| --- |
| license: other |
| pretty_name: modeling_data |
| license_name: physionet-credentialed-health-data-1.5.0 |
| license_link: https://physionet.org/content/mimiciv/view-license/3.1/ |
| configs: |
| - config_name: full_patient_state |
| data_files: |
| - split: full_patient_state |
| path: full_patient_state/full_patient_state-* |
| - config_name: part1_holdout |
| data_files: |
| - split: part1_holdout |
| path: part1_holdout/*.parquet |
| - config_name: part1_test |
| data_files: |
| - split: part1_test |
| path: part1_test/*.parquet |
| - config_name: part1_train |
| data_files: |
| - split: part1_train |
| path: part1_train/*.parquet |
| - config_name: part2_test |
| data_files: |
| - split: part2_test |
| path: part2_test/*.parquet |
| - config_name: part2_train |
| data_files: |
| - split: part2_train |
| path: part2_train/*.parquet |
| dataset_info: |
| config_name: full_patient_state |
| features: |
| - name: ed_stay_id |
| dtype: int64 |
| - name: time |
| dtype: timestamp[us] |
| - name: step_idx |
| dtype: int64 |
| - name: subject_id |
| dtype: int64 |
| - name: hadm_id |
| dtype: int64 |
| - name: stay_window_start |
| dtype: timestamp[us] |
| - name: stay_window_end |
| dtype: timestamp[us] |
| - name: gender |
| dtype: large_string |
| - name: anchor_age |
| dtype: int64 |
| - name: admission_type |
| dtype: large_string |
| - name: cohort_label |
| dtype: large_string |
| - name: terminal_event |
| dtype: large_string |
| - name: acuity |
| dtype: float64 |
| - name: current_temperature |
| dtype: float64 |
| - name: current_heartrate |
| dtype: float64 |
| - name: current_resprate |
| dtype: float64 |
| - name: current_o2sat |
| dtype: float64 |
| - name: current_sbp |
| dtype: float64 |
| - name: current_dbp |
| dtype: float64 |
| - name: current_pain |
| dtype: float64 |
| - name: chiefcomplaint |
| dtype: large_string |
| - name: time_since_last_min |
| dtype: int64 |
| - name: pain_missing |
| dtype: int64 |
| - name: heartrate_missing |
| dtype: int64 |
| - name: o2sat_missing |
| dtype: int64 |
| - name: acuity_missing |
| dtype: int64 |
| - name: resprate_missing |
| dtype: int64 |
| - name: sbp_missing |
| dtype: int64 |
| - name: dbp_missing |
| dtype: int64 |
| - name: temperature_missing |
| dtype: int64 |
| - name: temperature_delta |
| dtype: float64 |
| - name: heartrate_delta |
| dtype: float64 |
| - name: resprate_delta |
| dtype: float64 |
| - name: o2sat_delta |
| dtype: float64 |
| - name: sbp_delta |
| dtype: float64 |
| - name: dbp_delta |
| dtype: float64 |
| - name: pain_delta |
| dtype: float64 |
| - name: temperature_rate_per_min |
| dtype: float64 |
| - name: heartrate_rate_per_min |
| dtype: float64 |
| - name: resprate_rate_per_min |
| dtype: float64 |
| - name: o2sat_rate_per_min |
| dtype: float64 |
| - name: sbp_rate_per_min |
| dtype: float64 |
| - name: dbp_rate_per_min |
| dtype: float64 |
| - name: current_mean_arterial_pressure |
| dtype: float64 |
| - name: temperature_rolling1h |
| dtype: float64 |
| - name: heartrate_rolling1h |
| dtype: float64 |
| - name: resprate_rolling1h |
| dtype: float64 |
| - name: o2sat_rolling1h |
| dtype: float64 |
| - name: sbp_rolling1h |
| dtype: float64 |
| - name: dbp_rolling1h |
| dtype: float64 |
| - name: vitals_checked |
| dtype: int64 |
| - name: Blood Gas-Blood_Pending |
| dtype: int64 |
| - name: Blood Gas-Blood_Normal |
| dtype: int64 |
| - name: Blood Gas-Blood_Abnormal |
| dtype: int64 |
| - name: Blood Gas-Other Body Fluid_Pending |
