustering_into_communities()
      • reconstruct_propagation()
      • reconstruct_propagation_cached()
  • Module contents
• nsdlib.common package
  • Submodules
    • nsdlib.common.exceptions module
      • log_error()
    • nsdlib.common.models module
      • ClassificationMetrics
      • EnsembleSourceDetectionConfig
      • EnsembleSourceDetectionResult
      • SelectionAlgorithm
      • SourceDetectionConfig
      • SourceDetectionEvaluation
      • SourceDetectionResult
    • nsdlib.common.nx_utils module
      • create_snapshot_IG()
      • create_subgraphs_based_on_outbreaks()
      • exclude_nodes()
  • Module contents

Submodules

• nsdlib.commons module
  • normalize_dict_values()
  • sort_dict_by_value()
• nsdlib.setup module
• nsdlib.source_detection module
  • EnsembleSourceDetector
    • EnsembleSourceDetector.detect_sources()
    • EnsembleSourceDetector.detect_sources_and_evaluate()
  • SourceDetector
    • SourceDetector.detect_sources()
    • SourceDetector.detect_sources_and_evaluate()
• nsdlib.taxonomies module
  • EnsembleVotingType
    • EnsembleVotingType.HARD
    • EnsembleVotingType.SOFT
  • NodeEvaluationAlgorithm
    • NodeEvaluationAlgorithm.CENTRALITY_ALGEBRAIC
    • NodeEvaluationAlgorithm.CENTRALITY_AVERAGE_DISTANCE
    • NodeEvaluationAlgorithm.CENTRALITY_BARYCENTER
    • NodeEvaluationAlgorithm.CENTRALITY_BETWEENNESS
    • NodeEvaluationAlgorithm.CENTRALITY_BOTTLE_NECK
    • NodeEvaluationAlgorithm.CENTRALITY_CENTROID
    • NodeEvaluationAlgorithm.CENTRALITY_CLOSENESS
    • NodeEvaluationAlgorithm.CENTRALITY_CLUSTER_RANK
    • NodeEvaluationAlgorithm.CENTRALITY_COMMUNICABILITY_BETWEENNESS
    • NodeEvaluationAlgorithm.CENTRALITY_CORENESS
    • NodeEvaluationAlgorithm.CENTRALITY_CURRENT_FLOW_BETWEENNESS
    • NodeEvaluationAlgorithm.CENTRALITY_CURRENT_FLOW_CLOSENESS
    • NodeEvaluationAlgorithm.CENTRALITY_DECAY
    • NodeEvaluationAlgorithm.CENTRALITY_DEGREE
    • NodeEvaluationAlgorithm.CENTRALITY_DIFFUSION_DEGREE
    • NodeEvaluationAlgorithm.CENTRALITY_ECCENTRICITY
    • NodeEvaluationAlgorithm.CENTRALITY_EIGENVECTOR
    • NodeEvaluationAlgorithm.CENTRALITY_ENTROPY
    • NodeEvaluationAlgorithm.CENTRALITY_GEODESTIC_K_PATH
    • NodeEvaluationAlgorithm.CENTRALITY_GROUP_BETWEENNESS
    • NodeEvaluationAlgorithm.CENTRALITY_GROUP_CLOSENESS
    • NodeEvaluationAlgorithm.CENTRALITY_GROUP_DEGREE
    • NodeEvaluationAlgorithm.CENTRALITY_HARMONIC
    • NodeEvaluationAlgorithm.CENTRALITY_HEATMAP
    • NodeEvaluationAlgorithm.CENTRALITY_HUBBELL
    • NodeEvaluationAlgorithm.CENTRALITY_KATZ
    • NodeEvaluationAlgorithm.CENTRALITY_LAPLACIAN
    • NodeEvaluationAlgorithm.CENTRALITY_LEVERAGE
    • NodeEvaluationAlgorithm.CENTRALITY_LIN
    • NodeEvaluationAlgorithm.CENTRALITY_LOAD
    • NodeEvaluationAlgorithm.CENTRALITY_MNC
    • NodeEvaluationAlgorithm.CENTRALITY_PAGERANK
    • NodeEvaluationAlgorithm.CENTRALITY_PDI
    • NodeEvaluationAlgorithm.CENTRALITY_PERCOLATION
    • NodeEvaluationAlgorithm.CENTRALITY_RADIALITY
    • NodeEvaluationAlgorithm.CENTRALITY_RUMOR
    • NodeEvaluationAlgorithm.CENTRALITY_SECOND_ORDER
    • NodeEvaluationAlgorithm.CENTRALITY_SEMI_LOCAL
    • NodeEvaluationAlgorithm.CENTRALITY_SUBGRAPH
    • NodeEvaluationAlgorithm.CENTRALITY_TOPOLOGICAL
    • NodeEvaluationAlgorithm.CENTRALITY_TROPHIC_LEVELS
    • NodeEvaluationAlgorithm.DYNAMIC_AGE
    • NodeEvaluationAlgorithm.JORDAN_CENTER
    • NodeEvaluationAlgorithm.NETSLEUTH
  • OutbreaksDetectionAlgorithm
    • OutbreaksDetectionAlgorithm.AGDL
    • OutbreaksDetectionAlgorithm.ANGEL
    • OutbreaksDetectionAlgorithm.ASLPAW
    • OutbreaksDetectionAlgorithm.ASYNC_FLUID
    • OutbreaksDetectionAlgorithm.ATTRIBUTE_CLUSTERING
    • OutbreaksDetectionAlgorithm.BAYAN
