Datasets:
row_idx int64 | f_0_race string | f_1_gender string | f_2_admission_type_id string | f_3_discharge_disposition_id string | f_4_admission_source_id string | f_5_time_in_hospital int64 | f_6_medical_specialty string | f_7_num_lab_procedures int64 | f_8_num_procedures int64 | f_9_num_medications int64 | f_10_number_outpatient int64 | f_11_number_emergency int64 | f_12_number_inpatient int64 | f_13_number_diagnoses int64 | f_14_max_glu_serum string | f_15_A1Cresult string | f_16_metformin string | f_17_repaglinide string | f_18_nateglinide string | f_19_chlorpropamide string | f_20_glimepiride string | f_21_acetohexamide string | f_22_glipizide string | f_23_glyburide string | f_24_tolbutamide string | f_25_pioglitazone string | f_26_rosiglitazone string | f_27_acarbose string | f_28_miglitol string | f_29_troglitazone string | f_30_tolazamide string | f_31_insulin string | f_32_glyburide_metformin string | f_33_glipizide_metformin string | f_34_metformin_rosiglitazone string | f_35_metformin_pioglitazone string | f_36_change int64 | f_37_diabetesMed int64 | f_38_diag_1_group string | f_39_age_group string | target int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
49,926 | Caucasian | Male | 1 | 3 | 7 | 6 | Missing | 1 | 2 | 18 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Respiratory | [60-100) | 0 |
20,819 | Caucasian | Female | 1 | 1 | 7 | 1 | InternalMedicine | 38 | 1 | 5 | 1 | 0 | 0 | 4 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Digestive | [60-100) | 0 |
4,845 | Caucasian | Male | 2 | 1 | 1 | 2 | Cardiology | 16 | 1 | 13 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | Steady | No | No | Steady | No | No | No | No | No | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 1 |
29,672 | Caucasian | Male | 1 | 22 | 7 | 4 | Missing | 60 | 1 | 15 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Injury | [60-100) | 1 |
40,474 | Caucasian | Female | 1 | 1 | 7 | 7 | InternalMedicine | 68 | 3 | 27 | 0 | 0 | 2 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
49,061 | Caucasian | Female | 3 | 1 | 1 | 1 | Orthopedics | 4 | 1 | 22 | 1 | 1 | 0 | 8 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Injury | [30-60) | 0 |
8,819 | Missing | Male | 2 | 1 | 1 | 3 | Pulmonology | 36 | 0 | 10 | 0 | 0 | 0 | 2 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | Steady | No | Steady | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Diabetes | [30-60) | 0 |
19,857 | Caucasian | Female | 1 | 22 | 7 | 4 | InternalMedicine | 45 | 0 | 9 | 0 | 0 | 0 | 8 | Not Measured | >8 | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Circulatory | [30-60) | 0 |
27,114 | Caucasian | Male | 2 | 1 | 7 | 1 | Emergency/Trauma | 10 | 0 | 10 | 0 | 1 | 0 | 7 | Not Measured | >8 | Steady | No | No | No | Steady | No | No | No | No | No | Steady | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
46,747 | Caucasian | Male | 2 | 1 | 1 | 2 | InternalMedicine | 17 | 0 | 3 | 0 | 0 | 0 | 4 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Injury | [60-100) | 0 |
14,109 | Caucasian | Female | 1 | 1 | 7 | 11 | InternalMedicine | 65 | 2 | 12 | 0 | 0 | 0 | 4 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Circulatory | [0-30) | 0 |
23,031 | Caucasian | Female | 5 | 3 | 17 | 6 | Family/GeneralPractice | 25 | 0 | 23 | 0 | 0 | 0 | 8 | >300 | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Respiratory | [60-100) | 0 |
6,978 | Caucasian | Female | 3 | 1 | 1 | 1 | ObstetricsandGynecology | 22 | 3 | 8 | 0 | 0 | 0 | 4 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Other | [30-60) | 0 |
