Index

A

anom_func() (astronomaly.anomaly_detection.human_loop_learning.NeighbourScore method) artificial_human_labelling() (in module astronomaly.scripts.raw_features_example) astronomaly.anomaly_detection (module) astronomaly.anomaly_detection.human_loop_learning (module) astronomaly.anomaly_detection.isolation_forest (module) astronomaly.anomaly_detection.lof (module) astronomaly.base (module) astronomaly.base.base_dataset (module) astronomaly.base.base_pipeline (module) astronomaly.base.logging_tools (module) astronomaly.data_management (module) astronomaly.data_management.light_curve_reader (module) astronomaly.data_management.raw_features (module) astronomaly.dimensionality_reduction (module) astronomaly.dimensionality_reduction.pca (module) astronomaly.dimensionality_reduction.truncated_svd (module) astronomaly.feature_extraction (module)

astronomaly.feature_extraction.autoencoder (module) astronomaly.feature_extraction.flatten_features (module) astronomaly.feature_extraction.power_spectrum (module) astronomaly.feature_extraction.wavelet_features (module) astronomaly.frontend (module) astronomaly.frontend.interface (module) astronomaly.postprocessing (module) astronomaly.postprocessing.scaling (module) astronomaly.preprocessing (module) astronomaly.preprocessing.light_curve_preprocessing (module) astronomaly.scripts (module) astronomaly.scripts.raw_features_example (module) astronomaly.utils (module) astronomaly.utils.utils (module) astronomaly.visualisation (module) astronomaly.visualisation.tsne_plot (module) Autoencoder (class in astronomaly.feature_extraction.autoencoder) AutoencoderFeatures (class in astronomaly.feature_extraction.autoencoder)

C

check_if_inputs_same() (in module astronomaly.base.logging_tools) clean_up() (astronomaly.base.base_dataset.Dataset method) (astronomaly.frontend.interface.Controller method) combine_data_frames() (astronomaly.anomaly_detection.human_loop_learning.NeighbourScore method) compile_autoencoder_model() (astronomaly.feature_extraction.autoencoder.Autoencoder method) compute_nearest_neighbour() (astronomaly.anomaly_detection.human_loop_learning.NeighbourScore method) Controller (class in astronomaly.frontend.interface)

convert_flux_to_mag() (in module astronomaly.data_management.light_curve_reader) convert_pybdsf_catalogue() (in module astronomaly.utils.utils) convert_tractor_catalogue() (in module astronomaly.utils.utils) create_catalogue_spreadsheet() (in module astronomaly.utils.utils) create_ellipse_check_catalogue() (in module astronomaly.utils.utils) create_png_output() (in module astronomaly.utils.utils) cycle() (astronomaly.utils.utils.ImageCycler method)

D

Dataset (class in astronomaly.base.base_dataset)

delete_labels() (astronomaly.frontend.interface.Controller method)

E

encode() (astronomaly.feature_extraction.autoencoder.Autoencoder method)

F

FeatureScaler (class in astronomaly.postprocessing.scaling) fit() (astronomaly.feature_extraction.autoencoder.Autoencoder method)

Flatten_Features (class in astronomaly.feature_extraction.flatten_features) flatten_swt2_coefficients() (in module astronomaly.feature_extraction.wavelet_features) format_function_call() (in module astronomaly.base.logging_tools)

G

generate_labels() (in module astronomaly.feature_extraction.wavelet_features) get_active_learning_columns() (astronomaly.frontend.interface.Controller method) get_coordinates() (astronomaly.frontend.interface.Controller method) get_data_type() (astronomaly.frontend.interface.Controller method) get_display_data() (astronomaly.base.base_dataset.Dataset method) (astronomaly.data_management.light_curve_reader.LightCurveDataset method) (astronomaly.data_management.raw_features.RawFeatures method) (astronomaly.frontend.interface.Controller method) get_features() (astronomaly.frontend.interface.Controller method)

get_file_paths() (in module astronomaly.utils.utils) get_max_id() (astronomaly.frontend.interface.Controller method) get_metadata() (astronomaly.frontend.interface.Controller method) get_original_id_from_index() (astronomaly.frontend.interface.Controller method) get_sample() (astronomaly.base.base_dataset.Dataset method) (astronomaly.data_management.light_curve_reader.LightCurveDataset method) (astronomaly.data_management.raw_features.RawFeatures method) get_visualisation_data() (astronomaly.frontend.interface.Controller method) get_visualisation_sample() (in module astronomaly.utils.utils)

H

hash_data() (astronomaly.base.base_pipeline.PipelineStage method)

I

IforestAlgorithm (class in astronomaly.anomaly_detection.isolation_forest)

ImageCycler (class in astronomaly.utils.utils)

L

LightCurveDataset (class in astronomaly.data_management.light_curve_reader) load() (astronomaly.base.base_pipeline.PipelineStage method)

LOF_Algorithm (class in astronomaly.anomaly_detection.lof) log() (in module astronomaly.base.logging_tools)

N

NeighbourScore (class in astronomaly.anomaly_detection.human_loop_learning)

O

onkeypress() (astronomaly.utils.utils.ImageCycler method)

P

PCA_Decomposer (class in astronomaly.dimensionality_reduction.pca) PipelineStage (class in astronomaly.base.base_pipeline)

psd_2d() (in module astronomaly.feature_extraction.power_spectrum) PSD_Features (class in astronomaly.feature_extraction.power_spectrum)

R

randomise_ml_scores() (astronomaly.frontend.interface.Controller method) RawFeatures (class in astronomaly.data_management.raw_features) remove_corrupt_file() (in module astronomaly.utils.utils) reshape_swt2_coefficients() (in module astronomaly.feature_extraction.wavelet_features)

run() (astronomaly.base.base_pipeline.PipelineStage method) run_active_learning() (astronomaly.frontend.interface.Controller method) run_on_dataset() (astronomaly.base.base_pipeline.PipelineStage method) run_pipeline() (astronomaly.frontend.interface.Controller method) (in module astronomaly.scripts.raw_features_example)

S

save() (astronomaly.base.base_pipeline.PipelineStage method) (astronomaly.feature_extraction.autoencoder.Autoencoder method) save_algorithm_obj() (astronomaly.anomaly_detection.lof.LOF_Algorithm method) save_iforest_obj() (astronomaly.anomaly_detection.isolation_forest.IforestAlgorithm method) save_pca() (astronomaly.dimensionality_reduction.pca.PCA_Decomposer method) save_svd() (astronomaly.dimensionality_reduction.truncated_svd.Truncated_SVD_Decomposer method)

ScoreConverter (class in astronomaly.anomaly_detection.human_loop_learning) set_human_label() (astronomaly.frontend.interface.Controller method) set_pipeline_script() (astronomaly.frontend.interface.Controller method) setup_logger() (in module astronomaly.base.logging_tools) shape_check() (astronomaly.feature_extraction.autoencoder.Autoencoder method) sort_ml_scores() (astronomaly.frontend.interface.Controller method) split_lc() (in module astronomaly.data_management.light_curve_reader)

T

train_regression() (astronomaly.anomaly_detection.human_loop_learning.NeighbourScore method)

Truncated_SVD_Decomposer (class in astronomaly.dimensionality_reduction.truncated_svd) TSNE_Plot (class in astronomaly.visualisation.tsne_plot)

W

wavelet_decomposition() (in module astronomaly.feature_extraction.wavelet_features)

WaveletFeatures (class in astronomaly.feature_extraction.wavelet_features)