Rater Scoring Modeling Tool
6.0
Who is RSMTool for?
Overview of RSMTool Pipeline
Installation
Tutorial
Using RSMTool
Advanced Uses of RSMTool
Writing custom RSMTool sections
API Documentation
Utility Scripts
Contributing to RSMTool
RSMTool Release Process
Rater Scoring Modeling Tool
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Index
Index
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Symbols
--delete
convert_feature_json command line option
--features <preproc_feats_file>
rsmpredict command line option
--json
convert_feature_json command line option
--output
convert_feature_json command line option
-f, --force
rsmeval command line option
rsmsummarize command line option
rsmtool command line option
-h, --help
convert_feature_json command line option
render_notebook command line option
rsmcompare command line option
rsmeval command line option
rsmpredict command line option
rsmsummarize command line option
rsmtool command line option
-V, --version
rsmcompare command line option
rsmeval command line option
rsmpredict command line option
rsmsummarize command line option
rsmtool command line option
A
add_dataset() (rsmtool.container.DataContainer method)
agreement() (in module rsmtool.utils)
analyze_excluded_responses() (rsmtool.analyzer.Analyzer static method)
analyze_used_predictions() (rsmtool.analyzer.Analyzer static method)
analyze_used_responses() (rsmtool.analyzer.Analyzer static method)
Analyzer (class in rsmtool.analyzer)
apply_add_one_inverse_transform() (rsmtool.transformer.FeatureTransformer class method)
apply_add_one_log_transform() (rsmtool.transformer.FeatureTransformer class method)
apply_inverse_transform() (rsmtool.transformer.FeatureTransformer class method)
apply_log_transform() (rsmtool.transformer.FeatureTransformer class method)
apply_sqrt_transform() (rsmtool.transformer.FeatureTransformer class method)
C
CFGConfigurationParser (class in rsmtool.configuration_parser)
check_exclude_listwise() (rsmtool.configuration_parser.Configuration method)
check_feature_subset_file() (rsmtool.preprocessor.FeatureSubsetProcessor class method)
check_flag_column() (rsmtool.configuration_parser.Configuration method)
check_frame_names() (rsmtool.analyzer.Analyzer static method)
check_id_fields() (rsmtool.configuration_parser.ConfigurationParser static method)
check_model_name() (rsmtool.preprocessor.FeaturePreprocessor static method)
check_param_names() (rsmtool.analyzer.Analyzer static method)
check_section_names() (rsmtool.reporter.Reporter static method)
check_section_order() (rsmtool.reporter.Reporter static method)
check_subgroups() (rsmtool.preprocessor.FeaturePreprocessor static method)
Comparer (class in rsmtool.comparer)
compute_and_save_predictions() (in module rsmtool)
compute_basic_descriptives() (rsmtool.analyzer.Analyzer static method)
compute_correlations_between_versions() (rsmtool.comparer.Comparer static method)
compute_correlations_by_group() (rsmtool.analyzer.Analyzer method)
compute_degradation_and_disattenuated_correlations() (rsmtool.analyzer.Analyzer method)
compute_disattenuated_correlations() (rsmtool.analyzer.Analyzer static method)
compute_expected_scores_from_model() (in module rsmtool.utils)
compute_metrics() (rsmtool.analyzer.Analyzer method)
compute_metrics_by_group() (rsmtool.analyzer.Analyzer method)
compute_outliers() (rsmtool.analyzer.Analyzer static method)
compute_pca() (rsmtool.analyzer.Analyzer static method)
compute_percentiles() (rsmtool.analyzer.Analyzer static method)
config_file
rsmcompare command line option
rsmeval command line option
rsmpredict command line option
rsmsummarize command line option
rsmtool command line option
Configuration (class in rsmtool.configuration_parser)
ConfigurationParser (class in rsmtool.configuration_parser)
context (rsmtool.configuration_parser.Configuration attribute)
convert_feature_json command line option
--delete
--json
--output
-h, --help
convert_feature_json_file() (in module rsmtool)
convert_ipynb_to_html() (rsmtool.reporter.Reporter static method)
copy() (rsmtool.container.DataContainer method)
correlation_helper() (rsmtool.analyzer.Analyzer static method)
