pybdt package¶
A fast, Pythonic BDT implementation.
Submodules¶
- pybdt.convertdsmodule module
- pybdt.histlite module
Binner
Binner2D
Hist
Hist2D
Hist2D.colcumulative_left
Hist2D.colcumulative_right
Hist2D.colintegrals
Hist2D.colintegrals_normed
Hist2D.colsums
Hist2D.colsums_normed
Hist2D.cumulative_left
Hist2D.cumulative_right
Hist2D.efficiency()
Hist2D.integral
Hist2D.integral_normed
Hist2D.rowcumulative_left
Hist2D.rowcumulative_right
Hist2D.rowintegrals
Hist2D.rowintegrals_normed
Hist2D.rowsums
Hist2D.rowsums_normed
Hist2D.sum
Hist2D.sum_normed
Hist2D.xhist
Hist2D.xhists
Hist2D.yhist
Hist2D.yhists
Line
Plotter
Style
Surface2D
function_to_surface()
plot_surface()
plot_surface_lines()
- pybdt.ml module
BDTLearner
BDTLearner.add_after_pruner()
BDTLearner.add_before_pruner()
BDTLearner.after_pruners
BDTLearner.before_pruners
BDTLearner.beta
BDTLearner.clear_after_pruners()
BDTLearner.clear_before_pruners()
BDTLearner.dtlearner
BDTLearner.frac_random_events
BDTLearner.num_trees
BDTLearner.quiet
BDTLearner.set_defaults()
BDTLearner.use_purity
BDTModel
CostComplexityPruner
DTLearner
DTModel
DTNode
DataSet
ErrorPruner
Learner
Model
MultiModel1D
MultiModel1DCut
Pruner
SameLeafPruner
VineLearner
VineModel
get_epsilon()
set_epsilon()
unwrapped()
wrapped()
- pybdt.util module
- pybdt.validate module
Validator
Validator.Proxy
Validator.add_data()
Validator.add_weighting()
Validator.bdt
Validator.clear_weightings()
Validator.create_correlation_matrix_plot()
Validator.create_correlation_ratio_matrix_plot()
Validator.create_overtrain_check_plot()
Validator.create_plot()
Validator.create_variable_pair_plot()
Validator.data
Validator.eval()
Validator.full_label
Validator.get_Hist()
Validator.get_clone()
Validator.get_correlation()
Validator.get_key_wkey()
Validator.get_kolmogorov_smirnov_probability()
Validator.get_range()
Validator.get_values_weights()
Validator.label
Validator.load_all_data()
Validator.plot_variable()
Validator.pscores
Validator.scores
Validator.setup_total_mc()
Validator.style
Validator.weight_label
Validator.weights
- pybdt.viz module