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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", "2.1.0")



Attach the package and use:
library("dataquieR")
Maintained by
Stephan Struckmann
[Scholar Profile | Author Map]
First Published: 2021-01-26
Latest Update: 2023-07-19
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 2.1.0, https://cran.r-project.org/web/packages/dataquieR. Accessed 21 Feb. 2025.
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)
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
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