Index

_

_estimate_log_reg_coeff_std() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method) _estimate_logit_reg_coeffs() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method)

_log_likelihood_lin_reg() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) _pred_target() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method)

A

alpha (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute) (statanalysis.utils_md.refactoring.Hypothesis_data attribute)

C

check_coefficients_non_zero() (in module statanalysis.hyp_vali_md.hypothesis_validator) check_equal_mean() (in module statanalysis.hyp_vali_md.hypothesis_validator) check_equal_var() (in module statanalysis.utils_md.constraints) check_hyp_min_sample() (in module statanalysis.utils_md.constraints) check_hyp_min_samples() (in module statanalysis.utils_md.constraints) check_or_get_alpha_for_hyph_test() (in module statanalysis.utils_md.constraints) check_or_get_cf_for_conf_inte() (in module statanalysis.utils_md.constraints) check_residuals_centered() (in module statanalysis.hyp_vali_md.hypothesis_validator) check_sample_normality() (in module statanalysis.utils_md.constraints) check_zero_to_one_constraint() (in module statanalysis.utils_md.constraints) CIE_MEAN_ONE() (in module statanalysis.conf_inte_md.ci_estimators) CIE_MEAN_TWO() (in module statanalysis.conf_inte_md.ci_estimators) CIE_ONE_PROPORTION() (in module statanalysis.conf_inte_md.ci_estimators) CIE_PROPORTION_TWO() (in module statanalysis.conf_inte_md.ci_estimators) clear_list() (in module statanalysis.utils_md.preprocessing)

clear_list_pair() (in module statanalysis.utils_md.preprocessing) clear_mat_vec() (in module statanalysis.utils_md.preprocessing) coeffs (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute) compute_aic_bic() (in module statanalysis.mdl_esti_md.prediction_metrics) compute_kurtosis() (in module statanalysis.mdl_esti_md.prediction_metrics) compute_linear_regression_results() (in module statanalysis.mdl_esti_md.prediction_results) compute_log_likelihood() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) compute_logit_regression_results() (in module statanalysis.mdl_esti_md.prediction_results) compute_mae() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) compute_skew() (in module statanalysis.mdl_esti_md.prediction_metrics) compute_slope_std() (in module statanalysis.utils_md.estimate_std) ComputeRegression (class in statanalysis.mdl_esti_md.hp_estimators_regression) confidence (statanalysis.utils_md.refactoring.Confidence_data attribute) Confidence_data (class in statanalysis.utils_md.refactoring) count_nan_and_inf() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method)

D

DFE (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute)

DFR (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) DFT (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute)

E

estimate_std() (in module statanalysis.utils_md.estimate_std)

F

F_stat (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute)

fit() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method) (statanalysis.mdl_esti_md.log_reg_example.LogisticRegression method)

G

get_binary_accuracy() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) get_binary_regression_res() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) get_confusion_matrix() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) get_f1_score() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) get_f_value() (in module statanalysis.utils_md.compute_ppf_and_p_value) get_min_sample() (in module statanalysis.conf_inte_md.ci_estimators) get_p_value() (in module statanalysis.utils_md.compute_ppf_and_p_value) get_p_value_f_test() (in module statanalysis.utils_md.compute_ppf_and_p_value)

get_p_value_from_tail() (in module statanalysis.utils_md.compute_ppf_and_p_value) get_p_value_t_test() (in module statanalysis.utils_md.compute_ppf_and_p_value) get_p_value_z_test() (in module statanalysis.utils_md.compute_ppf_and_p_value) get_precision_score() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) get_recall_score() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) get_regression_results() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method) get_t_value() (in module statanalysis.utils_md.compute_ppf_and_p_value) get_tail_from_symb() (statanalysis.utils_md.refactoring.Tails method) get_z_value() (in module statanalysis.utils_md.compute_ppf_and_p_value)

