Datasets:

Modalities:
Tabular
Text
Formats:
parquet
License:
tkbarb10 commited on
Commit
6a8ca46
·
verified ·
1 Parent(s): c2ead39

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +2926 -676
README.md CHANGED
@@ -1,664 +1,2926 @@
1
- ---
2
- config_name: full_patient_state
3
  data_files:
4
  - split: full_patient_state
5
  path: full_patient_state/*.parquet
6
- --
7
- --
8
  config_name: full_patient_state
9
  features:
10
  - name: ed_stay_id
11
  dtype: int64
12
  - name: subject_id
13
  dtype: int64
14
  - name: hadm_id
15
  dtype: float64
16
  - name: time
17
  dtype: timestamp[us]
18
  - name: Chemistry-Blood
19
  dtype: float64
20
  - name: Hematology-Blood
21
  dtype: float64
22
  - name: Hematology-Urine
23
  dtype: float64
24
  - name: Blood Gas-Blood
25
  dtype: float64
26
  - name: Chemistry-Urine
27
  dtype: float64
28
  - name: Chemistry-Other Body Fluid
29
  dtype: float64
30
  - name: Hematology-Cerebrospinal Fluid
31
  dtype: float64
32
  - name: Chemistry-Cerebrospinal Fluid
33
  dtype: float64
34
  - name: Hematology-Ascites
35
  dtype: float64
36
  - name: Chemistry-Ascites
37
  dtype: float64
38
  - name: Chemistry-Pleural
39
  dtype: float64
40
  - name: Hematology-Pleural
41
  dtype: float64
42
  - name: Hematology-Joint Fluid
43
  dtype: float64
44
  - name: Chemistry-Stool
45
  dtype: float64
46
  - name: Hematology-Other Body Fluid
47
  dtype: float64
48
  - name: Blood Gas-Other Body Fluid
49
  dtype: float64
50
  - name: Hematology-Bone Marrow
51
  dtype: float64
52
  - name: Hematology-Stool
53
  dtype: float64
54
  - name: Chemistry-Joint Fluid
55
  dtype: float64
56
  - name: URINE
57
  dtype: float64
58
  - name: Rapid Respiratory Viral Screen & Culture
59
  dtype: float64
60
  - name: PERITONEAL FLUID
61
  dtype: float64
62
  - name: BLOOD CULTURE
63
  dtype: float64
64
  - name: STOOL
65
  dtype: float64
66
  - name: OTHER
67
  dtype: float64
68
  - name: PLEURAL FLUID
69
  dtype: float64
70
  - name: TISSUE
71
  dtype: float64
72
  - name: SEROLOGY/BLOOD
73
  dtype: float64
74
  - name: IMMUNOLOGY
75
  dtype: float64
76
  - name: MRSA SCREEN
77
  dtype: float64
78
  - name: SWAB
79
  dtype: float64
80
  - name: JOINT FLUID
81
  dtype: float64
82
  - name: SPUTUM
83
  dtype: float64
84
  - name: FLUID,OTHER
85
  dtype: float64
86
  - name: ABSCESS
87
  dtype: float64
88
  - name: BRONCHOALVEOLAR LAVAGE
89
  dtype: float64
90
  - name: CSF;SPINAL FLUID
91
  dtype: float64
92
  - name: Blood (CMV AB)
93
  dtype: float64
94
  - name: Blood (EBV)
95
  dtype: float64
96
  - name: BILE
97
  dtype: float64
98
  - name: Other
99
  dtype: float64
100
  - name: Analgesic - Opioid/NSAID
101
  dtype: float64
102
  - name: Antiemetic
103
  dtype: float64
104
  - name: Analgesic - Acetaminophen
105
  dtype: float64
106
  - name: Antibiotic
107
  dtype: float64
108
  - name: Benzodiazepine - Sedative/Anxiolytic
109
  dtype: float64
110
  - name: Analgesic - NSAID
111
  dtype: float64
112
  - name: Bronchodilator
113
  dtype: float64
114
  - name: Antiplatelet
115
  dtype: float64
116
  - name: GI - Acid Suppression
117
  dtype: float64
118
  - name: Corticosteroid
119
  dtype: float64
120
  - name: Beta Blocker
121
  dtype: float64
122
  - name: Diuretic
123
  dtype: float64
124
  - name: Antipsychotic
125
  dtype: float64
126
  - name: Anticoagulant
127
  dtype: float64
128
  - name: Insulin/Glucose
129
  dtype: float64
130
  - name: Calcium Channel Blocker
131
  dtype: float64
132
  - name: Nitrate
133
  dtype: float64
134
  - name: ACE Inhibitor
135
  dtype: float64
136
  - name: IV Fluid
137
  dtype: float64
138
  - name: Anticonvulsant
139
  dtype: float64
140
  - name: Antiarrhythmic
141
  dtype: float64
142
  - name: weight
143
  dtype: float64
144
  - name: ecg_status
145
  dtype: float64
146
  - name: rad_status
147
  dtype: float64
148
  - name: in_ed
149
  dtype: int64
150
  - name: in_ward
151
  dtype: int64
152
  - name: ed_boarding
153
  dtype: int64
154
  - name: terminal_event
155
  dtype: large_string
156
  - name: gender
157
  dtype: large_string
158
  - name: anchor_age
159
  dtype: int64
160
  - name: arrival_transport
161
  dtype: large_string
162
  - name: acuity
163
  dtype: decimal128(10, 9)
164
  - name: height
165
  dtype: float64
166
  - name: recon_ace_inhibitor
167
  dtype: uint8
168
  - name: recon_analgesic___nsaid
169
  dtype: uint8
170
  - name: recon_analgesic___opioid_nsaid
171
  dtype: uint8
172
  - name: recon_antiarrhythmic
173
  dtype: uint8
174
  - name: recon_antibiotic
175
  dtype: uint8
176
  - name: recon_anticoagulant
177
  dtype: uint8
178
  - name: recon_anticonvulsant
179
  dtype: uint8
180
  - name: recon_antiemetic
181
  dtype: uint8
182
  - name: recon_antiplatelet
183
  dtype: uint8
184
  - name: recon_antipsychotic
185
  dtype: uint8
186
  - name: recon_benzodiazepine___sedative_anxiolytic
187
  dtype: uint8
188
  - name: recon_beta_blocker
189
  dtype: uint8
190
  - name: recon_bronchodilator
191
  dtype: uint8
192
  - name: recon_calcium_channel_blocker
193
  dtype: uint8
194
  - name: recon_corticosteroid
195
  dtype: uint8
196
  - name: recon_diuretic
197
  dtype: uint8
198
  - name: recon_gi___acid_suppression
199
  dtype: uint8
200
  - name: recon_insulin_glucose
201
  dtype: uint8
202
  - name: recon_nitrate
203
  dtype: uint8
204
  - name: admission_type
205
  dtype: large_string
206
  - name: current_temperature
207
  dtype: float64
208
  - name: current_heartrate
209
  dtype: float64
210
  - name: current_resprate
211
  dtype: float64
212
  - name: current_o2sat
213
  dtype: float64
214
  - name: current_sbp
215
  dtype: float64
216
  - name: current_dbp
217
  dtype: float64
218
  - name: current_pain
219
  dtype: large_string
220
  - name: current_pulse_pressure
221
  dtype: float64
222
  - name: current_map
223
  dtype: float64
224
  - name: time_since_last_hrs
225
  dtype: float64
226
  - name: temperature_rolling2h
227
  dtype: float64
228
  - name: temperature_delta
229
  dtype: float64
230
  - name: temperature_rate
231
  dtype: float64
232
  - name: heartrate_rolling2h
233
  dtype: float64
234
  - name: heartrate_delta
235
  dtype: float64
236
  - name: heartrate_rate
237
  dtype: float64
238
  - name: resprate_rolling2h
239
  dtype: float64
240
  - name: resprate_delta
241
  dtype: float64
242
  - name: resprate_rate
243
  dtype: float64
244
  - name: o2sat_rolling2h
245
  dtype: float64
246
  - name: o2sat_delta
247
  dtype: float64
248
  - name: o2sat_rate
249
  dtype: float64
250
  - name: sbp_rolling2h
251
  dtype: float64
252
  - name: sbp_delta
253
  dtype: float64
254
  - name: sbp_rate
255
  dtype: float64
256
  - name: dbp_rolling2h
257
  dtype: float64
258
  - name: dbp_delta
259
  dtype: float64
260
  - name: dbp_rate
261
  dtype: float64
262
  - name: observe
263
  dtype: int64
264
  - name: dispense_meds
265
  dtype: int64
266
  - name: ward_transfer
267
  dtype: int64
268
  - name: discharge
269
  dtype: int64
270
  - name: transfer_icu
271
  dtype: int64
272
  - name: ecg_ordered
273
  dtype: int64
274
  - name: rad_ordered
275
  dtype: int64
276
  - name: vitals_checked
277
  dtype: float64
278
  - name: labs_ordered
279
  dtype: int64
280
  - name: micro_ordered
281
  dtype: int64
282
  splits:
283
  - name: full_patient_state
284
  num_bytes: 6552689436
285
  num_examples: 6551723
286
  download_size: 106740245
287
  dataset_size: 6552689436
288
- config_name: full_patient_state
289
  data_files:
290
  - split: full_patient_state
291
  path: full_patient_state/full_patient_state-*
292
- --
293
- --
294
- config_name: full_patient_state
295
  data_files:
296
  - split: full_patient_state
297
  path: full_patient_state/*.parquet
298
- --
299
- --
300
  config_name: full_patient_state
301
  features:
302
  - name: ed_stay_id
303
  dtype: int64
304
  - name: subject_id
305
  dtype: int64
306
  - name: hadm_id
307
  dtype: float64
308
  - name: time
309
  dtype: timestamp[us]
310
  - name: Chemistry-Blood
311
  dtype: float64
312
  - name: Hematology-Blood
313
  dtype: float64
314
  - name: Hematology-Urine
315
  dtype: float64
316
  - name: Blood Gas-Blood
317
  dtype: float64
318
  - name: Chemistry-Urine
319
  dtype: float64
320
  - name: Chemistry-Other Body Fluid
321
  dtype: float64
322
  - name: Hematology-Cerebrospinal Fluid
323
  dtype: float64
324
  - name: Chemistry-Cerebrospinal Fluid
325
  dtype: float64
326
  - name: Hematology-Ascites
327
  dtype: float64
328
  - name: Chemistry-Ascites
329
  dtype: float64
330
  - name: Chemistry-Pleural
331
  dtype: float64
332
  - name: Hematology-Pleural
333
  dtype: float64
334
  - name: Hematology-Joint Fluid
335
  dtype: float64
336
  - name: Chemistry-Stool
337
  dtype: float64
338
  - name: Hematology-Other Body Fluid
339
  dtype: float64
340
  - name: Blood Gas-Other Body Fluid
341
  dtype: float64
342
  - name: Hematology-Bone Marrow
343
  dtype: float64
344
  - name: Hematology-Stool
345
  dtype: float64
346
  - name: Chemistry-Joint Fluid
347
  dtype: float64
348
  - name: labs_ordered
349
  dtype: int64
350
  - name: URINE
351
  dtype: float64
352
  - name: Rapid Respiratory Viral Screen & Culture
353
  dtype: float64
354
  - name: PERITONEAL FLUID
355
  dtype: float64
356
  - name: BLOOD CULTURE
357
  dtype: float64
358
  - name: STOOL
359
  dtype: float64
360
  - name: OTHER
361
  dtype: float64
362
  - name: PLEURAL FLUID
363
  dtype: float64
364
  - name: TISSUE
365
  dtype: float64
366
  - name: SEROLOGY/BLOOD
367
  dtype: float64
368
  - name: IMMUNOLOGY
369
  dtype: float64
370
  - name: MRSA SCREEN
371
  dtype: float64
372
  - name: SWAB
373
  dtype: float64
374
  - name: JOINT FLUID
375
  dtype: float64
376
  - name: SPUTUM
377
  dtype: float64
378
  - name: FLUID,OTHER
379
  dtype: float64
380
  - name: ABSCESS
381
  dtype: float64
382
  - name: BRONCHOALVEOLAR LAVAGE
383
  dtype: float64
384
  - name: CSF;SPINAL FLUID
385
  dtype: float64
386
  - name: Blood (CMV AB)
387
  dtype: float64
388
  - name: Blood (EBV)
389
  dtype: float64
390
  - name: BILE
391
  dtype: float64
392
  - name: micro_ordered
393
  dtype: int64
394
  - name: Other
395
  dtype: float64
396
  - name: Analgesic - Opioid/NSAID
397
  dtype: float64
398
  - name: Antiemetic
399
  dtype: float64
400
  - name: Analgesic - Acetaminophen
401
  dtype: float64
402
  - name: Antibiotic
403
  dtype: float64
404
  - name: Benzodiazepine - Sedative/Anxiolytic
405
  dtype: float64
406
  - name: Analgesic - NSAID
407
  dtype: float64
408
  - name: Bronchodilator
409
  dtype: float64
410
  - name: Antiplatelet
411
