Index

_

__init__() (tablemage.agents.ChatDA method) (tablemage.agents.ChatDA_UserInterface method) (tablemage.Analyzer method) (tablemage.fs.BorutaFSC method) (tablemage.fs.BorutaFSR method) (tablemage.fs.KBestFSC method) (tablemage.fs.KBestFSR method) (tablemage.fs.LassoFSC method) (tablemage.fs.LassoFSR method) (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method)

A

all_features() (tablemage._reports.VotingSelectionReport method)

Analyzer (class in tablemage) anova() (tablemage._reports.EDAReport method)

B

BorutaFSC (class in tablemage.fs)

BorutaFSR (class in tablemage.fs)

C

categorical_stats() (tablemage._reports.EDAReport method) categorical_vars() (tablemage._reports.EDAReport method) (tablemage.Analyzer method) causal() (tablemage.Analyzer method) CausalReport (class in tablemage._reports) chat() (tablemage.agents.ChatDA method) ChatDA (class in tablemage.agents)

ChatDA_UserInterface (class in tablemage.agents) chi2() (tablemage._reports.EDAReport method) classify() (tablemage.Analyzer method) cluster() (tablemage.Analyzer method) coefs() (tablemage._reports.OLSReport method) cv_metrics() (tablemage._reports.MLClassificationReport method) (tablemage._reports.MLRegressionReport method) cv_metrics_by_class() (tablemage._reports.MLClassificationReport method)

D

df_all() (tablemage.Analyzer method) df_test() (tablemage.Analyzer method)

df_train() (tablemage.Analyzer method) drop_highly_missing_vars() (tablemage.Analyzer method) dropna() (tablemage.Analyzer method)

E

eda() (tablemage.Analyzer method) EDAReport (class in tablemage._reports)

effect() (tablemage._reports.CausalReport method) engineer_categorical_var() (tablemage.Analyzer method) engineer_numeric_var() (tablemage.Analyzer method)

F

feature_importance() (tablemage._reports.MLClassificationReport method) (tablemage._reports.MLRegressionReport method) (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method) fit() (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method)

force_binary() (tablemage.Analyzer method) force_categorical() (tablemage.Analyzer method) force_numeric() (tablemage.Analyzer method) fs_report() (tablemage._reports.MLClassificationReport method) (tablemage._reports.MLRegressionReport method) (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method)

G

get_outlier_indices() (tablemage._reports.OLSReport method)

H

hyperparam_searcher() (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method)

I

impute() (tablemage.Analyzer method) is_binary() (tablemage._reports.MLClassificationReport method) (tablemage.ml.LinearC method) (tablemage.ml.MLPC method) (tablemage.ml.SVMC method) (tablemage.ml.TreesC method) is_cross_validated() (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method)

K

KBestFSC (class in tablemage.fs)

KBestFSR (class in tablemage.fs)

L

LassoFSC (class in tablemage.fs) LassoFSR (class in tablemage.fs) LinearC (class in tablemage.ml)

LinearR (class in tablemage.ml) load_data_checkpoint() (tablemage.Analyzer method) logit() (tablemage.Analyzer method)

M

metrics() (tablemage._reports.MLClassificationReport method) (tablemage._reports.MLRegressionReport method) (tablemage._reports.OLSReport method) metrics_by_class() (tablemage._reports.MLClassificationReport method) MLClassificationReport (class in tablemage._reports) MLPC (class in tablemage.ml)

MLPR (class in tablemage.ml) MLRegressionReport (class in tablemage._reports) model() (tablemage._reports.MLClassificationReport method) (tablemage._reports.MLRegressionReport method) (tablemage._reports.OLSReport method) module tablemage.agents.options

N

n_units() (tablemage._reports.CausalReport method) numeric_stats() (tablemage._reports.EDAReport method)

numeric_vars() (tablemage._reports.EDAReport method) (tablemage.Analyzer method)

O

ols() (tablemage.Analyzer method)

OLSReport (class in tablemage._reports) onehot() (tablemage.Analyzer method)

P

plot() (tablemage._reports.EDAReport method) plot_confusion_matrix() (tablemage._reports.MLClassificationReport method) plot_correlation_heatmap() (tablemage._reports.EDAReport method) plot_diagnostics() (tablemage._reports.OLSReport method) plot_obs_vs_pred() (tablemage._reports.MLRegressionReport method) (tablemage._reports.OLSReport method) plot_pairs() (tablemage._reports.EDAReport method) plot_pca() (tablemage._reports.EDAReport method) plot_qq() (tablemage._reports.OLSReport method) plot_residuals_hist() (tablemage._reports.OLSReport method) plot_residuals_vs_fitted() (tablemage._reports.OLSReport method) plot_residuals_vs_leverage() (tablemage._reports.OLSReport method) plot_residuals_vs_var() (tablemage._reports.OLSReport method)

plot_roc_curve() (tablemage._reports.MLClassificationReport method) plot_roc_curves() (tablemage._reports.MLClassificationReport method) plot_scale_location() (tablemage._reports.OLSReport method) predictors() (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method) pval() (tablemage._reports.CausalReport method) (tablemage._reports.StatisticalTestReport method)

R

regress() (tablemage.Analyzer method) remove_data_checkpoint() (tablemage.Analyzer method)

RobustLinearR (class in tablemage.ml) run() (tablemage.agents.ChatDA_UserInterface method)

S

save_data_checkpoint() (tablemage.Analyzer method) scale() (tablemage.Analyzer method) se() (tablemage._reports.CausalReport method) select_features() (tablemage.Analyzer method) select_vars() (tablemage.Analyzer method) set_llm() (in module tablemage.agents.options) set_multimodal_llm() (in module tablemage.agents.options) set_outlier_threshold() (tablemage._reports.OLSReport method) shape() (tablemage.Analyzer method) sklearn_estimator() (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method) sklearn_pipeline() (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method)

specify_data() (tablemage.ml.LinearC method) (tablemage.ml.LinearR method) (tablemage.ml.MLPC method) (tablemage.ml.MLPR method) (tablemage.ml.RobustLinearR method) (tablemage.ml.SVMC method) (tablemage.ml.SVMR method) (tablemage.ml.TreesC method) (tablemage.ml.TreesR method) statistic() (tablemage._reports.StatisticalTestReport method) StatisticalTestReport (class in tablemage._reports) statsmodels_summary() (tablemage._reports.OLSReport method) step() (tablemage._reports.OLSReport method) SVMC (class in tablemage.ml) SVMR (class in tablemage.ml)

T

tablemage.agents.options module tabulate_correlation_comparison() (tablemage._reports.EDAReport method) tabulate_correlation_matrix() (tablemage._reports.EDAReport method) tabulate_tableone() (tablemage._reports.EDAReport method) test_categorical_independence() (tablemage._reports.EDAReport method) test_equal_means() (tablemage._reports.EDAReport method)

test_lr() (tablemage._reports.OLSReport method) test_normality() (tablemage._reports.EDAReport method) test_partialf() (tablemage._reports.OLSReport method) top_features() (tablemage._reports.VotingSelectionReport method) TreesC (class in tablemage.ml) TreesR (class in tablemage.ml) ttest() (tablemage._reports.EDAReport method)

U

use_agents() (in module tablemage)

V

value_counts() (tablemage._reports.EDAReport method) (tablemage.Analyzer method)

vars() (tablemage.Analyzer method) votes() (tablemage._reports.VotingSelectionReport method) VotingSelectionReport (class in tablemage._reports)