Data
diabetes_7

diabetes_7

active ARFF Publicly available Visibility: public Uploaded 26-04-2023 by Pablo Torrijos Arenas
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  • bnlearn diabetes Life Science Machine Learning sample
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Diabetes Bayesian Network. Sample 7. bnlearn Bayesian Network Repository reference: [URL](https://www.bnlearn.com/bnrepository/discrete-verylarge.html#diabetes) - Number of nodes: 413 - Number of arcs: 602 - Number of parameters: 429409 - Average Markov blanket size: 3.97 - Average degree: 2.92 - Maximum in-degree: 2 Authors: S. Andreassen, R. Hovorka, J. Benn, K. G. Olesen, and E. R. Carson. Please cite: ([URL](https://vbn.aau.dk/en/publications/a-model-based-approach-to-insulin-adjustment)): S. Andreassen, R. Hovorka, J. Benn, K. G. Olesen, and E. R. Carson. A Model-based Approach to Insulin Adjustment. In Proceedings of the 3rd Conference on Artificial Intelligence in Medicine, pages 239-248. Springer-Verlag, 1991.

413 features

meal_0numeric21 unique values
0 missing
met_irr_14numeric7 unique values
0 missing
cho_0numeric21 unique values
0 missing
meal_15numeric21 unique values
0 missing
cho_initnumeric16 unique values
0 missing
cho_15numeric21 unique values
0 missing
ins_abs_0numeric11 unique values
0 missing
bg_15numeric11 unique values
0 missing
activ_ins_0numeric10 unique values
0 missing
ins_abs_15numeric11 unique values
0 missing
ins_sensnumeric5 unique values
0 missing
activ_ins_15numeric10 unique values
0 missing
gut_abs_0numeric6 unique values
0 missing
gut_abs_15numeric6 unique values
0 missing
bg_0numeric11 unique values
0 missing
renal_cl_15numeric2 unique values
0 missing
renal_cl_0numeric2 unique values
0 missing
ins_indep_util_15numeric3 unique values
0 missing
ins_indep_util_0numeric3 unique values
0 missing
ins_dep_util_15numeric8 unique values
0 missing
ins_dep_util_0numeric8 unique values
0 missing
glu_prod_15numeric6 unique values
0 missing
glu_prod_0numeric6 unique values
0 missing
ins_indep_15numeric4 unique values
0 missing
ins_indep_0numeric4 unique values
0 missing
ins_dep_15numeric13 unique values
0 missing
ins_dep_0numeric13 unique values
0 missing
endo_bal_15numeric16 unique values
0 missing
endo_bal_0numeric16 unique values
0 missing
cho_bal_15numeric16 unique values
0 missing
cho_bal_0numeric16 unique values
0 missing
basal_bal_15numeric18 unique values
0 missing
basal_bal_0numeric18 unique values
0 missing
tot_bal_15numeric15 unique values
0 missing
tot_bal_0numeric15 unique values
0 missing
met_irr_15numeric7 unique values
0 missing
met_irr_0numeric7 unique values
0 missing
meal_16numeric21 unique values
0 missing
meal_1numeric21 unique values
0 missing
cho_16numeric21 unique values
0 missing
cho_1numeric21 unique values
0 missing
bg_16numeric11 unique values
0 missing
bg_1numeric11 unique values
0 missing
ins_abs_16numeric11 unique values
0 missing
ins_abs_1numeric11 unique values
0 missing
activ_ins_16numeric10 unique values
0 missing
activ_ins_1numeric10 unique values
0 missing
gut_abs_16numeric6 unique values
0 missing
gut_abs_1numeric6 unique values
0 missing
renal_cl_16numeric2 unique values
0 missing
renal_cl_1numeric2 unique values
0 missing
ins_indep_util_16numeric3 unique values
0 missing
ins_indep_util_1numeric3 unique values
0 missing
