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NSQIP_Post_Hepatectomy_Liver_Failure_Calculator
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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/logs/2024.04.12/13.20.53.908899.log +596 -0
  10. .config/logs/2024.04.12/13.21.21.247024.log +5 -0
  11. .config/logs/2024.04.12/13.21.32.355355.log +169 -0
  12. .config/logs/2024.04.12/13.21.41.685008.log +5 -0
  13. .config/logs/2024.04.12/13.21.52.525646.log +8 -0
  14. .config/logs/2024.04.12/13.21.53.197874.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +2 -8
  17. app.py +72 -0
  18. model_2.h5 +3 -0
  19. requirements.txt +7 -0
  20. sample_data/README.md +19 -0
  21. sample_data/anscombe.json +49 -0
  22. sample_data/california_housing_test.csv +0 -0
  23. sample_data/california_housing_train.csv +0 -0
  24. sample_data/mnist_test.csv +3 -0
  25. sample_data/mnist_train_small.csv +3 -0
  26. scaler.joblib +3 -0
  27. selected_features_data.csv +0 -0
.config/.last_opt_in_prompt.yaml ADDED
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.config/.last_survey_prompt.yaml ADDED
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.config/active_config ADDED
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.config/configurations/config_default ADDED
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+ 2024-04-12 13:21:09,931 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-04-12 13:21:09,934 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-04-12 13:21:10,004 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20240106004423.tar.gz HTTP/1.1" 200 2026
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+ 2024-04-12 13:21:10,005 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2024-04-12 13:21:10,016 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-04-12 13:21:10,020 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-04-12 13:21:10,151 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240229170130.tar.gz HTTP/1.1" 200 78486918
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+
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+ 2024-04-12 13:21:15,689 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-04-12 13:21:15,696 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
366
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+ 2024-04-12 13:21:15,696 INFO ___FILE_ONLY___ ╚
368
+ 2024-04-12 13:21:15,700 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
369
+ 2024-04-12 13:21:15,829 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20231025210228.tar.gz HTTP/1.1" 200 11833901
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384
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385
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389
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398
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399
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409
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410
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416
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422
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425
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426
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427
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428
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429
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430
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431
+
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433
+
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+ 2024-04-12 13:21:17,494 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
435
+
436
+ 2024-04-12 13:21:17,494 INFO ___FILE_ONLY___ ╚
437
+ 2024-04-12 13:21:17,498 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2024-04-12 13:21:17,570 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240106004423.tar.gz HTTP/1.1" 200 2042
439
+ 2024-04-12 13:21:17,571 INFO ___FILE_ONLY___ ══════════════════════════════
440
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441
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442
+
443
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444
+
445
+ 2024-04-12 13:21:17,582 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
446
+
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+ 2024-04-12 13:21:17,582 INFO ___FILE_ONLY___ ╚
448
+ 2024-04-12 13:21:17,587 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
449
+ 2024-04-12 13:21:17,587 INFO ___FILE_ONLY___ ╝
450
+
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452
