| --- |
| 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/*.parquet |
| - 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_train |
| data_files: |
| - split: part2_train |
| path: part2_train/*.parquet |
| - config_name: part2_test |
| data_files: |
| - split: part2_test |
| path: part2_test/*.parquet |
| dataset_info: |
| - config_name: full_patient_state |
| features: |
| - name: ed_stay_id |
| dtype: int64 |
| - name: subject_id |
| dtype: int64 |
| - name: hadm_id |
| dtype: float64 |
| - name: time |
| dtype: timestamp[us] |
| - name: Chemistry-Blood |
| dtype: float64 |
| - name: Hematology-Blood |
| dtype: float64 |
| - name: Hematology-Urine |
| dtype: float64 |
| - name: Blood Gas-Blood |
| dtype: float64 |
| - name: Chemistry-Urine |
| dtype: float64 |
| - name: Chemistry-Other Body Fluid |
| dtype: float64 |
| - name: Hematology-Cerebrospinal Fluid |
| dtype: float64 |
| - name: Chemistry-Cerebrospinal Fluid |
| dtype: float64 |
| - name: Hematology-Ascites |
| dtype: float64 |
| - name: Chemistry-Ascites |
| dtype: float64 |
| - name: Chemistry-Pleural |
| dtype: float64 |
| - name: Hematology-Pleural |
| dtype: float64 |
| - name: Hematology-Joint Fluid |
| dtype: float64 |
| - name: Chemistry-Stool |
| dtype: float64 |
| - name: Hematology-Other Body Fluid |
| dtype: float64 |
| - name: Blood Gas-Other Body Fluid |
| dtype: float64 |
| - name: Hematology-Bone Marrow |
| dtype: float64 |
| - name: Hematology-Stool |
| dtype: float64 |
| - name: Chemistry-Joint Fluid |
| dtype: float64 |
| - name: URINE |
| dtype: float64 |
| - name: Rapid Respiratory Viral Screen & Culture |
| dtype: float64 |
| - name: PERITONEAL FLUID |
| dtype: float64 |
| - name: BLOOD CULTURE |
| dtype: float64 |
| - name: STOOL |
| dtype: float64 |
| - name: OTHER |
| dtype: float64 |
| - name: PLEURAL FLUID |
| dtype: float64 |
| - name: TISSUE |
| dtype: float64 |
| - name: SEROLOGY/BLOOD |
| dtype: float64 |
| - name: IMMUNOLOGY |
| dtype: float64 |
| - name: MRSA SCREEN |
| dtype: float64 |
| - name: SWAB |
| dtype: float64 |
| - name: JOINT FLUID |
| dtype: float64 |
| - name: SPUTUM |
| dtype: float64 |
| - name: FLUID,OTHER |
| dtype: float64 |
| - name: ABSCESS |
| dtype: float64 |
| - name: BRONCHOALVEOLAR LAVAGE |
| dtype: float64 |
| - name: CSF;SPINAL FLUID |
| dtype: float64 |
| - name: Blood (CMV AB) |
| dtype: float64 |
| - name: Blood (EBV) |
| dtype: float64 |
| - name: BILE |
| dtype: float64 |
| - name: Other |
| dtype: float64 |
| - name: Analgesic - Opioid/NSAID |
| dtype: float64 |
| - name: Antiemetic |
| dtype: float64 |
| - name: Analgesic - Acetaminophen |
| dtype: float64 |
| - name: Antibiotic |
| dtype: float64 |
| - name: Benzodiazepine - Sedative/Anxiolytic |
| dtype: float64 |
| - name: Analgesic - NSAID |
| dtype: float64 |
| - name: Bronchodilator |
| dtype: float64 |
| - name: Antiplatelet |
| dtype: float64 |
| - name: GI - Acid Suppression |
| dtype: float64 |
| - name: Corticosteroid |
| dtype: float64 |
| - name: Beta Blocker |
| dtype: float64 |
| - name: Diuretic |
| dtype: float64 |
| - name: Antipsychotic |
| dtype: float64 |
| - name: Anticoagulant |
| dtype: float64 |
| - name: Insulin/Glucose |
| dtype: float64 |
| - name: Calcium Channel Blocker |
| dtype: float64 |
| - name: Nitrate |
| dtype: float64 |
| - name: ACE Inhibitor |
| dtype: float64 |
| - name: IV Fluid |
| dtype: float64 |
| - name: Anticonvulsant |
| dtype: float64 |
| - name: Antiarrhythmic |
| dtype: float64 |
| - name: weight |
| dtype: float64 |
| - name: ecg_status |
| dtype: float64 |
| - name: rad_status |
| dtype: float64 |
| - name: in_ed |
| dtype: int64 |
| - name: in_ward |
| dtype: int64 |
| - name: ed_boarding |
| dtype: int64 |
| - name: terminal_event |
| dtype: large_string |
| - name: gender |
| dtype: large_string |
| - name: anchor_age |
| dtype: int64 |
| - name: arrival_transport |
| dtype: large_string |
| - name: acuity |
| dtype: decimal128(10, 9) |
| - name: height |
| dtype: float64 |
| - name: recon_ace_inhibitor |
| dtype: uint8 |
| - name: recon_analgesic___nsaid |
| dtype: uint8 |
| - name: recon_analgesic___opioid_nsaid |
| dtype: uint8 |
| - name: recon_antiarrhythmic |
| dtype: uint8 |
| - name: recon_antibiotic |
| dtype: uint8 |
| - name: recon_anticoagulant |
| dtype: uint8 |
| - name: recon_anticonvulsant |
| dtype: uint8 |
| - name: recon_antiemetic |
| dtype: uint8 |
| - name: recon_antiplatelet |
| dtype: uint8 |
| - name: recon_antipsychotic |
| dtype: uint8 |
| - name: recon_benzodiazepine___sedative_anxiolytic |
| dtype: uint8 |
| - name: recon_beta_blocker |
| dtype: uint8 |
| - name: recon_bronchodilator |
| dtype: uint8 |
| - name: recon_calcium_channel_blocker |
| dtype: uint8 |
| - name: recon_corticosteroid |
| dtype: uint8 |
| - name: recon_diuretic |
| dtype: uint8 |
| - name: recon_gi___acid_suppression |
| dtype: uint8 |
| - name: recon_insulin_glucose |
| dtype: uint8 |
| - name: recon_nitrate |
| dtype: uint8 |
| - name: admission_type |
| dtype: large_string |
| - 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: large_string |
| - name: current_pulse_pressure |
| dtype: float64 |
| - name: current_map |
| dtype: float64 |
| - name: time_since_last_hrs |
| dtype: float64 |
| - name: temperature_rolling2h |
| dtype: float64 |
| - name: temperature_delta |
| dtype: float64 |
| - name: temperature_rate |
| dtype: float64 |
| - name: heartrate_rolling2h |
| dtype: float64 |
| - name: heartrate_delta |
| dtype: float64 |
| - name: heartrate_rate |
| dtype: float64 |
| - name: resprate_rolling2h |
| dtype: float64 |
| - name: resprate_delta |
| dtype: float64 |
| - name: resprate_rate |
| dtype: float64 |
| - name: o2sat_rolling2h |
| dtype: float64 |
| - name: o2sat_delta |
| dtype: float64 |
| - name: o2sat_rate |
| dtype: float64 |
| - name: sbp_rolling2h |
| dtype: float64 |
| - name: sbp_delta |
| dtype: float64 |
| - name: sbp_rate |
| dtype: float64 |
| - name: dbp_rolling2h |
| dtype: float64 |
| - name: dbp_delta |
| dtype: float64 |
| - name: dbp_rate |
| dtype: float64 |
| - name: observe |
| dtype: int64 |
| - name: dispense_meds |
| dtype: int64 |
| - name: ward_transfer |
| dtype: int64 |
| - name: discharge |
| dtype: int64 |
| - name: transfer_icu |
| dtype: int64 |
| - name: ecg_ordered |
| dtype: int64 |
| - name: rad_ordered |
| dtype: int64 |
| - name: vitals_checked |
| dtype: float64 |
| - name: labs_ordered |
| dtype: int64 |
| - name: micro_ordered |
| dtype: int64 |
| splits: |
| - name: full_patient_state |
| num_bytes: 6552689436 |
| num_examples: 6551723 |
| download_size: 106740245 |
| dataset_size: 6552689436 |
| - config_name: part1_holdout |
| features: |
| - name: gender |
| dtype: int64 |
| - name: anchor_age |
| dtype: float64 |
| - name: height |
| dtype: float64 |
| - name: weight |
| dtype: float64 |
| - name: height_missing |
| dtype: int64 |
| - name: weight_missing |
| dtype: int64 |
| - 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: current_pulse_pressure |
| dtype: float64 |
| - name: current_map |
| dtype: float64 |
| - name: pain_missing |
| dtype: int64 |
| - name: acuity |
| dtype: float64 |
| - 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: admission_type_AMBULATORY OBSERVATION |
| dtype: int64 |
| - name: admission_type_DIRECT EMER. |
| dtype: int64 |
| - name: admission_type_DIRECT OBSERVATION |
| dtype: int64 |
| - name: admission_type_ELECTIVE |
| dtype: int64 |
| - name: admission_type_EU OBSERVATION |
| dtype: int64 |
| - name: admission_type_EW EMER. |
| dtype: int64 |
| - name: admission_type_OBSERVATION ADMIT |
| dtype: int64 |
| - name: admission_type_SURGICAL SAME DAY ADMISSION |
| dtype: int64 |
| - name: admission_type_URGENT |
| dtype: int64 |
| - name: admission_missing |
| dtype: int64 |
| - name: recon_ace_inhibitor |
| dtype: uint8 |
| - name: recon_analgesic___nsaid |
| dtype: uint8 |
| - name: recon_analgesic___opioid_nsaid |
| dtype: uint8 |
| - name: recon_antiarrhythmic |
| dtype: uint8 |
| - name: recon_antibiotic |
| dtype: uint8 |
| - name: recon_anticoagulant |
| dtype: uint8 |
| - name: recon_anticonvulsant |
| dtype: uint8 |
| - name: recon_antiemetic |
| dtype: uint8 |
| - name: recon_antiplatelet |
| dtype: uint8 |
| - name: recon_antipsychotic |
| dtype: uint8 |
| - name: recon_benzodiazepine___sedative_anxiolytic |
| dtype: uint8 |
| - name: recon_beta_blocker |
| dtype: uint8 |
| - name: recon_bronchodilator |
| dtype: uint8 |
| - name: recon_calcium_channel_blocker |
| dtype: uint8 |
| - name: recon_corticosteroid |
| dtype: uint8 |
| - name: recon_diuretic |
| dtype: uint8 |