22,742 | Caucasian | Female | 5 | 6 | 17 | 2 | Missing | 11 | 0 | 9 | 0 | 1 | 1 | 9 | >300 | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Diabetes | [60-100) | 0 |
56,571 | Caucasian | Female | 1 | 6 | 7 | 4 | Missing | 62 | 0 | 7 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Genitourinary | [0-30) | 0 |
1,104 | Caucasian | Male | 2 | 1 | 1 | 5 | Surgery-Cardiovascular/Thoracic | 49 | 3 | 23 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | 1 | 1 | Circulatory | [30-60) | 0 |
54,963 | Caucasian | Male | 3 | 3 | 7 | 4 | Emergency/Trauma | 8 | 0 | 13 | 0 | 0 | 0 | 8 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
63,857 | Caucasian | Female | 1 | 6 | 7 | 5 | Cardiology | 55 | 0 | 18 | 1 | 0 | 0 | 9 | Not Measured | >8 | Down | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
5,179 | Caucasian | Male | 3 | 1 | 1 | 3 | Orthopedics-Reconstructive | 12 | 2 | 16 | 0 | 0 | 0 | 4 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Injury | [60-100) | 0 |
23,080 | Caucasian | Female | 6 | 1 | 17 | 4 | Family/GeneralPractice | 58 | 4 | 19 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Musculoskeletal | [60-100) | 0 |
2,931 | AfricanAmerican | Female | 1 | 1 | 6 | 9 | Cardiology | 83 | 5 | 18 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Circulatory | [30-60) | 1 |
55,557 | Caucasian | Male | 2 | 1 | 7 | 4 | Emergency/Trauma | 48 | 0 | 17 | 0 | 1 | 0 | 9 | Not Measured | >7 | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
35,136 | Caucasian | Female | 1 | 1 | 7 | 2 | Missing | 28 | 0 | 5 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Other | [30-60) | 0 |
39,551 | Caucasian | Female | 2 | 1 | 1 | 3 | InternalMedicine | 36 | 0 | 16 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Respiratory | [60-100) | 0 |
68,282 | AfricanAmerican | Male | 2 | 1 | 7 | 9 | Emergency/Trauma | 58 | 0 | 25 | 0 | 0 | 0 | 8 | Not Measured | >8 | Up | No | Steady | No | Steady | No | Steady | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Respiratory | [60-100) | 0 |
17,466 | AfricanAmerican | Female | 2 | 1 | 1 | 2 | InternalMedicine | 41 | 1 | 17 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | Steady | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
5,150 | Hispanic | Female | 6 | 1 | 1 | 2 | Missing | 41 | 1 | 7 | 0 | 0 | 1 | 4 | Norm | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Injury | [60-100) | 0 |
60,296 | Caucasian | Female | 1 | 7 | 7 | 7 | Missing | 63 | 0 | 18 | 1 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Genitourinary | [60-100) | 0 |
42,082 | AfricanAmerican | Female | 2 | 1 | 4 | 2 | Missing | 44 | 3 | 16 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
656 | Caucasian | Female | 2 | 1 | 7 | 4 | Missing | 59 | 0 | 9 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | Steady | No | Down | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Other | [60-100) | 0 |
62,327 | AfricanAmerican | Male | 2 | 1 | 2 | 8 | Psychiatry | 48 | 0 | 11 | 0 | 0 | 0 | 7 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Other | [30-60) | 0 |
61,988 | Caucasian | Female | 1 | 1 | 7 | 10 | Emergency/Trauma | 97 | 2 | 30 | 1 | 0 | 0 | 9 | Not Measured | >7 | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Digestive | [60-100) | 0 |
21,708 | AfricanAmerican | Female | 2 | 3 | 1 | 8 | Surgery-Cardiovascular/Thoracic | 54 | 4 | 60 | 1 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
30,652 | Caucasian | Male | 1 | 1 | 7 | 1 | Family/GeneralPractice | 42 | 0 | 10 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