+
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+ 2024-04-12 13:21:17,589 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2024-04-12 13:21:17,589 INFO ___FILE_ONLY___ ╚
456
+ 2024-04-12 13:21:17,593 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2024-04-12 13:21:17,722 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240106004423.tar.gz HTTP/1.1" 200 2410
458
+ 2024-04-12 13:21:17,723 INFO ___FILE_ONLY___ ══════════════════════════════
459
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460
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461
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462
+
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464
+
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+ 2024-04-12 13:21:17,735 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
466
+
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468
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469
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470
+
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472
+
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+ 2024-04-12 13:21:17,743 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
474
+
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+ 2024-04-12 13:21:17,743 INFO ___FILE_ONLY___ ╚
476
+ 2024-04-12 13:21:17,747 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
477
+ 2024-04-12 13:21:17,818 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20231215195722.tar.gz HTTP/1.1" 200 1287877
478
+ 2024-04-12 13:21:17,828 INFO ___FILE_ONLY___ ═
479
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480
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481
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483
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484
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485
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486
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487
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488
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489
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490
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491
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492
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493
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494
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495
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496
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497
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498
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500
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501
+ 2024-04-12 13:21:17,831 INFO ___FILE_ONLY___ ═
502
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503
+ 2024-04-12 13:21:17,832 INFO ___FILE_ONLY___ ═
504
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+ 2024-04-12 13:21:17,832 INFO ___FILE_ONLY___ ═
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+ 2024-04-12 13:21:17,832 INFO ___FILE_ONLY___ ═
507
+ 2024-04-12 13:21:17,832 INFO ___FILE_ONLY___ ═
508
+ 2024-04-12 13:21:17,866 INFO ___FILE_ONLY___ ═══════════════
509
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510
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511
+
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+ 2024-04-12 13:21:17,876 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
513
+
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+ 2024-04-12 13:21:17,877 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
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+ 2024-04-12 13:21:17,877 INFO ___FILE_ONLY___ ╚
517
+ 2024-04-12 13:21:17,882 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
518
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519
+
520
+ 2024-04-12 13:21:17,884 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
521
+
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+ 2024-04-12 13:21:17,884 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
523
+
524
+ 2024-04-12 13:21:17,884 INFO ___FILE_ONLY___ ╚
525
+ 2024-04-12 13:21:17,888 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
526
+ 2024-04-12 13:21:18,017 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20240209195330.tar.gz HTTP/1.1" 200 72231225
527
+ 2024-04-12 13:21:18,291 INFO ___FILE_ONLY___ ═
528
+ 2024-04-12 13:21:18,295 INFO ___FILE_ONLY___ ═
529
+ 2024-04-12 13:21:18,298 INFO ___FILE_ONLY___ ═
530
+ 2024-04-12 13:21:18,301 INFO ___FILE_ONLY___ ═
531
