File size: 13,361 Bytes
6a8ca46 4cdf6e8 d9c2ff1 a4b555e 517ec75 730a3c4 cf063ec 4cdf6e8 6a8ca46 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 | ---
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/full_patient_state-*
- 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_test
data_files:
- split: part2_test
path: part2_test/*.parquet
- config_name: part2_train
data_files:
- split: part2_train
path: part2_train/*.parquet
dataset_info:
config_name: full_patient_state
features:
- name: ed_stay_id
dtype: int64
- name: time
dtype: timestamp[us]
- name: step_idx
dtype: int64
- name: subject_id
dtype: int64
- name: hadm_id
dtype: int64
- name: stay_window_start
dtype: timestamp[us]
- name: stay_window_end
dtype: timestamp[us]
- name: gender
dtype: large_string
- name: anchor_age
dtype: int64
- name: admission_type
dtype: large_string
- name: cohort_label
dtype: large_string
- name: terminal_event
dtype: large_string
- name: acuity
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: float64
- name: chiefcomplaint
dtype: large_string
- name: time_since_last_min
dtype: int64
- name: pain_missing
dtype: int64
- name: heartrate_missing
dtype: int64
- name: o2sat_missing
dtype: int64
- name: acuity_missing
dtype: int64
- name: resprate_missing
dtype: int64
- name: sbp_missing
dtype: int64
- name: dbp_missing
dtype: int64
- name: temperature_missing
dtype: int64
- name: temperature_delta
dtype: float64
- name: heartrate_delta
dtype: float64
- name: resprate_delta
dtype: float64
- name: o2sat_delta
dtype: float64
- name: sbp_delta
dtype: float64
- name: dbp_delta
dtype: float64
- name: pain_delta
dtype: float64
- name: temperature_rate_per_min
dtype: float64
- name: heartrate_rate_per_min
dtype: float64
- name: resprate_rate_per_min
dtype: float64
- name: o2sat_rate_per_min
dtype: float64
- name: sbp_rate_per_min
dtype: float64
- name: dbp_rate_per_min
dtype: float64
- name: current_mean_arterial_pressure
dtype: float64
- name: temperature_rolling1h
dtype: float64
- name: heartrate_rolling1h
dtype: float64
- name: resprate_rolling1h
dtype: float64
- name: o2sat_rolling1h
dtype: float64
- name: sbp_rolling1h
dtype: float64
- name: dbp_rolling1h
dtype: float64
- name: vitals_checked
dtype: int64
- name: Blood Gas-Blood_Pending
dtype: int64
- name: Blood Gas-Blood_Normal
dtype: int64
- name: Blood Gas-Blood_Abnormal
dtype: int64
- name: Blood Gas-Other Body Fluid_Pending
dtype: int64
- name: Blood Gas-Other Body Fluid_Normal
dtype: int64
- name: Blood Gas-Other Body Fluid_Abnormal
dtype: int64
- name: Chemistry-Ascites_Pending
dtype: int64
- name: Chemistry-Ascites_Normal
dtype: int64
- name: Chemistry-Ascites_Abnormal
dtype: int64
- name: Chemistry-Blood_Pending
dtype: int64
- name: Chemistry-Blood_Normal
dtype: int64
- name: Chemistry-Blood_Abnormal
dtype: int64
- name: Chemistry-Cerebrospinal Fluid_Pending
dtype: int64
- name: Chemistry-Cerebrospinal Fluid_Normal
dtype: int64
- name: Chemistry-Cerebrospinal Fluid_Abnormal
dtype: int64
- name: Chemistry-Joint Fluid_Pending
dtype: int64
- name: Chemistry-Joint Fluid_Normal
dtype: int64
- name: Chemistry-Joint Fluid_Abnormal
dtype: int64
- name: Chemistry-Other Body Fluid_Pending
dtype: int64
- name: Chemistry-Other Body Fluid_Normal
dtype: int64
- name: Chemistry-Other Body Fluid_Abnormal
dtype: int64
- name: Chemistry-Pleural_Pending
dtype: int64
- name: Chemistry-Pleural_Normal
dtype: int64
- name: Chemistry-Pleural_Abnormal
dtype: int64
- name: Chemistry-Stool_Pending
dtype: int64
- name: Chemistry-Stool_Normal
dtype: int64
- name: Chemistry-Stool_Abnormal
dtype: int64
- name: Chemistry-Urine_Pending
dtype: int64
- name: Chemistry-Urine_Normal
dtype: int64