ins_dep_util_16numeric8 unique values
0 missing
ins_dep_util_1numeric8 unique values
0 missing
glu_prod_16numeric6 unique values
0 missing
glu_prod_1numeric6 unique values
0 missing
ins_indep_16numeric4 unique values
0 missing
ins_indep_1numeric4 unique values
0 missing
ins_dep_16numeric13 unique values
0 missing
ins_dep_1numeric13 unique values
0 missing
endo_bal_16numeric16 unique values
0 missing
endo_bal_1numeric16 unique values
0 missing
cho_bal_16numeric16 unique values
0 missing
cho_bal_1numeric16 unique values
0 missing
basal_bal_16numeric18 unique values
0 missing
basal_bal_1numeric18 unique values
0 missing
tot_bal_16numeric15 unique values
0 missing
tot_bal_1numeric15 unique values
0 missing
met_irr_16numeric7 unique values
0 missing
met_irr_1numeric7 unique values
0 missing
meal_17numeric21 unique values
0 missing
meal_2numeric21 unique values
0 missing
cho_17numeric21 unique values
0 missing
cho_2numeric21 unique values
0 missing
bg_17numeric11 unique values
0 missing
bg_2numeric11 unique values
0 missing
ins_abs_17numeric11 unique values
0 missing
ins_abs_2numeric11 unique values
0 missing
activ_ins_17numeric10 unique values
0 missing
activ_ins_2numeric10 unique values
0 missing
gut_abs_17numeric6 unique values
0 missing
gut_abs_2numeric6 unique values
0 missing
renal_cl_17numeric2 unique values
0 missing
renal_cl_2numeric2 unique values
0 missing
ins_indep_util_17numeric3 unique values
0 missing
ins_indep_util_2numeric3 unique values
0 missing
ins_dep_util_17numeric8 unique values
0 missing
ins_dep_util_2numeric8 unique values
0 missing
glu_prod_17numeric6 unique values
0 missing
glu_prod_2numeric6 unique values
0 missing
ins_indep_17numeric5 unique values
0 missing
ins_indep_2numeric4 unique values
0 missing
ins_dep_17numeric13 unique values
0 missing
ins_dep_2numeric13 unique values
0 missing
endo_bal_17numeric16 unique values
0 missing
endo_bal_2numeric16 unique values
0 missing
cho_bal_17numeric16 unique values
0 missing
cho_bal_2numeric16 unique values
0 missing
basal_bal_17numeric17 unique values
0 missing
basal_bal_2numeric18 unique values
0 missing
tot_bal_17numeric15 unique values
0 missing
tot_bal_2numeric15 unique values
0 missing
met_irr_17numeric7 unique values
0 missing
met_irr_2numeric7 unique values
0 missing
meal_18numeric21 unique values
0 missing
meal_3numeric21 unique values
0 missing
cho_18numeric21 unique values
0 missing
cho_3numeric21 unique values
0 missing
bg_18numeric11 unique values
0 missing
bg_3numeric11 unique values
0 missing
ins_abs_18numeric11 unique values
0 missing
ins_abs_3numeric11 unique values
0 missing
activ_ins_18numeric10 unique values
0 missing
activ_ins_3numeric10 unique values
0 missing
gut_abs_18numeric6 unique values
0 missing
gut_abs_3numeric6 unique values
0 missing
renal_cl_18numeric2 unique values
0 missing
renal_cl_3numeric2 unique values
0 missing
ins_indep_util_18numeric3 unique values
0 missing
ins_indep_util_3numeric3 unique values
0 missing
ins_dep_util_18numeric8 unique values
0 missing
ins_dep_util_3numeric8 unique values
0 missing
glu_prod_18numeric6 unique values
0 missing
glu_prod_3numeric6 unique values
0 missing
ins_indep_18numeric5 unique values
0 missing
ins_indep_3numeric5 unique values
0 missing
ins_dep_18numeric13 unique values
0 missing
ins_dep_3numeric13 unique values
0 missing
endo_bal_18numeric16 unique values