| dtype: int64 |
| - name: Blood Gas-Other Body Fluid_Normal |
| dtype: int64 |
| - name: Blood Gas-Other Body Fluid_Abnormal |
| dtype: int64 |
| - name: Chemistry-Ascites_Pending |
| dtype: int64 |
| - name: Chemistry-Ascites_Normal |
| dtype: int64 |
| - name: Chemistry-Ascites_Abnormal |
| dtype: int64 |
| - name: Chemistry-Blood_Pending |
| dtype: int64 |
| - name: Chemistry-Blood_Normal |
| dtype: int64 |
| - name: Chemistry-Blood_Abnormal |
| dtype: int64 |
| - name: Chemistry-Cerebrospinal Fluid_Pending |
| dtype: int64 |
| - name: Chemistry-Cerebrospinal Fluid_Normal |
| dtype: int64 |
| - name: Chemistry-Cerebrospinal Fluid_Abnormal |
| dtype: int64 |
| - name: Chemistry-Joint Fluid_Pending |
| dtype: int64 |
| - name: Chemistry-Joint Fluid_Normal |
| dtype: int64 |
| - name: Chemistry-Joint Fluid_Abnormal |
| dtype: int64 |
| - name: Chemistry-Other Body Fluid_Pending |
| dtype: int64 |
| - name: Chemistry-Other Body Fluid_Normal |
| dtype: int64 |
| - name: Chemistry-Other Body Fluid_Abnormal |
| dtype: int64 |
| - name: Chemistry-Pleural_Pending |
| dtype: int64 |
| - name: Chemistry-Pleural_Normal |
| dtype: int64 |
| - name: Chemistry-Pleural_Abnormal |
| dtype: int64 |
| - name: Chemistry-Stool_Pending |
| dtype: int64 |
| - name: Chemistry-Stool_Normal |
| dtype: int64 |
| - name: Chemistry-Stool_Abnormal |
| dtype: int64 |
| - name: Chemistry-Urine_Pending |
| dtype: int64 |
| - name: Chemistry-Urine_Normal |
| dtype: int64 |
| - name: Chemistry-Urine_Abnormal |
| dtype: int64 |
| - name: Hematology-Ascites_Pending |
| dtype: int64 |
| - name: Hematology-Ascites_Normal |
| dtype: int64 |
| - name: Hematology-Ascites_Abnormal |
| dtype: int64 |
| - name: Hematology-Blood_Pending |
| dtype: int64 |
| - name: Hematology-Blood_Normal |
| dtype: int64 |
| - name: Hematology-Blood_Abnormal |
| dtype: int64 |
| - name: Hematology-Bone Marrow_Pending |
| dtype: int64 |
| - name: Hematology-Bone Marrow_Normal |
| dtype: int64 |
| - name: Hematology-Bone Marrow_Abnormal |
| dtype: int64 |
| - name: Hematology-Cerebrospinal Fluid_Pending |
| dtype: int64 |
| - name: Hematology-Cerebrospinal Fluid_Normal |
| dtype: int64 |
| - name: Hematology-Cerebrospinal Fluid_Abnormal |
| dtype: int64 |
| - name: Hematology-Joint Fluid_Pending |
| dtype: int64 |
| - name: Hematology-Joint Fluid_Normal |
| dtype: int64 |
| - name: Hematology-Joint Fluid_Abnormal |
| dtype: int64 |
| - name: Hematology-Other Body Fluid_Pending |
| dtype: int64 |
| - name: Hematology-Other Body Fluid_Normal |
| dtype: int64 |
| - name: Hematology-Other Body Fluid_Abnormal |
| dtype: int64 |
| - name: Hematology-Pleural_Pending |
| dtype: int64 |
| - name: Hematology-Pleural_Normal |
| dtype: int64 |
| - name: Hematology-Pleural_Abnormal |
| dtype: int64 |
| - name: Hematology-Stool_Pending |
| dtype: int64 |
| - name: Hematology-Stool_Normal |
| dtype: int64 |
| - name: Hematology-Stool_Abnormal |
| dtype: int64 |
| - name: Hematology-Urine_Pending |
| dtype: int64 |
| - name: Hematology-Urine_Normal |
| dtype: int64 |
| - name: Hematology-Urine_Abnormal |
| dtype: int64 |
| - name: labs_ordered |
| dtype: int64 |
| - name: ABSCESS_Pending |
| dtype: int64 |
| - name: ABSCESS_Negative |
| dtype: int64 |
| - name: ABSCESS_Positive |
| dtype: int64 |
| - name: ABSCESS_Other |
| dtype: int64 |
| - name: BILE_Pending |
| dtype: int64 |
| - name: BILE_Negative |
| dtype: int64 |
| - name: BILE_Positive |
| dtype: int64 |
| - name: BILE_Other |
