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@@ -1,664 +1,664 @@
----
  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: full_patient_state
  data_files:
  - split: full_patient_state
    path: full_patient_state/full_patient_state-*
---
---
- config_name: full_patient_state
  data_files:
  - split: full_patient_state
    path: full_patient_state/*.parquet
---
---
  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: labs_ordered
    dtype: int64
  - 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: micro_ordered
    dtype: int64
  - 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: 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: observe
    dtype: int64
  splits:
  - name: full_patient_state
    num_bytes: 6238206732
    num_examples: 6551723
  download_size: 105921848
  dataset_size: 6238206732
- config_name: full_patient_state
  data_files:
  - split: full_patient_state
    path: full_patient_state/full_patient_state-*
---
---
-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/
- config_name: full_patient_state
+---
  data_files:
  - split: full_patient_state
    path: full_patient_state/*.parquet
---
---
  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: full_patient_state
  data_files:
  - split: full_patient_state
    path: full_patient_state/full_patient_state-*
---
---
- config_name: full_patient_state
  data_files:
  - split: full_patient_state
    path: full_patient_state/*.parquet
---
---
  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: labs_ordered
    dtype: int64
  - 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: micro_ordered
    dtype: int64
  - 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: 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: observe
    dtype: int64
  splits:
  - name: full_patient_state
    num_bytes: 6238206732
    num_examples: 6551723
  download_size: 105921848
  dataset_size: 6238206732
- config_name: full_patient_state
  data_files:
  - split: full_patient_state
    path: full_patient_state/full_patient_state-*
---
---
+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/