  dtype: float64
412
  - name: GI - Acid Suppression
413
  dtype: float64
414
  - name: Corticosteroid
415
  dtype: float64
416
  - name: Beta Blocker
417
  dtype: float64
418
  - name: Diuretic
419
  dtype: float64
420
  - name: Antipsychotic
421
  dtype: float64
422
  - name: Anticoagulant
423
  dtype: float64
424
  - name: Insulin/Glucose
425
  dtype: float64
426
  - name: Calcium Channel Blocker
427
  dtype: float64
428
  - name: Nitrate
429
  dtype: float64
430
  - name: ACE Inhibitor
431
  dtype: float64
432
  - name: IV Fluid
433
  dtype: float64
434
  - name: Anticonvulsant
435
  dtype: float64
436
  - name: Antiarrhythmic
437
  dtype: float64
438
  - name: weight
439
  dtype: float64
440
  - name: ecg_status
441
  dtype: float64
442
  - name: rad_status
443
  dtype: float64
444
  - name: in_ed
445
  dtype: int64
446
  - name: in_ward
447
  dtype: int64
448
  - name: ed_boarding
449
  dtype: int64
450
  - name: terminal_event
451
  dtype: large_string
452
  - name: gender
453
  dtype: large_string
454
  - name: anchor_age
455
  dtype: int64
456
  - name: arrival_transport
457
  dtype: large_string
458
  - name: acuity
459
  dtype: decimal128(10, 9)
460
  - name: height
461
  dtype: float64
462
  - name: recon_ace_inhibitor
463
  dtype: uint8
464
  - name: recon_analgesic___nsaid
465
  dtype: uint8
466
  - name: recon_analgesic___opioid_nsaid
467
  dtype: uint8
468
  - name: recon_antiarrhythmic
469
  dtype: uint8
470
  - name: recon_antibiotic
471
  dtype: uint8
472
  - name: recon_anticoagulant
473
  dtype: uint8
474
  - name: recon_anticonvulsant
475
  dtype: uint8
476
  - name: recon_antiemetic
477
  dtype: uint8
478
  - name: recon_antiplatelet
479
  dtype: uint8
480
  - name: recon_antipsychotic
481
  dtype: uint8
482
  - name: recon_benzodiazepine___sedative_anxiolytic
483
  dtype: uint8
484
  - name: recon_beta_blocker
485
  dtype: uint8
486
  - name: recon_bronchodilator
487
  dtype: uint8
488
  - name: recon_calcium_channel_blocker
489
  dtype: uint8
490
  - name: recon_corticosteroid
491
  dtype: uint8
492
  - name: recon_diuretic
493
  dtype: uint8
494
  - name: recon_gi___acid_suppression
495
  dtype: uint8
496
  - name: recon_insulin_glucose
497
  dtype: uint8
498
  - name: recon_nitrate
499
  dtype: uint8
500
  - name: admission_type
501
  dtype: large_string
502
  - name: vitals_checked
503
  dtype: float64
504
  - name: current_temperature
505
  dtype: float64
506
  - name: current_heartrate
507
  dtype: float64
508
  - name: current_resprate
509
  dtype: float64
510
  - name: current_o2sat
511
  dtype: float64
512
  - name: current_sbp
513
  dtype: float64
514
  - name: current_dbp
515
  dtype: float64
516
  - name: current_pain
517
  dtype: large_string
518
  - name: current_pulse_pressure
519
  dtype: float64
520
  - name: current_map
521
  dtype: float64
522
  - name: time_since_last_hrs
523
  dtype: float64
524
  - name: temperature_rolling2h
525
  dtype: float64
526
  - name: temperature_delta
527
  dtype: float64
528
  - name: temperature_rate
529
  dtype: float64
530
  - name: heartrate_rolling2h
531
  dtype: float64
532
  - name: heartrate_delta
533
  dtype: float64
534
  - name: heartrate_rate
535
  dtype: float64
536
  - name: resprate_rolling2h
537
  dtype: float64
538
  - name: resprate_delta
539
  dtype: float64
540
  - name: resprate_rate
541
  dtype: float64
542
  - name: o2sat_rolling2h
543
  dtype: float64
544
  - name: o2sat_delta
545
  dtype: float64
546
  - name: o2sat_rate
547
  dtype: float64
548
  - name: sbp_rolling2h
549
  dtype: float64
550
  - name: sbp_delta
551
  dtype: float64
552
  - name: sbp_rate
553
  dtype: float64
554
  - name: dbp_rolling2h
555
  dtype: float64
556
  - name: dbp_delta
557
  dtype: float64
558
  - name: dbp_rate
559
  dtype: float64
560
  - name: observe
561
  dtype: int64
562
  splits:
563
  - name: full_patient_state
564
  num_bytes: 6238206732
565
  num_examples: 6551723
566
  download_size: 105921848
567
  dataset_size: 6238206732
568
- config_name: full_patient_state
569
  data_files:
570
  - split: full_patient_state
571
  path: full_patient_state/full_patient_state-*
572
- --
573
- --
574
- license: other
575
- license_name: physionet-credentialed-health-data-1.5.0
576
- license_link: https://physionet.org/content/mimiciv/view-license/3.1/
577
- pretty_name: ADS599 Capstone Modeling Data — Empty Patient State
578
- dataset_info:
579
- - config_name: all_med_actions
580
- features:
581
- - name: ed_stay_id
582
- dtype: float64
583
- - name: subject_id
584
- dtype: int64
585
- - name: charttime
586
- dtype: timestamp[ns]
587
- - name: minutes_into_stay
588
- dtype: float64
589
- - name: drug_class
590
- dtype: string
591
- - name: action_idx
592
- dtype: int64
593
- - name: source
594
- dtype: string
595
- splits:
596
- - name: all_med_actions
597
- num_bytes: 93408141
598
- num_examples: 1235609
599
- download_size: 16415454
600
- dataset_size: 93408141
601
- - config_name: combined_medication_features
602
- features:
603
- - name: ed_stay_id
604
- dtype: int64
605
- - name: subject_id
606
- dtype: int64
607
- - name: recon_ace_inhibitor
608
- dtype: uint8
609
- - name: recon_analgesic___nsaid
610
- dtype: uint8
611
- - name: recon_analgesic___opioid_nsaid
612
- dtype: uint8
613
- - name: recon_antiarrhythmic
614
- dtype: uint8
615
- - name: recon_antibiotic
616
- dtype: uint8
617
- - name: recon_anticoagulant
618
- dtype: uint8
619
- - name: recon_anticonvulsant
620
- dtype: uint8
621
- - name: recon_antiemetic
622
- dtype: uint8
623
- - name: recon_antiplatelet
624
- dtype: uint8
625
- - name: recon_antipsychotic
626
- dtype: uint8
627
- - name: recon_benzodiazepine___sedative_anxiolytic
628
- dtype: uint8
629
- - name: recon_beta_blocker
630
- dtype: uint8
631
- - name: recon_bronchodilator
632
- dtype: uint8
633
- - name: recon_calcium_channel_blocker
634
- dtype: uint8
635
- - name: recon_corticosteroid
636
- dtype: uint8
637
- - name: recon_diuretic
638
- dtype: uint8
639
- - name: recon_gi___acid_suppression
640
- dtype: uint8
641
- - name: recon_insulin_glucose
642
- dtype: uint8
643
- - name: recon_nitrate
644
- dtype: uint8
645
- - name: recon_n_total_meds
646
- dtype: uint16
647
- - name: recon_n_drug_classes
648
- dtype: uint8
649
- - name: edmeds_ace_inhibitor
650
- dtype: uint8
651
- - name: edmeds_analgesic___acetaminophen
652
- dtype: uint8
653
- - name: edmeds_analgesic___nsaid
654
- dtype: uint8
655
- - name: edmeds_analgesic___opioid_nsaid
656
- dtype: uint8
657
- - name: edmeds_antiarrhythmic
658
- dtype: uint8
659
- - name: edmeds_antibiotic
660
- dtype: uint8
661
- - name: edmeds_anticoagulant
662
- dtype: uint8
663
- - name: edmeds_anticonvulsant
664
- dtype: uint8
665
- - name: edmeds_antiemetic
666
- dtype: uint8
667
- - name: edmeds_antiplatelet
668
- dtype: uint8
669
- - name: edmeds_antipsychotic
670
- dtype: uint8
671
- - name: edmeds_benzodiazepine___sedative_anxiolytic
672
- dtype: uint8
673
- - name: edmeds_beta_blocker
674
- dtype: uint8
675
- - name: edmeds_bronchodilator
676
- dtype: uint8
677
- - name: edmeds_calcium_channel_blocker
678
- dtype: uint8
679
- - name: edmeds_corticosteroid
680
- dtype: uint8
681
- - name: edmeds_diuretic
682
- dtype: uint8
683
- - name: edmeds_gi___acid_suppression
684
- dtype: uint8
685
- - name: edmeds_iv_fluid
686
- dtype: uint8
687
- - name: edmeds_insulin_glucose
688
- dtype: uint8
689
- - name: edmeds_nitrate
690
- dtype: uint8
691
- - name: edmeds_other
692
- dtype: uint8
693
- - name: edmeds_n_dispenses
694
- dtype: uint16
695
- - name: edmeds_n_drug_classes
696
- dtype: uint8
697
- splits:
698
- - name: med_only
699
- num_bytes: 25173099
700
- num_examples: 399573
701
- download_size: 6049182
702
- dataset_size: 25173099
703
- - config_name: ecg_features
704
- features:
705
- - name: subject_id
706
- dtype: int64
707
- - name: stay_id
708
- dtype: int64
709
- - name: hadm_id
710
- dtype: int64
711
- - name: ecg_time
712
- dtype: timestamp[us, tz=UTC]
713
- - name: ecg_acuity
714
- dtype: int64
715
- splits:
716
- - name: ecg_features
717
- num_bytes: 5892276
718
- num_examples: 146848
719
- download_size: 3971052
720
- dataset_size: 5892276
721
- - config_name: ed_meds_timestep
722
- features:
723
- - name: ed_stay_id
724
- dtype: float64
725
- - name: subject_id
726
- dtype: int64
727
- - name: charttime
728
- dtype: timestamp[ns]
729
- - name: minutes_into_stay
730
- dtype: float64
731
- - name: drug_class
732
- dtype: string
733
- - name: action_idx
734
- dtype: int64
735
- - name: source
736
- dtype: string
737
- - name: __index_level_0__
738
- dtype: int64
739
- splits:
740
- - name: ed_meds_timestep
741
- num_bytes: 27076675
742
- num_examples: 323190
743
- download_size: 7130448
744
- dataset_size: 27076675
745
- - config_name: empty_patient_state
746
- features:
747
- - name: subject_id
748
- dtype: int64
749
- - name: ed_stay_id
750
- dtype: int64
751
- - name: hadm_id
752
- dtype: float64
753
- - name: time_steps
754
- dtype: int64
755
- splits:
756
- - name: empty_patient_state
757
- num_bytes: 4324549602
758
- num_examples: 134616330
759
- download_size: 11217914
760
- dataset_size: 4324549602
761
- - config_name: full_patient_state
762
- features:
763
- - name: ed_stay_id
764
- dtype: int64
765
- - name: subject_id
766
- dtype: int64
767
- - name: hadm_id
768
- dtype: float64
769
- - name: time
770
- dtype: timestamp[us]
771
- - name: Chemistry-Blood
772
- dtype: float64
773
- - name: Hematology-Blood
774
- dtype: float64
775
- - name: Hematology-Urine
776
- dtype: float64
777
- - name: Blood Gas-Blood
778
- dtype: float64
779
- - name: Chemistry-Urine
780
- dtype: float64
781
- - name: Chemistry-Other Body Fluid
782
- dtype: float64
783
- - name: Hematology-Cerebrospinal Fluid
784
- dtype: float64
785
- - name: Chemistry-Cerebrospinal Fluid
786
- dtype: float64
787
- - name: Hematology-Ascites
788
- dtype: float64
789
- - name: Chemistry-Ascites
790
- dtype: float64
791
- - name: Chemistry-Pleural
792
- dtype: float64
793
- - name: Hematology-Pleural
794
- dtype: float64
795
- - name: Hematology-Joint Fluid
796
- dtype: float64
797
- - name: Chemistry-Stool
798
- dtype: float64
799
- - name: Hematology-Other Body Fluid
800
- dtype: float64
801
- - name: Blood Gas-Other Body Fluid
802
- dtype: float64
803
- - name: Hematology-Bone Marrow
804
- dtype: float64
805
- - name: Hematology-Stool
806
- dtype: float64
807
- - name: Chemistry-Joint Fluid
808
- dtype: float64
809
- - name: URINE
810
- dtype: float64
811
- - name: Rapid Respiratory Viral Screen & Culture
812
- dtype: float64
813