| - name: recon_gi___acid_suppression |
| dtype: uint8 |
| - name: recon_insulin_glucose |
| dtype: uint8 |
| - name: recon_nitrate |
| dtype: uint8 |
| - name: cc_abdominal_pain |
| dtype: int64 |
| - name: cc_altered_mental_status |
| dtype: int64 |
| - name: cc_back_pain |
| dtype: int64 |
| - name: cc_bleeding |
| dtype: int64 |
| - name: cc_chest_pain |
| dtype: int64 |
| - name: cc_dyspnea |
| dtype: int64 |
| - name: cc_fall |
| dtype: int64 |
| - name: cc_fever |
| dtype: int64 |
| - name: cc_headache |
| dtype: int64 |
| - name: cc_leg_complaint |
| dtype: int64 |
| - name: cc_nausea_vomiting |
| dtype: int64 |
| - name: cc_other |
| dtype: int64 |
| - name: cc_pain_other |
| dtype: int64 |
| - name: cc_palpitations |
| dtype: int64 |
| - name: cc_psychiatric_overdose |
| dtype: int64 |
| - name: cc_seizure |
| dtype: int64 |
| - name: cc_stroke_like |
| dtype: int64 |
| - name: cc_syncope |
| dtype: int64 |
| - name: cc_trauma |
| dtype: int64 |
| - name: cc_urinary |
| dtype: int64 |
| - name: cc_weakness_fatigue |
| dtype: int64 |
| - name: cohort_label |
| dtype: string |
| splits: |
| - name: part1_holdout |
| num_bytes: 114610 |
| num_examples: 244 |
| download_size: 47112 |
| dataset_size: 114610 |
| - config_name: part1_test |
| features: |
| - name: gender |
| dtype: int64 |
| - name: anchor_age |
| dtype: float64 |
| - name: height |
| dtype: float64 |
| - name: weight |
| dtype: float64 |
| - name: height_missing |
| dtype: int64 |
| - name: weight_missing |
| dtype: int64 |
| - 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: current_pulse_pressure |
| dtype: float64 |
| - name: current_map |
| dtype: float64 |
| - name: pain_missing |
| dtype: int64 |
| - name: acuity |
| dtype: float64 |
| - 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: admission_type_AMBULATORY OBSERVATION |
| dtype: int64 |
| - name: admission_type_DIRECT EMER. |
| dtype: int64 |
| - name: admission_type_DIRECT OBSERVATION |
| dtype: int64 |
| - name: admission_type_ELECTIVE |
| dtype: int64 |
| - name: admission_type_EU OBSERVATION |
| dtype: int64 |
| - name: admission_type_EW EMER. |
| dtype: int64 |
| - name: admission_type_OBSERVATION ADMIT |
| dtype: int64 |
| - name: admission_type_SURGICAL SAME DAY ADMISSION |
| dtype: int64 |
| - name: admission_type_URGENT |
| dtype: int64 |
| - name: admission_missing |
| dtype: int64 |
| - name: recon_ace_inhibitor |
| dtype: uint8 |
| - name: recon_analgesic___nsaid |
| dtype: uint8 |
| - name: recon_analgesic___opioid_nsaid |
| dtype: uint8 |
| - name: recon_antiarrhythmic |
| dtype: uint8 |
| - name: recon_antibiotic |
| dtype: uint8 |
| - name: recon_anticoagulant |
| dtype: uint8 |
| - name: recon_anticonvulsant |
| dtype: uint8 |
| - name: recon_antiemetic |
| dtype: uint8 |
| - name: recon_antiplatelet |
| dtype: uint8 |
| - name: recon_antipsychotic |
| dtype: uint8 |
| - name: recon_benzodiazepine___sedative_anxiolytic |
| dtype: uint8 |
| - name: recon_beta_blocker |
| dtype: uint8 |
| - name: recon_bronchodilator |
| dtype: uint8 |
| - name: recon_calcium_channel_blocker |
| dtype: uint8 |
| - name: recon_corticosteroid |
| dtype: uint8 |
| - name: recon_diuretic |
| dtype: uint8 |
| - name: recon_gi___acid_suppression |
| dtype: uint8 |
| - name: recon_insulin_glucose |
| dtype: uint8 |
| - name: recon_nitrate |
| dtype: uint8 |
| - name: cc_abdominal_pain |
| dtype: int64 |
| - name: cc_altered_mental_status |
| dtype: int64 |
| - name: cc_back_pain |
| dtype: int64 |
| - name: cc_bleeding |
| dtype: int64 |
| - name: cc_chest_pain |
| dtype: int64 |
| - name: cc_dyspnea |
| dtype: int64 |
| - name: cc_fall |
| dtype: int64 |
| - name: cc_fever |
| dtype: int64 |
| - name: cc_headache |
| dtype: int64 |
| - name: cc_leg_complaint |
| dtype: int64 |
| - name: cc_nausea_vomiting |
| dtype: int64 |
| - name: cc_other |
| dtype: int64 |
| - name: cc_pain_other |
| dtype: int64 |
| - name: cc_palpitations |
| dtype: int64 |
| - name: cc_psychiatric_overdose |
| dtype: int64 |
| - name: cc_seizure |
| dtype: int64 |
| - name: cc_stroke_like |
| dtype: int64 |
| - name: cc_syncope |
| dtype: int64 |
| - name: cc_trauma |
| dtype: int64 |
| - name: cc_urinary |
| dtype: int64 |
| - name: cc_weakness_fatigue |
| dtype: int64 |
| - name: cohort_label |
| dtype: string |
| splits: |
| - name: part1_test |
| num_bytes: 7833618 |
| num_examples: 16882 |
| download_size: 380904 |
| dataset_size: 7833618 |
| - config_name: part1_train |
| features: |
| - name: gender |
| dtype: int64 |
| - name: anchor_age |
| dtype: float64 |
| - name: height |
| dtype: float64 |
| - name: weight |
| dtype: float64 |
| - name: height_missing |
| dtype: int64 |
| - name: weight_missing |
| dtype: int64 |
| - 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: current_pulse_pressure |
| dtype: float64 |
| - name: current_map |
| dtype: float64 |
| - name: pain_missing |
| dtype: int64 |
| - name: acuity |
| dtype: float64 |
| - 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: admission_type_AMBULATORY OBSERVATION |
| dtype: int64 |
| - name: admission_type_DIRECT EMER. |
| dtype: int64 |
| - name: admission_type_DIRECT OBSERVATION |
| dtype: int64 |
| - name: admission_type_ELECTIVE |
| dtype: int64 |
| - name: admission_type_EU OBSERVATION |
| dtype: int64 |
| - name: admission_type_EW EMER. |
| dtype: int64 |
| - name: admission_type_OBSERVATION ADMIT |
| dtype: int64 |
| - name: admission_type_SURGICAL SAME DAY ADMISSION |
| dtype: int64 |
| - name: admission_type_URGENT |
| dtype: int64 |
| - name: admission_missing |
| dtype: int64 |
| - name: recon_ace_inhibitor |
| dtype: uint8 |
| - name: recon_analgesic___nsaid |
| dtype: uint8 |
| - name: recon_analgesic___opioid_nsaid |
| dtype: uint8 |
| - name: recon_antiarrhythmic |
| dtype: uint8 |
| - name: recon_antibiotic |
| dtype: uint8 |
| - name: recon_anticoagulant |
| dtype: uint8 |
| - name: recon_anticonvulsant |
| dtype: uint8 |
| - name: recon_antiemetic |
| dtype: uint8 |
| - name: recon_antiplatelet |
| dtype: uint8 |
| - name: recon_antipsychotic |
| dtype: uint8 |
| - name: recon_benzodiazepine___sedative_anxiolytic |
| dtype: uint8 |
| - name: recon_beta_blocker |
| dtype: uint8 |
| - name: recon_bronchodilator |
| dtype: uint8 |
| - name: recon_calcium_channel_blocker |
| dtype: uint8 |
| - name: recon_corticosteroid |
| dtype: uint8 |
| - name: recon_diuretic |
| dtype: uint8 |
| - name: recon_gi___acid_suppression |
| dtype: uint8 |
| - name: recon_insulin_glucose |
| dtype: uint8 |
| - name: recon_nitrate |
| dtype: uint8 |
| - name: cc_abdominal_pain |
| dtype: int64 |
| - name: cc_altered_mental_status |
| dtype: int64 |
| - name: cc_back_pain |
| dtype: int64 |
| - name: cc_bleeding |
| dtype: int64 |
| - name: cc_chest_pain |
| dtype: int64 |
| - name: cc_dyspnea |
| dtype: int64 |
| - name: cc_fall |
| dtype: int64 |
| - name: cc_fever |
| dtype: int64 |
| - name: cc_headache |
| dtype: int64 |
| - name: cc_leg_complaint |
| dtype: int64 |
| - name: cc_nausea_vomiting |
| dtype: int64 |
| - name: cc_other |
| dtype: int64 |
| - name: cc_pain_other |
| dtype: int64 |
| - name: cc_palpitations |
| dtype: int64 |
| - name: cc_psychiatric_overdose |
| dtype: int64 |
| - name: cc_seizure |
| dtype: int64 |
| - name: cc_stroke_like |
| dtype: int64 |
| - name: cc_syncope |
| dtype: int64 |
| - name: cc_trauma |
| dtype: int64 |
| - name: cc_urinary |
| dtype: int64 |
| - name: cc_weakness_fatigue |
| dtype: int64 |
| - name: cohort_label |
| dtype: string |
| splits: |
| - name: part1_train |
| num_bytes: 31128936 |
| num_examples: 67085 |
| download_size: 1322107 |
| dataset_size: 31128936 |
| - config_name: part2_test |
| features: |
| - name: gender |
| dtype: int64 |
| - name: anchor_age |
| dtype: float64 |
| - name: height |
| dtype: float64 |
| - name: weight |
| dtype: float64 |
| - name: height_missing |
| dtype: int64 |
| - name: weight_missing |
| dtype: int64 |
| - name: acuity |
| dtype: float64 |
| - name: recon_ace_inhibitor |
| dtype: uint8 |
| - name: recon_analgesic___nsaid |
| dtype: uint8 |
| - name: recon_analgesic___opioid_nsaid |
| dtype: uint8 |
| - name: recon_antiarrhythmic |
| dtype: uint8 |
| - name: recon_antibiotic |
| dtype: uint8 |
| - name: recon_anticoagulant |
| dtype: uint8 |
| - name: recon_anticonvulsant |
| dtype: uint8 |
| - name: recon_antiemetic |
| dtype: uint8 |
| - name: recon_antiplatelet |
| dtype: uint8 |
| - name: recon_antipsychotic |
| dtype: uint8 |
| - name: recon_benzodiazepine___sedative_anxiolytic |
| dtype: uint8 |
| - name: recon_beta_blocker |
| dtype: uint8 |
