Index

A

add_fig() (diogenes.display.display.Report method) add_graph_for_best() (diogenes.display.display.Report method) add_graph_for_best_prec_recall() (diogenes.display.display.Report method) add_graph_for_best_roc() (diogenes.display.display.Report method) add_heading() (diogenes.display.display.Report method) add_legend() (diogenes.display.display.Report method) add_subreport() (diogenes.display.display.Report method) add_summary_graph() (diogenes.display.display.Report method)

add_summary_graph_average_score() (diogenes.display.display.Report method) add_summary_graph_roc_auc() (diogenes.display.display.Report method) add_table() (diogenes.display.display.Report method) add_text() (diogenes.display.display.Report method) append_cols() (in module diogenes.utils) ArrayEmitter (class in diogenes.array_emitter) average_score() (diogenes.grid_search.experiment.Experiment method) (diogenes.grid_search.experiment.Trial method)

B

BaseSubsetIter (class in diogenes.grid_search.subset)

C

cast_list_of_list_to_sa() (in module diogenes.utils) cast_np_sa_to_nd() (in module diogenes.utils) check_arguments() (in module diogenes.utils) check_col() (in module diogenes.utils) check_col_names() (in module diogenes.utils) check_consistent() (in module diogenes.utils) check_sa() (in module diogenes.utils) choose_cols_where() (in module diogenes.modify.modify) choose_rows_where() (in module diogenes.modify.modify) clf (diogenes.grid_search.experiment.Run attribute) (diogenes.grid_search.experiment.Trial attribute) clf_params (diogenes.grid_search.experiment.Trial attribute) col_fewer_than_n_nonzero() (in module diogenes.modify.modify) col_has_lt_threshold_unique_values() (in module diogenes.modify.modify) col_names (diogenes.grid_search.experiment.Run attribute) (diogenes.grid_search.experiment.Trial attribute) col_random() (in module diogenes.modify.modify)

col_val_eq() (in module diogenes.modify.modify) col_val_eq_any() (in module diogenes.modify.modify) combine_cols() (in module diogenes.modify.modify) connect_sql() (in module diogenes.read.read) convert_to_sa() (in module diogenes.utils) crosstab() (in module diogenes.display.display) csv_header() (diogenes.grid_search.experiment.Experiment static method) (diogenes.grid_search.experiment.Run static method) (diogenes.grid_search.experiment.Trial static method) csv_row() (diogenes.grid_search.experiment.Run method) csv_rows() (diogenes.grid_search.experiment.Trial method) csv_to_sql() (in module diogenes.utils) cv (diogenes.grid_search.experiment.Trial attribute) cv_note (diogenes.grid_search.experiment.Run attribute) cv_note() (diogenes.grid_search.partition_iterator.SlidingWindowIdx method) (diogenes.grid_search.partition_iterator.SlidingWindowValue method) cv_params (diogenes.grid_search.experiment.Trial attribute)

D

describe_cols() (in module diogenes.display.display) diogenes (module) diogenes.array_emitter (module) diogenes.display (module) diogenes.display.display (module) diogenes.grid_search (module) diogenes.grid_search.experiment (module) diogenes.grid_search.partition_iterator (module) diogenes.grid_search.standard_clfs (module)

diogenes.grid_search.subset (module) diogenes.modify (module) diogenes.modify.modify (module) diogenes.read (module) diogenes.read.read (module) diogenes.utils (module) dist_less_than() (in module diogenes.utils) distance() (in module diogenes.utils) distance_from_point() (in module diogenes.modify.modify)

E

emit_M() (diogenes.array_emitter.ArrayEmitter method) execute() (diogenes.read.read.SQLConnection method)

Experiment (class in diogenes.grid_search.experiment)

F

f1_score() (diogenes.grid_search.experiment.Run method) feature_pairs_in_rf() (in module diogenes.display.display)

feature_pairs_in_tree() (in module diogenes.display.display) fix_pandas_datetimes() (in module diogenes.utils)

G

generate_bin() (in module diogenes.modify.modify) get_query() (diogenes.array_emitter.ArrayEmitter method) get_report_path() (diogenes.display.display.Report method) get_rg_from_csv() (diogenes.array_emitter.ArrayEmitter method)

get_rg_from_sql() (diogenes.array_emitter.ArrayEmitter method) get_roc_auc() (in module diogenes.display.display) get_top_features() (in module diogenes.display.display)

H

has_run() (diogenes.grid_search.experiment.Experiment method) (diogenes.grid_search.experiment.Trial method)

I

invert_dictionary() (in module diogenes.utils) is_nd() (in module diogenes.utils) is_not_a_time() (in module diogenes.utils)

is_sa() (in module diogenes.utils) iterate_over_dimension() (diogenes.grid_search.experiment.Experiment method)

J

join() (in module diogenes.utils)

L

label_encode() (in module diogenes.modify.modify) labels (diogenes.grid_search.experiment.Run attribute) (diogenes.grid_search.experiment.Trial attribute)

labels_test (diogenes.grid_search.experiment.Run attribute)