create_comparison_report() (rsmtool.reporter.Reporter method)
create_fake_skll_learner() (rsmtool.modeler.Modeler static method)
create_report() (rsmtool.reporter.Reporter method)
create_summary_report() (rsmtool.reporter.Reporter method)
D
DataContainer (class in rsmtool.container)
DataReader (class in rsmtool.reader)
DataWriter (class in rsmtool.writer)
determine_chosen_sections() (rsmtool.reporter.Reporter method)
F
FeaturePreprocessor (class in rsmtool.preprocessor)
FeatureSpecsProcessor (class in rsmtool.preprocessor)
FeatureSubsetProcessor (class in rsmtool.preprocessor)
FeatureTransformer (class in rsmtool.transformer)
filepath (rsmtool.configuration_parser.Configuration attribute)
filter_data() (rsmtool.preprocessor.FeaturePreprocessor method)
filter_metrics() (rsmtool.analyzer.Analyzer method)
filter_on_column() (rsmtool.preprocessor.FeaturePreprocessor static method)
filter_on_flag_columns() (rsmtool.preprocessor.FeaturePreprocessor method)
find_feature_sign() (rsmtool.preprocessor.FeatureSpecsProcessor class method)
find_feature_transform() (rsmtool.transformer.FeatureTransformer class method)
G
generate_default_specs() (rsmtool.preprocessor.FeatureSpecsProcessor class method)
generate_feature_names() (rsmtool.preprocessor.FeaturePreprocessor method)
generate_specs() (rsmtool.preprocessor.FeatureSpecsProcessor class method)
get() (rsmtool.configuration_parser.Configuration method)
get_coefficients() (rsmtool.modeler.Modeler method)
get_configparser() (rsmtool.configuration_parser.ConfigurationParser class method)
get_default_converter() (rsmtool.configuration_parser.Configuration method)
get_feature_names() (rsmtool.modeler.Modeler method)
get_frame() (rsmtool.container.DataContainer method)
get_intercept() (rsmtool.modeler.Modeler method)
get_names_and_paths() (rsmtool.configuration_parser.Configuration method)
get_ordered_notebook_files() (rsmtool.reporter.Reporter method)
get_path() (rsmtool.container.DataContainer method)
get_section_file_map() (rsmtool.reporter.Reporter method)
get_thumbnail_as_html() (in module rsmtool.utils)
get_trim_min_max() (rsmtool.configuration_parser.Configuration method)
H
html_file
render_notebook command line option
I
ipynb_file
render_notebook command line option
items() (rsmtool.configuration_parser.Configuration method)
(rsmtool.container.DataContainer method)
J
JSONConfigurationParser (class in rsmtool.configuration_parser)
K
keys() (rsmtool.configuration_parser.Configuration method)
(rsmtool.container.DataContainer method)
L
load_config_from_dict() (rsmtool.configuration_parser.ConfigurationParser method)
load_from_file() (rsmtool.modeler.Modeler class method)
load_from_learner() (rsmtool.modeler.Modeler class method)
load_rsmtool_output() (rsmtool.comparer.Comparer method)
locate_custom_sections() (rsmtool.reporter.Reporter static method)
locate_files() (rsmtool.reader.DataReader static method)
M
main() (in module rsmtool.reporter)
make_summary_stat_df() (rsmtool.comparer.Comparer static method)
merge_notebooks() (rsmtool.reporter.Reporter static method)
metrics_helper() (rsmtool.analyzer.Analyzer static method)
model_fit_to_dataframe() (rsmtool.modeler.Modeler static method)
Modeler (class in rsmtool.modeler)
N
normalize_and_validate_json() (rsmtool.preprocessor.FeatureSpecsProcessor class method)
normalize_config() (rsmtool.configuration_parser.ConfigurationParser method)
normalize_validate_and_process_config() (rsmtool.configuration_parser.ConfigurationParser method)
O
ols_coefficients_to_dataframe() (rsmtool.modeler.Modeler static method)
output_dir (optional)
rsmcompare command line option
rsmeval command line option
rsmsummarize command line option
rsmtool command line option
output_file
rsmpredict command line option
P
parse_json_with_comments() (in module rsmtool.utils)
partial_correlations() (in module rsmtool.utils)
predict() (rsmtool.modeler.Modeler method)
predict_train_and_test() (rsmtool.modeler.Modeler method)
preprocess_feature() (rsmtool.preprocessor.FeaturePreprocessor method)
preprocess_features() (rsmtool.preprocessor.FeaturePreprocessor method)
preprocess_new_data() (rsmtool.preprocessor.FeaturePreprocessor method)