| - name: recon_bronchodilator |
| dtype: uint8 |
| - name: recon_calcium_channel_blocker |
| dtype: uint8 |
| - name: recon_corticosteroid |
| dtype: uint8 |
| - name: recon_diuretic |
| dtype: uint8 |
| - name: recon_gi___acid_suppression |
| dtype: uint8 |
| - name: recon_insulin_glucose |
| dtype: uint8 |
| - name: recon_nitrate |
| dtype: uint8 |
| - name: cc_abdominal_pain |
| dtype: int64 |
| - name: cc_altered_mental_status |
| dtype: int64 |
| - name: cc_back_pain |
| dtype: int64 |
| - name: cc_bleeding |
| dtype: int64 |
| - name: cc_chest_pain |
| dtype: int64 |
| - name: cc_dyspnea |
| dtype: int64 |
| - name: cc_fall |
| dtype: int64 |
| - name: cc_fever |
| dtype: int64 |
| - name: cc_headache |
| dtype: int64 |
| - name: cc_leg_complaint |
| dtype: int64 |
| - name: cc_nausea_vomiting |
| dtype: int64 |
| - name: cc_other |
| dtype: int64 |
| - name: cc_pain_other |
| dtype: int64 |
| - name: cc_palpitations |
| dtype: int64 |
| - name: cc_psychiatric_overdose |
| dtype: int64 |
| - name: cc_seizure |
| dtype: int64 |
| - name: cc_stroke_like |
| dtype: int64 |
| - name: cc_syncope |
| dtype: int64 |
| - name: cc_trauma |
| dtype: int64 |
| - name: cc_urinary |
| dtype: int64 |
| - name: cc_weakness_fatigue |
| 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: admission_type_AMBULATORY OBSERVATION |
| dtype: int64 |
| - name: admission_type_DIRECT EMER. |
| dtype: int64 |
| - name: admission_type_DIRECT OBSERVATION |
| dtype: int64 |
| - name: admission_type_ELECTIVE |
| dtype: int64 |
| - name: admission_type_EU OBSERVATION |
| dtype: int64 |
| - name: admission_type_EW EMER. |
| dtype: int64 |
| - name: admission_type_OBSERVATION ADMIT |
| dtype: int64 |
| - name: admission_type_SURGICAL SAME DAY ADMISSION |
| dtype: int64 |
| - name: admission_type_URGENT |
| dtype: int64 |
| - name: admission_missing |
| dtype: int64 |
| - 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: current_pulse_pressure |
| dtype: float64 |
| - name: current_map |
| dtype: float64 |
| - name: current_temperature_cummax |
| dtype: float64 |
| - name: current_heartrate_cummax |
| dtype: float64 |
| - name: current_resprate_cummax |
| dtype: float64 |
| - name: current_o2sat_cummax |
| dtype: float64 |
| - name: current_sbp_cummax |
| dtype: float64 |
| - name: current_dbp_cummax |
| dtype: float64 |
| - name: current_pain_cummax |
| dtype: float64 |
| - name: current_pulse_pressure_cummax |
| dtype: float64 |
| - name: current_map_cummax |
| dtype: float64 |
| - name: current_temperature_cummin |
| dtype: float64 |
| - name: current_heartrate_cummin |
| dtype: float64 |
| - name: current_resprate_cummin |
| dtype: float64 |
| - name: current_o2sat_cummin |
| dtype: float64 |
| - name: current_sbp_cummin |
| dtype: float64 |
| - name: current_dbp_cummin |
| dtype: float64 |
| - name: current_pain_cummin |
| dtype: float64 |
| - name: current_pulse_pressure_cummin |
| dtype: float64 |
| - name: current_map_cummin |
| dtype: float64 |
| - name: current_temperature_cummean |
| dtype: float64 |
| - name: current_heartrate_cummean |
| dtype: float64 |
| - name: current_resprate_cummean |
| dtype: float64 |
| - name: current_o2sat_cummean |
| dtype: float64 |
| - name: current_sbp_cummean |
| dtype: float64 |
| - name: current_dbp_cummean |
| dtype: float64 |
| - name: current_pain_cummean |
| dtype: float64 |
| - name: current_pulse_pressure_cummean |
| dtype: float64 |
| - name: current_map_cummean |
| dtype: float64 |
| - name: Chemistry-Blood |
| dtype: float64 |
| - name: Hematology-Blood |
| dtype: float64 |
| - name: Hematology-Urine |
| dtype: float64 |
| - name: Blood Gas-Blood |
| dtype: float64 |
| - name: Chemistry-Urine |
| dtype: float64 |
| - name: Chemistry-Other Body Fluid |
| dtype: float64 |
| - name: Hematology-Cerebrospinal Fluid |
| dtype: float64 |
| - name: Chemistry-Cerebrospinal Fluid |
| dtype: float64 |
| - name: Hematology-Ascites |
| dtype: float64 |
| - name: Chemistry-Ascites |
| dtype: float64 |
| - name: Chemistry-Pleural |
| dtype: float64 |
| - name: Hematology-Pleural |
| dtype: float64 |
| - name: Hematology-Joint Fluid |
| dtype: float64 |
| - name: Chemistry-Stool |
| dtype: float64 |
| - name: Hematology-Other Body Fluid |
| dtype: float64 |
| - name: Blood Gas-Other Body Fluid |
| dtype: float64 |
| - name: Hematology-Bone Marrow |
| dtype: float64 |
| - name: Hematology-Stool |
| dtype: float64 |
| - name: Chemistry-Joint Fluid |
| dtype: float64 |
| - name: minutes_into_stay |
| dtype: float64 |
| - name: time_since_last_hrs |
| dtype: float64 |
| - name: escalation_needed |
| dtype: int64 |
| - name: ed_stay_id |
| dtype: int64 |
| splits: |
| - name: part2_test |
| num_bytes: 81002515 |
| num_examples: 97009 |
| download_size: 4369193 |
| dataset_size: 81002515 |
| - config_name: part2_train |
| features: |
| - name: gender |
| dtype: int64 |
| - name: anchor_age |
| dtype: float64 |
| - name: height |
| dtype: float64 |
| - name: weight |
| dtype: float64 |
| - name: height_missing |
| dtype: int64 |
| - name: weight_missing |
| dtype: int64 |
| - name: acuity |
| dtype: float64 |
| - name: recon_ace_inhibitor |
| dtype: uint8 |
| - name: recon_analgesic___nsaid |
| dtype: uint8 |
| - name: recon_analgesic___opioid_nsaid |
| dtype: uint8 |
| - name: recon_antiarrhythmic |
| dtype: uint8 |
| - name: recon_antibiotic |
| dtype: uint8 |
| - name: recon_anticoagulant |
| dtype: uint8 |
| - name: recon_anticonvulsant |
| dtype: uint8 |
| - name: recon_antiemetic |
| dtype: uint8 |
| - name: recon_antiplatelet |
| dtype: uint8 |
| - name: recon_antipsychotic |
| dtype: uint8 |
| - name: recon_benzodiazepine___sedative_anxiolytic |
| dtype: uint8 |
| - name: recon_beta_blocker |
| dtype: uint8 |
| - name: recon_bronchodilator |
| dtype: uint8 |
| - name: recon_calcium_channel_blocker |
| dtype: uint8 |
| - name: recon_corticosteroid |
| dtype: uint8 |
| - name: recon_diuretic |
| dtype: uint8 |
| - name: recon_gi___acid_suppression |
| dtype: uint8 |
| - name: recon_insulin_glucose |
| dtype: uint8 |
| - name: recon_nitrate |
| dtype: uint8 |
| - name: cc_abdominal_pain |
| dtype: int64 |
| - name: cc_altered_mental_status |
| dtype: int64 |
| - name: cc_back_pain |
| dtype: int64 |
| - name: cc_bleeding |
| dtype: int64 |
| - name: cc_chest_pain |
| dtype: int64 |
| - name: cc_dyspnea |
| dtype: int64 |
| - name: cc_fall |
| dtype: int64 |
| - name: cc_fever |
| dtype: int64 |
| - name: cc_headache |
| dtype: int64 |
| - name: cc_leg_complaint |
| dtype: int64 |
| - name: cc_nausea_vomiting |
| dtype: int64 |
| - name: cc_other |
| dtype: int64 |
| - name: cc_pain_other |
| dtype: int64 |
| - name: cc_palpitations |
| dtype: int64 |
| - name: cc_psychiatric_overdose |
| dtype: int64 |
| - name: cc_seizure |
| dtype: int64 |
| - name: cc_stroke_like |
| dtype: int64 |
| - name: cc_syncope |
| dtype: int64 |
| - name: cc_trauma |
| dtype: int64 |
| - name: cc_urinary |
| dtype: int64 |
| - name: cc_weakness_fatigue |
| 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: admission_type_AMBULATORY OBSERVATION |
| dtype: int64 |
| - name: admission_type_DIRECT EMER. |
| dtype: int64 |
| - name: admission_type_DIRECT OBSERVATION |
| dtype: int64 |
| - name: admission_type_ELECTIVE |
| dtype: int64 |
| - name: admission_type_EU OBSERVATION |
| dtype: int64 |
| - name: admission_type_EW EMER. |
| dtype: int64 |
| - name: admission_type_OBSERVATION ADMIT |
| dtype: int64 |
| - name: admission_type_SURGICAL SAME DAY ADMISSION |
| dtype: int64 |
| - name: admission_type_URGENT |
| dtype: int64 |
| - name: admission_missing |
| dtype: int64 |
| - 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: current_pulse_pressure |
| dtype: float64 |
| - name: current_map |
| dtype: float64 |
| - name: current_temperature_cummax |
| dtype: float64 |
| - name: current_heartrate_cummax |
| dtype: float64 |
| - name: current_resprate_cummax |
| dtype: float64 |
| - name: current_o2sat_cummax |
| dtype: float64 |
| - name: current_sbp_cummax |
| dtype: float64 |
| - name: current_dbp_cummax |
| dtype: float64 |
| - name: current_pain_cummax |
| dtype: float64 |
| - name: current_pulse_pressure_cummax |
| dtype: float64 |
| - name: current_map_cummax |
| dtype: float64 |
| - name: current_temperature_cummin |
| dtype: float64 |
| - name: current_heartrate_cummin |
| dtype: float64 |
| - name: current_resprate_cummin |
| dtype: float64 |
| - name: current_o2sat_cummin |
| dtype: float64 |
| - name: current_sbp_cummin |
| dtype: float64 |
| - name: current_dbp_cummin |
| dtype: float64 |
| - name: current_pain_cummin |