3,492 | Caucasian | Female | 1 | 3 | 6 | 9 | InternalMedicine | 42 | 0 | 11 | 0 | 0 | 0 | 5 | Not Measured | Norm | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Respiratory | [60-100) | 0 |
5,292 | Caucasian | Male | 2 | 1 | 1 | 3 | Missing | 30 | 0 | 7 | 0 | 0 | 0 | 8 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Other | [30-60) | 0 |
45,297 | Caucasian | Male | 2 | 22 | 1 | 11 | Oncology | 45 | 2 | 19 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Neoplasms | [60-100) | 0 |
22,674 | Caucasian | Male | 2 | 6 | 1 | 9 | Family/GeneralPractice | 43 | 1 | 18 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Other | [60-100) | 0 |
46,159 | Caucasian | Male | 2 | 6 | 1 | 7 | Family/GeneralPractice | 42 | 1 | 26 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | Up | No | No | No | No | No | No | No | No | No | No | No | No | No | 1 | 1 | Other | [60-100) | 0 |
59,774 | AfricanAmerican | Male | 1 | 1 | 7 | 3 | Missing | 36 | 0 | 6 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Respiratory | [60-100) | 0 |
47,892 | Caucasian | Female | 1 | 1 | 7 | 1 | Missing | 28 | 0 | 3 | 0 | 0 | 0 | 3 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Digestive | [30-60) | 0 |
12,385 | AfricanAmerican | Female | 2 | 1 | 1 | 4 | ObstetricsandGynecology | 36 | 2 | 22 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | Steady | No | No | No | Steady | No | No | No | No | No | No | No | No | No | 1 | 1 | Neoplasms | [60-100) | 0 |
35,563 | Caucasian | Female | 1 | 3 | 7 | 3 | Missing | 40 | 0 | 8 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Other | [60-100) | 0 |
63,403 | Caucasian | Female | 2 | 22 | 4 | 5 | Missing | 47 | 0 | 18 | 0 | 1 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
21,582 | AfricanAmerican | Female | 1 | 1 | 7 | 3 | InternalMedicine | 43 | 1 | 12 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
25,084 | Caucasian | Male | 3 | 6 | 1 | 3 | Missing | 16 | 1 | 29 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Musculoskeletal | [60-100) | 0 |
52,008 | Caucasian | Female | 3 | 1 | 1 | 3 | Missing | 7 | 3 | 28 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Genitourinary | [30-60) | 0 |
69,856 | Caucasian | Male | 1 | 3 | 7 | 9 | Missing | 69 | 3 | 13 | 0 | 0 | 0 | 9 | Not Measured | >8 | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
1,716 | AfricanAmerican | Male | 1 | 1 | 7 | 4 | InternalMedicine | 48 | 2 | 15 | 0 | 0 | 0 | 9 | Not Measured | >7 | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | Down | No | No | No | No | 1 | 1 | Digestive | [60-100) | 0 |
60,651 | Caucasian | Female | 1 | 1 | 7 | 8 | Missing | 71 | 3 | 13 | 0 | 0 | 1 | 9 | Not Measured | >7 | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Digestive | [60-100) | 1 |
57,771 | Caucasian | Male | 1 | 1 | 7 | 2 | Missing | 38 | 6 | 22 | 0 | 0 | 0 | 7 | Not Measured | Not Measured | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Circulatory | [30-60) | 0 |
44 | Caucasian | Male | 1 | 6 | 7 | 3 | Family/GeneralPractice | 45 | 0 | 10 | 0 | 0 | 0 | 8 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Injury | [60-100) | 0 |
340 | AfricanAmerican | Male | 1 | 18 | 7 | 1 | Missing | 35 | 0 | 18 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Respiratory | [30-60) | 0 |
37,475 | Caucasian | Male | 3 | 1 | 1 | 3 | Surgery-General | 43 | 2 | 31 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
7,784 | Caucasian | Male | 1 | 18 | 7 | 4 | Family/GeneralPractice | 46 | 0 | 13 | 0 | 0 | 0 | 4 | Not Measured | >8 | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Injury | [60-100) | 0 |
