Praexia
master
Getting Started
What is Praexia?
Installation
Getting help
Examples
Probability of Default Example
Monitoring Example
Changelog
Version 5.0.1 (2021-10-13)
🔴 Bug fixes
Version 5.0.0 (2021-10-01)
✨ New features and improvements
🔴 Bug fixes
📖 Documentation
Version 4.2.0 (2021-08-25)
✨ New features and improvements
🔴 Bug fixes
📖 Documentation
Version 4.1.0 (2021-07-23)
Version 4.0.0 (2021-07-23)
Version 3.0.1 (2021-06-24)
Version 3.0.0 (2021-06-17)
Version 2.0.0 (2021-05-04)
Version 1.2.0 (2021-04-28)
Version 1.1.0 (2021-02-24)
Version 0.0.1 (2020-11-18)
API Reference
constrata_core_credit.preprocessing
constrata_core_credit.rollrates
constrata_core_credit.rollrate_widgets
constrata_core_credit.weights_of_evidence
constrata_core_credit.weights_of_evidence_widgets
constrata_core_credit.variable_reduction
constrata_core_credit.scorecard
constrata_core_credit.monitoring
constrata_core_credit.monitoring_plots
constrata_core_credit.model_evaluation
constrata_core_credit.plot_setup
constrata_core_credit.experimental
Praexia
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B
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C
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D
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E
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F
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G
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H
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L
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M
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N
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P
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R
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W
A
add_legend_to_plot() (in module weights_of_evidence_widgets)
adjust_break() (weights_of_evidence_widgets.ManualBinningUI method)
adjust_categorical_bins() (weights_of_evidence_widgets.ManualBinningUI method)
autobin() (in module weights_of_evidence)
B
bin_dict (weights_of_evidence.WOEBinning property)
binning (weights_of_evidence_widgets.ManualBinningUI property)
BinningVisualiser (class in weights_of_evidence_widgets)
breaks (weights_of_evidence.WOEBinning property)
breaks_to_labels() (in module weights_of_evidence)
C
calc_bin_count() (in module monitoring_plots)
calc_bin_counts() (in module weights_of_evidence)
calc_dataset_counts() (in module monitoring_plots)
calc_delinquency_state_transition() (in module rollrates)
calc_metrics() (weights_of_evidence_widgets.BinningVisualiser method)
calc_psi() (in module monitoring_plots)
calculate_gini_indices() (in module variable_reduction)
calculate_outcome_counts() (in module monitoring_plots)
calculate_scorecard_distributions() (in module monitoring)
calculate_stability_table() (in module monitoring)
calculate_vif() (in module variable_reduction)
categorical_bins (weights_of_evidence.WOEBinning property)
(weights_of_evidence_widgets.ManualBinningUI property)
categories (weights_of_evidence.WOEBinning property)
cluster_correlated_variables() (in module variable_reduction)
concat_woe_and_counts() (in module weights_of_evidence)
convert_str_to_cat() (in module weights_of_evidence)
CorrelationMatrixColorCoder (class in variable_reduction)
counts (weights_of_evidence.WOEBinning property)
counts_to_woe() (in module weights_of_evidence)
create_client_summary() (in module scorecard)
create_correlation_vif_table() (in module variable_reduction)
create_model_summary() (in module scorecard)
create_outcome_dataframe() (in module monitoring_plots)
create_successful_summary() (in module monitoring_plots)
D
data (weights_of_evidence_widgets.ManualBinningUI property)
E
experimental.variable_reduction
module
extract_scorecard_info() (in module scorecard)
F
filter_dict() (in module weights_of_evidence)
find_str_cols() (in module weights_of_evidence)
fit() (scorecard.Scorecard method)
(weights_of_evidence.WOETransformer method)
fit_and_test_model() (model_evaluation.HypothesisTester method)
fit_autobinning() (weights_of_evidence.WOEBinning method)
fit_model() (model_evaluation.HypothesisTester method)
fit_transform() (weights_of_evidence.WOETransformer method)
fit_woe() (weights_of_evidence.WOEBinning method)
G
get_bin_info_from_autobin_obj() (in module weights_of_evidence)
get_bins() (weights_of_evidence_widgets.ManualBinningUI method)
get_explanation_df() (monitoring.StabilityClassesColorCoder method)
(variable_reduction.CorrelationMatrixColorCoder method)
get_info_vals() (weights_of_evidence.WOETransformer method)
get_params() (scorecard.Scorecard method)
(weights_of_evidence.WOETransformer method)
get_roc_data() (in module model_evaluation)