- - name: PERITONEAL FLUID
814
- dtype: float64
815
- - name: BLOOD CULTURE
816
- dtype: float64
817
- - name: STOOL
818
- dtype: float64
819
- - name: OTHER
820
- dtype: float64
821
- - name: PLEURAL FLUID
822
- dtype: float64
823
- - name: TISSUE
824
- dtype: float64
825
- - name: SEROLOGY/BLOOD
826
- dtype: float64
827
- - name: IMMUNOLOGY
828
- dtype: float64
829
- - name: MRSA SCREEN
830
- dtype: float64
831
- - name: SWAB
832
- dtype: float64
833
- - name: JOINT FLUID
834
- dtype: float64
835
- - name: SPUTUM
836
- dtype: float64
837
- - name: FLUID,OTHER
838
- dtype: float64
839
- - name: ABSCESS
840
- dtype: float64
841
- - name: BRONCHOALVEOLAR LAVAGE
842
- dtype: float64
843
- - name: CSF;SPINAL FLUID
844
- dtype: float64
845
- - name: Blood (CMV AB)
846
- dtype: float64
847
- - name: Blood (EBV)
848
- dtype: float64
849
- - name: BILE
850
- dtype: float64
851
- - name: vitals_checked
852
- dtype: float64
853
- - name: current_temperature
854
- dtype: float64
855
- - name: current_heartrate
856
- dtype: float64
857
- - name: current_resprate
858
- dtype: float64
859
- - name: current_o2sat
860
- dtype: float64
861
- - name: current_sbp
862
- dtype: float64
863
- - name: current_dbp
864
- dtype: float64
865
- - name: current_pain
866
- dtype: large_string
867
- - name: current_pulse_pressure
868
- dtype: float64
869
- - name: current_map
870
- dtype: float64
871
- - name: time_since_last_hrs
872
- dtype: float64
873
- - name: temperature_rolling2h
874
- dtype: float64
875
- - name: temperature_delta
876
- dtype: float64
877
- - name: temperature_rate
878
- dtype: float64
879
- - name: heartrate_rolling2h
880
- dtype: float64
881
- - name: heartrate_delta
882
- dtype: float64
883
- - name: heartrate_rate
884
- dtype: float64
885
- - name: resprate_rolling2h
886
- dtype: float64
887
- - name: resprate_delta
888
- dtype: float64
889
- - name: resprate_rate
890
- dtype: float64
891
- - name: o2sat_rolling2h
892
- dtype: float64
893
- - name: o2sat_delta
894
- dtype: float64
895
- - name: o2sat_rate
896
- dtype: float64
897
- - name: sbp_rolling2h
898
- dtype: float64
899
- - name: sbp_delta
900
- dtype: float64
901
- - name: sbp_rate
902
- dtype: float64
903
- - name: dbp_rolling2h
904
- dtype: float64
905
- - name: dbp_delta
906
- dtype: float64
907
- - name: dbp_rate
908
- dtype: float64
909
- - name: Other
910
- dtype: float64
911
- - name: Analgesic - Opioid/NSAID
912
- dtype: float64
913
- - name: Antiemetic
914
- dtype: float64
915
- - name: Analgesic - Acetaminophen
916
- dtype: float64
917
- - name: Antibiotic
918
- dtype: float64
919
- - name: Benzodiazepine - Sedative/Anxiolytic
920
- dtype: float64
921
- - name: Analgesic - NSAID
922
- dtype: float64
923
- - name: Bronchodilator
924
- dtype: float64
925
- - name: Antiplatelet
926
- dtype: float64
927
- - name: GI - Acid Suppression
928
- dtype: float64
929
- - name: Corticosteroid
930
- dtype: float64
931
- - name: Beta Blocker
932
- dtype: float64
933
- - name: Diuretic
934
- dtype: float64
935
- - name: Antipsychotic
936
- dtype: float64
937
- - name: Anticoagulant
938
- dtype: float64
939
- - name: Insulin/Glucose
940
- dtype: float64
941
- - name: Calcium Channel Blocker
942
- dtype: float64
943
- - name: Nitrate
944
- dtype: float64
945
- - name: ACE Inhibitor
946
- dtype: float64
947
- - name: IV Fluid
948
- dtype: float64
949
- - name: Anticonvulsant
950
- dtype: float64
951
- - name: Antiarrhythmic
952
- dtype: float64
953
- - name: weight
954
- dtype: float64
955
- - name: ecg_status
956
- dtype: float64
957
- - name: rad_status
958
- dtype: float64
959
- - name: in_ed
960
- dtype: int64
961
- - name: in_ward
962
- dtype: int64
963
- - name: ed_boarding
964
- dtype: int64
965
- - name: terminal_event
966
- dtype: large_string
967
- - name: gender
968
- dtype: large_string
969
- - name: anchor_age
970
- dtype: int64
971
- - name: arrival_transport
972
- dtype: large_string
973
- - name: acuity
974
- dtype: decimal128(10, 9)
975
- - name: height
976
- dtype: float64
977
- - name: recon_ace_inhibitor
978
- dtype: uint8
979
- - name: recon_analgesic___nsaid
980
- dtype: uint8
981
- - name: recon_analgesic___opioid_nsaid
982
- dtype: uint8
983
- - name: recon_antiarrhythmic
984
- dtype: uint8
985
- - name: recon_antibiotic
986
- dtype: uint8
987
- - name: recon_anticoagulant
988
- dtype: uint8
989
- - name: recon_anticonvulsant
990
- dtype: uint8
991
- - name: recon_antiemetic
992
- dtype: uint8
993
- - name: recon_antiplatelet
994
- dtype: uint8
995
- - name: recon_antipsychotic
996
- dtype: uint8
997
- - name: recon_benzodiazepine___sedative_anxiolytic
998
- dtype: uint8
999
- - name: recon_beta_blocker
1000
- dtype: uint8
1001
- - name: recon_bronchodilator
1002
- dtype: uint8
1003
- - name: recon_calcium_channel_blocker
1004
- dtype: uint8
1005
- - name: recon_corticosteroid
1006
- dtype: uint8
1007
- - name: recon_diuretic
1008
- dtype: uint8
1009
- - name: recon_gi___acid_suppression
1010
- dtype: uint8
1011
- - name: recon_insulin_glucose
1012
- dtype: uint8
1013
- - name: recon_nitrate
1014
- dtype: uint8
1015
- - name: admission_type
1016
- dtype: large_string
1017
- splits:
1018
- - name: full_patient_state
1019
- num_bytes: 6238206732
1020
- num_examples: 6551723
1021
- download_size: 143234905
1022
- dataset_size: 6238206732
1023
- - config_name: meds_admitted_er_actions
1024
- features:
1025
- - name: subject_id
1026
- dtype: int64
1027
- - name: stay_id
1028
- dtype: int64
1029
- - name: hadm_id
1030
- dtype: float64
1031
- - name: pyxis_charttime
1032
- dtype: timestamp[ns, tz=UTC]
1033
- - name: pyxis_med_rn
1034
- dtype: float64
1035
- - name: pyxis_medication
1036
- dtype: string
1037
- - name: emar_id
1038
- dtype: 'null'
1039
- - name: emar_charttime
1040
- dtype: timestamp[ns, tz=UTC]
1041
- - name: emar_medication
1042
- dtype: 'null'
1043
- - name: event_txt
1044
- dtype: 'null'
1045
- - name: scheduletime
1046
- dtype: 'null'
1047
- - name: in_er
1048
- dtype: bool
1049
- - name: medication
1050
- dtype: string
1051
- - name: drug_class
1052
- dtype: string
1053
- - name: action_time
1054
- dtype: timestamp[ns]
1055
- - name: ed_stay_id
1056
- dtype: float64
1057
- - name: ed_intime
1058
- dtype: timestamp[ns]
1059
- - name: minutes_into_stay
1060
- dtype: float64
1061
- - name: action_idx
1062
- dtype: int64
1063
- - name: __index_level_0__
1064
- dtype: int64
1065
- splits:
1066
- - name: adm_er_clean
1067
- num_bytes: 148079076
1068
- num_examples: 912419
1069
- download_size: 29150917
1070
- dataset_size: 148079076
1071
- - config_name: radiology_features
1072
- features:
1073
- - name: subject_id
1074
- dtype: int64
1075
- - name: stay_id
1076
- dtype: int64
1077
- - name: hadm_id
1078
- dtype: int64
1079
- - name: exam_time
1080
- dtype: timestamp[us, tz=UTC]
1081
- - name: rad_acuity_level
1082
- dtype: int64
1083
- splits:
1084
- - name: radiology_features
1085
- num_bytes: 10408947
1086
- num_examples: 259413
1087
- download_size: 6821015
1088
- dataset_size: 10408947
1089
- - config_name: vitals
1090
- features:
1091
- - name: ed_stay_id
1092
- dtype: int64
1093
- - name: subject_id
1094
- dtype: int64
1095
- - name: charttime
1096
- dtype: timestamp[us]
1097
- - name: temperature
1098
- dtype: float64
1099
- - name: heartrate
1100
- dtype: float64
1101
- - name: resprate
1102
- dtype: float64
1103
- - name: o2sat
1104
- dtype: float64
1105
- - name: sbp
1106
- dtype: float64
1107
- - name: dbp
1108
- dtype: float64
1109
- - name: pain
1110
- dtype: large_string
1111
- - name: time_since_last_hrs
1112
- dtype: float64
1113
- - name: temperature_rolling2h
1114
- dtype: float64
1115
- - name: temperature_delta
1116
- dtype: float64
1117
- - name: temperature_rate
1118
- dtype: float64
1119
- - name: heartrate_rolling2h
1120
- dtype: float64
1121
- - name: heartrate_delta
1122
- dtype: float64
1123
- - name: heartrate_rate
1124
- dtype: float64
1125
- - name: resprate_rolling2h
1126
- dtype: float64
1127
- - name: resprate_delta
1128
- dtype: float64
1129
- - name: resprate_rate
1130
- dtype: float64
1131
- - name: o2sat_rolling2h
1132
- dtype: float64
1133
- - name: o2sat_delta
1134
- dtype: float64
1135
- - name: o2sat_rate
1136
- dtype: float64
1137
- - name: sbp_rolling2h
1138
- dtype: float64
1139
- - name: sbp_delta
1140
- dtype: float64
1141
- - name: sbp_rate
1142
- dtype: float64
1143
- - name: dbp_rolling2h
1144
- dtype: float64
1145
- - name: dbp_delta
1146
- dtype: float64
1147
- - name: dbp_rate
1148
- dtype: float64
1149
- - name: pulse_pressure
1150
- dtype: float64
1151
- - name: map
1152
- dtype: float64
1153
- splits:
1154
- - name: vitals
1155
- num_bytes: 479613448
1156
- num_examples: 1893713
1157
- download_size: 84005509
1158
- dataset_size: 479613448
1159
- configs:
1160
- - config_name: all_med_actions
1161
- data_files:
1162
- - split: all_med_actions
1163
- path: modeling_data/all_med_actions-*
1164
- - config_name: combined_medication_features
1165
- data_files:
1166
- - split: med_only
1167
- path: modeling_data/med_only-*
1168
- - config_name: ecg_features
1169
- data_files:
1170
- - split: ecg_features
1171
- path: modeling_data/ecg_features-*
1172
- - config_name: ed_meds_timestep
1173
- data_files:
1174
- - split: ed_meds_timestep
1175
- path: modeling_data/ed_meds_timestep-*
1176
- - config_name: empty_patient_state
1177
- data_files:
1178
- - split: empty_patient_state
1179
- path: patient_state/*.parquet
1180
- - config_name: meds_admitted_er_actions
1181
- data_files:
1182
- - split: adm_er_clean
1183
- path: modeling_data/adm_er_clean-*
1184
- - config_name: radiology_features
1185
- data_files:
1186
- - split: radiology_features
1187
- path: modeling_data/radiology_features-*
1188
- - config_name: vitals
1189
- data_files:
1190
- - split: vitals
1191
- path: vitals_triage/*.parquet
1192
- - config_name: full_patient_state
1193
- data_files:
1194
- - split: full_patient_state
1195
- path: full_patient_state/*.parquet
1196
- ---
1197
-
1198
-
1199
-
1200
- ## empty_patient_state
1201
-
1202
-
1203
-
1204
-
1205
-
1206
- 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
1207
-
1208
-
1209
-
1210
-
1211
-
1212
- **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/
1213
-
1214
-
1215
-
1216
-
1217
-
1218
- ## vitals
1219
-
1220
-
1221
-
1222
-
1223
-
1224
- 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
1225
-
1226
-
1227
-
1228
-
1229
-
1230
- **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/
1231
-
1232
- ## full_patient_state
1233
-
1234
- 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.
1235
-
1236
- **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  data_files:
2
  - split: full_patient_state
3
  path: full_patient_state/*.parquet
 
 
4
  config_name: full_patient_state
5
  features:
6
  - name: ed_stay_id
7
  dtype: int64
8
  - name: subject_id
9
  dtype: int64
10
  - name: hadm_id
11
  dtype: float64
12
  - name: time
13
  dtype: timestamp[us]
14
  - name: Chemistry-Blood
15
  dtype: float64
16
  - name: Hematology-Blood
17
  dtype: float64
18
  - name: Hematology-Urine
19
  dtype: float64
20
  - name: Blood Gas-Blood
21
  dtype: float64
22
  - name: Chemistry-Urine
23
  dtype: float64
24
  - name: Chemistry-Other Body Fluid
25
  dtype: float64
26
  - name: Hematology-Cerebrospinal Fluid
27
  dtype: float64
28
  - name: Chemistry-Cerebrospinal Fluid
29
  dtype: float64
30
  - name: Hematology-Ascites
31
  dtype: float64
32
  - name: Chemistry-Ascites
33
  dtype: float64
34
  - name: Chemistry-Pleural
35
  dtype: float64
36
  - name: Hematology-Pleural
37
  dtype: float64
38
  - name: Hematology-Joint Fluid
39
  dtype: float64
40
  - name: Chemistry-Stool
41
  dtype: float64
42
  - name: Hematology-Other Body Fluid
43
  dtype: float64
44
  - name: Blood Gas-Other Body Fluid
45
  dtype: float64
46
  - name: Hematology-Bone Marrow
47
  dtype: float64
48
  - name: Hematology-Stool
49
  dtype: float64
50
  - name: Chemistry-Joint Fluid
51
  dtype: float64
52
  - name: URINE
53
  dtype: float64
54
  - name: Rapid Respiratory Viral Screen & Culture
55
  dtype: float64
56
  - name: PERITONEAL FLUID
57
  dtype: float64
58
  - name: BLOOD CULTURE
59
  dtype: float64
60
  - name: STOOL
61
  dtype: float64
62
  - name: OTHER
63
  dtype: float64
64
  - name: PLEURAL FLUID
65
  dtype: float64
66
  - name: TISSUE
67
  dtype: float64
68
  - name: SEROLOGY/BLOOD
69
  dtype: float64
70
  - name: IMMUNOLOGY
71
  dtype: float64
72
  - name: MRSA SCREEN
73
  dtype: float64
74
  - name: SWAB
75
  dtype: float64
76
  - name: JOINT FLUID
77
  dtype: float64
78
  - name: SPUTUM
79
  dtype: float64
80
  - name: FLUID,OTHER
81
  dtype: float64
82
  - name: ABSCESS
83
  dtype: float64
84
  - name: BRONCHOALVEOLAR LAVAGE
85
  dtype: float64
86
  - name: CSF;SPINAL FLUID
87
  dtype: float64
88
  - name: Blood (CMV AB)
89
  dtype: float64
90
  - name: Blood (EBV)
91
  dtype: float64
92
  - name: BILE
93
  dtype: float64
94
  - name: Other
95
  dtype: float64
96
  - name: Analgesic - Opioid/NSAID
97
  dtype: float64
98
  - name: Antiemetic
99
  dtype: float64
100
  - name: Analgesic - Acetaminophen
101
  dtype: float64
102
  - name: Antibiotic
103
  dtype: float64
104
  - name: Benzodiazepine - Sedative/Anxiolytic
105
  dtype: float64
106
  - name: Analgesic - NSAID
107
  dtype: float64
108
  - name: Bronchodilator
109
  dtype: float64
110
  - name: Antiplatelet
111
  dtype: float64
112
  - name: GI - Acid Suppression
113
  dtype: float64
114
  - name: Corticosteroid
115
  dtype: float64
116
  - name: Beta Blocker
117
  dtype: float64
118
  - name: Diuretic
119
  dtype: float64
120
  - name: Antipsychotic
121
  dtype: float64
122
  - name: Anticoagulant
123
  dtype: float64
124
  - name: Insulin/Glucose
125
  dtype: float64
126
  - name: Calcium Channel Blocker
127
  dtype: float64
128
  - name: Nitrate
129
  dtype: float64
130
  - name: ACE Inhibitor
131
  dtype: float64
132
  - name: IV Fluid
133
  dtype: float64
134
  - name: Anticonvulsant
135
  dtype: float64
136
  - name: Antiarrhythmic
137
  dtype: float64
138
  - name: weight
139
  dtype: float64
140
  - name: ecg_status
141
  dtype: float64
142
  - name: rad_status
143
  dtype: float64
144
  - name: in_ed
145
  dtype: int64
146
  - name: in_ward
147
  dtype: int64
148
  - name: ed_boarding
149
  dtype: int64
150
  - name: terminal_event
151
  dtype: large_string
152
  - name: gender
153
  dtype: large_string
154
  - name: anchor_age
155
  dtype: int64
156
  - name: arrival_transport
157
  dtype: large_string
158
  - name: acuity
159
  dtype: decimal128(10, 9)
160
  - name: height
161
  dtype: float64
162
  - name: recon_ace_inhibitor
163
  dtype: uint8
164
  - name: recon_analgesic___nsaid
165
  dtype: uint8
166
  - name: recon_analgesic___opioid_nsaid
167
  dtype: uint8
168
  - name: recon_antiarrhythmic
169
  dtype: uint8
170
  - name: recon_antibiotic
171
  dtype: uint8
172
  - name: recon_anticoagulant
173
  dtype: uint8
174
  - name: recon_anticonvulsant
175
  dtype: uint8
176
  - name: recon_antiemetic
177
  dtype: uint8
178
  - name: recon_antiplatelet
179
  dtype: uint8
180
  - name: recon_antipsychotic
181
  dtype: uint8
182
  - name: recon_benzodiazepine___sedative_anxiolytic
183
  dtype: uint8
184
  - name: recon_beta_blocker
185
  dtype: uint8
186
  - name: recon_bronchodilator
187
  dtype: uint8
188
  - name: recon_calcium_channel_blocker
189
  dtype: uint8
190
  - name: recon_corticosteroid
191
  dtype: uint8
192
  - name: recon_diuretic
193
  dtype: uint8
194
  - name: recon_gi___acid_suppression
195
  dtype: uint8
196
  - name: recon_insulin_glucose
197
  dtype: uint8
198
  - name: recon_nitrate
199
  dtype: uint8
200
  - name: admission_type
201
  dtype: large_string
202
  - name: current_temperature
203
  dtype: float64
204
  - name: current_heartrate
205
  dtype: float64
206
  - name: current_resprate
207
  dtype: float64
208
  - name: current_o2sat
209
  dtype: float64
210
  - name: current_sbp
211
  dtype: float64
212
  - name: current_dbp
213
  dtype: float64
214
  - name: current_pain
215
  dtype: large_string
216
  - name: current_pulse_pressure
217
  dtype: float64
218
  - name: current_map
219
  dtype: float64
220
  - name: time_since_last_hrs
221
  dtype: float64
222
  - name: temperature_rolling2h
223
  dtype: float64
224
  - name: temperature_delta
225
  dtype: float64
226
  - name: temperature_rate
227
  dtype: float64
228
  - name: heartrate_rolling2h
229
  dtype: float64
230
  - name: heartrate_delta
231
  dtype: float64
232
  - name: heartrate_rate
233
  dtype: float64
234
  - name: resprate_rolling2h
235
  dtype: float64
236
  - name: resprate_delta
237
  dtype: float64
238
  - name: resprate_rate
239
  dtype: float64
240
  - name: o2sat_rolling2h
241
  dtype: float64
242
  - name: o2sat_delta
243
  dtype: float64
244
  - name: o2sat_rate
245
  dtype: float64
246
  - name: sbp_rolling2h
247
  dtype: float64
248
  - name: sbp_delta
249
  dtype: float64
250
  - name: sbp_rate
251
  dtype: float64
252
  - name: dbp_rolling2h
253
  dtype: float64
254
  - name: dbp_delta
255
  dtype: float64
256
  - name: dbp_rate
257
  dtype: float64
258
  - name: observe
259
  dtype: int64
260
  - name: dispense_meds
261
  dtype: int64
262
  - name: ward_transfer
263
  dtype: int64
264
  - name: discharge
265
  dtype: int64
266
  - name: transfer_icu
267
  dtype: int64
268
  - name: ecg_ordered
269
  dtype: int64
270
  - name: rad_ordered
271
  dtype: int64
272
  - name: vitals_checked
273
  dtype: float64
274
  - name: labs_ordered
275
  dtype: int64
276
  - name: micro_ordered
277
  dtype: int64
278
  splits:
279
  - name: full_patient_state
280
  num_bytes: 6552689436
281
  num_examples: 6551723
282
  download_size: 106740245
283
  dataset_size: 6552689436
 
284
  data_files:
285
  - split: full_patient_state
286
  path: full_patient_state/full_patient_state-*
 
 
 
287
  data_files:
288
  - split: full_patient_state
289
  path: full_patient_state/*.parquet
 
 
290
  config_name: full_patient_state
291
  features:
292
  - name: ed_stay_id
293
  dtype: int64
294
  - name: subject_id
295
  dtype: int64
296
  - name: hadm_id
297
  dtype: float64
298
  - name: time
299
  dtype: timestamp[us]
300
  - name: Chemistry-Blood
301
  dtype: float64
302
  - name: Hematology-Blood
303
  dtype: float64
304
  - name: Hematology-Urine
305
  dtype: float64
306
  - name: Blood Gas-Blood
307
  dtype: float64
308
  - name: Chemistry-Urine
309
  dtype: float64
310
  - name: Chemistry-Other Body Fluid
311
  dtype: float64
312
  - name: Hematology-Cerebrospinal Fluid
313
  dtype: float64
314
  - name: Chemistry-Cerebrospinal Fluid
315
  dtype: float64
316
  - name: Hematology-Ascites
317
  dtype: float64
318
  - name: Chemistry-Ascites
319
  dtype: float64
320
  - name: Chemistry-Pleural
321
  dtype: float64
322
  - name: Hematology-Pleural
323
  dtype: float64
324
  - name: Hematology-Joint Fluid
325
  dtype: float64
326
  - name: Chemistry-Stool
327
  dtype: float64
328
  - name: Hematology-Other Body Fluid
329
  dtype: float64
330
  - name: Blood Gas-Other Body Fluid
331
  dtype: float64
332
  - name: Hematology-Bone Marrow
333
  dtype: float64
334
  - name: Hematology-Stool
335
  dtype: float64
336
  - name: Chemistry-Joint Fluid
337
  dtype: float64
338
  - name: labs_ordered
339
  dtype: int64
340
  - name: URINE
341
  dtype: float64
342
  - name: Rapid Respiratory Viral Screen & Culture
343
  dtype: float64
344
  - name: PERITONEAL FLUID
345
  dtype: float64
346
  - name: BLOOD CULTURE
347
  dtype: float64
348
  - name: STOOL
349
  dtype: float64
350
  - name: OTHER
351
  dtype: float64
352
  - name: PLEURAL FLUID
353
  dtype: float64
354
  - name: TISSUE
355
  dtype: float64
356
  - name: SEROLOGY/BLOOD
357
  dtype: float64
358
  - name: IMMUNOLOGY
359
  dtype: float64
360
  - name: MRSA SCREEN
361
  dtype: float64
362
  - name: SWAB
363
  dtype: float64
364
  - name: JOINT FLUID
365
  dtype: float64
366
  - name: SPUTUM
367
  dtype: float64
368
  - name: FLUID,OTHER
369
  dtype: float64
370
  - name: ABSCESS
371
  dtype: float64
372
  - name: BRONCHOALVEOLAR LAVAGE
373
  dtype: float64
374
  - name: CSF;SPINAL FLUID
375
  dtype: float64
376
  - name: Blood (CMV AB)
377
  dtype: float64
378
  - name: Blood (EBV)
379
  dtype: float64
380
  - name: BILE
381
  dtype: float64
382
  - name: micro_ordered
383
  dtype: int64
384
  - name: Other
385
  dtype: float64
386
  - name: Analgesic - Opioid/NSAID
387
  dtype: float64
388
  - name: Antiemetic
389
  dtype: float64
390
  - name: Analgesic - Acetaminophen
391
  dtype: float64
392
  - name: Antibiotic
393
  dtype: float64
394
  - name: Benzodiazepine - Sedative/Anxiolytic
395
  dtype: float64
396
  - name: Analgesic - NSAID
397
  dtype: float64
398
  - name: Bronchodilator
399
  dtype: float64
400
  - name: Antiplatelet
401
  dtype: float64
402
  - name: GI - Acid Suppression
403
  dtype: float64
404
  - name: Corticosteroid
405
  dtype: float64
406
  - name: Beta Blocker
407
  dtype: float64
408
  - name: Diuretic
409
  dtype: float64
410
  - name: Antipsychotic
411
  dtype: float64
412
  - name: Anticoagulant
413
  dtype: float64
414
  - name: Insulin/Glucose
415
  dtype: float64
416
  - name: Calcium Channel Blocker
417
  dtype: float64
418
  - name: Nitrate
419
  dtype: float64
420
  - name: ACE Inhibitor
421
  dtype: float64
422
  - name: IV Fluid
423
  dtype: float64
424
  - name: Anticonvulsant
425
  dtype: float64
426
  - name: Antiarrhythmic
427
  dtype: float64
428
  - name: weight
429
  dtype: float64
430
  - name: ecg_status
431
  dtype: float64
432
  - name: rad_status
433
  dtype: float64
434
  - name: in_ed
435
  dtype: int64
436
  - name: in_ward
437
  dtype: int64
438
  - name: ed_boarding
439
  dtype: int64
440
  - name: terminal_event
441
  dtype: large_string
442
  - name: gender
443
  dtype: large_string
444
  - name: anchor_age
445
  dtype: int64
446
  - name: arrival_transport
447
  dtype: large_string
448
  - name: acuity
449
  dtype: decimal128(10, 9)
450
  - name: height
451
  dtype: float64
452
  - name: recon_ace_inhibitor
453
  dtype: uint8
454
  - name: recon_analgesic___nsaid
455
  dtype: uint8
456
  - name: recon_analgesic___opioid_nsaid
457
  dtype: uint8
458
  - name: recon_antiarrhythmic
459
  dtype: uint8
460
  - name: recon_antibiotic
461
  dtype: uint8
462
  - name: recon_anticoagulant
463
  dtype: uint8
464
  - name: recon_anticonvulsant
465
  dtype: uint8
466
  - name: recon_antiemetic
467
  dtype: uint8
468
  - name: recon_antiplatelet
469
  dtype: uint8
470
  - name: recon_antipsychotic
471
  dtype: uint8
472
  - name: recon_benzodiazepine___sedative_anxiolytic
473
  dtype: uint8
474
  - name: recon_beta_blocker
475
  dtype: uint8
476
  - name: recon_bronchodilator
477
  dtype: uint8
478
  - name: recon_calcium_channel_blocker
479
  dtype: uint8
480
  - name: recon_corticosteroid
481
  dtype: uint8
482
  - name: recon_diuretic
483
  dtype: uint8
484
  - name: recon_gi___acid_suppression
485
  dtype: uint8
486
  - name: recon_insulin_glucose
487
  dtype: uint8
488
  - name: recon_nitrate
489
  dtype: uint8
490
  - name: admission_type
491
  dtype: large_string
492
  - name: vitals_checked
493
  dtype: float64
494
  - name: current_temperature
495
  dtype: float64
496
  - name: current_heartrate
497
  dtype: float64
498
  - name: current_resprate
499
  dtype: float64
500
  - name: current_o2sat
501
  dtype: float64
502
  - name: current_sbp
503
  dtype: float64
504
  - name: current_dbp
505
  dtype: float64
506
  - name: current_pain
507
  dtype: large_string
508
  - name: current_pulse_pressure
509
  dtype: float64
510
  - name: current_map
511
  dtype: float64
512
  - name: time_since_last_hrs
513
  dtype: float64
514
  - name: temperature_rolling2h
515
  dtype: float64
516
  - name: temperature_delta
517
  dtype: float64
518
  - name: temperature_rate
519
  dtype: float64
520
  - name: heartrate_rolling2h
521
  dtype: float64
522
  - name: heartrate_delta
523
  dtype: float64
524
  - name: heartrate_rate
525
  dtype: float64
526
  - name: resprate_rolling2h
527
  dtype: float64
528
  - name: resprate_delta
529
  dtype: float64
530
  - name: resprate_rate
531
  dtype: float64
532
  - name: o2sat_rolling2h
533
  dtype: float64
534
  - name: o2sat_delta
535
  dtype: float64
536
  - name: o2sat_rate
537
  dtype: float64
538
  - name: sbp_rolling2h
539
  dtype: float64
540
  - name: sbp_delta
541
  dtype: float64
542
  - name: sbp_rate
543
  dtype: float64
544
  - name: dbp_rolling2h
545
  dtype: float64
546
  - name: dbp_delta
547
  dtype: float64
548
  - name: dbp_rate
549
  dtype: float64
550
  - name: observe
551
  dtype: int64
552
  splits:
553
  - name: full_patient_state
554
  num_bytes: 6238206732
555
  num_examples: 6551723
556
  download_size: 105921848
557
  dataset_size: 6238206732
 
558
  data_files:
559
  - split: full_patient_state
560
  path: full_patient_state/full_patient_state-*
561
+ ---
562
+ license: other
563
+ pretty_name: modeling_data
564
+ license_name: physionet-credentialed-health-data-1.5.0
565
+ license_link: https://physionet.org/content/mimiciv/view-license/3.1/
566
+ configs:
567
+ - config_name: full_patient_state
568
+ data_files:
569
+ - split: full_patient_state
570
+ path: full_patient_state/*.parquet
571
+ dataset_info:
572
+ config_name: full_patient_state
573
+ features:
574
+ - name: ed_stay_id
575
+ dtype: int64
576
+ - name: subject_id
577
+ dtype: int64
578
+ - name: hadm_id
579
+ dtype: float64
580
+ - name: time
581
+ dtype: timestamp[us]
582
+ - name: Chemistry-Blood
583
+ dtype: float64
584
+ - name: Hematology-Blood
585
+ dtype: float64
586
+ - name: Hematology-Urine
587
+ dtype: float64
588
+ - name: Blood Gas-Blood
589
+ dtype: float64
590
+ - name: Chemistry-Urine
591
+ dtype: float64
592
+ - name: Chemistry-Other Body Fluid
593
+ dtype: float64
594
+ - name: Hematology-Cerebrospinal Fluid
595
+ dtype: float64
596
+ - name: Chemistry-Cerebrospinal Fluid
597
+ dtype: float64
598
+ - name: Hematology-Ascites
599
+ dtype: float64
600
+ - name: Chemistry-Ascites
601
+ dtype: float64
602
+ - name: Chemistry-Pleural
603
+ dtype: float64
604
+ - name: Hematology-Pleural
605
+ dtype: float64
606
+ - name: Hematology-Joint Fluid
607
+ dtype: float64
608
+ - name: Chemistry-Stool
609
+ dtype: float64
610
+ - name: Hematology-Other Body Fluid
611
+ dtype: float64
612
+ - name: Blood Gas-Other Body Fluid
613
+ dtype: float64
614
+ - name: Hematology-Bone Marrow
615
+ dtype: float64
616
+ - name: Hematology-Stool
617
+ dtype: float64
618
+ - name: Chemistry-Joint Fluid
619
+ dtype: float64
620
+ - name: URINE
621
+ dtype: float64
622
+ - name: Rapid Respiratory Viral Screen & Culture
623
+ dtype: float64
624
+ - name: PERITONEAL FLUID
625
+ dtype: float64
626
+ - name: BLOOD CULTURE
627
+ dtype: float64
628
+ - name: STOOL
629
+ dtype: float64
630
+ - name: OTHER
631
+ dtype: float64
632
+ - name: PLEURAL FLUID
633
+ dtype: float64
634
+ - name: TISSUE
635
+ dtype: float64
636
+ - name: SEROLOGY/BLOOD
637
+ dtype: float64
638
+ - name: IMMUNOLOGY
639
+ dtype: float64
640
+ - name: MRSA SCREEN
641
+ dtype: float64
642
+ - name: SWAB
643
+ dtype: float64
644
+ - name: JOINT FLUID
645
+ dtype: float64
646
+ - name: SPUTUM
647
+ dtype: float64
648
+ - name: FLUID,OTHER
649
+ dtype: float64
650
+ - name: ABSCESS
651
+ dtype: float64
652
+ - name: BRONCHOALVEOLAR LAVAGE
653
+ dtype: float64
654
+ - name: CSF;SPINAL FLUID
655
+ dtype: float64
656
+ - name: Blood (CMV AB)
657
+ dtype: float64
658
+ - name: Blood (EBV)
659
+ dtype: float64
660
+ - name: BILE
661
+ dtype: float64
662
+ - name: Other
663
+ dtype: float64
664
+ - name: Analgesic - Opioid/NSAID
665
+ dtype: float64
666
+ - name: Antiemetic
667
+ dtype: float64
668
+ - name: Analgesic - Acetaminophen
669
+ dtype: float64
670
+ - name: Antibiotic
671
+ dtype: float64
672
+ - name: Benzodiazepine - Sedative/Anxiolytic
673
+ dtype: float64
674
+ - name: Analgesic - NSAID
675
+ dtype: float64
676
+ - name: Bronchodilator
677
+ dtype: float64
678
+ - name: Antiplatelet
679
+ dtype: float64
680
+ - name: GI - Acid Suppression
681
+ dtype: float64
682
+ - name: Corticosteroid
683
+ dtype: float64
684
+ - name: Beta Blocker
685
+ dtype: float64
686
+ - name: Diuretic
687
+ dtype: float64
688
+ - name: Antipsychotic
689
+ dtype: float64
690
+ - name: Anticoagulant
691
+ dtype: float64
692
+ - name: Insulin/Glucose
693
+ dtype: float64
694
+ - name: Calcium Channel Blocker
695
+ dtype: float64
696
+ - name: Nitrate
697
+ dtype: float64
698
+ - name: ACE Inhibitor
699
+ dtype: float64
700
+ - name: IV Fluid
701
+ dtype: float64
702
+ - name: Anticonvulsant
703
+ dtype: float64
704
+ - name: Antiarrhythmic
705
+ dtype: float64
706
+ - name: weight
707
+ dtype: float64
708
+ - name: ecg_status
709
+ dtype: float64
710
+ - name: rad_status
711
+ dtype: float64
712
+ - name: in_ed
713
+ dtype: int64
714
+ - name: in_ward
715
+ dtype: int64
716
+ - name: ed_boarding
717
+ dtype: int64
718
+ - name: terminal_event
719
+ dtype: large_string
720
+ - name: gender
721
+ dtype: large_string
722
+ - name: anchor_age
723
+ dtype: int64
724
+ - name: arrival_transport
725
+ dtype: large_string
726
+ - name: acuity
727
+ dtype: decimal128(10, 9)
728
+ - name: height
729
+ dtype: float64
730
+ - name: recon_ace_inhibitor
731
+ dtype: uint8
732
+ - name: recon_analgesic___nsaid
733
+ dtype: uint8
734
+ - name: recon_analgesic___opioid_nsaid
735
+ dtype: uint8
736
+ - name: recon_antiarrhythmic
737
+ dtype: uint8
738
+ - name: recon_antibiotic
739
+ dtype: uint8
740
+ - name: recon_anticoagulant
741
+ dtype: uint8
742
+ - name: recon_anticonvulsant
743
+ dtype: uint8
744
+ - name: recon_antiemetic
745
+ dtype: uint8
746
+ - name: recon_antiplatelet
747
+ dtype: uint8
748
+ - name: recon_antipsychotic
749
+ dtype: uint8
750
+ - name: recon_benzodiazepine___sedative_anxiolytic
751
+ dtype: uint8
752
+ - name: recon_beta_blocker
753
+ dtype: uint8
754
+ - name: recon_bronchodilator
755
+ dtype: uint8
756
+ - name: recon_calcium_channel_blocker
757
+ dtype: uint8
758
+ - name: recon_corticosteroid
759
+ dtype: uint8
760
+ - name: recon_diuretic
761
+ dtype: uint8
762
+ - name: recon_gi___acid_suppression
763
+ dtype: uint8
764
+ - name: recon_insulin_glucose
765
+ dtype: uint8
766
+ - name: recon_nitrate
767
+ dtype: uint8
768
+ - name: admission_type
769
+ dtype: large_string
770
+ - name: current_temperature
771
+ dtype: float64
772
+ - name: current_heartrate
773
+ dtype: float64
774
+ - name: current_resprate
775
+ dtype: float64
776
+ - name: current_o2sat
777
+ dtype: float64
778
+ - name: current_sbp
779
+ dtype: float64
780
+ - name: current_dbp
781
+ dtype: float64
782
+ - name: current_pain
783
+ dtype: large_string
784
+ - name: current_pulse_pressure
785
+ dtype: float64
786
+ - name: current_map
787
+ dtype: float64
788
+ - name: time_since_last_hrs
789
+ dtype: float64
790
+ - name: temperature_rolling2h
791
+ dtype: float64
792
+ - name: temperature_delta
793
+ dtype: float64
794
+ - name: temperature_rate
795
+ dtype: float64
796
+ - name: heartrate_rolling2h
797
+ dtype: float64
798
+ - name: heartrate_delta
799
+ dtype: float64
800
+ - name: heartrate_rate
801
+ dtype: float64
802
+ - name: resprate_rolling2h
803
+ dtype: float64
804
+ - name: resprate_delta
805
+ dtype: float64
806
+ - name: resprate_rate
807
+ dtype: float64
808
+ - name: o2sat_rolling2h
809
+ dtype: float64
810
+ - name: o2sat_delta
811
+ dtype: float64
812
+ - name: o2sat_rate
813
+ dtype: float64
814
+ - name: sbp_rolling2h
815
+ dtype: float64
816
+ - name: sbp_delta
817
+ dtype: float64
818
+ - name: sbp_rate
819
+ dtype: float64
820
+ - name: dbp_rolling2h
821
+ dtype: float64
822
+ - name: dbp_delta
823
+ dtype: float64
824
+ - name: dbp_rate
825
+ dtype: float64
826
+ - name: observe
827