M

M (diogenes.grid_search.experiment.Run attribute) (diogenes.grid_search.experiment.Trial attribute) M_test (diogenes.grid_search.experiment.Run attribute) M_to_rg() (in module diogenes.array_emitter)

make_csv() (diogenes.grid_search.experiment.Experiment method) make_report() (diogenes.grid_search.experiment.Experiment method) median_run() (diogenes.grid_search.experiment.Trial method)

N

NoCV (class in diogenes.grid_search.partition_iterator) normalize() (in module diogenes.modify.modify)

np_dtype_is_homogeneous() (in module diogenes.utils)

O

on_headless_server() (in module diogenes.utils) open_csv() (in module diogenes.read.read)

open_csv_as_sa() (in module diogenes.utils) open_csv_url() (in module diogenes.read.read)

P

plot_box_plot() (in module diogenes.display.display) plot_correlation_matrix() (in module diogenes.display.display) plot_correlation_scatter_plot() (in module diogenes.display.display) plot_kernel_density() (in module diogenes.display.display) plot_on_timeline() (in module diogenes.display.display) plot_prec_recall() (in module diogenes.display.display)

plot_roc() (in module diogenes.display.display) plot_simple_histogram() (in module diogenes.display.display) pprint_sa() (in module diogenes.display.display) prec_recall_curve() (diogenes.grid_search.experiment.Run method) (diogenes.grid_search.experiment.Trial method) precision_at_thresholds() (diogenes.grid_search.experiment.Run method)

R

remove_cols() (in module diogenes.utils) remove_cols_where() (in module diogenes.modify.modify) remove_rows_where() (in module diogenes.modify.modify) replace_missing_vals() (in module diogenes.modify.modify) Report (class in diogenes.display.display) ReportError rg_clfs (in module diogenes.grid_search.standard_clfs) roc_auc() (diogenes.grid_search.experiment.Experiment method) (diogenes.grid_search.experiment.Run method) (diogenes.grid_search.experiment.Trial method) roc_curve() (diogenes.grid_search.experiment.Run method) (diogenes.grid_search.experiment.Trial method) row_is_nan() (in module diogenes.modify.modify)

row_is_outlier() (in module diogenes.modify.modify) row_is_within_region() (in module diogenes.modify.modify) row_val_between() (in module diogenes.modify.modify) row_val_eq() (in module diogenes.modify.modify) row_val_gt() (in module diogenes.modify.modify) row_val_lt() (in module diogenes.modify.modify) Run (class in diogenes.grid_search.experiment) run() (diogenes.grid_search.experiment.Experiment method) (diogenes.grid_search.experiment.Trial method) runs (diogenes.grid_search.experiment.Trial attribute) runs_flattened() (diogenes.grid_search.experiment.Trial method)

S

sa_from_cols() (in module diogenes.utils) score() (diogenes.grid_search.experiment.Run method) select_rows_in_M() (diogenes.array_emitter.ArrayEmitter method) set_aggregation() (diogenes.array_emitter.ArrayEmitter method) set_default_aggregation() (diogenes.array_emitter.ArrayEmitter method) set_interval() (diogenes.array_emitter.ArrayEmitter method) set_label_feature() (diogenes.array_emitter.ArrayEmitter method) set_label_interval() (diogenes.array_emitter.ArrayEmitter method) slice_by_best_score() (diogenes.grid_search.experiment.Experiment method) slice_on_dimension() (diogenes.grid_search.experiment.Experiment method) SlidingWindowIdx (class in diogenes.grid_search.partition_iterator) SlidingWindowValue (class in diogenes.grid_search.partition_iterator) sorted_top_feat_importance() (diogenes.grid_search.experiment.Run method) SQLConnection (class in diogenes.read.read) SQLError

stack_rows() (in module diogenes.utils) std_clfs (in module diogenes.grid_search.standard_clfs) str_to_time() (in module diogenes.utils) sub_col_inds (diogenes.grid_search.experiment.Run attribute) sub_col_names (diogenes.grid_search.experiment.Run attribute) subset (diogenes.grid_search.experiment.Trial attribute) subset_note (diogenes.grid_search.experiment.Run attribute) subset_over() (diogenes.array_emitter.ArrayEmitter method) subset_params (diogenes.grid_search.experiment.Trial attribute) SubsetNoSubset (class in diogenes.grid_search.subset) SubsetRandomRowsActualDistribution (class in diogenes.grid_search.subset) SubsetRandomRowsEvenDistribution (class in diogenes.grid_search.subset) SubsetSweepNumRows (class in diogenes.grid_search.subset) SubsetSweepVaryStratification (class in diogenes.grid_search.subset)

T

table() (in module diogenes.display.display) test_indices (diogenes.grid_search.experiment.Run attribute) to_pdf() (diogenes.display.display.Report method) to_unix_time() (in module diogenes.utils)

train_indices (diogenes.grid_search.experiment.Run attribute) transpose_dict_of_lists() (in module diogenes.utils) Trial (class in diogenes.grid_search.experiment) trials (diogenes.grid_search.experiment.Experiment attribute)

U

utf_to_ascii() (in module diogenes.utils)

W

where_all_are_true() (in module diogenes.modify.modify)