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
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license_link: https://physionet.org/content/mimiciv/view-license/3.1/
pretty_name: ADS599 Capstone Modeling Data — Empty Patient State
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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/