Index

A

absolute_distance() (in module opendp.metrics) accountant (opendp.context.Context attribute) accuracy_to_discrete_gaussian_scale() (in module opendp.accuracy) accuracy_to_discrete_laplacian_scale() (in module opendp.accuracy) accuracy_to_gaussian_scale() (in module opendp.accuracy) accuracy_to_laplacian_scale() (in module opendp.accuracy)

agg() (opendp.extras.polars.LazyGroupByQuery method) approximate() (in module opendp.measures) args (opendp.typing.RuntimeType attribute) array2_domain() (in module opendp.extras.numpy) assert_features() (in module opendp.mod) atom_domain() (in module opendp.domains)

B

binary_search() (in module opendp.mod) binary_search_chain() (in module opendp.mod)

binary_search_param() (in module opendp.mod) bitvector_domain() (in module opendp.domains)

C

Carrier (class in opendp.typing) carrier_type (opendp.mod.Domain attribute) categorical_domain() (in module opendp.domains) change_one_distance() (in module opendp.metrics) check() (opendp.mod.Measurement method) (opendp.mod.Transformation method)

choose_branching_factor() (in module opendp.transformations) collect() (opendp.extras.polars.OnceFrame method) compositor() (opendp.context.Context static method) (opendp.context.Query method) Context (class in opendp.context) count() (opendp.extras.polars.DPExpr method)

D

datetime_domain() (in module opendp.domains) debias_randomized_response_bitvec() (in module opendp.measurements) delta() (opendp.mod.PrivacyProfile method) descriptor (opendp.mod.Domain attribute) deserialize() (in module opendp.mod) disable_features() (in module opendp.mod) discrete_distance() (in module opendp.metrics) discrete_gaussian_scale_to_accuracy() (in module opendp.accuracy) discrete_laplacian_scale_to_accuracy() (in module opendp.accuracy)

distance_type (opendp.mod.Measure attribute) (opendp.mod.Metric attribute) Domain (class in opendp.mod) domain_carrier_type() (in module opendp.domains) domain_debug() (in module opendp.domains) domain_of() (in module opendp.context) domain_type() (in module opendp.domains) DomainDescriptor (class in opendp.typing) dp_len() (in module opendp.extras.polars) DPExpr (class in opendp.extras.polars)

E

eigvals (opendp.extras.sklearn.decomposition.PCAEpsilons attribute) eigvecs (opendp.extras.sklearn.decomposition.PCAEpsilons attribute)

enable_features() (in module opendp.mod) epsilon() (opendp.mod.PrivacyProfile method) exponential_bounds_search() (in module opendp.mod)

F

filter() (opendp.extras.polars.LazyFrameQuery method) fit() (opendp.extras.sklearn.decomposition.PCA method) fix() (opendp.context.PartialChain method) fixed_smoothed_max_divergence() (in module opendp.measures)

Function (class in opendp.mod) function (opendp.mod.Measurement attribute) (opendp.mod.Transformation attribute) function_eval() (in module opendp.core)

G

gaussian() (opendp.extras.polars.DPExpr method) gaussian_scale_to_accuracy() (in module opendp.accuracy) get_atom() (in module opendp.typing) get_atom_or_infer() (in module opendp.typing) get_california_pums_path() (in module opendp.extras.examples) get_carrier_type() (in module opendp.typing)

get_distance_type() (in module opendp.typing) get_first() (in module opendp.typing) get_france_lfs_path() (in module opendp.extras.examples) get_type() (in module opendp.typing) get_value_type() (in module opendp.typing) group_by() (opendp.extras.polars.LazyFrameQuery method)

H

hamming_distance() (in module opendp.metrics)

I

infer() (opendp.typing.RuntimeType class method) input_carrier_type (opendp.mod.Measurement attribute) (opendp.mod.Transformation attribute) input_distance_type (opendp.mod.Measurement attribute) (opendp.mod.Transformation attribute) input_domain (opendp.mod.Measurement attribute) (opendp.mod.Transformation attribute)

input_metric (opendp.mod.Measurement attribute) (opendp.mod.Transformation attribute) input_space (opendp.mod.Measurement attribute) (opendp.mod.Transformation attribute) insert_delete_distance() (in module opendp.metrics) invoke() (opendp.mod.Measurement method) (opendp.mod.Transformation method)

J

join() (opendp.extras.polars.LazyFrameQuery method)