H

HP_MEAN_MANY() (in module statanalysis.hyp_testi_md.hypothesis_testing) HP_MEAN_ONE() (in module statanalysis.hyp_testi_md.hypothesis_testing) HP_MEAN_TWO_NOTPAIR() (in module statanalysis.hyp_testi_md.hypothesis_testing) HP_MEAN_TWO_PAIR() (in module statanalysis.hyp_testi_md.hypothesis_testing) HP_PROPORTION_ONE() (in module statanalysis.hyp_testi_md.hypothesis_testing) HP_PROPORTION_TWO() (in module statanalysis.hyp_testi_md.hypothesis_testing) HPE_FROM_P_VALUE() (in module statanalysis.hyp_testi_md.hp_estimators) HPE_MEAN_MANY() (in module statanalysis.hyp_testi_md.hp_estimators)

HPE_MEAN_ONE() (in module statanalysis.hyp_testi_md.hp_estimators) HPE_MEAN_TWO_NOTPAIRED() (in module statanalysis.hyp_testi_md.hp_estimators) HPE_MEAN_TWO_PAIRED() (in module statanalysis.hyp_testi_md.hp_estimators) HPE_PROPORTION_ONE() (in module statanalysis.hyp_testi_md.hp_estimators) HPE_PROPORTION_TW0() (in module statanalysis.hyp_testi_md.hp_estimators) HPE_REGRESSION_FISHER_TEST() (in module statanalysis.mdl_esti_md.prediction_results) Hypothesis_data (class in statanalysis.utils_md.refactoring) HypothesisValidationData (class in statanalysis.utils_md.refactoring)

I

IC_MEAN_ONE() (in module statanalysis.conf_inte_md.confidence_interval) IC_MEAN_TWO_NOTPAIR() (in module statanalysis.conf_inte_md.confidence_interval) IC_MEAN_TWO_PAIR() (in module statanalysis.conf_inte_md.confidence_interval)

IC_PROPORTION_ONE() (in module statanalysis.conf_inte_md.confidence_interval) IC_PROPORTION_TWO() (in module statanalysis.conf_inte_md.confidence_interval) INF_SYMB (statanalysis.utils_md.refactoring.Tails attribute) interval (statanalysis.utils_md.refactoring.Confidence_data attribute)

L

left (statanalysis.utils_md.refactoring.Tails attribute) list_coeffs_std (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute) log_loss() (in module statanalysis.mdl_esti_md.hp_estimators_regression) (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method)

log_loss_flat() (statanalysis.mdl_esti_md.prediction_metrics.PredictionMetrics method) LogisticRegression (class in statanalysis.mdl_esti_md.log_reg_example)

M

marginOfError (statanalysis.utils_md.refactoring.Confidence_data attribute) ME_logistic_regression() (in module statanalysis.mdl_esti_md.model_estimator) ME_multiple_regression() (in module statanalysis.mdl_esti_md.model_estimator) ME_Normal_dist() (in module statanalysis.mdl_esti_md.model_estimator) ME_Regression() (in module statanalysis.mdl_esti_md.model_estimator) middle (statanalysis.utils_md.refactoring.Tails attribute) module statanalysis statanalysis.conf_inte_md statanalysis.conf_inte_md.ci_estimators statanalysis.conf_inte_md.confidence_interval statanalysis.hyp_testi_md statanalysis.hyp_testi_md.hp_estimators statanalysis.hyp_testi_md.hypothesis_testing statanalysis.hyp_vali_md statanalysis.hyp_vali_md.hypothesis_validator statanalysis.mdl_esti_md statanalysis.mdl_esti_md.hp_estimators_regression statanalysis.mdl_esti_md.log_reg_example statanalysis.mdl_esti_md.model_estimator statanalysis.mdl_esti_md.prediction_metrics statanalysis.mdl_esti_md.prediction_results statanalysis.utils_md statanalysis.utils_md.compute_ppf_and_p_value statanalysis.utils_md.constants statanalysis.utils_md.constraints statanalysis.utils_md.estimate_std statanalysis.utils_md.preprocessing statanalysis.utils_md.refactoring