0 missing
endo_bal_3numeric16 unique values
0 missing
cho_bal_18numeric16 unique values
0 missing
cho_bal_3numeric16 unique values
0 missing
basal_bal_18numeric18 unique values
0 missing
basal_bal_3numeric18 unique values
0 missing
tot_bal_18numeric15 unique values
0 missing
tot_bal_3numeric15 unique values
0 missing
met_irr_18numeric7 unique values
0 missing
met_irr_3numeric7 unique values
0 missing
meal_19numeric21 unique values
0 missing
meal_4numeric21 unique values
0 missing
cho_19numeric21 unique values
0 missing
cho_4numeric21 unique values
0 missing
bg_19numeric11 unique values
0 missing
bg_4numeric11 unique values
0 missing
ins_abs_19numeric11 unique values
0 missing
ins_abs_4numeric11 unique values
0 missing
activ_ins_19numeric10 unique values
0 missing
activ_ins_4numeric10 unique values
0 missing
gut_abs_19numeric6 unique values
0 missing
gut_abs_4numeric6 unique values
0 missing
renal_cl_19numeric2 unique values
0 missing
renal_cl_4numeric2 unique values
0 missing
ins_indep_util_19numeric3 unique values
0 missing
ins_indep_util_4numeric3 unique values
0 missing
ins_dep_util_19numeric8 unique values
0 missing
ins_dep_util_4numeric8 unique values
0 missing
glu_prod_19numeric6 unique values
0 missing
glu_prod_4numeric6 unique values
0 missing
ins_indep_19numeric5 unique values
0 missing
ins_indep_4numeric5 unique values
0 missing
ins_dep_19numeric13 unique values
0 missing
ins_dep_4numeric13 unique values
0 missing
endo_bal_19numeric16 unique values
0 missing
endo_bal_4numeric16 unique values
0 missing
cho_bal_19numeric16 unique values
0 missing
cho_bal_4numeric16 unique values
0 missing
basal_bal_19numeric18 unique values
0 missing
basal_bal_4numeric18 unique values
0 missing
tot_bal_19numeric15 unique values
0 missing
tot_bal_4numeric15 unique values
0 missing
met_irr_19numeric7 unique values
0 missing
met_irr_4numeric7 unique values
0 missing
meal_20numeric21 unique values
0 missing
meal_5numeric21 unique values
0 missing
cho_20numeric21 unique values
0 missing
cho_5numeric21 unique values
0 missing
bg_20numeric11 unique values
0 missing
bg_5numeric11 unique values
0 missing
ins_abs_20numeric11 unique values
0 missing
ins_abs_5numeric11 unique values
0 missing
activ_ins_20numeric10 unique values
0 missing
activ_ins_5numeric10 unique values
0 missing
gut_abs_20numeric6 unique values
0 missing
gut_abs_5numeric6 unique values
0 missing
renal_cl_20numeric2 unique values
0 missing
renal_cl_5numeric2 unique values
0 missing
ins_indep_util_20numeric3 unique values
0 missing
ins_indep_util_5numeric3 unique values
0 missing
ins_dep_util_20numeric8 unique values
0 missing
ins_dep_util_5numeric8 unique values
0 missing
glu_prod_20numeric6 unique values
0 missing
glu_prod_5numeric6 unique values
0 missing
ins_indep_20numeric4 unique values
0 missing
ins_indep_5numeric5 unique values
0 missing
ins_dep_20numeric13 unique values
0 missing
ins_dep_5numeric13 unique values
0 missing
endo_bal_20numeric16 unique values
0 missing
endo_bal_5numeric16 unique values
0 missing
cho_bal_20numeric16 unique values
0 missing
cho_bal_5numeric16 unique values
0 missing
basal_bal_20numeric18 unique values
0 missing
basal_bal_5numeric17 unique values
0 missing
tot_bal_20numeric15 unique values
0 missing
tot_bal_5numeric15 unique values
0 missing
met_irr_20numeric7 unique values
0 missing
met_irr_5numeric7 unique values