+ 2024-04-12 13:21:18,304 INFO ___FILE_ONLY___ ═
532
+ 2024-04-12 13:21:18,307 INFO ___FILE_ONLY___ ═
533
+ 2024-04-12 13:21:18,311 INFO ___FILE_ONLY___ ═
534
+ 2024-04-12 13:21:18,314 INFO ___FILE_ONLY___ ═
535
+ 2024-04-12 13:21:18,317 INFO ___FILE_ONLY___ ═
536
+ 2024-04-12 13:21:18,320 INFO ___FILE_ONLY___ ═
537
+ 2024-04-12 13:21:18,323 INFO ___FILE_ONLY___ ═
538
+ 2024-04-12 13:21:18,326 INFO ___FILE_ONLY___ ═
539
+ 2024-04-12 13:21:18,329 INFO ___FILE_ONLY___ ═
540
+ 2024-04-12 13:21:18,332 INFO ___FILE_ONLY___ ═
541
+ 2024-04-12 13:21:18,336 INFO ___FILE_ONLY___ ═
542
+ 2024-04-12 13:21:18,339 INFO ___FILE_ONLY___ ═
543
+ 2024-04-12 13:21:18,342 INFO ___FILE_ONLY___ ═
544
+ 2024-04-12 13:21:18,345 INFO ___FILE_ONLY___ ═
545
+ 2024-04-12 13:21:18,348 INFO ___FILE_ONLY___ ═
546
+ 2024-04-12 13:21:18,351 INFO ___FILE_ONLY___ ═
547
+ 2024-04-12 13:21:18,354 INFO ___FILE_ONLY___ ═
548
+ 2024-04-12 13:21:18,357 INFO ___FILE_ONLY___ ═
549
+ 2024-04-12 13:21:18,360 INFO ___FILE_ONLY___ ═
550
+ 2024-04-12 13:21:18,363 INFO ___FILE_ONLY___ ═
551
+ 2024-04-12 13:21:18,366 INFO ___FILE_ONLY___ ═
552
+ 2024-04-12 13:21:18,369 INFO ___FILE_ONLY___ ═
553
+ 2024-04-12 13:21:18,372 INFO ___FILE_ONLY___ ═
554
+ 2024-04-12 13:21:18,375 INFO ___FILE_ONLY___ ═
555
+ 2024-04-12 13:21:18,378 INFO ___FILE_ONLY___ ═
556
+ 2024-04-12 13:21:18,381 INFO ___FILE_ONLY___ ═
557
+ 2024-04-12 13:21:20,603 INFO ___FILE_ONLY___ ══════════
558
+ 2024-04-12 13:21:20,608 INFO ___FILE_ONLY___ ═════════
559
+ 2024-04-12 13:21:20,636 INFO ___FILE_ONLY___ ═══════════
560
+ 2024-04-12 13:21:20,636 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2024-04-12 13:21:20,658 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2024-04-12 13:21:20,658 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2024-04-12 13:21:20,658 INFO ___FILE_ONLY___ ╚
567
+ 2024-04-12 13:21:20,662 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2024-04-12 13:21:20,792 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-deps-linux-x86_64-20210416153011.tar.gz HTTP/1.1" 200 104
569
+ 2024-04-12 13:21:20,793 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2024-04-12 13:21:20,793 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2024-04-12 13:21:20,793 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2024-04-12 13:21:20,802 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2024-04-12 13:21:20,802 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2024-04-12 13:21:20,802 INFO ___FILE_ONLY___ ╚
578
+ 2024-04-12 13:21:20,803 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2024-04-12 13:21:20,803 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2024-04-12 13:21:20,803 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2024-04-12 13:21:20,803 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2024-04-12 13:21:20,803 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2024-04-12 13:21:20,807 DEBUG root Updating notification cache...
585
+ 2024-04-12 13:21:20,808 INFO ___FILE_ONLY___
586
+
587
+ 2024-04-12 13:21:20,810 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2024-04-12 13:21:20,810 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
589
+ 2024-04-12 13:21:31,607 DEBUG ___FILE_ONLY___
590
+ 2024-04-12 13:21:31,607 DEBUG ___FILE_ONLY___
591
+ 2024-04-12 13:21:31,827 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2024-04-12 13:21:31,831 DEBUG root Chosen display Format:none
596
+ 2024-04-12 13:21:31,831 INFO root Display format: "none"
.config/logs/2024.04.12/13.21.21.247024.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-04-12 13:21:21,247 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-12 13:21:21,250 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-04-12 13:21:21,253 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-04-12 13:21:31,530 DEBUG root Chosen display Format:none
5
+ 2024-04-12 13:21:31,531 INFO root Display format: "none"
.config/logs/2024.04.12/13.21.32.355355.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-04-12 13:21:32,356 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-12 13:21:32,358 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-04-12 13:21:32,361 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-04-12 13:21:32,362 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-04-12 13:21:32,369 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-04-12 13:21:32,498 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214439
8
+ 2024-04-12 13:21:32,519 WARNING root Component [compute] no longer exists.
9
+ 2024-04-12 13:21:32,519 WARNING root Component [preview] no longer exists.