41,877 | AfricanAmerican | Female | 2 | 1 | 1 | 1 | Surgery-Vascular | 2 | 1 | 11 | 1 | 0 | 0 | 6 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 1 |
33,649 | Caucasian | Male | 3 | 1 | 1 | 5 | Cardiology | 34 | 0 | 9 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
19,841 | Caucasian | Male | 1 | 1 | 7 | 6 | Cardiology | 48 | 6 | 20 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
23,469 | Caucasian | Female | 1 | 1 | 1 | 2 | Missing | 30 | 0 | 14 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Missing | [60-100) | 0 |
28,598 | Caucasian | Female | 3 | 1 | 1 | 4 | Missing | 51 | 0 | 13 | 0 | 0 | 0 | 9 | Not Measured | Norm | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Other | [60-100) | 0 |
15,767 | Other | Male | 1 | 1 | 7 | 3 | InternalMedicine | 43 | 0 | 2 | 0 | 0 | 0 | 4 | Not Measured | Norm | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Respiratory | [30-60) | 0 |
57,495 | Caucasian | Male | 1 | 22 | 7 | 5 | Missing | 47 | 1 | 17 | 1 | 0 | 0 | 7 | Not Measured | Not Measured | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Injury | [60-100) | 0 |
13,410 | Caucasian | Male | 2 | 1 | 4 | 4 | Pediatrics-CriticalCare | 22 | 0 | 9 | 0 | 0 | 0 | 1 | Not Measured | >8 | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Diabetes | [0-30) | 0 |
27,502 | Caucasian | Female | 1 | 1 | 7 | 1 | Missing | 4 | 0 | 13 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Other | [60-100) | 0 |
10,900 | Caucasian | Male | 3 | 6 | 1 | 4 | Orthopedics | 38 | 1 | 16 | 1 | 0 | 0 | 6 | Not Measured | Not Measured | Steady | No | No | No | Steady | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | 1 | 1 | Musculoskeletal | [60-100) | 0 |
50,744 | Caucasian | Female | 6 | 1 | 17 | 8 | InternalMedicine | 64 | 5 | 28 | 2 | 0 | 0 | 7 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Circulatory | [60-100) | 0 |
46,083 | Caucasian | Male | 2 | 1 | 1 | 3 | Cardiology | 23 | 3 | 7 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Circulatory | [60-100) | 0 |
41,002 | Caucasian | Female | 2 | 1 | 1 | 3 | InternalMedicine | 41 | 1 | 16 | 2 | 0 | 0 | 5 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Digestive | [60-100) | 0 |
46,740 | AfricanAmerican | Female | 6 | 1 | 7 | 10 | Missing | 72 | 1 | 19 | 0 | 0 | 0 | 5 | >300 | >8 | No | No | No | No | No | No | Up | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Diabetes | [60-100) | 0 |
13,054 | Caucasian | Female | 2 | 1 | 1 | 5 | Surgery-General | 50 | 5 | 20 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
31,390 | Caucasian | Female | 2 | 1 | 1 | 10 | Surgery-General | 78 | 1 | 16 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | No | No | No | No | No | No | Up | No | No | No | Steady | No | No | No | No | No | No | No | No | No | 1 | 1 | Other | [30-60) | 0 |
30,459 | AfricanAmerican | Female | 3 | 1 | 1 | 1 | Cardiology | 1 | 0 | 7 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Respiratory | [60-100) | 0 |
38,809 | Caucasian | Male | 1 | 1 | 7 | 4 | Cardiology | 71 | 2 | 18 | 6 | 0 | 1 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Other | [60-100) | 1 |
54,807 | Caucasian | Female | 2 | 1 | 7 | 4 | Emergency/Trauma | 38 | 1 | 9 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Digestive | [60-100) | 0 |
45,687 | Caucasian | Male | 8 | 1 | 1 | 1 | Surgery-General | 5 | 2 | 15 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Neoplasms | [60-100) | 0 |
33,079 | Caucasian | Male | 3 | 6 | 1 | 1 | Missing | 40 | 1 | 12 | 0 | 0 | 0 | 8 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Digestive | [60-100) | 0 |