L

l1_distance() (in module opendp.metrics) l2_distance() (in module opendp.metrics) laplace() (opendp.extras.polars.DPExpr method) laplacian_scale_to_accuracy() (in module opendp.accuracy) lazy() (opendp.extras.polars.OnceFrame method)

lazyframe_domain() (in module opendp.domains) LazyFrameQuery (class in opendp.extras.polars) LazyGroupByQuery (class in opendp.extras.polars) len() (opendp.extras.polars.DPExpr method) linf_distance() (in module opendp.metrics) loss_of() (in module opendp.context)

M

make_alp_queryable() (in module opendp.measurements) make_approximate() (in module opendp.combinators) make_b_ary_tree() (in module opendp.transformations) make_basic_composition() (in module opendp.combinators) make_bounded_float_checked_sum() (in module opendp.transformations) make_bounded_float_ordered_sum() (in module opendp.transformations) make_bounded_int_monotonic_sum() (in module opendp.transformations) make_bounded_int_ordered_sum() (in module opendp.transformations) make_bounded_int_split_sum() (in module opendp.transformations) make_cast() (in module opendp.transformations) make_cast_default() (in module opendp.transformations) make_cast_inherent() (in module opendp.transformations) make_cdf() (in module opendp.transformations) make_chain_mt() (in module opendp.combinators) make_chain_pm() (in module opendp.combinators) make_chain_tt() (in module opendp.combinators) make_clamp() (in module opendp.transformations) make_consistent_b_ary_tree() (in module opendp.transformations) make_count() (in module opendp.transformations) make_count_by() (in module opendp.transformations) make_count_by_categories() (in module opendp.transformations) make_count_distinct() (in module opendp.transformations) make_create_dataframe() (in module opendp.transformations) make_df_cast_default() (in module opendp.transformations) make_df_is_equal() (in module opendp.transformations) make_drop_null() (in module opendp.transformations) make_find() (in module opendp.transformations) make_find_bin() (in module opendp.transformations) make_fix_delta() (in module opendp.combinators) make_gaussian() (in module opendp.measurements) make_geometric() (in module opendp.measurements) make_identity() (in module opendp.transformations) make_impute_constant() (in module opendp.transformations) make_impute_uniform_float() (in module opendp.transformations) make_index() (in module opendp.transformations) make_is_equal() (in module opendp.transformations) make_is_null() (in module opendp.transformations) make_laplace() (in module opendp.measurements) make_laplace_threshold() (in module opendp.measurements) make_lipschitz_float_mul() (in module opendp.transformations) make_mean() (in module opendp.transformations) make_metric_bounded() (in module opendp.transformations) make_metric_unbounded() (in module opendp.transformations) make_np_clamp() (in module opendp.extras.numpy) make_ordered_random() (in module opendp.transformations) make_population_amplification() (in module opendp.combinators) make_private_expr() (in module opendp.measurements) make_private_lazyframe() (in module opendp.measurements) make_private_pca() (in module opendp.extras.sklearn.decomposition) make_pureDP_to_zCDP() (in module opendp.combinators) make_quantile_score_candidates() (in module opendp.transformations) make_quantiles_from_counts() (in module opendp.transformations) make_randomized_response() (in module opendp.measurements) make_randomized_response_bitvec() (in module opendp.measurements) make_randomized_response_bool() (in module opendp.measurements) make_report_noisy_max_gumbel() (in module opendp.measurements) make_resize() (in module opendp.transformations) make_select_column() (in module opendp.transformations) make_select_private_candidate() (in module opendp.combinators) make_sequential_composition() (in module opendp.combinators) make_sized_bounded_float_checked_sum() (in module opendp.transformations) make_sized_bounded_float_ordered_sum() (in module opendp.transformations) make_sized_bounded_int_checked_sum() (in module opendp.transformations) make_sized_bounded_int_monotonic_sum() (in module opendp.transformations) make_sized_bounded_int_ordered_sum() (in module opendp.transformations) make_sized_bounded_int_split_sum() (in module opendp.transformations) make_split_dataframe() (in module opendp.transformations)

