Other packages > Find by keyword >

dataquieR  

Data Quality in Epidemiological Research
View on CRAN: Click here


Download and install dataquieR package within the R console
Install from CRAN:
install.packages("dataquieR")

Install from Github:
library("remotes")
install_github("cran/dataquieR")

Install by package version:
library("remotes")
install_version("dataquieR", "2.8.7")



Attach the package and use:
library("dataquieR")
Maintained by
Stephan Struckmann
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-01-26
Latest Update: 2025-03-05
Description:
Data quality assessments guided by a 'data quality framework introduced by Schmidt and colleagues, 2021' target the data quality dimensions integrity, completeness, consistency, and accuracy. The scope of applicable functions rests on the availability of extensive metadata which can be provided in spreadsheet tables. Either standardized (e.g. as 'html5' reports) or individually tailored reports can be generated. For an introduction into the specification of corresponding metadata, please refer to the 'package website' .
How to cite:
Stephan Struckmann (2021). dataquieR: Data Quality in Epidemiological Research. R package version 2.8.7, https://cran.r-project.org/web/packages/dataquieR. Accessed 04 Jun. 2026.
Previous versions and publish date:
1.0.3 (2021-01-26 14:40), 1.0.4 (2021-02-02 18:00), 1.0.5 (2021-02-26 17:20), 1.0.8 (2021-08-12 21:20), 1.0.9 (2021-09-03 14:10), 1.0.10 (2022-08-31 15:50), 1.0.11 (2022-10-11 16:32), 1.0.12 (2022-11-11 08:20), 1.0.13 (2022-11-16 15:40), 2.0.0 (2023-03-01 17:30), 2.0.1 (2023-07-19 18:20), 2.1.0 (2024-03-29 11:30), 2.5.0 (2025-02-20 19:40), 2.5.1 (2025-03-05 19:10), 2.8.2 (2025-12-23 00:50), 2.8.7 (2026-01-08 10:20)
Other packages that cited dataquieR R package
View dataquieR citation profile
Other R packages that dataquieR depends, imports, suggests or enhances
Complete documentation for dataquieR
Functions, R codes and Examples using the dataquieR R package
Some associated functions: API_VERSION . ASSOCIATION_DIRECTION . ASSOCIATION_FORM . ASSOCIATION_METRIC . ASSOCIATION_RANGE . CHECK_ID . CHECK_LABEL . CONTRADICTION_TERM . CONTRADICTION_TYPE . DATA_PREPARATION . DATA_TYPES . DATA_TYPES_OF_R_TYPE . DF_ELEMENT_COUNT . DF_ID_REF_TABLE . DF_ID_VARS . DF_NAME . DF_RECORD_CHECK . DF_RECORD_COUNT . DF_UNIQUE_ID . DF_UNIQUE_ROWS . DISTRIBUTIONS . GOLDSTANDARD . MULTIVARIATE_OUTLIER_CHECKTYPE . N_RULES . REL_VAL . SEGMENT_ID_TABLE . SEGMENT_ID_VARS . SEGMENT_MISS . SEGMENT_PART_VARS . SEGMENT_RECORD_CHECK . SEGMENT_RECORD_COUNT . SEGMENT_UNIQUE_ROWS . SPLIT_CHAR . UNIVARIATE_OUTLIER_CHECKTYPE . VARATT_REQUIRE_LEVELS . VARIABLE_LIST . VARIABLE_ROLES . WELL_KNOWN_META_VARIABLE_NAMES . acc_distributions . acc_distributions_loc . acc_distributions_loc_ecdf . acc_distributions_only . acc_distributions_only_ecdf . acc_distributions_prop . acc_end_digits . acc_loess . acc_margins . acc_multivariate_outlier . acc_robust_univariate_outlier . acc_shape_or_scale . acc_univariate_outlier . acc_varcomp . as.data.frame.dataquieR_resultset . as.list.dataquieR_resultset . cash-.dataquieR_result . cause_label_df . check_table . com_item_missingness . com_qualified_item_missingness . com_qualified_segment_missingness . com_segment_missingness . com_unit_missingness . con_contradictions . con_contradictions_redcap . con_detection_limits . con_hard_limits . con_inadmissible_categorical . con_limit_deviations . con_soft_limits . contradiction_functions . contradiction_functions_descriptions . dataquieR . dataquieR_resultset . dataquieR_resultset2 . dataquieR_resultset_verify . dim.dataquieR_resultset2 . dimensions . dimnames.dataquieR_resultset2 . dims . dot-.manual . dot-get_internal_api . dot-util_internal_normalize_meta_data . dot-variable_arg_roles . dq_report . dq_report2 . dq_report_by . html_dependency_report_dt . html_dependency_vert_dt . int_all_datastructure_dataframe . int_all_datastructure_segment . int_datatype_matrix . int_duplicate_content . int_duplicate_ids . int_part_vars_structure . int_sts_element_dataframe . int_sts_element_segment . int_unexp_elements . int_unexp_records_dataframe . int_unexp_records_segment . int_unexp_records_set . menu_env-menu . menu_env . menu_env_drop_down . menu_env_menu_entry . meta_data . meta_data_cross . meta_data_dataframe . meta_data_env . meta_data_env_co_vars . meta_data_env_criteria . meta_data_env_group_vars . meta_data_env_id_vars . meta_data_env_n_rules . meta_data_env_time_vars . meta_data_segment . nres . pipeline_recursive_result . pipeline_vectorized . prep_add_cause_label_df . prep_add_data_frames . prep_add_missing_codes . prep_add_to_meta . prep_apply_coding . prep_check_for_dataquieR_updates . prep_check_meta_data_dataframe . prep_check_meta_data_segment . prep_check_meta_names . prep_clean_labels . prep_create_meta . prep_datatype_from_data . prep_deparse_assignments . prep_dq_data_type_of . prep_expand_codes . prep_extract_cause_label_df . prep_get_data_frame . prep_get_user_name . prep_link_escape . prep_list_dataframes . prep_load_report . prep_load_workbook_like_file . prep_map_labels . prep_merge_study_data . prep_meta_data_v1_to_item_level_meta_data . prep_min_obs_level . prep_pmap . prep_prepare_dataframes . prep_purge_data_frame_cache . prep_save_report . prep_study2meta . prep_title_escape . prep_valuelabels_from_data . print.ReportSummaryTable . print.dataquieR_result . print.dataquieR_resultset . print.dataquieR_resultset2 . print.interval . pro_applicability_matrix . rbind.ReportSummaryTable . resnames.dataquieR_resultset2 . resnames . study_data . sub-.dataquieR_result . sub-.dataquieR_resultset2 . sub-sub-.dataquieR_result . summary.dataquieR_resultset . summary.dataquieR_resultset2 . util_abbreviate . util_adjust_geom_text_for_plotly . util_alias2caption . util_all_ind_functions . util_all_intro_vars_for_rv . util_all_is_integer . util_anytime_installed . util_app_cd . util_app_con_contradictions_redcap . util_app_dc . util_app_dl . util_app_ed . util_app_hl . util_app_iac . util_app_iav . util_app_im . util_app_loess . util_app_mar . util_app_mol . util_app_ol . util_app_sl . util_app_sm . util_app_sos . util_app_vc . util_as_color . util_as_numeric . util_assign_levlabs . util_attach_attr . util_bQuote . util_backtickQuote . util_cast_off . util_check_data_type . util_check_group_levels . util_check_one_unique_value . util_cll_nm2fkt_nm . util_col_description . util_combine_missing_lists . util_combine_res . util_compare_meta_with_study . util_compress_ggplots_in_res . util_condition_constructor_factory . util_coord_flip . util_copy_all_deps . util_correct_variable_use . util_count_NA . util_count_expected_observations . util_create_page_file . util_deparse1 . util_deprecate_soft . util_detect_cores . util_dichotomize . util_dist_selection . util_ds1_eval_env . util_empty . util_ensure_character . util_ensure_data_type . util_ensure_in . util_ensure_label . util_ensure_suggested . util_error . util_eval_rule . util_eval_to_dataquieR_result . util_evaluate_calls . util_expect_data_frame . util_expect_scalar . util_extract_matches . util_filter_missing_list_table_for_rv . util_filter_names_by_regexps . util_find_external_functions_in_stacktrace . util_find_first_externally_called_functions_in_stacktrace . util_find_var_by_meta . util_fix_rstudio_bugs . util_float_index_menu . util_formattable . util_function_description . util_generate_anchor_link . util_generate_anchor_tag . util_generate_calls . util_generate_calls_for_function . util_generate_pages_from_report . util_get_code_list . util_get_color_for_result . util_get_concept_info . util_get_html_cell_for_result . util_get_message_for_result . util_get_redcap_rule_env . util_get_var_att_names_of_level . util_get_vars_in_segment . util_gg_var_label . util_heatmap_1th . util_html_attr_quote_escape . util_html_for_dims . util_html_for_var . util_html_table . util_hubert . util_int_duplicate_content_dataframe . util_int_duplicate_content_segment . util_int_duplicate_ids_dataframe . util_int_duplicate_ids_segment . util_int_unexp_records_set_dataframe . util_int_unexp_records_set_segment . util_interpret_limits . util_interpret_range . util_is_integer . util_is_na_0_empty_or_false . util_is_numeric_in . util_load_manual . util_looks_like_missing . util_make_data_slot_from_table_slot . util_make_function . util_map_all . util_map_by_largest_prefix . util_map_labels . util_match_arg . util_merge_data_frame_list . util_message . util_no_value_labels . util_normalize_cross_item . util_observation_expected . util_observations_in_subgroups . util_online_ref . util_only_NAs . util_optimize_histogram_bins . util_order_by_order . util_par_pmap . util_parse_assignments . util_parse_interval . util_parse_redcap_rule . util_plot_figure_no_plotly . util_plot_figure_plotly . util_prep_location_check . util_prep_proportion_check . util_prepare_dataframes . util_pretty_print . util_pretty_vector_string . util_rbind . util_recode . util_remove_empty_rows . util_remove_na_records . util_replace_codes_by_NA . util_replace_hard_limit_violations . util_set_dQuoteString . util_set_sQuoteString . util_set_size . util_setup_rstudio_job . util_sigmagap . util_sixsigma . util_sort_by_order . util_startsWith_prefix._or_equals_prefix . util_stop_if_not . util_study_var2factor . util_sub_string_left_from_. . util_sub_string_right_from_. . util_table_of_vct . util_table_rotator . util_translate_indicator_metrics . util_tukey . util_user_hint . util_validate_known_meta . util_validate_missing_lists . util_variable_references . util_view_file . util_warn_unordered . util_warning . 
