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insight

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Easy Access to Model Information for Various Model Objects

View on CRAN: Click here

Download and install insight package within the R console
Install from CRAN:

 install.packages("insight")

Install from Github:

 library("remotes")

                        install_github("cran/insight")

Install by package version:

 library("remotes")

                        install_version("insight", "1.4.4")

Attach the package and use:

 library("insight")

Maintained by
Daniel Lüdecke
[Scholar Profile | Author Map]

All associated links for this package

First Published: 2019-03-05

Latest Update: 2025-08-21

Description:

A tool to provide an easy, intuitive and consistent access to information contained in various R models, like model formulas, model terms, information about random effects, data that was used to fit the model or data from response variables. 'insight' mainly revolves around two types of functions: Functions that find (the names of) information, starting with 'find_', and functions that get the underlying data, starting with 'get_'. The package has a consistent syntax and works with many different model objects, where otherwise functions to access these information are missing.

How to cite:

Daniel Lüdecke (2019). insight: Easy Access to Model Information for Various Model Objects. R package version 1.4.4, https://cran.r-project.org/web/packages/insight. Accessed 01 Sep. 2026.

Previous versions and publish date:

(2026-08-25 10:50), 0.1.2 (2019-03-05 16:20), 0.2.0 (2019-03-29 10:10), 0.3.0 (2019-05-12 00:01), 0.4.0 (2019-07-01 11:10), 0.4.1 (2019-07-24 11:30), 0.5.0 (2019-09-07 18:40), 0.6.0 (2019-10-17 22:20), 0.7.0 (2019-11-14 23:40), 0.7.1 (2019-11-28 15:30), 0.8.0 (2020-01-14 12:20), 0.8.1 (2020-02-02 18:10), 0.8.2 (2020-03-06 19:20), 0.8.3 (2020-04-20 10:50), 0.8.4 (2020-05-13 20:40), 0.8.5 (2020-06-08 15:30), 0.9.0 (2020-07-20 06:50), 0.9.1 (2020-08-26 18:10), 0.9.5 (2020-09-07 12:20), 0.9.6 (2020-09-20 21:50), 0.10.0 (2020-10-22 06:50), 0.11.0 (2020-11-24 15:10), 0.11.1 (2020-12-08 13:30), 0.12.0 (2021-01-14 22:30), 0.13.0 (2021-02-15 15:50), 0.13.1 (2021-02-22 15:50), 0.13.2 (2021-04-01 08:50), 0.14.0 (2021-05-07 12:50), 0.14.1 (2021-05-28 20:00), 0.14.2 (2021-06-22 11:50), 0.14.3 (2021-08-17 10:00), 0.14.4 (2021-09-02 06:10), 0.14.5 (2021-10-16 16:20), 0.15.0 (2022-01-07 17:22), 0.16.0 (2022-02-17 01:50), 0.17.0 (2022-03-29 08:40), 0.17.1 (2022-05-13 11:00), 0.18.0 (2022-07-05 14:50), 0.18.2 (2022-08-10 13:50), 0.18.3 (2022-09-18 21:36), 0.18.4 (2022-09-21 00:30), 0.18.5 (2022-10-12 13:22), 0.18.6 (2022-10-23 11:45), 0.18.7 (2022-11-18 10:10), 0.18.8 (2022-11-24 11:10), 0.19.0 (2023-01-30 13:10), 0.19.1 (2023-03-18 19:10), 0.19.2 (2023-05-23 18:22), 0.19.3 (2023-06-29 15:30), 0.19.4 (2023-09-10 21:00), 0.19.5 (2023-09-13 15:20), 0.19.6 (2023-10-12 13:50), 0.19.7 (2023-11-26 15:50), 0.19.8 (2024-01-31 20:30), 0.19.9 (2024-03-15 23:30), 0.19.10 (2024-03-22 08:50), 0.19.11 (2024-05-12 20:54), 0.20.0 (2024-06-04 11:49), 0.20.1 (2024-06-11 17:40), 0.20.2 (2024-07-13 17:50), 0.20.3 (2024-08-16 13:00), 0.20.4 (2024-09-02 00:20), 0.20.5 (2024-10-02 09:50), 1.0.0 (2024-11-26 15:50), 1.0.1 (2025-01-10 02:00), 1.0.2 (2025-02-06 14:20), 1.1.0 (2025-03-02 00:10), 1.2.0 (2025-04-22 23:50), 1.3.0 (2025-05-20 13:00), 1.3.1 (2025-07-01 00:10), 1.4.0 (2025-08-19 01:40), 1.4.1 (2025-08-29 12:40), 1.4.2 (2025-09-02 13:20), 1.4.3 (2025-11-24 12:00), 1.4.4 (2025-12-06 14:40), 1.4.5 (2026-01-26 07:30), 1.4.6 (2026-02-04 10:10), 1.5.0 (2026-04-14 12:50), 1.5.1 (2026-05-21 11:20), 1.5.2 (2026-06-28 20:20)