38,476 | Caucasian | Female | 2 | 6 | 7 | 3 | Pediatrics | 62 | 0 | 7 | 1 | 0 | 0 | 8 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Respiratory | [60-100) | 0 |
56,019 | AfricanAmerican | Female | 8 | 1 | 7 | 1 | InternalMedicine | 53 | 1 | 6 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Circulatory | [60-100) | 0 |
37,006 | Caucasian | Male | 1 | 1 | 7 | 4 | Emergency/Trauma | 42 | 1 | 20 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Respiratory | [60-100) | 0 |
44,476 | Caucasian | Female | 3 | 1 | 1 | 6 | Missing | 3 | 0 | 11 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Other | [30-60) | 0 |
68,802 | Other | Male | 3 | 3 | 1 | 6 | Missing | 70 | 6 | 50 | 0 | 0 | 0 | 9 | Not Measured | >7 | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
68,878 | Other | Male | 1 | 6 | 7 | 2 | Missing | 36 | 0 | 12 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Respiratory | [60-100) | 1 |
67,154 | AfricanAmerican | Female | 1 | 6 | 7 | 7 | InternalMedicine | 75 | 2 | 15 | 0 | 0 | 0 | 9 | Not Measured | >8 | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Diabetes | [60-100) | 0 |
39,190 | AfricanAmerican | Female | 1 | 1 | 7 | 2 | Missing | 50 | 0 | 7 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Digestive | [30-60) | 0 |
9,303 | Caucasian | Female | 1 | 6 | 7 | 2 | Cardiology | 78 | 0 | 24 | 3 | 1 | 3 | 9 | Not Measured | >8 | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Circulatory | [30-60) | 0 |
24,711 | Caucasian | Female | 3 | 1 | 1 | 1 | Surgery-General | 3 | 2 | 19 | 0 | 0 | 0 | 6 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Circulatory | [60-100) | 1 |
39,455 | Caucasian | Male | 2 | 1 | 4 | 3 | Radiologist | 13 | 6 | 12 | 0 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Circulatory | [60-100) | 0 |
9,261 | Caucasian | Female | 1 | 1 | 7 | 1 | InternalMedicine | 51 | 0 | 4 | 0 | 0 | 0 | 8 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Diabetes | [30-60) | 0 |
4,815 | Caucasian | Male | 1 | 1 | 7 | 1 | Family/GeneralPractice | 43 | 0 | 2 | 0 | 0 | 0 | 2 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Respiratory | [30-60) | 0 |
44,911 | Caucasian | Female | 1 | 1 | 7 | 1 | Missing | 11 | 0 | 13 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Steady | No | No | No | No | 1 | 1 | Respiratory | [60-100) | 0 |
64,673 | Caucasian | Male | 1 | 2 | 7 | 1 | Missing | 55 | 1 | 11 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Circulatory | [60-100) | 0 |
43,039 | Caucasian | Female | 5 | 3 | 1 | 1 | Missing | 32 | 1 | 7 | 1 | 0 | 0 | 8 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Injury | [60-100) | 0 |
29,376 | Caucasian | Female | 3 | 3 | 1 | 10 | Missing | 68 | 3 | 37 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | Down | No | No | No | No | No | Down | No | No | No | No | 1 | 1 | Digestive | [60-100) | 0 |
3,943 | Caucasian | Male | 1 | 1 | 7 | 2 | Cardiology | 35 | 3 | 9 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 0 | Circulatory | [60-100) | 1 |
61,124 | Caucasian | Female | 1 | 6 | 7 | 8 | InternalMedicine | 69 | 0 | 27 | 1 | 0 | 0 | 9 | Not Measured | Not Measured | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
22,193 | Caucasian | Male | 1 | 1 | 7 | 6 | InternalMedicine | 43 | 0 | 15 | 0 | 0 | 0 | 7 | Not Measured | Not Measured | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | Steady | No | No | No | No | 0 | 1 | Respiratory | [60-100) | 0 |
110 | Caucasian | Female | 2 | 1 | 1 | 6 | InternalMedicine | 50 | 2 | 21 | 0 | 0 | 0 | 9 | Not Measured | Not Measured | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Other | [30-60) | 0 |