+ dtype: int64
828
+ - name: dispense_meds
829
+ dtype: int64
830
+ - name: ward_transfer
831
+ dtype: int64
832
+ - name: discharge
833
+ dtype: int64
834
+ - name: transfer_icu
835
+ dtype: int64
836
+ - name: ecg_ordered
837
+ dtype: int64
838
+ - name: rad_ordered
839
+ dtype: int64
840
+ - name: vitals_checked
841
+ dtype: float64
842
+ - name: labs_ordered
843
+ dtype: int64
844
+ - name: micro_ordered
845
+ dtype: int64
846
+ splits:
847
+ - name: full_patient_state
848
+ num_bytes: 6552689436
849
+ num_examples: 6551723
850
+ download_size: 106740245
851
+ dataset_size: 6552689436
852
+ ---
853
+ ---
854
+
855
+
856
+
857
+ license: other
858
+
859
+
860
+
861
+ license_name: physionet-credentialed-health-data-1.5.0
862
+
863
+
864
+
865
+ license_link: https://physionet.org/content/mimiciv/view-license/3.1/
866
+
867
+
868
+
869
+ pretty_name: ADS599 Capstone Modeling Data — Empty Patient State
870
+
871
+
872
+
873
+ dataset_info:
874
+
875
+
876
+
877
+ - config_name: all_med_actions
878
+
879
+
880
+
881
+ features:
882
+
883
+
884
+
885
+ - name: ed_stay_id
886
+
887
+
888
+
889
+ dtype: float64
890
+
891
+
892
+
893
+ - name: subject_id
894
+
895
+
896
+
897
+ dtype: int64
898
+
899
+
900
+
901
+ - name: charttime
902
+
903
+
904
+
905
+ dtype: timestamp[ns]
906
+
907
+
908
+
909
+ - name: minutes_into_stay
910
+
911
+
912
+
913
+ dtype: float64
914
+
915
+
916
+
917
+ - name: drug_class
918
+
919
+
920
+
921
+ dtype: string
922
+
923
+
924
+
925
+ - name: action_idx
926
+
927
+
928
+
929
+ dtype: int64
930
+
931
+
932
+
933
+ - name: source
934
+
935
+
936
+
937
+ dtype: string
938
+
939
+
940
+
941
+ splits:
942
+
943
+
944
+
945
+ - name: all_med_actions
946
+
947
+
948
+
949
+ num_bytes: 93408141
950
+
951
+
952
+
953
+ num_examples: 1235609
954
+
955
+
956
+
957
+ download_size: 16415454
958
+
959
+
960
+
961
+ dataset_size: 93408141
962
+
963
+
964
+
965
+ - config_name: combined_medication_features
966
+
967
+
968
+
969
+ features:
970
+
971
+
972
+
973
+ - name: ed_stay_id
974
+
975
+
976
+
977
+ dtype: int64
978
+
979
+
980
+
981
+ - name: subject_id
982
+
983
+
984
+
985
+ dtype: int64
986
+
987
+
988
+
989
+ - name: recon_ace_inhibitor
990
+
991
+
992
+
993
+ dtype: uint8
994
+
995
+
996
+
997
+ - name: recon_analgesic___nsaid
998
+
999
+
1000
+
1001
+ dtype: uint8
1002
+
1003
+
1004
+
1005
+ - name: recon_analgesic___opioid_nsaid
1006
+
1007
+
1008
+
1009
+ dtype: uint8
1010
+
1011
+
1012
+
1013
+ - name: recon_antiarrhythmic
1014
+
1015
+
1016
+
1017
+ dtype: uint8
1018
+
1019
+
1020
+
1021
+ - name: recon_antibiotic
1022
+
1023
+
1024
+
1025
+ dtype: uint8
1026
+
1027
+
1028
+
1029
+ - name: recon_anticoagulant
1030
+
1031
+
1032
+
1033
+ dtype: uint8
1034
+
1035
+
1036
+
1037
+ - name: recon_anticonvulsant
1038
+
1039
+
1040
+
1041
+ dtype: uint8
1042
+
1043
+
1044
+
1045
+ - name: recon_antiemetic
1046
+
1047
+
1048
+
1049
+ dtype: uint8
1050
+
1051
+
1052
+
1053
+ - name: recon_antiplatelet
1054
+
1055
+
1056
+
1057
+ dtype: uint8
1058
+
1059
+
1060
+
1061
+ - name: recon_antipsychotic
1062
+
1063
+
1064
+
1065
+ dtype: uint8
1066
+
1067
+
1068
+
1069
+ - name: recon_benzodiazepine___sedative_anxiolytic
1070
+
1071
+
1072
+
1073
+ dtype: uint8
1074
+
1075
+
1076
+
1077
+ - name: recon_beta_blocker
1078
+
1079
+
1080
+
1081
+ dtype: uint8
1082
+
1083
+
1084
+
1085
+ - name: recon_bronchodilator
1086
+
1087
+
1088
+
1089
+ dtype: uint8
1090
+
1091
+
1092
+
1093
+ - name: recon_calcium_channel_blocker
1094
+
1095
+
1096
+
1097
+ dtype: uint8
1098
+
1099
+
1100
+
1101
+ - name: recon_corticosteroid
1102
+
1103
+
1104
+
1105
+ dtype: uint8
1106
+
1107
+
1108
+
1109
+ - name: recon_diuretic
1110
+
1111
+
1112
+
1113
+ dtype: uint8
1114
+
1115
+
1116
+
1117
+ - name: recon_gi___acid_suppression
1118
+
1119
+
1120
+
1121
+ dtype: uint8
1122
+
1123
+
1124
+
1125
+ - name: recon_insulin_glucose
1126
+
1127
+
1128
+
1129
+ dtype: uint8
1130
+
1131
+
1132
+
1133
+ - name: recon_nitrate
1134
+
1135
+
1136
+
1137
+ dtype: uint8
1138
+
1139
+
1140
+
1141
+ - name: recon_n_total_meds
1142
+
1143
+
1144
+
1145
+ dtype: uint16
1146
+
1147
+
1148
+
1149
+ - name: recon_n_drug_classes
1150
+
1151
+
1152
+
1153
+ dtype: uint8
1154
+
1155
+
1156
+
1157
+ - name: edmeds_ace_inhibitor
1158
+
1159
+
1160
+
1161
+ dtype: uint8
1162
+
1163
+
1164
+
1165
+ - name: edmeds_analgesic___acetaminophen
1166
+
1167
+
1168
+
1169
+ dtype: uint8
1170
+
1171
+
1172
+
1173
+ - name: edmeds_analgesic___nsaid
1174
+
1175
+
1176
+
1177
+ dtype: uint8
1178
+
1179
+
1180
+
1181
+ - name: edmeds_analgesic___opioid_nsaid
1182
+
1183
+
1184
+
1185
+ dtype: uint8
1186
+
1187
+
1188
+
1189
+ - name: edmeds_antiarrhythmic
1190
+
1191
+
1192
+
1193
+ dtype: uint8
1194
+
1195
+
1196
+
1197
+ - name: edmeds_antibiotic
1198
+
1199
+
1200
+
1201
+ dtype: uint8
1202
+
1203
+
1204
+
1205
+ - name: edmeds_anticoagulant
1206
+
1207
+
1208
+
1209
+ dtype: uint8
1210
+
1211
+
1212
+
1213
+ - name: edmeds_anticonvulsant
1214
+
1215
+
1216
+
1217
+ dtype: uint8
1218
+
1219
+
1220
+
1221
+ - name: edmeds_antiemetic
1222
+
1223
+
1224
+
1225
+ dtype: uint8
1226
+
1227
+
1228
+
1229
+ - name: edmeds_antiplatelet
1230
+
1231
+
1232
+
1233
+ dtype: uint8
1234
+
1235
+
1236
+
1237
+ - name: edmeds_antipsychotic
1238
+
1239
+
1240
+
1241
+ dtype: uint8
1242
+
1243
+
1244
+
1245
+ - name: edmeds_benzodiazepine___sedative_anxiolytic
1246
+
1247
+
1248
+
1249
+ dtype: uint8
1250
+
1251
+
1252
+
1253
+ - name: edmeds_beta_blocker
1254
+
1255
+
1256
+
1257
+ dtype: uint8
1258
+
1259
+
1260
+
1261
+ - name: edmeds_bronchodilator
1262
+
1263
+
1264
+
1265
+ dtype: uint8
1266
+
1267
+
1268
+
1269
+ - name: edmeds_calcium_channel_blocker
1270
+
1271
+
1272
+
1273
+ dtype: uint8
1274
+
1275
+
1276
+
1277
+ - name: edmeds_corticosteroid
1278
+
1279
+
1280
+
1281
+ dtype: uint8
1282
+
1283
+
1284
+
1285
+ - name: edmeds_diuretic
1286
+
1287
+
1288
+
1289
+ dtype: uint8
1290
+
1291
+
1292
+
1293
+ - name: edmeds_gi___acid_suppression
1294
+
1295
+
1296
+
1297
+ dtype: uint8
1298
+
1299
+
1300
+
1301
+ - name: edmeds_iv_fluid
1302
+
1303
+
1304
+
1305
+ dtype: uint8
1306
+
1307
+
1308
+
1309
+ - name: edmeds_insulin_glucose
1310
+
1311
+
1312
+
1313
+ dtype: uint8
1314
+
1315
+
1316
+
1317
+ - name: edmeds_nitrate
1318
+
1319
+
1320
+
1321
+ dtype: uint8
1322
+
1323
+
1324
+
1325
+ - name: edmeds_other
1326
+
1327
+
1328
+
1329
+ dtype: uint8
1330
+
1331
+
1332
+
1333
+ - name: edmeds_n_dispenses
1334
+
1335
+
1336
+
1337
+ dtype: uint16
1338
+
1339
+
1340
+
1341
+ - name: edmeds_n_drug_classes
1342
+
1343
+
1344
+
1345
+ dtype: uint8
1346
+
1347
+
1348
+
1349
+ splits:
1350
+
1351
+
1352
+
1353
+ - name: med_only
1354
+
1355
+
1356
+
1357
+ num_bytes: 25173099
1358
+
1359
+
1360
+
1361
+ num_examples: 399573
1362
+
1363
+
1364
+
1365
+ download_size: 6049182
1366
+
1367
+
1368
+
1369
+ dataset_size: 25173099
1370
+
1371
+
1372
+
1373
+ - config_name: ecg_features
1374
+
1375
+
1376
+
1377
+ features:
1378
+
1379
+
1380
+
1381
+ - name: subject_id
1382
+
1383
+
1384
+
1385
+ dtype: int64
1386
+
1387
+
1388
+
1389
+ - name: stay_id
1390
+
1391
+
1392
+
1393
+ dtype: int64
1394
+
1395
+
1396
+
1397
+ - name: hadm_id
1398
+
1399
+
1400
+
1401
+ dtype: int64
1402
+
1403
+
1404
+
1405
+ - name: ecg_time
1406
+
1407
+
1408
+
1409
+ dtype: timestamp[us, tz=UTC]
1410
+
1411
+
1412
+
1413
+ - name: ecg_acuity
1414
+
1415
+
1416
+
1417
+ dtype: int64
1418
+
1419
+
1420
+
1421
+ splits:
1422
+
1423
+
1424
+
1425
+ - name: ecg_features
1426
+
1427
+
1428
+
1429
+ num_bytes: 5892276
1430
+
1431
+
1432
+
1433
+ num_examples: 146848
1434
+
1435
+
1436
+
1437
+ download_size: 3971052
1438
+
1439
+
1440
+
1441
+ dataset_size: 5892276
1442
+
1443
+
1444
+
1445
+ - config_name: ed_meds_timestep
1446
+
1447
+
1448
+
1449
+ features:
1450
+
1451
+
1452
+
1453
+ - name: ed_stay_id
1454
+
1455
+
1456
+
1457
+ dtype: float64
1458
+
1459
+
1460
+
1461
+ - name: subject_id
1462
+
1463
+
1464
+
1465
+ dtype: int64
1466
+
1467
+
1468
+
1469
+ - name: charttime
1470
+
1471
+
1472
+
1473
+ dtype: timestamp[ns]
1474
+
1475
+
1476
+
1477
+ - name: minutes_into_stay
1478
+
1479
+
1480
+
1481
+ dtype: float64
1482
+
1483
+
1484
+
1485
+ - name: drug_class
1486
+
1487
+
1488
+
1489
+ dtype: string
1490
+
1491
+
1492
+
1493
+ - name: action_idx
1494
+
1495
+
1496
+
1497
+ dtype: int64
1498
+
1499
+
1500
+
1501
+ - name: source
1502
+
1503
+
1504
+
1505
+ dtype: string
1506
+
1507
+
1508
+
1509
+ - name: __index_level_0__
1510
+
1511
+
1512
+
1513
+ dtype: int64
1514
+
1515
+
1516
+
1517
+ splits:
1518
+
1519
+
1520
+
1521
+ - name: ed_meds_timestep
1522
+
1523
+
1524
+
1525
+ num_bytes: 27076675
1526
+
1527
+
1528
+
1529
+ num_examples: 323190
1530
+
1531
+
1532
+
1533
+ download_size: 7130448
1534
+
1535
+
1536
+
1537
+ dataset_size: 27076675
1538
+
1539
+
1540
+
1541
+ - config_name: empty_patient_state
1542
+
1543
+
1544
+
1545
+ features:
1546
+
1547
+
1548
+
1549
+ - name: subject_id
1550
+
1551
+
1552
+
1553
+ dtype: int64
1554
+
1555
+
1556
+
1557
+ - name: ed_stay_id
1558
+
1559
+
1560
+
1561
+ dtype: int64
1562
+
1563
+
1564
+
1565
+ - name: hadm_id
1566
+
1567
+
1568
+
1569
+ dtype: float64
1570
+
1571
+
1572
+
1573
+ - name: time_steps
1574
+
1575
+
1576
+
1577
+ dtype: int64
1578
+
1579
+
1580
+
1581
+ splits:
1582
+
1583
+
1584
+
1585
+ - name: empty_patient_state
1586
+
1587
+
1588
+
1589
+ num_bytes: 4324549602
1590
+
1591
+
1592
+
1593
+ num_examples: 134616330
1594
+
1595
+
1596
+
1597
+ download_size: 11217914
1598
+
1599
+
1600
+
1601
+ dataset_size: 4324549602
1602
+
1603
+
1604
+
1605
+ - config_name: full_patient_state
1606
+
1607
+
1608
+
1609
+ features:
1610
+
1611
+
1612
+
1613
+ - name: ed_stay_id
1614
+
1615
+
1616
+
1617
+ dtype: int64
1618
+
1619
+
1620
+
1621
+ - name: subject_id
1622
+
1623
+
1624
+
1625
+ dtype: int64
1626
+
1627
+
1628
+
1629
+ - name: hadm_id
1630
+
1631
+
1632
+
1633
+ dtype: float64
1634
+
1635
+
1636
+
1637
+ - name: time
1638
+
1639
+
1640
+
1641
+ dtype: timestamp[us]
1642
+
1643
+
1644
+
1645
+ - name: Chemistry-Blood
1646
+
1647
+
1648
+
1649
+ dtype: float64
1650
+
1651
+
1652
+
1653
+ - name: Hematology-Blood
1654
+
1655
+
1656
+
1657
+ dtype: float64
1658
+
1659
+
1660
+
1661
+ - name: Hematology-Urine
1662
+
1663
+
1664
+
1665
+ dtype: float64
1666
+
1667
+
1668
+
1669
+ - name: Blood Gas-Blood
1670
+
1671
+
1672
+
1673
+ dtype: float64
1674
+
1675
+
1676
+
1677
+ - name: Chemistry-Urine
1678
+
1679
+
1680
+
1681
+ dtype: float64
1682
+
1683
+
1684
+
1685
+ - name: Chemistry-Other Body Fluid
1686
+
1687
+
1688
+
1689
+ dtype: float64
1690
+
1691
+
1692
+
1693
+ - name: Hematology-Cerebrospinal Fluid
1694
+
1695
+
1696
+
1697
+ dtype: float64
1698
+
1699
+
1700
+
1701
+ - name: Chemistry-Cerebrospinal Fluid
1702
+
1703
+
1704
+
1705
+ dtype: float64
1706
+
1707
+
1708
+
1709
+ - name: Hematology-Ascites
1710
+
1711
+
1712
+
1713
+ dtype: float64
1714
+
1715
+
1716
+
1717
+ - name: Chemistry-Ascites
1718
+
1719
+
1720
+
1721
+ dtype: float64
1722
+
1723
+
1724
+
1725
+ - name: Chemistry-Pleural
1726
+
1727
+
1728
+
1729
+ dtype: float64
1730
+
1731
+
1732
+
1733
+ - name: Hematology-Pleural
1734
+
1735
+
1736
+
1737
+ dtype: float64
1738
+
1739
+
1740
+
1741
+ - name: Hematology-Joint Fluid
1742
+
1743
+
1744
+
1745
+ dtype: float64
1746
+
1747
+
1748
+
1749
+ - name: Chemistry-Stool
1750
+
1751
+
1752
+
1753
+ dtype: float64
1754
+
1755
+
1756
+
1757
+ - name: Hematology-Other Body Fluid
1758
+
1759
+
1760
+
1761
+ dtype: float64
1762
+
1763
+
1764
+
1765
+ - name: Blood Gas-Other Body Fluid
1766
+
1767
+
1768
+
1769
+ dtype: float64
1770
+
1771
+
1772
+
1773
+ - name: Hematology-Bone Marrow
1774
+
1775
+
1776
+
1777
+ dtype: float64
1778
+
1779
+
1780
+
1781
+ - name: Hematology-Stool
1782
+
1783
+
1784
+
1785
+ dtype: float64
1786
+
1787
+
1788
+
1789
+ - name: Chemistry-Joint Fluid
1790
+
1791
+
1792
+
1793
+ dtype: float64
1794
+
1795
+
1796
+
1797
+ - name: URINE
1798
+
1799
+
1800
+
1801
+ dtype: float64
1802
+
1803
+
1804
+
1805
+ - name: Rapid Respiratory Viral Screen & Culture
1806
+
1807
+
1808
+
1809
+ dtype: float64
1810
+
1811
+
1812
+
1813
+ - name: PERITONEAL FLUID
1814
+
1815
+
1816
+
1817
+ dtype: float64
1818
+
1819
+
1820
+
1821
+ - name: BLOOD CULTURE
1822
+
1823
+
1824
+
1825
+ dtype: float64
1826
+
1827
+
1828
+
1829
+ - name: STOOL
1830
+
1831
+
1832
+
1833
+ dtype: float64
1834
+
1835
+
1836
+
1837
+ - name: OTHER
1838
+
1839
+
1840
+
1841
+ dtype: float64
1842
+
1843
+
1844
+
1845
+ - name: PLEURAL FLUID
1846
+
1847
+
1848
+
1849
+ dtype: float64
1850
+
1851
+
1852
+
1853
+ - name: TISSUE
1854
+
1855
+
1856
+
1857
+ dtype: float64
1858
+
1859
+
1860
+
1861
+ - name: SEROLOGY/BLOOD
1862
+
1863
+
1864
+
1865
+ dtype: float64
1866
+
1867
+
1868
+
1869
+ - name: IMMUNOLOGY
1870
+
1871
+
1872
+
1873
+ dtype: float64
1874
+
1875
+
1876
+
1877
+ - name: MRSA SCREEN
1878
+
1879
+
1880
+
1881
+ dtype: float64
1882
+
1883
+
1884
+
1885
+ - name: SWAB
1886
+
1887
+
1888
+
1889
+ dtype: float64
1890
+
1891
+
1892
+
1893
+ - name: JOINT FLUID
1894
+
1895
+
1896
+
1897
+ dtype: float64
1898
+
1899
+
1900
+
1901
+ - name: SPUTUM
1902
+
1903
+
1904
+
1905
+ dtype: float64
1906
+
1907
+
1908
+
1909
+ - name: FLUID,OTHER
1910
+
1911
+
1912
+
1913
+ dtype: float64
1914
+
1915
+
1916
+
1917
+ - name: ABSCESS
1918
+
1919
+
1920
+
1921
+ dtype: float64
1922
+
1923
+
1924
+
1925
+ - name: BRONCHOALVEOLAR LAVAGE
1926
+
1927
+
1928
+
1929
+ dtype: float64
1930
+
1931
+
1932
+
1933
+ - name: CSF;SPINAL FLUID
1934
+
1935
+
1936
+
1937
+ dtype: float64
1938
+
1939
+
1940
+
1941
+ - name: Blood (CMV AB)
1942
+
1943
+
1944
+
1945
+ dtype: float64
1946
+
1947
+
1948
+
1949
+ - name: Blood (EBV)
1950
+
1951
+
1952
+
1953
+ dtype: float64
1954
+
1955
+
1956
+
1957
+ - name: BILE
1958
+
1959
+
1960
+
1961
+ dtype: float64
1962
+
1963
+
1964
+
1965
+ - name: vitals_checked
1966
+
1967
+
1968
+
1969
+ dtype: float64
1970
+
1971
+
1972
+
1973
+ - name: current_temperature
1974
+
1975
+
1976
+
1977
+ dtype: float64
1978
+
1979
+
1980
+
1981
+ - name: current_heartrate
1982
+
1983
+
1984
+
1985
+ dtype: float64
1986
+
1987
+
1988
+
1989
+ - name: current_resprate
1990
+
1991
+
1992
+
1993
+ dtype: float64
1994
+
1995
+
1996
+
1997
+ - name: current_o2sat
1998
+
1999
+
2000
+
2001
+ dtype: float64
2002
+
2003
+
2004
+
2005
+ - name: current_sbp
2006
+
2007
+
2008
+
2009
+ dtype: float64
2010
+
2011
+
2012
+
2013
+ - name: current_dbp
2014
+
2015
+
2016
+
2017
+ dtype: float64
2018
+
2019
+
2020
+
2021
+ - name: current_pain
2022
+
2023
+
2024
+
2025
+ dtype: large_string
2026
+
2027
+
2028
+
2029
+ - name: current_pulse_pressure
2030
+
2031
+
2032
+
2033
+ dtype: float64
2034
+
2035
+
2036
+
2037
+ - name: current_map
2038
+
2039
+
2040
+
2041
+ dtype: float64
2042
+
2043
+
2044
+
2045
+ - name: time_since_last_hrs
2046
+
2047
+
2048
+
2049
+ dtype: float64
2050
+
2051
+
2052
+
2053
+ - name: temperature_rolling2h
2054
+
2055
+
2056
+
2057
+ dtype: float64
2058
+
2059
+
2060
+
2061
+ - name: temperature_delta
2062
+
2063
+
2064
+
2065
+ dtype: float64
2066
+
2067
+
2068
+
2069
+ - name: temperature_rate
2070
+
2071
+
2072
+
2073
+ dtype: float64
2074
+
2075
+
2076
+
2077
+ - name: heartrate_rolling2h
2078
+
2079
+
2080
+
2081
+ dtype: float64
2082
+
2083
+
2084
+
2085
+ - name: heartrate_delta
2086
+
2087
+
2088
+
2089
+ dtype: float64
2090
+
2091
+
2092
+
2093
+ - name: heartrate_rate
2094
+
2095
+
2096
+
2097
+ dtype: float64
2098
+
2099
+
2100
+
2101
+ - name: resprate_rolling2h
2102
+
2103
+
2104
+
2105
+ dtype: float64
2106
+
2107
+
2108
+
2109
+ - name: resprate_delta
2110
+
2111
+
2112
+
2113
+ dtype: float64
2114
+
2115
+
2116
+
2117
+ - name: resprate_rate
2118
+
2119
+
2120
+
2121
+ dtype: float64
2122
+
2123
+
2124
+
2125
+ - name: o2sat_rolling2h
2126
+
2127
+
2128
+
2129
+ dtype: float64
2130
+
2131
+
2132
+
2133
+ - name: o2sat_delta
2134
+
2135
+
2136
+
2137
+ dtype: float64
2138
+
2139
+
2140
+
2141
+ - name: o2sat_rate
2142
+
2143
+
2144
+
2145
+ dtype: float64
2146
+
2147
+
2148
+
2149
+ - name: sbp_rolling2h
2150
+
2151
+
2152
+
2153
+ dtype: float64
2154
+
2155
+
2156
+
2157
+ - name: sbp_delta
2158
+
2159
+
2160
+
2161
+ dtype: float64
2162
+
2163
+
2164
+
2165
+ - name: sbp_rate
2166
+
2167
+
2168
+
2169
+ dtype: float64
2170
+
2171
+
2172
+
2173
+ - name: dbp_rolling2h
2174
+
2175
+
2176
+
2177
+ dtype: float64
2178
+
2179
+
2180
+
2181
+ - name: dbp_delta
2182
+
2183
+
2184
+
2185
+ dtype: float64
2186
+
2187
+
2188
+
2189
+ - name: dbp_rate
2190
+
2191
+
2192
+
2193
+ dtype: float64
2194
+
2195
+
2196
+
2197
+ - name: Other
2198
+
2199
+
2200
+
2201
+ dtype: float64
2202
+
2203
+
2204
+
2205
+ - name: Analgesic - Opioid/NSAID
2206
+
2207
+
2208
+
2209
+ dtype: float64
2210
+
2211
+
2212
+
2213
+ - name: Antiemetic
2214
+
2215
+
2216
+
2217
+ dtype: float64
2218
+
2219
+
2220
+
2221
+ - name: Analgesic - Acetaminophen
2222
+
2223
+
2224
+
2225
+ dtype: float64
2226
+
2227
+
2228
+
2229
+ - name: Antibiotic
2230
+
2231
+
2232
+
2233
+ dtype: float64
2234
+
2235
+
2236
+
2237
+ - name: Benzodiazepine - Sedative/Anxiolytic
2238
+
2239
+
2240
+
2241
+ dtype: float64
2242
+
2243
+
2244
+
2245
+ - name: Analgesic - NSAID
2246
+
2247
+
2248
+
2249
+ dtype: float64
2250
+
2251
+
2252
+
2253
+ - name: Bronchodilator
2254
+
2255
+
2256
+
2257
+ dtype: float64
2258
+
2259
+
2260
+
2261
+ - name: Antiplatelet
2262
+
2263
+
2264
+
2265
+ dtype: float64
2266
+
2267
+
2268
+
2269
+ - name: GI - Acid Suppression
2270
+
2271
+
2272
+
2273
+ dtype: float64
2274
+
2275
+
2276
+
2277
+ - name: Corticosteroid
2278
+
2279
+
2280
+
2281
+ dtype: float64
2282
+
2283
+
2284
+
2285
+ - name: Beta Blocker
2286
+
2287
+
2288
+
2289
+ dtype: float64
2290
+
2291
+
2292
+
2293
+ - name: Diuretic
2294
+
2295
+
2296
+
2297
+ dtype: float64
2298
+
2299
+
2300
+
2301
+ - name: Antipsychotic
2302
+
2303
+
2304
+
2305
+ dtype: float64
2306
+
2307
+
2308
+
2309
+ - name: Anticoagulant
2310
+
2311
+
2312
+
2313
+ dtype: float64
2314
+
2315
+
2316
+
2317
+ - name: Insulin/Glucose
2318
+
2319
+
2320
+
2321
+ dtype: float64
2322
+
2323
+
2324
+
2325
+ - name: Calcium Channel Blocker
2326
+
2327
+
2328
+
2329
+ dtype: float64
2330
+
2331
+
2332
+
2333
+ - name: Nitrate
2334
+
2335
+
2336
+
2337
+ dtype: float64
2338
+
2339
+
2340
+
2341
+ - name: ACE Inhibitor
2342
+
2343
+
2344
+
2345
+ dtype: float64
2346
+
2347
+
2348
+
2349
+ - name: IV Fluid
2350
+
2351
+
2352
+
2353
+ dtype: float64
2354
+
2355
+
2356
+
2357
+ - name: Anticonvulsant
2358
+
2359
+
2360
+
2361
+ dtype: float64
2362
+
2363
+
2364
+
2365
+ - name: Antiarrhythmic
2366
+
2367
+
2368
+
2369
+ dtype: float64
2370
+
2371
+
2372
+
2373
+ - name: weight
2374
+
2375
+
2376
+
2377
+ dtype: float64
2378
+
2379
+
2380
+
2381
+ - name: ecg_status
2382
+
2383
+
2384
+
2385
+ dtype: float64
2386
+
2387
+
2388
+
2389
+ - name: rad_status
2390
+
2391
+
2392
+
2393
+ dtype: float64
2394
+
2395
+
2396
+
2397
+ - name: in_ed
2398
+
2399
+
2400
+
2401
+ dtype: int64
2402
+
2403
+
2404
+
2405
+ - name: in_ward
2406
+
2407
+
2408
+
2409
+ dtype: int64
2410
+
2411
+
2412
+
2413
+ - name: ed_boarding
2414
+
2415
+
2416
+
2417
+ dtype: int64
2418
+
2419
+
2420
+
2421
+ - name: terminal_event
2422
+
2423
+
2424
+
2425
+ dtype: large_string
2426
+
2427
+
2428
+
2429
+ - name: gender
2430
+
2431
+
2432
+
2433
+ dtype: large_string
2434
+
2435
+
2436
+
2437
+ - name: anchor_age
2438
+
2439
+
2440
+
2441
+ dtype: int64
2442
+
2443
+
2444
+
2445
+ - name: arrival_transport
2446
+
2447
+
2448
+
2449
+ dtype: large_string
2450
+
2451
+
2452
+
2453
+ - name: acuity
2454
+
2455
+
2456
+
2457
+ dtype: decimal128(10, 9)
2458
+
2459
+
2460
+
2461
+ - name: height
2462
+
2463
+
2464
+
2465
+ dtype: float64
2466
+
2467
+
2468
+
2469
+ - name: recon_ace_inhibitor
2470
+
2471
+
2472
+
2473
+ dtype: uint8
2474
+
2475
+
2476
+
2477
+ - name: recon_analgesic___nsaid
2478
+
2479
+
2480
+
2481
+ dtype: uint8
2482
+
2483
+
2484
+
2485
+ - name: recon_analgesic___opioid_nsaid
2486
+
2487
+
2488
+
2489
+ dtype: uint8
2490
+
2491
+
2492
+
2493
+ - name: recon_antiarrhythmic
2494
+
2495
+
2496
+
2497
+ dtype: uint8
2498
+
2499
+
2500
+
2501
+ - name: recon_antibiotic
2502
+
2503
+
2504
+
2505
+ dtype: uint8
2506
+
2507
+
2508
+
2509
+ - name: recon_anticoagulant
2510
+
2511
+
2512
+
2513
+ dtype: uint8
2514
+
2515
+
2516
+
2517
+ - name: recon_anticonvulsant
2518
+
2519
+
2520
+
2521
+ dtype: uint8
2522
+
2523
+
2524
+
2525
+ - name: recon_antiemetic
2526
+
2527
+
2528
+
2529
+ dtype: uint8
2530
+
2531
+
2532
+
2533
+ - name: recon_antiplatelet
2534
+
2535
+
2536
+
2537
+ dtype: uint8
2538
+
2539
+
2540
+
2541
+ - name: recon_antipsychotic
2542
+
2543
+
2544
+
2545
+ dtype: uint8
2546
+
2547
+
2548
+
2549
+ - name: recon_benzodiazepine___sedative_anxiolytic
2550
+
2551
+
2552
+
2553
+ dtype: uint8
2554
+
2555
+
2556
+
2557
+ - name: recon_beta_blocker
2558
+
2559
+
2560
+
2561
+ dtype: uint8
2562
+
2563
+
2564
+
2565
+ - name: recon_bronchodilator
2566
+
2567
+
2568
+
2569
+ dtype: uint8
2570
+
2571
+
2572
+
2573
+ - name: recon_calcium_channel_blocker
2574
+
2575
+
2576
+
2577
+ dtype: uint8
2578
+
2579
+
2580
+
2581
+ - name: recon_corticosteroid
2582
+
2583
+
2584
+
2585
+ dtype: uint8
2586
+
2587
+
2588
+
2589
+ - name: recon_diuretic
2590
+
2591
+
2592
+
2593
+ dtype: uint8
2594
+
2595
+
2596
+
2597
+ - name: recon_gi___acid_suppression
2598
+
2599
+
2600
+
2601
+ dtype: uint8
2602
+
2603
+
2604
+
2605
+ - name: recon_insulin_glucose
2606
+
2607
+
2608
+
2609
+ dtype: uint8
2610
+
2611
+
2612
+
2613
+ - name: recon_nitrate
2614
+
2615
+
2616
+
2617
+ dtype: uint8
2618
+
2619
+
2620
+
2621
+ - name: admission_type
2622
+
2623
+
2624
+
2625
+ dtype: large_string
2626
+
2627
+
2628
+
2629
+ splits:
2630
+
2631
+
2632
+
2633
+ - name: full_patient_state
2634
+
2635
+
2636
+
2637
+ num_bytes: 6238206732
2638
+
2639
+
2640
+
2641
+ num_examples: 6551723
2642
+
2643
+
2644
+
2645
+ download_size: 143234905
2646
+
2647
+
2648
+
2649
+ dataset_size: 6238206732
2650
+
2651
+
2652
+
2653
+ - config_name: meds_admitted_er_actions
2654
+
2655
+
2656
+
2657
+ features:
2658
+
2659
+
2660
+
2661
+ - name: subject_id
2662
+
2663
+
2664
+
2665
+ dtype: int64
2666
+
2667
+
2668
+
2669
+ - name: stay_id
2670
+
2671
+
2672
+
2673
+ dtype: int64
2674
+
2675
+
2676
+
2677
+ - name: hadm_id
2678
+
2679
+
2680
+
2681
+ dtype: float64
2682
+
2683
+
2684
+
2685
+ - name: pyxis_charttime
2686
+
2687
+
2688
+
2689
+ dtype: timestamp[ns, tz=UTC]
2690
+
2691
+
2692
+
2693
+ - name: pyxis_med_rn
2694
+
2695
+
2696
+
2697
+ dtype: float64
2698
+
2699
+
2700
+
2701
+ - name: pyxis_medication
2702
+
2703
+
2704
+
2705
+ dtype: string
2706
+
2707
+
2708
+
2709
+ - name: emar_id
2710
+
2711
+
2712
+
2713
+ dtype: 'null'
2714
+
2715
+
2716
+
2717
+ - name: emar_charttime
2718
+
2719
+
2720
+
2721
+ dtype: timestamp[ns, tz=UTC]
2722
+
2723
+
2724
+
2725
+ - name: emar_medication
2726
+
2727
+
2728
+
2729
+ dtype: 'null'
2730
+
2731
+
2732
+
2733
+ - name: event_txt
2734
+
2735
+
2736
+
2737
+ dtype: 'null'
2738
+
2739
+
2740
+
2741
+ - name: scheduletime
2742
+
2743
+
2744
+
2745
+ dtype: 'null'
2746
+
2747
+
2748
+
2749
+ - name: in_er
2750
+
2751
+
2752
+
2753
+ dtype: bool
2754
+
2755
+
2756
+
2757
+ - name: medication
2758
+
2759
+
2760
+
2761
+ dtype: string
2762
+
2763
+
2764
+
2765
+ - name: drug_class
2766
+
2767
+
2768
+
2769
+ dtype: string
2770
+
2771
+
2772
+
2773
+ - name: action_time
2774
+
2775
+
2776
+
2777
+ dtype: timestamp[ns]
2778
+
2779
+
2780
+
2781
+ - name: ed_stay_id
2782
+
2783
+
2784
+
2785
+ dtype: float64
2786
+
2787
+
2788
+
2789
+ - name: ed_intime
2790
+
2791
+
2792
+
2793
+ dtype: timestamp[ns]
2794
+
2795
+
2796
+
2797
+ - name: minutes_into_stay
2798
+
2799
+
2800
+
2801
+ dtype: float64
2802
+
2803
+
2804
+
2805
+ - name: action_idx
2806
+
2807
+
2808
+
2809
+ dtype: int64
2810
+
2811
+
2812
+
2813
+ - name: __index_level_0__
2814
+
2815
+
2816
+
2817
+ dtype: int64
2818
+
2819
+
2820
+
2821
+ splits:
2822
+
2823
+
2824
+
2825
+ - name: adm_er_clean
2826
+
2827
+
2828
+
2829
+ num_bytes: 148079076
2830
+
2831
+
2832
+
2833
+ num_examples: 912419
2834
+
2835
+
2836
+
2837
+ download_size: 29150917
2838
+
2839
+
2840
+
2841
+ dataset_size: 148079076
2842
+
2843
+
2844
+
2845
+ - config_name: radiology_features
2846
+
2847
+
2848
+
2849
+ features:
2850
+
2851
+
2852
+
2853
+ - name: subject_id
2854
+
2855
+
2856
+
2857
+ dtype: int64
2858
+
2859
+
2860
+
2861
+ - name: stay_id
2862
+
2863
+
2864
+
2865
+ dtype: int64
2866
+
2867
+
2868
+
2869
+ - name: hadm_id
2870
+
2871
+
2872
+
2873
+ dtype: int64
2874
+
2875
+
2876
+
2877
+ - name: exam_time
2878
+
2879
+
2880
+
2881
+ dtype: timestamp[us, tz=UTC]
2882
+
2883
+
2884
+
2885
+ - name: rad_acuity_level
2886
+
2887
+
2888
+
2889
+ dtype: int64
2890
+
2891
+
2892
+
2893
+ splits:
2894
+
2895
+
2896
+
2897
+ - name: radiology_features
2898
+
2899
+
2900
+
2901
+ num_bytes: 10408947
2902
+
2903
+
2904
+
2905
+ num_examples: 259413
2906
+
2907
+
2908
+
2909
+ download_size: 6821015
2910
+
2911
+
2912
+
2913
+ dataset_size: 10408947
2914
+
2915
+
2916
+
2917
+ - config_name: vitals
2918
+
2919
+
2920
+
2921
+ features:
2922
+
2923
+
2924
+
2925
+ - name: ed_stay_id
2926
+
2927
+
2928
+
2929
+ dtype: int64
2930
+
2931
+
2932
+
2933
+ - name: subject_id
2934
+
2935
+
2936
+
2937
+ dtype: int64
2938
+
2939
+
2940
+
2941
+ - name: charttime
2942
+
2943
+
2944
+
2945
+ dtype: timestamp[us]
2946
+
2947
+
2948
+
2949
+ - name: temperature
2950
+
2951
+
2952
+
2953
+ dtype: float64
2954
+
2955
+
2956
+
2957
+ - name: heartrate
2958
+
2959
+
2960
+
2961
+ dtype: float64
2962
+
2963
+
2964
+
2965
+ - name: resprate
2966
+
2967
+
2968
+
2969
+ dtype: float64
2970
+
2971
+
2972
+
2973
+ - name: o2sat
2974
+
2975
+
2976
+
2977
+ dtype: float64
2978
+
2979
+
2980
+
2981
+ - name: sbp
2982
+
2983
+
2984
+
2985
+ dtype: float64
2986
+
2987
+
2988
+
2989
+ - name: dbp
2990
+
2991
+
2992
+
2993
+ dtype: float64
2994
+
2995
+
2996
+
2997
+ - name: pain
2998
+
2999
+
3000
+
3001
+ dtype: large_string
3002
+
3003
+
3004
+
3005
+ - name: time_since_last_hrs
3006
+
3007
+
3008
+
3009
+ dtype: float64
3010
+
3011
+
3012
+
3013
+ - name: temperature_rolling2h
3014
+
3015
+
3016
+
3017
+ dtype: float64
3018
+
3019
+
3020
+
3021
+ - name: temperature_delta
3022
+
3023
+
3024
+
3025
+ dtype: float64
3026
+
3027
+
3028
+
3029
+ - name: temperature_rate
3030
+
3031
+
3032
+
3033
+ dtype: float64
3034
+
3035
+
3036
+
3037
+ - name: heartrate_rolling2h
3038
+
3039
+
3040
+
3041
+ dtype: float64
3042
+
3043
+
3044
+
3045
+ - name: heartrate_delta
3046
+
3047
+
3048
+
3049
+ dtype: float64
3050
+
3051
+
3052
+
3053
+ - name: heartrate_rate
3054
+
3055
+
3056
+
3057
+ dtype: float64
3058
+
3059
+
3060
+
3061
+ - name: resprate_rolling2h
3062
+
3063
+
3064
+
3065
+ dtype: float64
3066
+
3067
+
3068
+
3069
+ - name: resprate_delta
3070
+
3071
+
3072
+
3073
+ dtype: float64
3074
+
3075
+
3076
+
3077
+ - name: resprate_rate
3078
+
3079
+
3080
+
3081
+ dtype: float64
3082
+
3083
+
3084
+
3085
+ - name: o2sat_rolling2h
3086
+
3087
+
3088
+
3089
+ dtype: float64
3090
+
3091
+
3092
+
3093
+ - name: o2sat_delta
3094
+
3095
+
3096
+
3097
+ dtype: float64
3098
+
3099
+
3100
+
3101
+ - name: o2sat_rate
3102
+
3103
+
3104
+
3105
+ dtype: float64
3106
+
3107
+
3108
+
3109
+ - name: sbp_rolling2h
3110
+
3111
+
3112
+
3113
+ dtype: float64
3114
+
3115
+
3116
+
3117
+ - name: sbp_delta
3118
+
3119
+
3120
+
3121
+ dtype: float64
3122
+
3123
+
3124
+
3125
+ - name: sbp_rate
3126
+
3127
+
3128
+
3129
+ dtype: float64
3130
+
3131
+
3132
+
3133
+ - name: dbp_rolling2h
3134
+
3135
+
3136
+
3137
+ dtype: float64
3138
+
3139
+
3140
+
3141
+ - name: dbp_delta
3142
+
3143
+
3144
+
3145
+ dtype: float64
3146
+
3147
+
3148
+
3149
+ - name: dbp_rate
3150
+
3151
+
3152
+
3153
+ dtype: float64
3154
+
3155
+
3156
+
3157
+ - name: pulse_pressure
3158
+
3159
+
3160
+
3161
+ dtype: float64
3162
+
3163
+
3164
+
3165
+ - name: map
3166
+
3167
+
3168
+
3169
+ dtype: float64
3170
+
3171
+
3172
+
3173
+ splits:
3174
+
3175
+
3176
+
3177
+ - name: vitals
3178
+
3179
+
3180
+
3181
+ num_bytes: 479613448
3182
+
3183
+
3184
+
3185
+ num_examples: 1893713
3186
+
3187
+
3188
+
3189
+ download_size: 84005509
3190
+
3191
+
3192
+
3193
+ dataset_size: 479613448
3194
+
3195
+
3196
+
3197
+ configs:
3198
+
3199
+
3200
+
3201
+ - config_name: all_med_actions
3202
+
3203
+
3204
+
3205
+ data_files:
3206
+
3207
+
3208
+
3209
+ - split: all_med_actions
3210
+
3211
+
3212
+
3213
+ path: modeling_data/all_med_actions-*
3214
+
3215
+
3216
+
3217
+ - config_name: combined_medication_features
3218
+
3219
+
3220
+
3221
+ data_files:
3222
+
3223
+
3224
+
3225
+ - split: med_only
3226
+
3227
+
3228
+
3229
+ path: modeling_data/med_only-*
3230
+
3231
+
3232
+
3233
+ - config_name: ecg_features
3234
+
3235
+
3236
+
3237
+ data_files:
3238
+
3239
+
3240
+
3241
+ - split: ecg_features
3242
+
3243
+
3244
+
3245
+ path: modeling_data/ecg_features-*
3246
+
3247
+
3248
+
3249
+ - config_name: ed_meds_timestep
3250
+
3251
+
3252
+
3253
+ data_files:
3254
+
3255
+
3256
+
3257
+ - split: ed_meds_timestep
3258
+
3259
+
3260
+
3261
+ path: modeling_data/ed_meds_timestep-*
3262
+
3263
+
3264
+
3265
+ - config_name: empty_patient_state
3266
+
3267
+
3268
+
3269
+ data_files:
3270
+
3271
+
3272
+
3273
+ - split: empty_patient_state
3274
+
3275
+
3276
+
3277
+ path: patient_state/*.parquet
3278
+
3279
+
3280
+
3281
+ - config_name: meds_admitted_er_actions
3282
+
3283
+
3284
+
3285
+ data_files:
3286
+
3287
+
3288
+
3289
+ - split: adm_er_clean
3290
+
3291
+
3292
+
3293
+ path: modeling_data/adm_er_clean-*
3294
+
3295
+
3296
+
3297
+ - config_name: radiology_features
3298
+
3299
+
3300
+
3301
+ data_files:
3302
+
3303
+
3304
+
3305
+ - split: radiology_features
3306
+
3307
+
3308
+
3309
+ path: modeling_data/radiology_features-*
3310
+
3311
+
3312
+
3313
+ - config_name: vitals
3314
+
3315
+
3316
+
3317
+ data_files:
3318
+
3319
+
3320
+
3321
+ - split: vitals
3322
+
3323
+
3324
+
3325
+ path: vitals_triage/*.parquet
3326
+
3327
+
3328
+
3329
+ - config_name: full_patient_state
3330
+
3331
+
3332
+
3333
+ data_files:
3334
+
3335
+
3336
+
3337
+ - split: full_patient_state
3338
+
3339
+
3340
+
3341
+ path: full_patient_state/*.parquet
3342
+
3343
+
3344
+
3345
+ ---
3346
+
3347
+
3348
+
3349
+
3350
+
3351
+
3352
+
3353
+
3354
+
3355
+
3356
+
3357
+
3358
+
3359
+
3360
+
3361
+ ## empty_patient_state
3362
+
3363
+
3364
+
3365
+
3366
+
3367
+
3368
+
3369
+
3370
+
3371
+
3372
+
3373
+
3374
+
3375
+
3376
+
3377
+
3378
+
3379
+
3380
+
3381
+
3382
+
3383
+
3384
+
3385
+ 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
3386
+
3387
+
3388
+
3389
+
3390
+
3391
+
3392
+
3393
+
3394
+
3395
+
3396
+
3397
+
3398
+
3399
+
3400
+
3401
+
3402
+
3403
+
3404
+
3405
+
3406
+
3407
+
3408
+
3409
+ **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/
3410
+
3411
+
3412
+
3413
+
3414
+
3415
+
3416
+
3417
+
3418
+
3419
+
3420
+
3421
+
3422
+
3423
+
3424
+
3425
+
3426
+
3427
+
3428
+
3429
+
3430
+
3431
+
3432
+
3433
+ ## vitals
3434
+
3435
+
3436
+
3437
+
3438
+
3439
+
3440
+
3441
+
3442
+
3443
+
3444
+
3445
+
3446
+
3447
+
3448
+
3449
+
3450
+
3451
+
3452
+
3453
+
3454
+
3455
+
3456
+
3457
+ 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
3458
+
3459
+
3460
+
3461
+
3462
+
3463
+ **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/
3464
+
3465
+
3466
+
3467
+ ## full_patient_state
3468
+
3469
+
3470
+
3471
+
3472
+
3473
+
3474
+
3475
+ 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.
3476
+
3477
+
3478
+
3479
+
3480
+
3481
+
3482
+
3483
+ **License:** PhysioNet Credentialed Health Data License 1.5.0 — https://physionet.org/content/mimiciv/view-license/3.1/
3484
+
3485
+
3486
+