10
+ 2024-04-12 13:21:32,520 INFO ___FILE_ONLY___
11
+
12
+ 2024-04-12 13:21:32,521 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 471.0.0
14
+
15
+ 2024-04-12 13:21:32,521 INFO ___FILE_ONLY___ Installing components from version: 471.0.0
16
+
17
+ 2024-04-12 13:21:32,521 INFO ___FILE_ONLY___
18
+
19
+ 2024-04-12 13:21:32,521 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2024-04-12 13:21:32,522 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2024-04-12 13:21:32,523 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
22
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___
24
+
25
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___
27
+
28
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___
30
+
31
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___
33
+
34
+ 2024-04-12 13:21:32,563 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___
36
+
37
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ │
38
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___
40
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ │
41
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ 2024.03.29
42
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___
43
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ │
44
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___
46
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ │
47
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___
48
+
49
+ 2024-04-12 13:21:32,564 INFO ___FILE_ONLY___ │
50
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___
52
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___ │
53
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___ 2024.03.29
54
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___
55
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___ │
56
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___
58
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___ │
59
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___
60
+
61
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___
63
+
64
+ 2024-04-12 13:21:32,565 INFO ___FILE_ONLY___
65
+
66
+ 2024-04-12 13:21:32,570 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-04-12 13:21:32,638 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1186568
68
+ 2024-04-12 13:21:32,719 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-04-12 13:21:32,722 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-04-12 13:21:32,722 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-04-12 13:21:32,722 INFO ___FILE_ONLY___ ╚
77
+ 2024-04-12 13:21:32,722 INFO ___FILE_ONLY___ ══════
78
+ 2024-04-12 13:21:33,525 INFO ___FILE_ONLY___ ══════
79
+ 2024-04-12 13:21:33,525 INFO ___FILE_ONLY___ ══════
80
+ 2024-04-12 13:21:34,005 INFO ___FILE_ONLY___ ═
81
+ 2024-04-12 13:21:34,272 INFO ___FILE_ONLY___ ═
82
+ 2024-04-12 13:21:34,330 INFO ___FILE_ONLY___ ═
83
+ 2024-04-12 13:21:34,382 INFO ___FILE_ONLY___ ═
84
+ 2024-04-12 13:21:34,430 INFO ___FILE_ONLY___ ═
85
+ 2024-04-12 13:21:34,473 INFO ___FILE_ONLY___ ═
86
+ 2024-04-12 13:21:34,517 INFO ___FILE_ONLY___ ═
87
+ 2024-04-12 13:21:34,562 INFO ___FILE_ONLY___ ═
88
+ 2024-04-12 13:21:34,638 INFO ___FILE_ONLY___ ═
89
+ 2024-04-12 13:21:34,767 INFO ___FILE_ONLY___ ═
90
+ 2024-04-12 13:21:34,947 INFO ___FILE_ONLY___ ═
91
+ 2024-04-12 13:21:35,040 INFO ___FILE_ONLY___ ═
92
+ 2024-04-12 13:21:35,126 INFO ___FILE_ONLY___ ═
93
+ 2024-04-12 13:21:35,211 INFO ___FILE_ONLY___ ═
94
+ 2024-04-12 13:21:35,292 INFO ___FILE_ONLY___ ═
95
+ 2024-04-12 13:21:35,361 INFO ___FILE_ONLY___ ═
96
+ 2024-04-12 13:21:35,427 INFO ___FILE_ONLY___ ═
97
+ 2024-04-12 13:21:35,610 INFO ___FILE_ONLY___ ═
98
+ 2024-04-12 13:21:35,667 INFO ___FILE_ONLY___ ═
99
+ 2024-04-12 13:21:35,729 INFO ___FILE_ONLY___ ═
100
+ 2024-04-12 13:21:35,796 INFO ___FILE_ONLY___ ═
101
+ 2024-04-12 13:21:35,853 INFO ___FILE_ONLY___ ═
102
+ 2024-04-12 13:21:35,924 INFO ___FILE_ONLY___ ═
103
+ 2024-04-12 13:21:35,996 INFO ___FILE_ONLY___ ═
104
+ 2024-04-12 13:21:36,065 INFO ___FILE_ONLY___ ═
105
+ 2024-04-12 13:21:36,125 INFO ___FILE_ONLY___ ═
106
+ 2024-04-12 13:21:36,185 INFO ___FILE_ONLY___ ═
107
+ 2024-04-12 13:21:36,265 INFO ___FILE_ONLY___ ═
108
+ 2024-04-12 13:21:36,337 INFO ___FILE_ONLY___ ═
109
+ 2024-04-12 13:21:36,407 INFO ___FILE_ONLY___ ═
110
+ 2024-04-12 13:21:36,491 INFO ___FILE_ONLY___ ═
111
+ 2024-04-12 13:21:36,581 INFO ___FILE_ONLY___ ═
112
+ 2024-04-12 13:21:36,662 INFO ___FILE_ONLY___ ═
113
+ 2024-04-12 13:21:36,758 INFO ___FILE_ONLY___ ═
114
+ 2024-04-12 13:21:36,842 INFO ___FILE_ONLY___ ═