| dtype: int64 |
| - name: BLOOD CULTURE_Pending |
| dtype: int64 |
| - name: BLOOD CULTURE_Negative |
| dtype: int64 |
| - name: BLOOD CULTURE_Positive |
| dtype: int64 |
| - name: BLOOD CULTURE_Other |
| dtype: int64 |
| - name: BRONCHOALVEOLAR LAVAGE_Pending |
| dtype: int64 |
| - name: BRONCHOALVEOLAR LAVAGE_Negative |
| dtype: int64 |
| - name: BRONCHOALVEOLAR LAVAGE_Positive |
| dtype: int64 |
| - name: BRONCHOALVEOLAR LAVAGE_Other |
| dtype: int64 |
| - name: Blood (CMV AB)_Pending |
| dtype: int64 |
| - name: Blood (CMV AB)_Negative |
| dtype: int64 |
| - name: Blood (CMV AB)_Positive |
| dtype: int64 |
| - name: Blood (CMV AB)_Other |
| dtype: int64 |
| - name: Blood (EBV)_Pending |
| dtype: int64 |
| - name: Blood (EBV)_Negative |
| dtype: int64 |
| - name: Blood (EBV)_Positive |
| dtype: int64 |
| - name: Blood (EBV)_Other |
| dtype: int64 |
| - name: CSF;SPINAL FLUID_Pending |
| dtype: int64 |
| - name: CSF;SPINAL FLUID_Negative |
| dtype: int64 |
| - name: CSF;SPINAL FLUID_Positive |
| dtype: int64 |
| - name: CSF;SPINAL FLUID_Other |
| dtype: int64 |
| - name: FLUID,OTHER_Pending |
| dtype: int64 |
| - name: FLUID,OTHER_Negative |
| dtype: int64 |
| - name: FLUID,OTHER_Positive |
| dtype: int64 |
| - name: FLUID,OTHER_Other |
| dtype: int64 |
| - name: IMMUNOLOGY_Pending |
| dtype: int64 |
| - name: IMMUNOLOGY_Negative |
| dtype: int64 |
| - name: IMMUNOLOGY_Positive |
| dtype: int64 |
| - name: IMMUNOLOGY_Other |
| dtype: int64 |
| - name: JOINT FLUID_Pending |
| dtype: int64 |
| - name: JOINT FLUID_Negative |
| dtype: int64 |
| - name: JOINT FLUID_Positive |
| dtype: int64 |
| - name: JOINT FLUID_Other |
| dtype: int64 |
| - name: MRSA SCREEN_Pending |
| dtype: int64 |
| - name: MRSA SCREEN_Negative |
| dtype: int64 |
| - name: MRSA SCREEN_Positive |
| dtype: int64 |
| - name: MRSA SCREEN_Other |
| dtype: int64 |
| - name: OTHER_Pending |
| dtype: int64 |
| - name: OTHER_Negative |
| dtype: int64 |
| - name: OTHER_Positive |
| dtype: int64 |
| - name: OTHER_Other |
| dtype: int64 |
| - name: PERITONEAL FLUID_Pending |
| dtype: int64 |
| - name: PERITONEAL FLUID_Negative |
| dtype: int64 |
| - name: PERITONEAL FLUID_Positive |
| dtype: int64 |
| - name: PERITONEAL FLUID_Other |
| dtype: int64 |
| - name: PLEURAL FLUID_Pending |
| dtype: int64 |
| - name: PLEURAL FLUID_Negative |
| dtype: int64 |
| - name: PLEURAL FLUID_Positive |
| dtype: int64 |
| - name: PLEURAL FLUID_Other |
| dtype: int64 |
| - name: Rapid Respiratory Viral Screen & Culture_Pending |
| dtype: int64 |
| - name: Rapid Respiratory Viral Screen & Culture_Negative |
| dtype: int64 |
| - name: Rapid Respiratory Viral Screen & Culture_Positive |
| dtype: int64 |
| - name: Rapid Respiratory Viral Screen & Culture_Other |
| dtype: int64 |
| - name: SEROLOGY/BLOOD_Pending |
| dtype: int64 |
| - name: SEROLOGY/BLOOD_Negative |
| dtype: int64 |
| - name: SEROLOGY/BLOOD_Positive |
| dtype: int64 |
| - name: SEROLOGY/BLOOD_Other |
| dtype: int64 |
| - name: SPUTUM_Pending |
| dtype: int64 |
| - name: SPUTUM_Negative |
| dtype: int64 |
| - name: SPUTUM_Positive |
| dtype: int64 |
| - name: SPUTUM_Other |
| dtype: int64 |
| - name: STOOL_Pending |
| dtype: int64 |
| - name: STOOL_Negative |
| dtype: int64 |
| - name: STOOL_Positive |
| dtype: int64 |
| - name: STOOL_Other |
| dtype: int64 |
| - name: SWAB_Pending |
| dtype: int64 |
| - name: SWAB_Negative |
| dtype: int64 |
| - name: SWAB_Positive |
| dtype: int64 |
| - name: SWAB_Other |
| dtype: int64 |