make_split_lines() (in module opendp.transformations) make_split_records() (in module opendp.transformations) make_stable_expr() (in module opendp.transformations) make_stable_lazyframe() (in module opendp.transformations) make_subset_by() (in module opendp.transformations) make_sum() (in module opendp.transformations) make_sum_of_squared_deviations() (in module opendp.transformations) make_unordered() (in module opendp.transformations) make_user_measurement() (in module opendp.measurements) make_user_transformation() (in module opendp.transformations) make_variance() (in module opendp.transformations) make_zCDP_to_approxDP() (in module opendp.combinators) map() (opendp.mod.Measurement method) (opendp.mod.Transformation method) map_domain() (in module opendp.domains) Margin (class in opendp.extras.polars) max_divergence() (in module opendp.measures) max_influenced_partitions (opendp.extras.polars.Margin attribute) max_num_partitions (opendp.extras.polars.Margin attribute) max_partition_contributions (opendp.extras.polars.Margin attribute) max_partition_length (opendp.extras.polars.Margin attribute) mean (opendp.extras.sklearn.decomposition.PCAEpsilons attribute) mean() (opendp.extras.polars.DPExpr method) Measure (class in opendp.mod) measure_debug() (in module opendp.measures) measure_distance_type() (in module opendp.measures) measure_type() (in module opendp.measures) Measurement (class in opendp.mod) measurement() (opendp.extras.sklearn.decomposition.PCA method) measurement_check() (in module opendp.core) measurement_function() (in module opendp.core) measurement_input_carrier_type() (in module opendp.core) measurement_input_distance_type() (in module opendp.core) measurement_input_domain() (in module opendp.core) measurement_input_metric() (in module opendp.core) measurement_invoke() (in module opendp.core) measurement_map() (in module opendp.core) measurement_output_distance_type() (in module opendp.core) measurement_output_measure() (in module opendp.core) median() (opendp.extras.polars.DPExpr method) member() (in module opendp.domains) (opendp.mod.Domain method) Metric (class in opendp.mod) metric_debug() (in module opendp.metrics) metric_distance_type() (in module opendp.metrics) metric_of() (in module opendp.context) metric_type() (in module opendp.metrics) module opendp opendp.accuracy opendp.combinators opendp.context opendp.core opendp.domains opendp.extras opendp.extras.examples opendp.extras.numpy opendp.extras.polars opendp.extras.sklearn opendp.extras.sklearn.decomposition opendp.measurements opendp.measures opendp.metrics opendp.mod opendp.prelude opendp.transformations opendp.typing

N

n_features (opendp.extras.sklearn.decomposition.PCA attribute) n_unique() (opendp.extras.polars.DPExpr method) new_function() (in module opendp.core) new_privacy_profile() (in module opendp.measures)

new_queryable() (in module opendp.core) new_with() (opendp.context.Query method) noise() (opendp.extras.polars.DPExpr method) null_count() (opendp.extras.polars.DPExpr method)

O

OnceFrame (class in opendp.extras.polars) opendp module opendp.accuracy module opendp.combinators module opendp.context module opendp.core module opendp.domains module opendp.extras module opendp.extras.examples module opendp.extras.numpy module opendp.extras.polars module opendp.extras.sklearn module opendp.extras.sklearn.decomposition module

opendp.measurements module opendp.measures module opendp.metrics module opendp.mod module opendp.prelude module opendp.transformations module opendp.typing module OpenDPException option_domain() (in module opendp.domains) origin (opendp.typing.RuntimeType attribute) output_distance_type (opendp.mod.Measurement attribute) (opendp.mod.Transformation attribute) output_domain (opendp.mod.Transformation attribute) output_measure (opendp.mod.Measurement attribute) output_metric (opendp.mod.Transformation attribute) output_space (opendp.mod.Transformation attribute)

P

param() (opendp.context.Query method) parse() (opendp.typing.RuntimeType class method) parse_or_infer() (in module opendp.typing) (opendp.typing.RuntimeType class method) partial (opendp.context.PartialChain attribute) PartialChain (class in opendp.context)

partition_distance() (in module opendp.metrics) pass_through() (in module opendp.typing) PCA (class in opendp.extras.sklearn.decomposition) PCAEpsilons (class in opendp.extras.sklearn.decomposition) PrivacyProfile (class in opendp.mod) public_info (opendp.extras.polars.Margin attribute)

Q

quantile() (opendp.extras.polars.DPExpr method) Query (class in opendp.context) query() (opendp.context.Context method)

Queryable (class in opendp.mod) queryable (opendp.context.Context attribute) queryable_eval() (in module opendp.core) queryable_query_type() (in module opendp.core)