Some associated R codes: 000_globs.R . 000_options.R . acc_distributions.R . acc_end_digits.R . acc_loess.R . acc_margins.R . acc_multivariate_outlier.R . acc_shape_or_scale.R . acc_univariate_outlier.R . acc_varcomp.R . access_dataquieR_resultset2.R . as.data.frame.dataquieR_resultset.R . as.list.dataquieR_resultset.R . check_data_record_mismatch.R . check_dataset_combination_error.R . check_element_mismatch_error.R . com_item_missingness.R . com_qualified_item_missingness.R . com_qualified_segment_missingness.R . com_segment_missingness.R . com_unit_missingness.R . con_contradictions.R . con_contradictions_redcap.R . con_inadmissible_categorical.R . con_limit_deviations.R . dataquieR-package.R . dataquieR_resultset.R . dataquieR_resultset2.R . dataquieR_resultset_verify.R . dim.dataquieR_resultset2.R . dimnames_dataquieR_resultset2.R . dq_report.R . dq_report2.R . dq_report_by.R . get_internal_api.R . html_dependency_report_dt.R . html_dependency_vert_dt.R . int_all_datastructure_dataframe.R . int_all_datastructure_segment.R . int_datatype_matrix.R . int_duplicate_content.R . int_duplicate_ids.R . int_part_vars_structure.R . int_sts_element_dataframe.R . int_sts_element_segment.R . int_unexp_elements.R . int_unexp_records_dataframe.R . int_unexp_records_segment.R . int_unexp_records_set.R . menu_env.R . meta_data_env.R . nres.R . pipeline_recursive_result.R . pipeline_vectorized.R . prep_add_cause_label_df.R . prep_add_data_frames.R . prep_add_missing_codes.R . prep_add_to_meta.R . prep_apply_coding.R . prep_check_for_dataquieR_updates.R . prep_check_meta_data_dataframe.R . prep_check_meta_data_segment.R . prep_check_meta_names.R . prep_clean_labels.R . prep_create_meta.R . prep_data_management.R . prep_datatype_from_data.R . prep_deparse_assignments.R . prep_dq_data_type_of.R . prep_expand_codes.R . prep_extract_cause_label_df.R . prep_get_data_frame.R . prep_get_user_name.R . prep_link_escape.R . prep_list_dataframes.R . prep_load_folder_with_metadata.R . prep_load_workbook_like_file.R . prep_map_labels.R . prep_merge_study_data.R . prep_meta_data_v1_to_item_level_meta_data.R . prep_min_obs_level.R . prep_pmap.R . prep_prepare_dataframes.R . prep_purge_data_frame_cache.R . prep_save_report.R . prep_study2meta.R . prep_title_escape.R . prep_valuelabels_from_data.R . print.ReportSummaryTable.R . print.dataquieR_result.R . print.dataquieR_resultset.R . print.dataquieR_resultset2.R . print.interval.R . pro_applicability_matrix.R . rbind.R . reflection.R . resnames.R . resnames.dataquieR_resultset2.R . summary.dataquieR_resultset.R . summary.dataquieR_resultset2.R . util_abbreviate.R . util_adjust_geom_text_for_plotly.R . util_alias2caption.R . util_all_ind_functions.R . util_all_intro_vars_for_rv.R . util_all_is_integer.R . util_anytime_installed.R . util_app_cd.R . util_app_con_contradictions_redcap.R . util_app_dc.R . util_app_dl.R . util_app_ed.R . util_app_hl.R . util_app_iac.R . util_app_iav.R . util_app_im.R . util_app_loess.R . util_app_mar.R . util_app_mol.R . util_app_ol.R . util_app_sl.R . util_app_sm.R . util_app_sos.R . util_app_vc.R . util_as_color.R . util_as_numeric.R . util_assign_levlabs.R . util_attach_attr.R . util_bQuote.R . util_backtickQuote.R . util_cast_off.R . util_check_data_type.R . util_check_group_levels.R . util_check_one_unique_value.R . util_cll_nm2fkt_nm.R . util_col_description.R . util_collapse_msgs.R . util_combine_missing_lists.R . util_combine_res.R . util_compare_meta_with_study.R . util_compress_ggplots_in_res.R . util_condition_constructor_factory.R . util_contradiction_rules.R . util_coord_flip.R . util_copy_all_deps.R . util_correct_variable_use.R . util_count_NA.R . util_count_expected_observations.R . util_create_page_file.R . util_deparse1.R . util_deprecate_soft.R . util_detect_cores.R . util_dichotomize.R . util_dist_selection.R . util_ds1_eval_env.R . util_empty.R . util_ensure_character.R . util_ensure_data_type.R . util_ensure_in.R . util_ensure_label.R . util_ensure_suggested.R . util_error.R . util_eval_rule.R . util_eval_to_dataquieR_result.R . util_evaluate_calls.R . util_expect_data_frame.R . util_expect_scalar.R . util_extract_matches.R . util_filter_missing_list_table_for_rv.R . util_filter_names_by_regexps.R . util_find_external_functions_in_stacktrace.R . util_find_first_externally_called_functions_in_stacktrace.R . util_find_var_by_meta.R . util_fix_rstudio_bugs.R . util_float_index_menu.R . util_formattable.R . util_function_description.R . util_generate_anchor_tag.R . util_generate_calls.R . util_generate_calls_for_function.R . util_generate_pages_from_report.R . util_get_code_list.R . util_get_color_for_result.R . util_get_combined_code_lists.R . util_get_concept_info.R . util_get_dataquieR_result.R . util_get_html_cell_for_result.R . util_get_message_for_result.R . util_get_redcap_rule_env.R . util_get_var_att_names_of_level.R . util_get_vars_in_segment.R . util_gg_var_label.R . util_heatmap_1th.R . util_html_attr_quote_escape.R . util_html_for_dims.R . util_html_for_var.R . util_html_table.R . util_hubert.R . util_int_duplicate_content_dataframe.R . util_int_duplicate_content_segment.R . util_int_duplicate_ids_dataframe.R . util_int_duplicate_ids_segment.R . util_int_unexp_records_set_dataframe.R . util_int_unexp_records_set_segment.R . util_interpret_limits.R . util_interpret_range.R . util_is_integer.R . util_is_na_0_empty_or_false.R . util_is_numeric_in.R . util_looks_like_missing.R . util_make_data_slot_from_table_slot.R . util_make_function.R . util_map_all.R . util_map_by_largest_prefix.R . util_map_labels.R . util_match_arg.R . util_merge_data_frame_list.R . util_message.R . util_no_value_labels.R . util_normalize_cross_item.R . util_observation_expected.R . util_observations_in_subgroups.R . util_online_ref.R . util_only_NAs.R . util_optimize_histogram_bins.R . util_par_pmap.R . util_parallel_classic.R . util_parallel_futures.R . util_parse_assignments.R . util_parse_interval.R . util_parse_redcap_rule.R . util_plot_figure_no_plotly.R . util_plot_figure_plotly.R . util_plotly_font_size.R . util_prep_location_check.R . util_prep_proportion_check.R . util_prepare_dataframes.R . util_pretty_print.R . util_pretty_vector_string.R . util_queue_cluster.R . util_rbind.R . util_recode.R . util_remove_dataquieR_result_class.R . util_remove_empty_rows.R . util_remove_na_records.R . util_replace_codes_by_na.R . util_replace_hard_limit_violations.R . util_seg_table.R . util_set_doublequotes.R . util_set_singlequotes.R . util_set_size.R . util_setup_rstudio_job.R . util_sigmagap.R . util_sixsigma.R . util_sort_by_order.R . util_startsWith_prefix._or_equals_prefix.R . util_stop_if_not.R . util_study_var2factor.R . util_table_of_vct.R . util_table_rotator.R . util_translate_indicator_metrics.R . util_tukey.R . util_user_hint.R . util_validate_known_meta.R . util_validate_missing_lists.R . util_variable_references.R . util_view_file.R . util_warn_unordered.R . util_warning.R .  Full dataquieR package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

AMPLE  
Shiny Apps to Support Capacity Building on Harvest Control Rules
Three Shiny apps are provided that introduce Harvest Control Rules (HCR) for fisheries management. ...
Download / Learn more Package Citations See dependency  
shinybusy  
Busy Indicators and Notifications for 'Shiny' Applications
Add indicators (spinner, progress bar, gif) in your 'shiny' applications to show the user that the ...
Download / Learn more Package Citations See dependency  
crplyr  
A 'dplyr' Interface for Crunch
In order to facilitate analysis of datasets hosted on the Crunch data platform ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
phers  
Calculate Phenotype Risk Scores
Use phenotype risk scores based on linked clinical and genetic data to study Mendelian disease and ...
Download / Learn more Package Citations See dependency  
murphydiagram  
Murphy Diagrams for Forecast Comparisons
Data and code for the paper by Ehm, Gneiting, Jordan and Krueger ('Of Quantiles and Expectiles: Con ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA