Numeric Variables (pre-processed)
- Filenames:
- Train:
train_numeric_timeseries_8hr.csv
- Valid:
valid_numeric_timeseries_8hr.csv
- Test:
test_numeric_timeseries_8hr.csv
- Train:
-
Table Purpose: : Contains all numeric variables (e.g. vitals and labs) in 8 hour windows. For each numeric result we include a corresponding binary variable is used to indicate if that measure was taken in the 8 hour window and a counter variable used to describe how many 8 hour windows since the last measurement (e.g. vital_pulse, vital_pulse_measured, and vital_pulse_last_measured)
- Number of rows:
- Train: 362,179
- Valid: 52,181
- Test: 20,538
- Links to:
ENCOUNTER_NUM
,time_window
Table columns
Column name | Description |
---|---|
ENCOUNTER_NUM | Identifier used for each encounter. |
time_window | 8-hour window since time of admission. |
The variables below also have a corresponding indicator variable and a time elapsed since variable.
-
The indicator variable name is suffixed with
_measured
and will be a 1 if the variable was measured in that time window or a 0 if the value was imputed. -
The time elapsed since name is suffixed with
_measured_last
and will indicate the number of time (in hours) elapsed since the previous available measure.
For example, for the variable alcohol_sciwascore
, there are the corresponding variables alcohol_sciwascore_measured
and alcohol_sciwascore_measured_last
.
Column name | Description |
---|---|
lab_hba1 | A1c. |
lab_abaso | Abs.Basophils |
lab_aeos | Abs.Eosinophils |
lab_igab | Abs.IG |
lab_alymp | Abs. Lymphocytes |
lab_metaa | Abs.Metamyelocytes M.Diff |
lab_amono | Abs.Monocytes |
lab_myela | Abs.Myelocytes M.Diff |
lab_aneut | Abs.Neutrophils |
lab_acet | Acetaminophen Level |
lab_alb | Albumin |
lab_alp | ALP |
lab_alt | ALT |
lab_amy | Amylase |
lab_agap | Anion Gap |
lab_ao | Aortic Root |
lab_rptt | aPTT |
lab_rptt | APTT |
lab_ast | AST |
lab_abe | Base Excess Art. |
lab_vbe | Base Excess Ven. |
lab_atco2 | Bicarbonate Arterial |
lab_vtco2 | Bicarbonate Venous |
lab_bc | Bilirubin Direct |
lab_tbil | Bilirubin Total |
skin_abradenscore | Braden Score Total |
lab_caicr | Ca, Ionized (pH 7.4) corr |
lab_cacra | Ca, Ionized (pH 7.4) corr. |
lab_ca | Calcium |
lab_ical | Calcium Ionized Arterial |
lab_orcai | Calcium, Ionized O.R. Arterial |
in_out_acatheter | Catheter |
lab_cl | Chloride |
lab_ucl | Chloride Random |
lab_ck | CK |
lab_crp | C-Reactive Protein |
lab_cr | Creatinine |
lab_esr1 | ESR |
lab_etoh | Ethanol |
lab_fer | Ferritin |
vital_sfio2 | FiO2 % |
lab_glob | Globulin,calc. |
lab_orglu | Glucose O.R. Arterial |
lab_glpoc | Glucose POC (Lifescan) |
lab_glpoc | Glucose POC (Lifescan/Abbott) |
lab_glpoc | Glucose POC (Lifescan/Abbott/Nova) |
lab_glur | Glucose Random |
lab_orglu | Glucose, Syringe Arterial |
lab_hct | HCT |
shift_assess_scvhrtrate | Heart Rate |
lab_orhc | Hematocrit O.R. Arterial calculation |
lab_hgb | HGB |
lab_ahion | H ion Arterial |
lab_vhion | H ion Venous |
lab_rinr | INR |
lab_cai | Ionized Calcium |
lab_fe | Iron Total |
in_out_siv23and13 | IV Dextrose 3.3%/NaCl 0.3% |
in_out_aivpb1 | IV Piggy Back #1 |
lab_ivsd | IV Septum |
in_out_sivnormalsaline | IV Sodium Chloride 0.9% (NaCL) |
lab_alact | Lactate Arterial |
lab_vlact | Lactate Venous |
lab_ld | LD |
lab_la | Left Atrium |
lab_lip | Lipase |
lab_lvedd | LV Diastole |
lab_lvesd | LV Systole |
lab_mg | Magnesium |
lab_mch | MCH |
lab_mchc | MCHC |
lab_mcv | MCV |
lab_masa | Meas. O2 Sat.Art |
lab_mvsa | Meas. O2 Sat.Ven. |
lab_mpv | MPV |
lab_nrbc | nRBC |
lab_bnps | NT-proBNP |
shift_assess_srpo2lmin | O2 L/Min |
vital_so2saturation | O2 Saturation (%) |
lab_uosm | Osmolality |
lab_osm | Osmolality Serum |
in_out_sotherintake | Other Intake |
in_out_aothoutput | Other Output |
vital_spainintrest | Pain Intensity at Rest |
shift_assess_spnintstyrest1 | Pain Intensity at Rest (0-10) #1 |
shift_assess_spnintstyrest2 | Pain Intensity at Rest (0-10) #2 |
vital_spainintmove | Pain Intensity with Movement |
shift_assess_spninstymov1 | Pain Intensity With Movement (0-10) #1 |
shift_assess_spninstymov2 | Pain Intensity With Movement (0-10) #2 |
lab_apco2 | pCO2 Arterial |
lab_vpco2 | pCO2 Venous |
lab_ph | pH |
lab_aph | pH Arterial |
lab_po4 | Phosphorus |
lab_vph | pH Venous |
lab_plt | PLT |
lab_apo2 | pO2 Arterial |
lab_vpo2 | pO2 Venous |
diabetic_spocglucresult | POC Glucose Result (mmol/L) |
lab_pwd | Posterior Wall |
lab_k | Potassium |
lab_ork | Potassium O.R. Arterial |
lab_uk | Potassium Random |
lab_tpr | Protein Total Serum |
lab_rpt | PT |
vital_spulse | Pulse |
lab_rbc | RBC |
lab_rdw | RDW |
shift_assess_srpfio2b | Resp FiO2 Percent |
vital_srespirations | Respirations |
lab_reta | Retics |
lab_asa | Salicylate Level |
lab_sat | Saturation |
vital_sbpdiastolic | sbp |
vital_sbpsystolic | sbp |
lab_na | Sodium |
lab_una | Sodium |
lab_orna | Sodium O.R. Arterial |
lab_spg | Specific Gravity |
vital_stemperature | Temperature |
vital_stemperature | Temperature (c) |
lab_tibc | TIBC |
in_out_atmsincontinent | Times Incontinent |
lab_co2 | Total CO2 |
lab_tpr | Total Protein Serum |
alcohol_sciwascore | Total Score |
lab_tni | Troponin I Serum |
lab_tsh | TSH |
lab_urea | Urea |
lab_uuro | Urobilinogen |
lab_b12 | Vitamin B12 Level |
lab_iwbcr | WBC |