| dtype: float64 |
| - name: current_pulse_pressure_cummin |
| dtype: float64 |
| - name: current_map_cummin |
| dtype: float64 |
| - name: current_temperature_cummean |
| dtype: float64 |
| - name: current_heartrate_cummean |
| dtype: float64 |
| - name: current_resprate_cummean |
| dtype: float64 |
| - name: current_o2sat_cummean |
| dtype: float64 |
| - name: current_sbp_cummean |
| dtype: float64 |
| - name: current_dbp_cummean |
| dtype: float64 |
| - name: current_pain_cummean |
| dtype: float64 |
| - name: current_pulse_pressure_cummean |
| dtype: float64 |
| - name: current_map_cummean |
| dtype: float64 |
| - name: Chemistry-Blood |
| dtype: float64 |
| - name: Hematology-Blood |
| dtype: float64 |
| - name: Hematology-Urine |
| dtype: float64 |
| - name: Blood Gas-Blood |
| dtype: float64 |
| - name: Chemistry-Urine |
| dtype: float64 |
| - name: Chemistry-Other Body Fluid |
| dtype: float64 |
| - name: Hematology-Cerebrospinal Fluid |
| dtype: float64 |
| - name: Chemistry-Cerebrospinal Fluid |
| dtype: float64 |
| - name: Hematology-Ascites |
| dtype: float64 |
| - name: Chemistry-Ascites |
| dtype: float64 |
| - name: Chemistry-Pleural |
| dtype: float64 |
| - name: Hematology-Pleural |
| dtype: float64 |
| - name: Hematology-Joint Fluid |
| dtype: float64 |
| - name: Chemistry-Stool |
| dtype: float64 |
| - name: Hematology-Other Body Fluid |
| dtype: float64 |
| - name: Blood Gas-Other Body Fluid |
| dtype: float64 |
| - name: Hematology-Bone Marrow |
| dtype: float64 |
| - name: Hematology-Stool |
| dtype: float64 |
| - name: Chemistry-Joint Fluid |
| dtype: float64 |
| - name: minutes_into_stay |
| dtype: float64 |
| - name: time_since_last_hrs |
| dtype: float64 |
| - name: escalation_needed |
| dtype: int64 |
| - name: ed_stay_id |
| dtype: int64 |
| splits: |
| - name: part2_train |
| num_bytes: 320721830 |
| num_examples: 384098 |
| download_size: 17156575 |
| dataset_size: 320721830 |
| --- |
| --- |
|
|
|
|
|
|
| license: other |
|
|
|
|
|
|
| license_name: physionet-credentialed-health-data-1.5.0 |
| |
| |
| |
| license_link: https://physionet.org/content/mimiciv/view-license/3.1/ |
|
|
|
|
|
|
| pretty_name: ADS599 Capstone Modeling Data — Empty Patient State |
| |
| |
| |
| dataset_info: |
|
|
|
|
|
|
| - config_name: all_med_actions |
| |
| |
| |
| features: |
| |
| |
| |
| - name: ed_stay_id |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: subject_id |
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|
| dtype: int64 |
| |
|
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|
|
| - name: charttime |
|
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|
|
| dtype: timestamp[ns] |
| |
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|
|
| - name: minutes_into_stay |
|
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| dtype: float64 |
| |
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|
|
| - name: drug_class |
| |
| |
| |
| dtype: string |
| |
| |
| |
| - name: action_idx |
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| dtype: int64 |
| |
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| - name: source |
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| dtype: string |
| |
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| splits: |
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| - name: all_med_actions |
|
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| num_bytes: 93408141 |
| |
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| num_examples: 1235609 |
| |
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| download_size: 16415454 |
| |
| |
| |
| dataset_size: 93408141 |
|
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|
|
| - config_name: combined_medication_features |
| |
| |
| |
| features: |
| |
| |
| |
| - name: ed_stay_id |
| |
| |
| |
| dtype: int64 |
| |
| |
| |
| - name: subject_id |
|
|
|
|
|
|
| dtype: int64 |
| |
|
|
|
|
| - name: recon_ace_inhibitor |
|
|
|
|
|
|
| dtype: uint8 |
| |
|
|
|
|
| - name: recon_analgesic___nsaid |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_analgesic___opioid_nsaid |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_antiarrhythmic |
|
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| dtype: uint8 |
| |
|
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|
|
| - name: recon_antibiotic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_anticoagulant |
|
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|
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|
|
| dtype: uint8 |
| |
|
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|
|
| - name: recon_anticonvulsant |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_antiemetic |
|
|
|
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|
|
| dtype: uint8 |
| |
|
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|
|
| - name: recon_antiplatelet |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_antipsychotic |
|
|
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|
|
| dtype: uint8 |
| |
|
|
|
|
| - name: recon_benzodiazepine___sedative_anxiolytic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_beta_blocker |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_bronchodilator |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_calcium_channel_blocker |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_corticosteroid |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_diuretic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_gi___acid_suppression |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_insulin_glucose |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_nitrate |
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| dtype: uint8 |
| |
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|
| - name: recon_n_total_meds |
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| dtype: uint16 |
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| |
| - name: recon_n_drug_classes |
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| dtype: uint8 |
| |
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| - name: edmeds_ace_inhibitor |
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| dtype: uint8 |
| |
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|
| - name: edmeds_analgesic___acetaminophen |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_analgesic___nsaid |
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| dtype: uint8 |
| |
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| - name: edmeds_analgesic___opioid_nsaid |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_antiarrhythmic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_antibiotic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_anticoagulant |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_anticonvulsant |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_antiemetic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_antiplatelet |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_antipsychotic |
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| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_benzodiazepine___sedative_anxiolytic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_beta_blocker |
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| |
| dtype: uint8 |
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| |
| - name: edmeds_bronchodilator |
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| dtype: uint8 |
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| - name: edmeds_calcium_channel_blocker |
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| |
| |
| dtype: uint8 |
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| |
| |
| - name: edmeds_corticosteroid |
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| dtype: uint8 |
| |
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|
|
| - name: edmeds_diuretic |
| |
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| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_gi___acid_suppression |
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| |
| dtype: uint8 |
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| |
| |
| - name: edmeds_iv_fluid |
| |
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| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_insulin_glucose |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_nitrate |
| |
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| |
| dtype: uint8 |
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| |
| |
| - name: edmeds_other |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: edmeds_n_dispenses |