MSE (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) MSR (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) MST (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute)

N

nb_obs (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute) nb_param (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute)

NEQ_SYMB (statanalysis.utils_md.refactoring.Tails attribute) norm_tail() (statanalysis.utils_md.refactoring.Tails method)

O

obj (statanalysis.utils_md.refactoring.HypothesisValidationData attribute)

P

p_value (statanalysis.utils_md.refactoring.Hypothesis_data attribute) (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) parameter (statanalysis.utils_md.refactoring.Confidence_data attribute) (statanalysis.utils_md.refactoring.Hypothesis_data attribute) pnull (statanalysis.utils_md.refactoring.Hypothesis_data attribute) predict() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method) (statanalysis.mdl_esti_md.log_reg_example.LogisticRegression method)

predict_prob() (statanalysis.mdl_esti_md.log_reg_example.LogisticRegression method) predict_proba() (statanalysis.mdl_esti_md.hp_estimators_regression.ComputeRegression method) PredictionMetrics (class in statanalysis.mdl_esti_md.prediction_metrics) print() (in module statanalysis.conf_inte_md.ci_estimators) (in module statanalysis.conf_inte_md.confidence_interval) (in module statanalysis.hyp_testi_md.hp_estimators) (in module statanalysis.hyp_testi_md.hypothesis_testing) (in module statanalysis.utils_md.constraints)

R

R_carre (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) R_carre_adj (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) RegressionFisherTestData (class in statanalysis.utils_md.refactoring) RegressionResultData (class in statanalysis.mdl_esti_md.prediction_results)

reject_null (statanalysis.utils_md.refactoring.Hypothesis_data attribute) (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) residu_std (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute) residuals (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute) right (statanalysis.utils_md.refactoring.Tails attribute)

S

sample_size (statanalysis.utils_md.refactoring.Confidence_data attribute) (statanalysis.utils_md.refactoring.Hypothesis_data attribute) sigmoid() (in module statanalysis.mdl_esti_md.hp_estimators_regression) SSE (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) SSR (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) SST (statanalysis.utils_md.refactoring.RegressionFisherTestData attribute) statanalysis module statanalysis.conf_inte_md module statanalysis.conf_inte_md.ci_estimators module statanalysis.conf_inte_md.confidence_interval module statanalysis.hyp_testi_md module statanalysis.hyp_testi_md.hp_estimators module statanalysis.hyp_testi_md.hypothesis_testing module statanalysis.hyp_vali_md module statanalysis.hyp_vali_md.hypothesis_validator module statanalysis.mdl_esti_md module

statanalysis.mdl_esti_md.hp_estimators_regression module statanalysis.mdl_esti_md.log_reg_example module statanalysis.mdl_esti_md.model_estimator module statanalysis.mdl_esti_md.prediction_metrics module statanalysis.mdl_esti_md.prediction_results module statanalysis.utils_md module statanalysis.utils_md.compute_ppf_and_p_value module statanalysis.utils_md.constants module statanalysis.utils_md.constraints module statanalysis.utils_md.estimate_std module statanalysis.utils_md.preprocessing module statanalysis.utils_md.refactoring module std_stat_eval (statanalysis.utils_md.refactoring.Hypothesis_data attribute) SUP_SYMB (statanalysis.utils_md.refactoring.Tails attribute)

T

tail (statanalysis.utils_md.refactoring.Hypothesis_data attribute)

Tails (class in statanalysis.utils_md.refactoring) testPassed (statanalysis.utils_md.refactoring.HypothesisValidationData attribute)

Y

y (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute)

y_hat (statanalysis.mdl_esti_md.prediction_results.RegressionResultData attribute)

Z

Z (statanalysis.utils_md.refactoring.Hypothesis_data attribute)