- name: Chemistry-Urine_Abnormal
dtype: int64
- name: Hematology-Ascites_Pending
dtype: int64
- name: Hematology-Ascites_Normal
dtype: int64
- name: Hematology-Ascites_Abnormal
dtype: int64
- name: Hematology-Blood_Pending
dtype: int64
- name: Hematology-Blood_Normal
dtype: int64
- name: Hematology-Blood_Abnormal
dtype: int64
- name: Hematology-Bone Marrow_Pending
dtype: int64
- name: Hematology-Bone Marrow_Normal
dtype: int64
- name: Hematology-Bone Marrow_Abnormal
dtype: int64
- name: Hematology-Cerebrospinal Fluid_Pending
dtype: int64
- name: Hematology-Cerebrospinal Fluid_Normal
dtype: int64
- name: Hematology-Cerebrospinal Fluid_Abnormal
dtype: int64
- name: Hematology-Joint Fluid_Pending
dtype: int64
- name: Hematology-Joint Fluid_Normal
dtype: int64
- name: Hematology-Joint Fluid_Abnormal
dtype: int64
- name: Hematology-Other Body Fluid_Pending
dtype: int64
- name: Hematology-Other Body Fluid_Normal
dtype: int64
- name: Hematology-Other Body Fluid_Abnormal
dtype: int64
- name: Hematology-Pleural_Pending
dtype: int64
- name: Hematology-Pleural_Normal
dtype: int64
- name: Hematology-Pleural_Abnormal
dtype: int64
- name: Hematology-Stool_Pending
dtype: int64
- name: Hematology-Stool_Normal
dtype: int64
- name: Hematology-Stool_Abnormal
dtype: int64
- name: Hematology-Urine_Pending
dtype: int64
- name: Hematology-Urine_Normal
dtype: int64
- name: Hematology-Urine_Abnormal
dtype: int64
- name: labs_ordered
dtype: int64
- name: ABSCESS_Pending
dtype: int64
- name: ABSCESS_Negative
dtype: int64
- name: ABSCESS_Positive
dtype: int64
- name: ABSCESS_Other
dtype: int64
- name: BILE_Pending
dtype: int64
- name: BILE_Negative
dtype: int64
- name: BILE_Positive
dtype: int64
- name: BILE_Other
dtype: int64
- name: BLOOD CULTURE_Pending
dtype: int64
- name: BLOOD CULTURE_Negative
dtype: int64
- name: BLOOD CULTURE_Positive
dtype: int64
- name: BLOOD CULTURE_Other
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Pending
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Negative
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Positive
dtype: int64
- name: BRONCHOALVEOLAR LAVAGE_Other
dtype: int64
- name: Blood (CMV AB)_Pending
dtype: int64
- name: Blood (CMV AB)_Negative
dtype: int64
- name: Blood (CMV AB)_Positive
dtype: int64
- name: Blood (CMV AB)_Other
dtype: int64
- name: Blood (EBV)_Pending
dtype: int64
- name: Blood (EBV)_Negative
dtype: int64
- name: Blood (EBV)_Positive
dtype: int64
- name: Blood (EBV)_Other
dtype: int64
- name: CSF;SPINAL FLUID_Pending
dtype: int64
- name: CSF;SPINAL FLUID_Negative
dtype: int64
- name: CSF;SPINAL FLUID_Positive
dtype: int64
- name: CSF;SPINAL FLUID_Other
dtype: int64
- name: FLUID,OTHER_Pending
dtype: int64
- name: FLUID,OTHER_Negative
dtype: int64
- name: FLUID,OTHER_Positive
dtype: int64
- name: FLUID,OTHER_Other
dtype: int64
- name: IMMUNOLOGY_Pending
dtype: int64
- name: IMMUNOLOGY_Negative
dtype: int64
- name: IMMUNOLOGY_Positive
dtype: int64
- name: IMMUNOLOGY_Other
dtype: int64
- name: JOINT FLUID_Pending
dtype: int64
- name: JOINT FLUID_Negative
dtype: int64
- name: JOINT FLUID_Positive
dtype: int64
- name: JOINT FLUID_Other
dtype: int64
- name: MRSA SCREEN_Pending
dtype: int64
- name: MRSA SCREEN_Negative
dtype: int64
- name: MRSA SCREEN_Positive
dtype: int64
- name: MRSA SCREEN_Other
dtype: int64
- name: OTHER_Pending
dtype: int64
- name: OTHER_Negative
dtype: int64
- name: OTHER_Positive
dtype: int64
- name: OTHER_Other
dtype: int64
- name: PERITONEAL FLUID_Pending
dtype: int64
- name: PERITONEAL FLUID_Negative
dtype: int64
- name: PERITONEAL FLUID_Positive
dtype: int64
- name: PERITONEAL FLUID_Other
dtype: int64
- name: PLEURAL FLUID_Pending
dtype: int64