R

raw_traceback (opendp.mod.OpenDPException attribute) release() (opendp.context.Query method) (opendp.extras.polars.LazyFrameQuery method)

renyi_divergence() (in module opendp.measures) resolve() (opendp.context.Query method) (opendp.extras.polars.LazyFrameQuery method) RuntimeType (class in opendp.typing)

S

select() (opendp.extras.polars.LazyFrameQuery method) select_seq() (opendp.extras.polars.LazyFrameQuery method) SensitivityMetric (class in opendp.typing) serialize() (in module opendp.mod) series_domain() (in module opendp.domains) set_default_float_type() (in module opendp.typing) set_default_int_type() (in module opendp.typing)

smoothed_max_divergence() (in module opendp.measures) sort() (opendp.extras.polars.LazyFrameQuery method) space_of() (in module opendp.context) substitute() (opendp.typing.RuntimeType method) sum() (opendp.extras.polars.DPExpr method) summarize() (opendp.extras.polars.LazyFrameQuery method) summarize_polars_measurement() (in module opendp.accuracy) symmetric_distance() (in module opendp.metrics)

T

then_alp_queryable() (in module opendp.measurements) then_b_ary_tree() (in module opendp.transformations) then_cast() (in module opendp.transformations) then_cast_default() (in module opendp.transformations) then_cast_inherent() (in module opendp.transformations) then_clamp() (in module opendp.transformations) then_count() (in module opendp.transformations) then_count_by() (in module opendp.transformations) then_count_by_categories() (in module opendp.transformations) then_count_distinct() (in module opendp.transformations) then_df_cast_default() (in module opendp.transformations) then_df_is_equal() (in module opendp.transformations) then_drop_null() (in module opendp.transformations) then_find() (in module opendp.transformations) then_find_bin() (in module opendp.transformations) then_gaussian() (in module opendp.measurements) then_geometric() (in module opendp.measurements) then_identity() (in module opendp.transformations) then_impute_constant() (in module opendp.transformations) then_impute_uniform_float() (in module opendp.transformations) then_index() (in module opendp.transformations) then_is_equal() (in module opendp.transformations) then_is_null() (in module opendp.transformations) then_laplace() (in module opendp.measurements) then_laplace_threshold() (in module opendp.measurements) then_mean() (in module opendp.transformations) then_metric_bounded() (in module opendp.transformations) then_metric_unbounded() (in module opendp.transformations) then_ordered_random() (in module opendp.transformations)

then_private_expr() (in module opendp.measurements) then_private_lazyframe() (in module opendp.measurements) then_quantile_score_candidates() (in module opendp.transformations) then_randomized_response_bitvec() (in module opendp.measurements) then_report_noisy_max_gumbel() (in module opendp.measurements) then_resize() (in module opendp.transformations) then_sequential_composition() (in module opendp.combinators) then_stable_expr() (in module opendp.transformations) then_stable_lazyframe() (in module opendp.transformations) then_sum() (in module opendp.transformations) then_sum_of_squared_deviations() (in module opendp.transformations) then_unordered() (in module opendp.transformations) then_user_measurement() (in module opendp.measurements) then_variance() (in module opendp.transformations) Transformation (class in opendp.mod) transformation_check() (in module opendp.core) transformation_function() (in module opendp.core) transformation_input_carrier_type() (in module opendp.core) transformation_input_distance_type() (in module opendp.core) transformation_input_domain() (in module opendp.core) transformation_input_metric() (in module opendp.core) transformation_invoke() (in module opendp.core) transformation_map() (in module opendp.core) transformation_output_distance_type() (in module opendp.core) transformation_output_domain() (in module opendp.core) transformation_output_metric() (in module opendp.core) type (opendp.mod.Domain attribute) (opendp.mod.Measure attribute) (opendp.mod.Metric attribute)

U

unit_of() (in module opendp.context) UnknownTypeException

user_distance() (in module opendp.metrics) user_divergence() (in module opendp.measures) user_domain() (in module opendp.domains)

V

vector_domain() (in module opendp.domains)

W

wild_expr_domain() (in module opendp.domains) with_columns() (opendp.extras.polars.LazyFrameQuery method) with_columns_seq() (opendp.extras.polars.LazyFrameQuery method)

with_keys() (opendp.extras.polars.LazyFrameQuery method) with_margin() (in module opendp.domains) wrap() (opendp.context.PartialChain class method)

Z

zero_concentrated_divergence() (in module opendp.measures)