| |
| |
| |
| dtype: uint16 |
| |
| |
| |
| - name: edmeds_n_drug_classes |
| |
| |
| |
| dtype: uint8 |
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| |
| splits: |
| |
| |
| |
| - name: med_only |
| |
| |
| |
| num_bytes: 25173099 |
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| num_examples: 399573 |
| |
| |
| |
| download_size: 6049182 |
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| dataset_size: 25173099 |
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| - config_name: ecg_features |
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| features: |
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| - name: subject_id |
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| dtype: int64 |
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| - name: stay_id |
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| dtype: int64 |
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| - name: hadm_id |
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| dtype: int64 |
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| - name: ecg_time |
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| dtype: timestamp[us, tz=UTC] |
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| - name: ecg_acuity |
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| dtype: int64 |
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| splits: |
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| - name: ecg_features |
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| |
| num_bytes: 5892276 |
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| num_examples: 146848 |
| |
| |
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| download_size: 3971052 |
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| dataset_size: 5892276 |
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| |
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| - config_name: ed_meds_timestep |
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| |
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| features: |
| |
| |
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| - name: ed_stay_id |
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| |
| |
| dtype: float64 |
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| - name: subject_id |
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| dtype: int64 |
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| - name: charttime |
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| dtype: timestamp[ns] |
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| - name: minutes_into_stay |
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| dtype: float64 |
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| - name: drug_class |
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| |
| dtype: string |
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| - name: action_idx |
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| |
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| dtype: int64 |
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| - name: source |
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| dtype: string |
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| - name: __index_level_0__ |
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| dtype: int64 |
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| splits: |
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| - name: ed_meds_timestep |
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| num_bytes: 27076675 |
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| num_examples: 323190 |
| |
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| download_size: 7130448 |
| |
| |
| |
| dataset_size: 27076675 |
|
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| - config_name: empty_patient_state |
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| |
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| features: |
| |
| |
| |
| - name: subject_id |
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|
|
| dtype: int64 |
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| - name: ed_stay_id |
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|
| dtype: int64 |
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| - name: hadm_id |
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| dtype: float64 |
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| - name: time_steps |
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| dtype: int64 |
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| splits: |
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| - name: empty_patient_state |
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| num_bytes: 4324549602 |
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| num_examples: 134616330 |
| |
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|
| download_size: 11217914 |
| |
| |
| |
| dataset_size: 4324549602 |
|
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|
|
| - config_name: full_patient_state |
| |
| |
| |
| features: |
| |
| |
| |
| - name: ed_stay_id |
| |
| |
| |
| dtype: int64 |
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| |
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| - name: subject_id |
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| dtype: int64 |
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| - name: hadm_id |
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| dtype: float64 |
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| - name: time |
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| |
| dtype: timestamp[us] |
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| |
| |
| - name: Chemistry-Blood |
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| |
| |
| dtype: float64 |
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| |
| - name: Hematology-Blood |
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| |
| dtype: float64 |
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| |
| - name: Hematology-Urine |
| |
| |
| |
| dtype: float64 |
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| - name: Blood Gas-Blood |
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| |
| dtype: float64 |
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| - name: Chemistry-Urine |
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| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Chemistry-Other Body Fluid |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Hematology-Cerebrospinal Fluid |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Chemistry-Cerebrospinal Fluid |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Hematology-Ascites |
| |
| |
| |
| dtype: float64 |
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| |
| |
| - name: Chemistry-Ascites |
| |
| |
| |
| dtype: float64 |
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| |
| - name: Chemistry-Pleural |
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| dtype: float64 |
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| |
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| - name: Hematology-Pleural |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Hematology-Joint Fluid |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Chemistry-Stool |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Hematology-Other Body Fluid |
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| |
| |
| dtype: float64 |
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| |
| |
| - name: Blood Gas-Other Body Fluid |
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| |
| |
| dtype: float64 |
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| |
| |
| - name: Hematology-Bone Marrow |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Hematology-Stool |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Chemistry-Joint Fluid |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: URINE |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Rapid Respiratory Viral Screen & Culture |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: PERITONEAL FLUID |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: BLOOD CULTURE |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: STOOL |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: OTHER |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: PLEURAL FLUID |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: TISSUE |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: SEROLOGY/BLOOD |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: IMMUNOLOGY |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: MRSA SCREEN |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: SWAB |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: JOINT FLUID |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: SPUTUM |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: FLUID,OTHER |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: ABSCESS |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: BRONCHOALVEOLAR LAVAGE |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: CSF;SPINAL FLUID |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Blood (CMV AB) |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: Blood (EBV) |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: BILE |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: vitals_checked |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: current_temperature |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: current_heartrate |
|
|
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|
|
| dtype: float64 |
| |
|
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|
|
| - name: current_resprate |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: current_o2sat |
|
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|
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|
|
| dtype: float64 |
| |
|
|
|
|
| - name: current_sbp |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: current_dbp |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: current_pain |
| |
| |
| |
| dtype: large_string |
|
|
|
|
|
|
| - name: current_pulse_pressure |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: current_map |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: time_since_last_hrs |
|
|
|
|
|
|
| dtype: float64 |
| |
|
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|
|
| - name: temperature_rolling2h |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: temperature_delta |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: temperature_rate |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: heartrate_rolling2h |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: heartrate_delta |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: heartrate_rate |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: resprate_rolling2h |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: resprate_delta |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: resprate_rate |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: o2sat_rolling2h |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: o2sat_delta |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: o2sat_rate |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: sbp_rolling2h |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: sbp_delta |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: sbp_rate |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: dbp_rolling2h |
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|
| dtype: float64 |
| |
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|
|
| - name: dbp_delta |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: dbp_rate |
|
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|
| dtype: float64 |
| |
|
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|
|
| - name: Other |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Analgesic - Opioid/NSAID |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Antiemetic |
|
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|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Analgesic - Acetaminophen |
|
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|
|
| dtype: float64 |
| |
|
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|
|
| - name: Antibiotic |
|
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|
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|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Benzodiazepine - Sedative/Anxiolytic |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Analgesic - NSAID |
|
|
|
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|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Bronchodilator |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Antiplatelet |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: GI - Acid Suppression |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Corticosteroid |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Beta Blocker |
|
|
|
|
|
|
| dtype: float64 |
| |
|
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|
|
| - name: Diuretic |
|
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|
|
| dtype: float64 |
| |
|
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|
|
| - name: Antipsychotic |
|
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|
| dtype: float64 |
| |
|
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|
|
| - name: Anticoagulant |
|
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|
| dtype: float64 |
| |
|
|
|
|
| - name: Insulin/Glucose |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Calcium Channel Blocker |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Nitrate |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: ACE Inhibitor |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: IV Fluid |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Anticonvulsant |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: Antiarrhythmic |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: weight |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: ecg_status |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: rad_status |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: in_ed |
| |
| |
| |
| dtype: int64 |
| |
| |
| |
| - name: in_ward |
|
|
|
|
|
|
| dtype: int64 |
| |
|
|
|
|
| - name: ed_boarding |
| |
| |
| |
| dtype: int64 |
| |
| |
| |
| - name: terminal_event |
|
|
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|
|
| dtype: large_string |
| |
|
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|
|
| - name: gender |
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|
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| dtype: large_string |
| |
|
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|
|
| - name: anchor_age |
| |
| |
| |
| dtype: int64 |
| |
| |
| |
| - name: arrival_transport |
|
|
|
|
|
|
| dtype: large_string |
| |
|
|
|
|
| - name: acuity |
|
|
|
|
|
|
| dtype: decimal128(10, 9) |
| |
|
|
|
|
| - name: height |
|
|
|
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|
|
| dtype: float64 |
| |
|
|
|
|
| - name: recon_ace_inhibitor |
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|
|
|
|
|
| dtype: uint8 |
| |
|
|
|
|
| - name: recon_analgesic___nsaid |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_analgesic___opioid_nsaid |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_antiarrhythmic |
|
|
|
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|
|
| dtype: uint8 |
| |
|
|
|
|
| - name: recon_antibiotic |
| |
| |
| |
| dtype: uint8 |
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| |
| |
| - name: recon_anticoagulant |
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|
|
| dtype: uint8 |
| |
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|
|
| - name: recon_anticonvulsant |
| |
| |
| |
| dtype: uint8 |
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| |
| |
| - name: recon_antiemetic |
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|
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|
|
| dtype: uint8 |
| |
|
|
|
|
| - name: recon_antiplatelet |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_antipsychotic |
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|
| dtype: uint8 |
| |
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|
|
| - name: recon_benzodiazepine___sedative_anxiolytic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_beta_blocker |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_bronchodilator |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_calcium_channel_blocker |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_corticosteroid |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_diuretic |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_gi___acid_suppression |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_insulin_glucose |
| |
| |
| |
| dtype: uint8 |
| |
| |
| |
| - name: recon_nitrate |
|
|
|
|
|
|
| dtype: uint8 |
| |
|
|
|
|
| - name: admission_type |
| |
| |
| |
| dtype: large_string |
|
|
|
|
|
|
| splits: |
|
|
|
|
|
|
| - name: full_patient_state |
|
|
|