| - name: TISSUE_Pending |
| dtype: int64 |
| - name: TISSUE_Negative |
| dtype: int64 |
| - name: TISSUE_Positive |
| dtype: int64 |
| - name: TISSUE_Other |
| dtype: int64 |
| - name: URINE_Pending |
| dtype: int64 |
| - name: URINE_Negative |
| dtype: int64 |
| - name: URINE_Positive |
| dtype: int64 |
| - name: URINE_Other |
| dtype: int64 |
| - name: micro_ordered |
| dtype: int64 |
| - name: ACE Inhibitor |
| dtype: int64 |
| - name: Analgesic - Acetaminophen |
| dtype: int64 |
| - name: Analgesic - NSAID |
| dtype: int64 |
| - name: Analgesic - Opioid/NSAID |
| dtype: int64 |
| - name: Antiarrhythmic |
| dtype: int64 |
| - name: Antibiotic |
| dtype: int64 |
| - name: Anticoagulant |
| dtype: int64 |
| - name: Anticonvulsant |
| dtype: int64 |
| - name: Antiemetic |
| dtype: int64 |
| - name: Antiplatelet |
| dtype: int64 |
| - name: Antipsychotic |
| dtype: int64 |
| - name: Benzodiazepine - Sedative/Anxiolytic |
| dtype: int64 |
| - name: Beta Blocker |
| dtype: int64 |
| - name: Bronchodilator |
| dtype: int64 |
| - name: Calcium Channel Blocker |
| dtype: int64 |
| - name: Corticosteroid |
| dtype: int64 |
| - name: Diuretic |
| dtype: int64 |
| - name: GI - Acid Suppression |
| dtype: int64 |
| - name: IV Fluid |
| dtype: int64 |
| - name: Insulin/Glucose |
| dtype: int64 |
| - name: Nitrate |
| dtype: int64 |
| - name: Other |
| dtype: int64 |
| - name: ecg_status_Normal |
| dtype: int64 |
| - name: ecg_status_Moderate |
| dtype: int64 |
| - name: ecg_status_Acute |
| dtype: int64 |
| - name: rad_status_Normal |
| dtype: int64 |
| - name: rad_status_Moderate |
| dtype: int64 |
| - name: rad_status_Acute |
| dtype: int64 |
| - name: in_ed |
| dtype: int64 |
| - name: in_ward |
| dtype: int64 |
| - name: terminal_code |
| dtype: int64 |
| - name: weight |
| dtype: float64 |
| - name: height |
| dtype: float64 |
| - name: recon_ace_inhibitor |
| dtype: int64 |
| - name: recon_analgesic___nsaid |
| dtype: int64 |
| - name: recon_analgesic___opioid_nsaid |
| dtype: int64 |
| - name: recon_antiarrhythmic |
| dtype: int64 |
| - name: recon_antibiotic |
| dtype: int64 |
| - name: recon_anticoagulant |
| dtype: int64 |
| - name: recon_anticonvulsant |
| dtype: int64 |
| - name: recon_antiemetic |
| dtype: int64 |
| - name: recon_antiplatelet |
| dtype: int64 |
| - name: recon_antipsychotic |
| dtype: int64 |
| - name: recon_benzodiazepine___sedative_anxiolytic |
| dtype: int64 |
| - name: recon_beta_blocker |
| dtype: int64 |
| - name: recon_bronchodilator |
| dtype: int64 |
| - name: recon_calcium_channel_blocker |
| dtype: int64 |
| - name: recon_corticosteroid |
| dtype: int64 |
| - name: recon_diuretic |
| dtype: int64 |
| - name: recon_gi___acid_suppression |
| dtype: int64 |
| - name: recon_insulin_glucose |
| dtype: int64 |
| - name: recon_nitrate |
| dtype: int64 |
| - name: recon_n_total_meds |
| dtype: int64 |
| - name: recon_n_drug_classes |
| dtype: int64 |
| - name: height_missing |
| dtype: int64 |
| - name: weight_missing |
| dtype: int64 |
| - name: arrival_transport_AMBULANCE |
| dtype: int64 |
| - name: arrival_transport_HELICOPTER |
| dtype: int64 |
| - name: arrival_transport_OTHER |
| dtype: int64 |
| - name: arrival_transport_UNKNOWN |
| dtype: int64 |
| - name: arrival_transport_WALK IN |
| dtype: int64 |
| - name: total_length |
| dtype: int64 |
| splits: |
| - name: full_patient_state |
| num_bytes: 15517346808 |
| num_examples: 7387882 |
| download_size: 323713556 |
| dataset_size: 15517346808 |
| --- |
| |
|
|