- name: PLEURAL FLUID_Negative
dtype: int64
- name: PLEURAL FLUID_Positive
dtype: int64
- name: PLEURAL FLUID_Other
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Pending
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Negative
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Positive
dtype: int64
- name: Rapid Respiratory Viral Screen & Culture_Other
dtype: int64
- name: SEROLOGY/BLOOD_Pending
dtype: int64
- name: SEROLOGY/BLOOD_Negative
dtype: int64
- name: SEROLOGY/BLOOD_Positive
dtype: int64
- name: SEROLOGY/BLOOD_Other
dtype: int64
- name: SPUTUM_Pending
dtype: int64
- name: SPUTUM_Negative
dtype: int64
- name: SPUTUM_Positive
dtype: int64
- name: SPUTUM_Other
dtype: int64
- name: STOOL_Pending
dtype: int64
- name: STOOL_Negative
dtype: int64
- name: STOOL_Positive
dtype: int64
- name: STOOL_Other
dtype: int64
- name: SWAB_Pending
dtype: int64
- name: SWAB_Negative
dtype: int64
- name: SWAB_Positive
dtype: int64
- name: SWAB_Other
dtype: int64
- name: TISSUE_Pending
dtype: int64
- name: TISSUE_Negative
dtype: int64
- name: TISSUE_Positive
dtype: int64
- name: TISSUE_Other
dtype: int64
- name: URINE_Pending
dtype: int64
- name: URINE_Negative
dtype: int64
- name: URINE_Positive
dtype: int64
- name: URINE_Other
dtype: int64
- name: micro_ordered
dtype: int64
- name: ACE Inhibitor
dtype: int64
- name: Analgesic - Acetaminophen
dtype: int64
- name: Analgesic - NSAID
dtype: int64
- name: Analgesic - Opioid/NSAID
dtype: int64
- name: Antiarrhythmic
dtype: int64
- name: Antibiotic
dtype: int64
- name: Anticoagulant
dtype: int64
- name: Anticonvulsant
dtype: int64
- name: Antiemetic
dtype: int64
- name: Antiplatelet
dtype: int64
- name: Antipsychotic
dtype: int64
- name: Benzodiazepine - Sedative/Anxiolytic
dtype: int64
- name: Beta Blocker
dtype: int64
- name: Bronchodilator
dtype: int64
- name: Calcium Channel Blocker
dtype: int64
- name: Corticosteroid
dtype: int64
- name: Diuretic
dtype: int64
- name: GI - Acid Suppression
dtype: int64
- name: IV Fluid
dtype: int64
- name: Insulin/Glucose
dtype: int64
- name: Nitrate
dtype: int64
- name: Other
dtype: int64
- name: ecg_status_Normal
dtype: int64
- name: ecg_status_Moderate
dtype: int64
- name: ecg_status_Acute
dtype: int64
- name: rad_status_Normal
dtype: int64
- name: rad_status_Moderate
dtype: int64
- name: rad_status_Acute
dtype: int64
- name: in_ed
dtype: int64
- name: in_ward
dtype: int64
- name: terminal_code
dtype: int64
- name: weight
dtype: float64
- name: height
dtype: float64
- name: recon_ace_inhibitor
dtype: int64
- name: recon_analgesic___nsaid
dtype: int64
- name: recon_analgesic___opioid_nsaid
dtype: int64
- name: recon_antiarrhythmic
dtype: int64
- name: recon_antibiotic
dtype: int64
- name: recon_anticoagulant
dtype: int64
- name: recon_anticonvulsant
dtype: int64
- name: recon_antiemetic
dtype: int64
- name: recon_antiplatelet
dtype: int64
- name: recon_antipsychotic
dtype: int64
- name: recon_benzodiazepine___sedative_anxiolytic
dtype: int64
- name: recon_beta_blocker
dtype: int64
- name: recon_bronchodilator
dtype: int64
- name: recon_calcium_channel_blocker
dtype: int64
- name: recon_corticosteroid
dtype: int64
- name: recon_diuretic
dtype: int64
- name: recon_gi___acid_suppression
dtype: int64
- name: recon_insulin_glucose
dtype: int64
- name: recon_nitrate
dtype: int64
- name: recon_n_total_meds
dtype: int64
- name: recon_n_drug_classes
dtype: int64
- name: height_missing
dtype: int64
- name: weight_missing
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: total_length
dtype: int64
splits:
- name: full_patient_state
num_bytes: 15517346808
num_examples: 7387882
download_size: 323713556
dataset_size: 15517346808
---
|