0 missing
meal_21numeric21 unique values
0 missing
meal_6numeric21 unique values
0 missing
cho_21numeric21 unique values
0 missing
cho_6numeric21 unique values
0 missing
bg_21numeric11 unique values
0 missing
bg_6numeric11 unique values
0 missing
ins_abs_21numeric11 unique values
0 missing
ins_abs_6numeric11 unique values
0 missing
activ_ins_21numeric10 unique values
0 missing
activ_ins_6numeric10 unique values
0 missing
gut_abs_21numeric6 unique values
0 missing
gut_abs_6numeric6 unique values
0 missing
renal_cl_21numeric2 unique values
0 missing
renal_cl_6numeric2 unique values
0 missing
ins_indep_util_21numeric3 unique values
0 missing
ins_indep_util_6numeric3 unique values
0 missing
ins_dep_util_21numeric8 unique values
0 missing
ins_dep_util_6numeric8 unique values
0 missing
glu_prod_21numeric6 unique values
0 missing
glu_prod_6numeric6 unique values
0 missing
ins_indep_21numeric5 unique values
0 missing
ins_indep_6numeric4 unique values
0 missing
ins_dep_21numeric13 unique values
0 missing
ins_dep_6numeric13 unique values
0 missing
endo_bal_21numeric16 unique values
0 missing
endo_bal_6numeric16 unique values
0 missing
cho_bal_21numeric16 unique values
0 missing
cho_bal_6numeric16 unique values
0 missing
basal_bal_21numeric18 unique values
0 missing
basal_bal_6numeric18 unique values
0 missing
tot_bal_21numeric15 unique values
0 missing
tot_bal_6numeric15 unique values
0 missing
met_irr_21numeric7 unique values
0 missing
met_irr_6numeric7 unique values
0 missing
meal_22numeric21 unique values
0 missing
meal_7numeric21 unique values
0 missing
cho_22numeric21 unique values
0 missing
cho_7numeric21 unique values
0 missing
bg_22numeric11 unique values
0 missing
bg_7numeric11 unique values
0 missing
ins_abs_22numeric11 unique values
0 missing
ins_abs_7numeric11 unique values
0 missing
activ_ins_22numeric10 unique values
0 missing
activ_ins_7numeric10 unique values
0 missing
gut_abs_22numeric6 unique values
0 missing
gut_abs_7numeric6 unique values
0 missing
renal_cl_22numeric2 unique values
0 missing
renal_cl_7numeric2 unique values
0 missing
ins_indep_util_22numeric3 unique values
0 missing
ins_indep_util_7numeric3 unique values
0 missing
ins_dep_util_22numeric8 unique values
0 missing
ins_dep_util_7numeric8 unique values
0 missing
glu_prod_22numeric6 unique values
0 missing
glu_prod_7numeric6 unique values
0 missing
ins_indep_22numeric4 unique values
0 missing
ins_indep_7numeric4 unique values
0 missing
ins_dep_22numeric13 unique values
0 missing
ins_dep_7numeric13 unique values
0 missing
endo_bal_22numeric16 unique values
0 missing
endo_bal_7numeric16 unique values
0 missing
cho_bal_22numeric16 unique values
0 missing
cho_bal_7numeric16 unique values
0 missing
basal_bal_22numeric18 unique values
0 missing
basal_bal_7numeric18 unique values
0 missing
tot_bal_22numeric15 unique values
0 missing
tot_bal_7numeric15 unique values
0 missing
met_irr_22numeric7 unique values
0 missing
met_irr_7numeric7 unique values
0 missing
meal_23numeric21 unique values
0 missing
meal_8numeric21 unique values
0 missing
cho_23numeric21 unique values
0 missing
cho_8numeric21 unique values
0 missing
bg_23numeric11 unique values
0 missing
bg_8numeric11 unique values
0 missing
ins_abs_23numeric11 unique values
0 missing
ins_abs_8numeric11 unique values
0 missing
activ_ins_23numeric10 unique values