get_roc_metrics() (in module model_evaluation)
get_roc_metrics_for_datasets() (in module model_evaluation)
get_vars_from_model_pipeline() (in module scorecard)
get_woe() (weights_of_evidence.WOEBinning method)
get_woe_dict() (weights_of_evidence.WOEBinning method)
(weights_of_evidence_widgets.ManualBinningUI method)
get_woe_lookup() (weights_of_evidence.WOETransformer method)
get_woe_values_from_counts() (in module weights_of_evidence)
H
HypothesisTester (class in model_evaluation)
L
labels (weights_of_evidence.WOEBinning property)
load_bins_from_json() (weights_of_evidence_widgets.ManualBinningUI static method)
M
ManualBinningUI (class in weights_of_evidence_widgets)
map_categoricals_to_strings() (in module preprocessing)
merge_bins() (weights_of_evidence_widgets.ManualBinningUI method)
model_evaluation
module
module
experimental.variable_reduction
model_evaluation
monitoring
monitoring_plots
plot_setup
preprocessing
rollrate_widgets
rollrates
scorecard
variable_reduction
weights_of_evidence
weights_of_evidence_widgets
monitoring
module
monitoring_plots
module
N
numerical_breaks (weights_of_evidence_widgets.ManualBinningUI property)
P
plot_application_outcome() (in module monitoring_plots)
plot_clustered_correlation_matrix() (in module variable_reduction)
plot_clustered_correlation_with_gini() (in module experimental.variable_reduction)
plot_correlation_matrix() (in module monitoring_plots)
plot_gini() (in module monitoring_plots)
plot_manually_closed_summary() (in module monitoring_plots)
plot_psi() (in module monitoring_plots)
plot_roc() (in module model_evaluation)
plot_rolling_statistics() (in module monitoring_plots)
plot_selected_variables_iv() (in module variable_reduction)
plot_setup
module
plot_successful_applications() (in module monitoring_plots)
predict() (scorecard.Scorecard method)
predict_log_odds() (scorecard.Scorecard method)
predict_proba() (scorecard.Scorecard method)
preprocessing
module
R
read_dict_from_json() (in module weights_of_evidence)
relative_delta_in_months() (in module rollrates)
rollrate_widgets
module
rollrates
module
RollRateWidget (class in rollrate_widgets)
S
sample_weights (weights_of_evidence.WOEBinning property)
save_bins_to_json() (weights_of_evidence_widgets.ManualBinningUI method)
save_dict_to_json() (in module weights_of_evidence)
save_woe_to_json() (weights_of_evidence.WOETransformer method)
scorecard
module
Scorecard (class in scorecard)
select_best_variables_from_clusters() (in module variable_reduction)
select_removed_variable() (weights_of_evidence_widgets.ManualBinningUI method)
select_variable() (weights_of_evidence_widgets.BinningVisualiser method)
(weights_of_evidence_widgets.ManualBinningUI method)
select_variables_on_iv() (in module variable_reduction)
select_variables_on_vif() (in module variable_reduction)
set_manual_override() (weights_of_evidence.WOEBinning method)
set_params() (scorecard.Scorecard method)
(weights_of_evidence.WOETransformer method)
set_plot_config() (in module plot_setup)
set_protected_bins() (weights_of_evidence.WOEBinning method)
show_client_summary() (in module scorecard)
show_correlation_vif_table() (in module variable_reduction)
show_model_summary() (in module scorecard)
show_stability_table() (in module monitoring)
somers_delta() (in module monitoring_plots)
split_bins() (weights_of_evidence_widgets.ManualBinningUI method)
split_dataset() (in module preprocessing)
StabilityClassesColorCoder (class in monitoring)
T
test_model() (model_evaluation.HypothesisTester method)
to_float() (in module preprocessing)
transform() (monitoring_plots.ValuesToLabels method)
(weights_of_evidence.WOETransformer method)
transform_woe() (in module weights_of_evidence)
(weights_of_evidence.WOEBinning method)
U
update_break_adjuster_widgets() (weights_of_evidence_widgets.ManualBinningUI method)
update_categorical_bins() (weights_of_evidence.WOEBinning method)
update_dropdowns() (weights_of_evidence_widgets.ManualBinningUI method)
update_duration() (rollrate_widgets.RollRateWidget method)
update_init_mob() (rollrate_widgets.RollRateWidget method)
update_numerical_breaks() (weights_of_evidence.WOEBinning method)
update_plot() (weights_of_evidence_widgets.BinningVisualiser method)
(weights_of_evidence_widgets.ManualBinningUI method)
update_ref_mob() (rollrate_widgets.RollRateWidget method)
update_year() (rollrate_widgets.RollRateWidget method)
V
ValuesToLabels (class in monitoring_plots)
variable_reduction
module
varnames (weights_of_evidence_widgets.ManualBinningUI property)
W
weights_of_evidence
module
weights_of_evidence_widgets
module
WOEBinning (class in weights_of_evidence)
WOETransformer (class in weights_of_evidence)