59,278 | AfricanAmerican | Female | 1 | 6 | 7 | 12 | Missing | 73 | 6 | 61 | 2 | 0 | 0 | 9 | Not Measured | Norm | Steady | No | No | No | No | No | No | No | No | Steady | No | No | No | No | No | Up | No | No | No | No | 1 | 1 | Circulatory | [30-60) | 0 |
45,281 | Caucasian | Male | 3 | 1 | 1 | 1 | Cardiology | 4 | 6 | 13 | 2 | 0 | 0 | 5 | Not Measured | Not Measured | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Circulatory | [60-100) | 0 |
20,941 | Caucasian | Male | 5 | 3 | 17 | 6 | Cardiology | 24 | 2 | 21 | 3 | 0 | 0 | 7 | Norm | Not Measured | No | No | No | No | No | No | No | Steady | No | No | No | No | No | No | No | No | No | No | No | No | 0 | 1 | Circulatory | [30-60) | 0 |
Diabetes_UCI
Part of TabBioMed (TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning), a benchmark of 94 curated biomedical tabular datasets. Code, preprocessing and documentation: https://github.com/AI-sandbox/TabBioMed.
UCI Diabetes 130-US Hospitals: 30-day readmission prediction at discharge. Retain the complete earliest encounter per patient, including unmeasured HbA1c/glucose; never fill fields from later encounters. Exclude discharge codes 11, 13, 14, 19, 20 and 21. Group the primary ICD-9 diagnosis and age bands; drop secondary/tertiary diagnoses, weight, payer code and identifiers. Admission type, discharge disposition and admission source are nominal categories despite their integer source codes. The general pipeline drops three constant medication columns, leaving 40 features for 69,973 distinct patients. Preserve the stored stratified 70/15/15 fixed split. Unmeasured HbA1c/glucose are explicit Not Measured categories; unknown race/specialty are explicit Missing categories. Encoding/scaling is fitted on training data.
| Domain | Task | Samples | Features | Classes |
|---|---|---|---|---|
| Clinical & Healthcare | binary | 69,973 | 40 | 2 |
Splits. Fixed train/val/test split (48981/10496/10496 rows).
Files
data/**.parquet: one row per sample.row_idxis the row index in the original TabBioMed array;f_<i>[_<name>]are the features (in order);target(ortarget_<j>for multi-target tasks) is the label. Categorical feature indices (0-based, among the features):[37, 36, 0, 1, 2, 3, 4, 6, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 38, 39]. Missing values are stored as nulls.metadata.json: TabBioMed task metadata (task type, categorical indices, source, description).feature_names.json: original feature names, in column order.sample_metadata.csv: per-row provenance (identifiers, source annotations); not features.
from datasets import load_dataset
ds = load_dataset("TabBioMed/Diabetes_UCI")
A Croissant (1.1) description with Responsible-AI fields is distributed with the TabBioMed release.
Source and license
Source: UCI Diabetes
This derived dataset is distributed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). Please also cite and respect the terms of the original source.
Citation
@inproceedings{tabbiomed2026,
title = {TabBioMed: A Large-Scale Benchmark for Biomedical Tabular Learning},
author = {Mateo Bernad{\'o}, Pau and Polapragada, Saivenkata Nagavyjayanthi and Bonet, David and Arbiol Rakuljic, Pol and Mogas Pladevall, Laia and Comajoan Cara, Mar{\c{c}}al and Gonzalez Ferrer, Jesus and Abante, Jordi and Mas Montserrat, Daniel and Haussler, David and Ioannidis, Alexander G.},
booktitle = {Advances in Neural Information Processing Systems (NeurIPS), Evaluations and Datasets Track},
year = {2026}
}
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