process_config() (rsmtool.configuration_parser.ConfigurationParser method)
process_confusion_matrix() (rsmtool.comparer.Comparer static method)
process_data() (rsmtool.preprocessor.FeaturePreprocessor method)
process_data_rsmeval() (rsmtool.preprocessor.FeaturePreprocessor method)
process_data_rsmpredict() (rsmtool.preprocessor.FeaturePreprocessor method)
process_data_rsmtool() (rsmtool.preprocessor.FeaturePreprocessor method)
process_predictions() (rsmtool.preprocessor.FeaturePreprocessor static method)
R
read() (rsmtool.reader.DataReader method)
read_config_from_file() (rsmtool.configuration_parser.CFGConfigurationParser method)
(rsmtool.configuration_parser.ConfigurationParser method)
(rsmtool.configuration_parser.JSONConfigurationParser method)
read_from_file() (rsmtool.reader.DataReader static method)
read_normalize_validate_and_process_config() (rsmtool.configuration_parser.ConfigurationParser method)
remove_outliers() (rsmtool.preprocessor.FeaturePreprocessor static method)
rename_default_columns() (rsmtool.preprocessor.FeaturePreprocessor static method)
render_notebook command line option
-h, --help
html_file
ipynb_file
Reporter (class in rsmtool.reporter)
rsmcompare command line option
-V, --version
-h, --help
config_file
output_dir (optional)
rsmeval command line option
-V, --version
-f, --force
-h, --help
config_file
output_dir (optional)
rsmpredict command line option
--features <preproc_feats_file>
-V, --version
-h, --help
config_file
output_file
rsmsummarize command line option
-V, --version
-f, --force
-h, --help
config_file
output_dir (optional)
rsmtool command line option
-V, --version
-f, --force
-h, --help
config_file
output_dir (optional)
rsmtool.analyzer (module)
rsmtool.comparer (module)
rsmtool.configuration_parser (module)
rsmtool.container (module)
rsmtool.modeler (module)
rsmtool.preprocessor (module)
rsmtool.reader (module)
rsmtool.reporter (module)
rsmtool.transformer (module)
rsmtool.writer (module)
run_comparison() (in module rsmtool)
run_data_composition_analyses_for_rsmeval() (rsmtool.analyzer.Analyzer method)
run_data_composition_analyses_for_rsmtool() (rsmtool.analyzer.Analyzer method)
run_evaluation() (in module rsmtool)
run_experiment() (in module rsmtool)
run_prediction_analyses() (rsmtool.analyzer.Analyzer method)
run_summary() (in module rsmtool)
run_training_analyses() (rsmtool.analyzer.Analyzer method)
S
save() (rsmtool.configuration_parser.Configuration method)
scale_coefficients() (rsmtool.modeler.Modeler method)
select_by_subset() (rsmtool.preprocessor.FeatureSubsetProcessor class method)
select_candidates() (rsmtool.preprocessor.FeaturePreprocessor static method)
show_thumbnail() (in module rsmtool.utils)
skll_learner_params_to_dataframe() (rsmtool.modeler.Modeler static method)
T
to_datasets() (rsmtool.container.DataContainer static method)
to_dict() (rsmtool.configuration_parser.Configuration method)
train() (rsmtool.modeler.Modeler method)
train_builtin_model() (rsmtool.modeler.Modeler method)
train_equal_weights_lr() (rsmtool.modeler.Modeler method)
train_lasso_fixed_lambda() (rsmtool.modeler.Modeler method)
train_lasso_fixed_lambda_then_lr() (rsmtool.modeler.Modeler method)
train_lasso_fixed_lambda_then_non_negative_lr() (rsmtool.modeler.Modeler method)
train_linear_regression() (rsmtool.modeler.Modeler method)
train_non_negative_lr() (rsmtool.modeler.Modeler method)
train_positive_lasso_cv() (rsmtool.modeler.Modeler method)
train_positive_lasso_cv_then_lr() (rsmtool.modeler.Modeler method)
train_rebalanced_lr() (rsmtool.modeler.Modeler method)
train_score_weighted_lr() (rsmtool.modeler.Modeler method)
train_skll_model() (rsmtool.modeler.Modeler method)
transform_feature() (rsmtool.transformer.FeatureTransformer class method)
trim() (rsmtool.preprocessor.FeaturePreprocessor static method)
V
validate_config() (rsmtool.configuration_parser.ConfigurationParser method)
validate_feature_specs() (rsmtool.preprocessor.FeatureSpecsProcessor class method)
values() (rsmtool.configuration_parser.Configuration method)
(rsmtool.container.DataContainer method)
W
write_experiment_output() (rsmtool.writer.DataWriter method)
write_feature_csv() (rsmtool.writer.DataWriter method)