|
|
|
| num_bytes: 6238206732 |
| |
|
|
|
|
| num_examples: 6551723 |
| |
|
|
|
|
| download_size: 143234905 |
| |
| |
| |
| dataset_size: 6238206732 |
|
|
|
|
|
|
| - config_name: meds_admitted_er_actions |
|
|
|
|
|
|
| features: |
|
|
|
|
|
|
| - name: subject_id |
| |
| |
| |
| dtype: int64 |
| |
| |
| |
| - name: stay_id |
|
|
|
|
|
|
| dtype: int64 |
| |
|
|
|
|
| - name: hadm_id |
| |
| |
| |
| dtype: float64 |
| |
| |
| |
| - name: pyxis_charttime |
|
|
|
|
|
|
| dtype: timestamp[ns, tz=UTC] |
| |
|
|
|
|
| - name: pyxis_med_rn |
|
|
|
|
|
|
| dtype: float64 |
| |
|
|
|
|
| - name: pyxis_medication |
| |
| |
| |
| dtype: string |
| |
| |
| |
| - name: emar_id |
|
|
|
|
|
|
| dtype: 'null' |
| |
|
|
|
|
| - name: emar_charttime |
| |
| |
| |
| dtype: timestamp[ns, tz=UTC] |
| |
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| |
| - name: emar_medication |
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| dtype: 'null' |
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| - name: event_txt |
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| dtype: 'null' |
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| - name: scheduletime |
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| dtype: 'null' |
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| - name: in_er |
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| dtype: bool |
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| - name: medication |
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| dtype: string |
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| - name: drug_class |
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| dtype: string |
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| - name: action_time |
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| dtype: timestamp[ns] |
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| - name: ed_stay_id |
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| dtype: float64 |
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| - name: ed_intime |
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| dtype: timestamp[ns] |
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| - name: minutes_into_stay |
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| dtype: float64 |
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| - name: action_idx |
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| dtype: int64 |
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| - name: __index_level_0__ |
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| dtype: int64 |
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| splits: |
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| - name: adm_er_clean |
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| num_bytes: 148079076 |
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| num_examples: 912419 |
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| download_size: 29150917 |
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| dataset_size: 148079076 |
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| - config_name: radiology_features |
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| features: |
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| - name: subject_id |
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| dtype: int64 |
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| - name: stay_id |
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| dtype: int64 |
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| - name: hadm_id |
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| dtype: int64 |
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| - name: exam_time |
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| dtype: timestamp[us, tz=UTC] |
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| - name: rad_acuity_level |
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| dtype: int64 |
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| splits: |
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| - name: radiology_features |
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| num_bytes: 10408947 |
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| num_examples: 259413 |
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| download_size: 6821015 |
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| dataset_size: 10408947 |
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| - config_name: vitals |
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| features: |
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| - name: ed_stay_id |
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| dtype: int64 |
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| - name: subject_id |
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| dtype: int64 |
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| - name: charttime |
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| dtype: timestamp[us] |
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| - name: temperature |
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| dtype: float64 |
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| - name: heartrate |
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| dtype: float64 |
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| - name: resprate |
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| dtype: float64 |
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| - name: o2sat |
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| dtype: float64 |
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| - name: sbp |
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| dtype: float64 |
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| - name: dbp |
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| dtype: float64 |
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| - name: pain |
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| dtype: large_string |
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| - name: time_since_last_hrs |
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| dtype: float64 |
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| - name: temperature_rolling2h |
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| dtype: float64 |
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| - name: temperature_delta |
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| dtype: float64 |
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| - name: temperature_rate |
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| dtype: float64 |
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| - name: heartrate_rolling2h |
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| dtype: float64 |
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| - name: heartrate_delta |
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| dtype: float64 |
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| - name: heartrate_rate |
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| dtype: float64 |
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| - name: resprate_rolling2h |
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| dtype: float64 |
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| - name: resprate_delta |
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| dtype: float64 |
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| - name: resprate_rate |
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| dtype: float64 |
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| - name: o2sat_rolling2h |
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| dtype: float64 |
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| - name: o2sat_delta |
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| dtype: float64 |
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| - name: o2sat_rate |
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| dtype: float64 |
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| - name: sbp_rolling2h |
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| dtype: float64 |
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| - name: sbp_delta |
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| dtype: float64 |
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| - name: sbp_rate |
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| dtype: float64 |
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| - name: dbp_rolling2h |
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| dtype: float64 |
