--- 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 dtype: int64 - name: charttime dtype: timestamp[ns] - name: minutes_into_stay dtype: float64 - name: drug_class dtype: string - name: action_idx dtype: int64 - name: source dtype: string splits: - name: all_med_actions num_bytes: 93408141 num_examples: 1235609 download_size: 16415454 dataset_size: 93408141 - 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 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: recon_n_total_meds dtype: uint16 - name: recon_n_drug_classes dtype: uint8 - name: edmeds_ace_inhibitor dtype: uint8 - name: edmeds_analgesic___acetaminophen dtype: uint8 - name: edmeds_analgesic___nsaid dtype: uint8 - 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 dtype: uint8 - name: edmeds_benzodiazepine___sedative_anxiolytic dtype: uint8 - name: edmeds_beta_blocker dtype: uint8 - name: edmeds_bronchodilator dtype: uint8 - name: edmeds_calcium_channel_blocker dtype: uint8 - name: edmeds_corticosteroid dtype: uint8 - name: edmeds_diuretic dtype: uint8 - name: edmeds_gi___acid_suppression dtype: uint8 - name: edmeds_iv_fluid dtype: uint8 - name: edmeds_insulin_glucose dtype: uint8 - name: edmeds_nitrate dtype: uint8 - name: edmeds_other dtype: uint8 - name: edmeds_n_dispenses dtype: uint16 - name: edmeds_n_drug_classes dtype: uint8 splits: - name: med_only num_bytes: 25173099 num_examples: 399573 download_size: 6049182 dataset_size: 25173099 - config_name: ecg_features features: - name: subject_id dtype: int64 - name: stay_id dtype: int64 - name: hadm_id dtype: int64 - name: ecg_time dtype: timestamp[us, tz=UTC] - name: ecg_acuity dtype: int64 splits: - name: ecg_features num_bytes: 5892276 num_examples: 146848 download_size: 3971052 dataset_size: 5892276 - config_name: ed_meds_timestep features: - name: ed_stay_id dtype: float64 - name: subject_id dtype: int64 - name: charttime dtype: timestamp[ns] - name: minutes_into_stay dtype: float64 - name: drug_class dtype: string - name: action_idx dtype: int64 - name: source dtype: string - name: __index_level_0__ dtype: int64 splits: - name: ed_meds_timestep num_bytes: 27076675 num_examples: 323190 download_size: 7130448 dataset_size: 27076675 - config_name: empty_patient_state features: - name: subject_id dtype: int64 - name: ed_stay_id dtype: int64 - name: hadm_id dtype: float64 - name: time_steps dtype: int64 splits: - name: empty_patient_state num_bytes: 4324549602 num_examples: 134616330 download_size: 11217914 dataset_size: 4324549602 - 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: vitals_checked 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: 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: 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 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] - name: emar_medication dtype: 'null' - name: event_txt dtype: 'null' - name: scheduletime dtype: 'null' - name: in_er dtype: bool - name: medication dtype: string - name: drug_class dtype: string - name: action_time dtype: timestamp[ns] - name: ed_stay_id dtype: float64 - name: ed_intime dtype: timestamp[ns] - name: minutes_into_stay dtype: float64 - name: action_idx dtype: int64 - name: __index_level_0__ dtype: int64 splits: - name: adm_er_clean num_bytes: 148079076 num_examples: 912419 download_size: 29150917 dataset_size: 148079076 - config_name: radiology_features features: - name: subject_id dtype: int64 - name: stay_id dtype: int64 - name: hadm_id dtype: int64 - name: exam_time dtype: timestamp[us, tz=UTC] - name: rad_acuity_level dtype: int64 splits: - name: radiology_features num_bytes: 10408947 num_examples: 259413 download_size: 6821015 dataset_size: 10408947 - config_name: vitals features: - name: ed_stay_id dtype: int64 - name: subject_id dtype: int64 - name: charttime dtype: timestamp[us] - name: temperature dtype: float64 - name: heartrate dtype: float64 - name: resprate dtype: float64 - name: o2sat dtype: float64 - name: sbp dtype: float64 - name: dbp dtype: float64 - name: pain dtype: large_string - 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: pulse_pressure dtype: float64 - name: map dtype: float64 splits: - name: vitals num_bytes: 479613448 num_examples: 1893713 download_size: 84005509 dataset_size: 479613448 configs: - config_name: all_med_actions data_files: - split: all_med_actions path: modeling_data/all_med_actions-* - config_name: combined_medication_features data_files: - split: med_only path: modeling_data/med_only-* - config_name: ecg_features data_files: - split: ecg_features path: modeling_data/ecg_features-* - config_name: ed_meds_timestep data_files: - split: ed_meds_timestep path: modeling_data/ed_meds_timestep-* - config_name: empty_patient_state data_files: - split: empty_patient_state path: patient_state/*.parquet - config_name: meds_admitted_er_actions data_files: - split: adm_er_clean path: modeling_data/adm_er_clean-* - config_name: radiology_features data_files: - split: radiology_features path: modeling_data/radiology_features-* - config_name: vitals data_files: - split: vitals path: vitals_triage/*.parquet - config_name: full_patient_state data_files: - split: full_patient_state path: full_patient_state/*.parquet --- ## empty_patient_state 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 **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ ## vitals 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 **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/ ## full_patient_state 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. **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/