    • OutbreaksDetectionAlgorithm.BELIEF
    • OutbreaksDetectionAlgorithm.BIMLPA
    • OutbreaksDetectionAlgorithm.BIPARTITE_CLUSTERING
    • OutbreaksDetectionAlgorithm.COACH
    • OutbreaksDetectionAlgorithm.CONDOR
    • OutbreaksDetectionAlgorithm.CONGA
    • OutbreaksDetectionAlgorithm.CONGO
    • OutbreaksDetectionAlgorithm.CORE_EXPANSION
    • OutbreaksDetectionAlgorithm.CPM
    • OutbreaksDetectionAlgorithm.CPM_BIPARTITE
    • OutbreaksDetectionAlgorithm.CRISP_PARTITION
    • OutbreaksDetectionAlgorithm.DCS
    • OutbreaksDetectionAlgorithm.DEMON
    • OutbreaksDetectionAlgorithm.DER
    • OutbreaksDetectionAlgorithm.DPCLUS
    • OutbreaksDetectionAlgorithm.EBGC
    • OutbreaksDetectionAlgorithm.EDGE_CLUSTERING
    • OutbreaksDetectionAlgorithm.EGO_NETWORKS
    • OutbreaksDetectionAlgorithm.EIGENVECTOR
    • OutbreaksDetectionAlgorithm.EM
    • OutbreaksDetectionAlgorithm.ENDNTM
    • OutbreaksDetectionAlgorithm.EVA
    • OutbreaksDetectionAlgorithm.FRC_FGSN
    • OutbreaksDetectionAlgorithm.GA
    • OutbreaksDetectionAlgorithm.GDMP2
    • OutbreaksDetectionAlgorithm.GIRVAN_NEWMAN
    • OutbreaksDetectionAlgorithm.GRAPH_ENTROPY
    • OutbreaksDetectionAlgorithm.GREEDY_MODULARITY
    • OutbreaksDetectionAlgorithm.HEAD_TAIL
    • OutbreaksDetectionAlgorithm.HIERARCHICAL_LINK_COMMUNITY
    • OutbreaksDetectionAlgorithm.ILOUVAIN
    • OutbreaksDetectionAlgorithm.INFOMAP
    • OutbreaksDetectionAlgorithm.INFOMAP_BIPARTITE
    • OutbreaksDetectionAlgorithm.INTERNAL
    • OutbreaksDetectionAlgorithm.INTERNAL_DCD
    • OutbreaksDetectionAlgorithm.IPCA
    • OutbreaksDetectionAlgorithm.KCLIQUE
    • OutbreaksDetectionAlgorithm.KCUT
    • OutbreaksDetectionAlgorithm.LABEL_PROPAGATION
    • OutbreaksDetectionAlgorithm.LAIS2
    • OutbreaksDetectionAlgorithm.LEIDEN
    • OutbreaksDetectionAlgorithm.LEMON
    • OutbreaksDetectionAlgorithm.LFM
    • OutbreaksDetectionAlgorithm.LOUVAIN
    • OutbreaksDetectionAlgorithm.LPAM
    • OutbreaksDetectionAlgorithm.LPANNI
    • OutbreaksDetectionAlgorithm.LSWL
    • OutbreaksDetectionAlgorithm.LSWL_PLUS
    • OutbreaksDetectionAlgorithm.MARKOV_CLUSTERING
    • OutbreaksDetectionAlgorithm.MCODE
    • OutbreaksDetectionAlgorithm.MOD_M
    • OutbreaksDetectionAlgorithm.MOD_R
    • OutbreaksDetectionAlgorithm.MULTICOM
    • OutbreaksDetectionAlgorithm.NODE_PERCEPTION
    • OutbreaksDetectionAlgorithm.OVERLAPPING_PARTITION
    • OutbreaksDetectionAlgorithm.OVERLAPPING_SEED_SET_EXPANSION
    • OutbreaksDetectionAlgorithm.PARIS
    • OutbreaksDetectionAlgorithm.PERCOMVC
    • OutbreaksDetectionAlgorithm.PRINCIPLED_CLUSTERING
    • OutbreaksDetectionAlgorithm.PYCOMBO
    • OutbreaksDetectionAlgorithm.RBER_POTS
    • OutbreaksDetectionAlgorithm.RB_POTS
    • OutbreaksDetectionAlgorithm.RICCI_COMMUNITY
    • OutbreaksDetectionAlgorithm.R_SPECTRAL_CLUSTERING
    • OutbreaksDetectionAlgorithm.SBM_DL
    • OutbreaksDetectionAlgorithm.SBM_DL_NESTED
    • OutbreaksDetectionAlgorithm.SCAN
    • OutbreaksDetectionAlgorithm.SIBLINARITY_ANTICHAIN
    • OutbreaksDetectionAlgorithm.SIGNIFICANCE_COMMUNITIES
    • OutbreaksDetectionAlgorithm.SLPA
    • OutbreaksDetectionAlgorithm.SPECTRAL
    • OutbreaksDetectionAlgorithm.SPINGLASS
    • OutbreaksDetectionAlgorithm.SURPRISE_COMMUNITIES
    • OutbreaksDetectionAlgorithm.TEMPORAL_PARTITION
    • OutbreaksDetectionAlgorithm.THRESHOLD_CLUSTERING
    • OutbreaksDetectionAlgorithm.TILES
    • OutbreaksDetectionAlgorithm.UMSTMO
    • OutbreaksDetectionAlgorithm.WALKSCAN
    • OutbreaksDetectionAlgorithm.WALKTRAP
    • OutbreaksDetectionAlgorithm.WCOMMUNITY
  • PropagationReconstructionAlgorithm
    • PropagationReconstructionAlgorithm.SBRP
• nsdlib.version module

Module contents