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| - name: dbp_delta |
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| dtype: float64 |
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| - name: dbp_rate |
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| dtype: float64 |
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| - name: pulse_pressure |
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| dtype: float64 |
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| - name: map |
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| dtype: float64 |
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| splits: |
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| - name: vitals |
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| num_bytes: 479613448 |
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| num_examples: 1893713 |
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| download_size: 84005509 |
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| |
| |
| dataset_size: 479613448 |
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| configs: |
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| - config_name: all_med_actions |
| |
| |
| |
| data_files: |
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| - split: all_med_actions |
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| path: modeling_data/all_med_actions-* |
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| - config_name: combined_medication_features |
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| |
| data_files: |
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| - split: med_only |
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| |
| path: modeling_data/med_only-* |
| |
| |
| |
| - config_name: ecg_features |
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| |
| data_files: |
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| - split: ecg_features |
| |
| |
| |
| path: modeling_data/ecg_features-* |
| |
| |
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| - config_name: ed_meds_timestep |
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| data_files: |
| |
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| |
| - split: ed_meds_timestep |
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| |
| path: modeling_data/ed_meds_timestep-* |
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| - config_name: empty_patient_state |
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| data_files: |
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| - split: empty_patient_state |
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| path: patient_state/*.parquet |
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| - config_name: meds_admitted_er_actions |
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| data_files: |
| |
| |
| |
| - split: adm_er_clean |
| |
| |
| |
| path: modeling_data/adm_er_clean-* |
|
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|
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| - config_name: radiology_features |
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| data_files: |
| |
| |
| |
| - split: radiology_features |
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| path: modeling_data/radiology_features-* |
| |
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| - config_name: vitals |
| |
| |
| |
| data_files: |
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| - split: vitals |
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|
|
| path: vitals_triage/*.parquet |
| |
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| - config_name: full_patient_state |
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| |
| data_files: |
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| - split: full_patient_state |
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| path: full_patient_state/*.parquet |
| |
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|
| --- |
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| ## empty_patient_state |
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| Empty data frame for patient state. Subject_id, ed_stay_id and hadm_id are retained for identification. A row is added for each 10 min time block for that unique stay |
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| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
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| ## vitals |
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| Vitals cleaned using the same pattern and methods as the triage stats. Rhythm was dropped. Triage stats were added for each ed stay Missing values were handled using forward fill then backward fill for the groups that did not have an initial value. Remaining NaN values were filled using Iterative Imputer from sci-kit learn. Features were engineered for each vital to get a rolling 2h average, the delta from the most recent value, a time delta, rate of change, a general time delta, pulse pressure, and average perfusion pressure |
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| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
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|
|
| ## full_patient_state |
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|
| Full patient state dataframe for offline RL training, derived from MIMIC-IV ED data. One row per 30-minute time block per ED stay (ed_stay_id). Built by combining: lab order/result statuses (0=not ordered, 1=pending, 2=normal, 3=abnormal), microbiology order/result statuses (0-4), vital signs with fill-forward and delta/rate features, medication administration flags (binary, first admin onward), ECG status, weight, and transfer location flags (in_ed, in_ward, ed_boarding). Static features merged per stay: gender, age, arrival transport, triage acuity, admission type (ward rows only), height, and pre-ED medication reconciliation (recon_* drug classes). terminal_event column encodes the outcome: ICU transfer, ward discharge, or ED discharge. Intended as the primary input for offline RL state construction. |
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| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
| |
| ## part1_train |
|
|
| Preprocessed classification and time-series escalation datasets derived from full_patient_state. Part 1: one row per ED stay, triage-time features only (no leakage), 4-class cohort label target plus 2-class rare holdout. Part 2: hourly timestep rows (resampled from 30-min), binary escalation_needed label, filtered to stays <= 48 hours, cumulative vital aggregation features. |
| |
| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
| |
| ## part1_test |
|
|
| Preprocessed classification and time-series escalation datasets derived from full_patient_state. Part 1: one row per ED stay, triage-time features only (no leakage), 4-class cohort label target plus 2-class rare holdout. Part 2: hourly timestep rows (resampled from 30-min), binary escalation_needed label, filtered to stays <= 48 hours, cumulative vital aggregation features. |
| |
| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
| |
| ## part1_holdout |
|
|
| Preprocessed classification and time-series escalation datasets derived from full_patient_state. Part 1: one row per ED stay, triage-time features only (no leakage), 4-class cohort label target plus 2-class rare holdout. Part 2: hourly timestep rows (resampled from 30-min), binary escalation_needed label, filtered to stays <= 48 hours, cumulative vital aggregation features. |
| |
| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
| |
| ## part2_train |
|
|
| Preprocessed classification and time-series escalation datasets derived from full_patient_state. Part 1: one row per ED stay, triage-time features only (no leakage), 4-class cohort label target plus 2-class rare holdout. Part 2: hourly timestep rows (resampled from 30-min), binary escalation_needed label, filtered to stays <= 48 hours, cumulative vital aggregation features. |
| |
| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
| |
| ## part2_test |
|
|
| Preprocessed classification and time-series escalation datasets derived from full_patient_state. Part 1: one row per ED stay, triage-time features only (no leakage), 4-class cohort label target plus 2-class rare holdout. Part 2: hourly timestep rows (resampled from 30-min), binary escalation_needed label, filtered to stays <= 48 hours, cumulative vital aggregation features. |
| |
| **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ |
| |