Other packages that cited insight R package

View insight citation profile

Other R packages that insight depends, imports, suggests or enhances

View insight dependency map

Complete documentation for insight

View documentation PDF

Functions, R codes and Examples using the insight R package

Some associated functions: all_models_equal . check_if_installed . clean_names . clean_parameters . color_if . compact_character . compact_list . display . dot-colour_detect . download_model . ellipsis_info . export_table . find_algorithm . find_formula . find_interactions . find_offset . find_parameters.BGGM . find_parameters.averaging . find_parameters.betamfx . find_parameters.emmGrid . find_parameters.gamlss . find_parameters.glmmTMB . find_parameters . find_parameters.zeroinfl . find_predictors . find_random . find_random_slopes . find_response . find_smooth . find_statistic . find_terms . find_transformation . find_variables . find_weights . fish . format_bf . format_capitalize . format_ci . format_message . format_number . format_p . format_pd . format_rope . format_string . format_table . format_value . get_auxiliary . get_call . get_data . get_datagrid . get_deviance . get_df . get_family . get_intercept . get_loglikelihood . get_modelmatrix . get_parameters.BGGM . get_parameters.betamfx . get_parameters.betareg . get_parameters.emmGrid . get_parameters.gamm . get_parameters.glmm . get_parameters.htest . get_parameters . get_parameters.zeroinfl . get_predicted . get_predicted_ci . get_predictors . get_priors . get_random . get_residuals . get_response . get_sigma . get_statistic . get_transformation . get_varcov . get_variance . get_weights . has_intercept . insight-package . is_converged . is_empty_object . is_gam_model . is_mixed_model . is_model . is_model_supported . is_multivariate . is_nested_models . is_nullmodel . link_function . link_inverse . model_info . model_name . n_grouplevels . n_obs . n_parameters . null_model . object_has_names . print_color . print_parameters . standardize_column_order . standardize_names . text_remove_backticks . trim_ws .
Some associated R codes: all_equal_models.R . apply_table_theme.R . check_if_installed.R . clean_names.R . clean_parameters.R . color_if.R . colour_tools.R . compute_variances.R . display.R . download_model.R . ellipsis_info.R . export_table.R . find_algorithm.R . find_formula.R . find_interactions.R . find_offset.R . find_parameter_zi.R . find_parameters.R . find_parameters_bayesian.R . find_parameters_emmeans.R . find_parameters_gam.R . find_parameters_mfx.R . find_parameters_mixed.R . find_parameters_other.R . find_predictors.R . find_random.R . find_random_slopes.R . find_response.R . find_smooth.R . find_statistic.R . find_terms.R . find_transformation.R . find_variables.R . find_weights.R . fish.R . format_bf.R . format_capitalize.R . format_ci.R . format_message.R . format_number.R . format_p.R . format_pd.R . format_rope.R . format_string.R . format_table.R . format_value.R . get_auxiliary.R . get_call.R . get_data.R . get_datagrid.R . get_deviance.R . get_df.R . get_df_betwithin.R . get_df_kenward-rogers.R . get_df_ml1.R . get_df_residual.R . get_df_satterthwaite.R . get_family.R . get_intercept.R . get_loglikelihood.R . get_modelmatrix.R . get_nested_lme_varcorr.R . get_parameters.R . get_parameters_bayesian.R . get_parameters_censored.R . get_parameters_emmeans.R . get_parameters_gam.R . get_parameters_htest.R . get_parameters_mfx.R . get_parameters_mixed.R . get_parameters_others.R . get_parameters_zi.R . get_predicted.R . get_predicted_args.R . get_predicted_bayesian.R . get_predicted_ci.R . get_predicted_ci_zeroinflated.R . get_predicted_fixedeffects.R . get_predicted_gam.R . get_predicted_methods.R . get_predicted_mixed.R . get_predicted_ordinal.R . get_predicted_other.R . get_predicted_se.R . get_predicted_zeroinfl.R . get_predictors.R . get_priors.R . get_random.R . get_residuals.R . get_response.R . get_sigma.R . get_statistic.R . get_transformation.R . get_varcov.R . get_varcov_sandwich.R . get_variances.R . get_weights.R . has_intercept.R . helper_functions.R . insight-package.R . is_converged.R . is_gam_model.R . is_mixed_model.R . is_model.R . is_model_supported.R . is_multivariate.R . is_nested_models.R . is_nullmodel.R . link_function.R . link_inverse.R . model_info.R . model_name.R . n_grouplevels.R . n_obs.R . n_parameters.R . null_model.R . print.easystats_check.R . print_color.R . print_parameters.R . standardize_column_order.R . standardize_names.R . text_remove_backticks.R . utilities.R . utils_compact.R . utils_get_data.R . utils_model_info.R . utils_object.R . Full insight package functions and examples

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