0 missing
activ_ins_8numeric10 unique values
0 missing
gut_abs_23numeric6 unique values
0 missing
gut_abs_8numeric6 unique values
0 missing
renal_cl_23numeric2 unique values
0 missing
renal_cl_8numeric2 unique values
0 missing
ins_indep_util_23numeric3 unique values
0 missing
ins_indep_util_8numeric3 unique values
0 missing
ins_dep_util_23numeric8 unique values
0 missing
ins_dep_util_8numeric8 unique values
0 missing
glu_prod_23numeric6 unique values
0 missing
glu_prod_8numeric6 unique values
0 missing
ins_indep_23numeric4 unique values
0 missing
ins_indep_8numeric4 unique values
0 missing
ins_dep_23numeric13 unique values
0 missing
ins_dep_8numeric13 unique values
0 missing
endo_bal_23numeric16 unique values
0 missing
endo_bal_8numeric16 unique values
0 missing
cho_bal_23numeric16 unique values
0 missing
cho_bal_8numeric16 unique values
0 missing
basal_bal_23numeric18 unique values
0 missing
basal_bal_8numeric18 unique values
0 missing
tot_bal_23numeric15 unique values
0 missing
tot_bal_8numeric15 unique values
0 missing
met_irr_23numeric7 unique values
0 missing
met_irr_8numeric7 unique values
0 missing
meal_24numeric21 unique values
0 missing
meal_9numeric21 unique values
0 missing
cho_24numeric21 unique values
0 missing
cho_9numeric21 unique values
0 missing
bg_24numeric11 unique values
0 missing
bg_9numeric11 unique values
0 missing
ins_abs_9numeric11 unique values
0 missing
activ_ins_9numeric10 unique values
0 missing
gut_abs_9numeric6 unique values
0 missing
renal_cl_9numeric2 unique values
0 missing
ins_indep_util_9numeric3 unique values
0 missing
ins_dep_util_9numeric8 unique values
0 missing
glu_prod_9numeric6 unique values
0 missing
ins_indep_9numeric5 unique values
0 missing
ins_dep_9numeric13 unique values
0 missing
endo_bal_9numeric16 unique values
0 missing
cho_bal_9numeric16 unique values
0 missing
basal_bal_9numeric18 unique values
0 missing
tot_bal_9numeric15 unique values
0 missing
met_irr_9numeric7 unique values
0 missing
meal_10numeric21 unique values
0 missing
cho_10numeric21 unique values
0 missing
bg_10numeric11 unique values
0 missing
ins_abs_10numeric11 unique values
0 missing
activ_ins_10numeric10 unique values
0 missing
gut_abs_10numeric6 unique values
0 missing
renal_cl_10numeric2 unique values
0 missing
ins_indep_util_10numeric3 unique values
0 missing
ins_dep_util_10numeric8 unique values
0 missing
glu_prod_10numeric6 unique values
0 missing
ins_indep_10numeric4 unique values
0 missing
ins_dep_10numeric13 unique values
0 missing
endo_bal_10numeric16 unique values
0 missing
cho_bal_10numeric16 unique values
0 missing
basal_bal_10numeric17 unique values
0 missing
tot_bal_10numeric15 unique values
0 missing
met_irr_10numeric7 unique values
0 missing
meal_11numeric21 unique values
0 missing
cho_11numeric21 unique values
0 missing
bg_11numeric11 unique values
0 missing
ins_abs_11numeric11 unique values
0 missing
activ_ins_11numeric10 unique values
0 missing
gut_abs_11numeric6 unique values
0 missing
renal_cl_11numeric2 unique values
0 missing
ins_indep_util_11numeric3 unique values
0 missing
ins_dep_util_11numeric8 unique values
0 missing
glu_prod_11numeric6 unique values
0 missing
ins_indep_11numeric5 unique values
0 missing
ins_dep_11numeric13 unique values
0 missing
endo_bal_11numeric16 unique values
0 missing
cho_bal_11numeric16 unique values
0 missing
basal_bal_11numeric18 unique values
0 missing
tot_bal_11numeric15 unique values
0 missing
met_irr_11numeric7 unique values
0 missing
meal_12numeric21 unique values
0 missing
cho_12numeric21 unique values
0 missing
bg_12numeric11 unique values
0 missing
ins_abs_12numeric11 unique values
0 missing
activ_ins_12numeric10 unique values
0 missing
gut_abs_12numeric6 unique values
0 missing
renal_cl_12numeric2 unique values
0 missing
ins_indep_util_12numeric3 unique values
0 missing
ins_dep_util_12numeric8 unique values
0 missing
glu_prod_12numeric6 unique values
0 missing
ins_indep_12numeric5 unique values
0 missing
ins_dep_12numeric13 unique values
0 missing
endo_bal_12numeric16 unique values
0 missing
cho_bal_12numeric16 unique values
0 missing
basal_bal_12numeric18 unique values
0 missing
tot_bal_12numeric15 unique values
0 missing
met_irr_12numeric7 unique values
0 missing
meal_13numeric21 unique values
0 missing
cho_13numeric21 unique values
0 missing
bg_13numeric11 unique values
0 missing
ins_abs_13numeric11 unique values
0 missing
activ_ins_13numeric10 unique values
0 missing
gut_abs_13numeric6 unique values
0 missing
renal_cl_13numeric2 unique values
0 missing
ins_indep_util_13numeric3 unique values
0 missing
ins_dep_util_13numeric8 unique values
0 missing
glu_prod_13numeric6 unique values
0 missing
ins_indep_13numeric5 unique values
0 missing
ins_dep_13numeric13 unique values
0 missing
endo_bal_13numeric16 unique values
0 missing
cho_bal_13numeric16 unique values
0 missing
basal_bal_13numeric18 unique values
0 missing
tot_bal_13numeric15 unique values
0 missing
met_irr_13numeric7 unique values
0 missing
meal_14numeric21 unique values
0 missing
cho_14numeric21 unique values
0 missing
bg_14numeric11 unique values
0 missing
ins_abs_14numeric11 unique values
0 missing
activ_ins_14numeric10 unique values
0 missing
gut_abs_14numeric6 unique values
0 missing
renal_cl_14numeric2 unique values
0 missing
ins_indep_util_14numeric3 unique values
0 missing
ins_dep_util_14numeric8 unique values
0 missing
glu_prod_14numeric6 unique values
0 missing
ins_indep_14numeric4 unique values
0 missing
ins_dep_14numeric13 unique values
0 missing
endo_bal_14numeric16 unique values
0 missing
cho_bal_14numeric16 unique values
0 missing
basal_bal_14numeric18 unique values
0 missing
tot_bal_14numeric15 unique values
0 missing
Show first 100 features

19 properties

NumberOfInstances
5000
Number of instances (rows) of the dataset.
NumberOfFeatures
413
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
413
Number of numeric attributes.
NumberOfSymbolicFeatures
0
Number of nominal attributes.
PercentageOfBinaryFeatures
0
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
AutoCorrelation
Average class difference between consecutive instances.
PercentageOfMissingValues
0
Percentage of missing values.
Dimensionality
0.08
Number of attributes divided by the number of instances.
PercentageOfNumericFeatures
100
Percentage of numeric attributes.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
PercentageOfSymbolicFeatures
0
Percentage of nominal attributes.
MajorityClassSize
Number of instances belonging to the most frequent class.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
NumberOfBinaryFeatures
0
Number of binary attributes.
Show all 19 properties

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