115
+ 2024-04-12 13:21:36,916 INFO ___FILE_ONLY___ ═
116
+ 2024-04-12 13:21:36,982 INFO ___FILE_ONLY___ ═
117
+ 2024-04-12 13:21:37,070 INFO ___FILE_ONLY___ ═
118
+ 2024-04-12 13:21:37,181 INFO ___FILE_ONLY___ ═
119
+ 2024-04-12 13:21:37,258 INFO ___FILE_ONLY___ ═
120
+ 2024-04-12 13:21:37,319 INFO ___FILE_ONLY___ ═
121
+ 2024-04-12 13:21:37,383 INFO ___FILE_ONLY___ ═
122
+ 2024-04-12 13:21:37,383 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-04-12 13:21:40,991 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-04-12 13:21:40,992 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-04-12 13:21:40,992 INFO ___FILE_ONLY___ ╚
129
+ 2024-04-12 13:21:40,996 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-04-12 13:21:41,122 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240329151455.tar.gz HTTP/1.1" 200 800
131
+ 2024-04-12 13:21:41,123 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-04-12 13:21:41,124 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-04-12 13:21:41,125 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-04-12 13:21:41,133 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-04-12 13:21:41,133 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-04-12 13:21:41,134 INFO ___FILE_ONLY___ ╚
140
+ 2024-04-12 13:21:41,137 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-04-12 13:21:41,206 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240329151455.tar.gz HTTP/1.1" 200 797
142
+ 2024-04-12 13:21:41,207 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-04-12 13:21:41,208 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-04-12 13:21:41,208 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-04-12 13:21:41,218 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-04-12 13:21:41,218 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-04-12 13:21:41,218 INFO ___FILE_ONLY___ ╚
151
+ 2024-04-12 13:21:41,219 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-04-12 13:21:41,219 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-04-12 13:21:41,219 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-04-12 13:21:41,219 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-04-12 13:21:41,219 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-04-12 13:21:41,223 DEBUG root Updating notification cache...
158
+ 2024-04-12 13:21:41,224 INFO ___FILE_ONLY___
159
+
160
+ 2024-04-12 13:21:41,226 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-04-12 13:21:41,227 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-04-12 13:21:51,906 DEBUG ___FILE_ONLY___
163
+ 2024-04-12 13:21:51,906 DEBUG ___FILE_ONLY___
164
+ 2024-04-12 13:21:51,993 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-04-12 13:21:51,997 DEBUG root Chosen display Format:none
169
+ 2024-04-12 13:21:51,997 INFO root Display format: "none"
.config/logs/2024.04.12/13.21.41.685008.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-04-12 13:21:41,685 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-12 13:21:41,687 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-04-12 13:21:41,690 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-04-12 13:21:51,827 DEBUG root Chosen display Format:none
5
+ 2024-04-12 13:21:51,828 INFO root Display format: "none"
.config/logs/2024.04.12/13.21.52.525646.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-04-12 13:21:52,527 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-04-12 13:21:52,648 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-04-12 13:21:52,651 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-04-12 13:21:52,652 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-04-12 13:21:52,653 DEBUG root Chosen display Format:default
7
+ 2024-04-12 13:21:52,654 INFO root Display format: "default"
8
+ 2024-04-12 13:21:52,655 DEBUG root SDK update checks are disabled.
.config/logs/2024.04.12/13.21.53.197874.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-04-12 13:21:53,200 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-04-12 13:21:53,322 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-04-12 13:21:53,325 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-04-12 13:21:53,326 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-04-12 13:21:53,327 DEBUG root Chosen display Format:default
7
+ 2024-04-12 13:21:53,328 INFO root Display format: "default"
8
+ 2024-04-12 13:21:53,328 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: NSQIP Post Hepatectomy Liver Failure Calculator
3
- emoji: 📈
4
- colorFrom: pink
5
- colorTo: green
6
  sdk: gradio
7
  sdk_version: 4.26.0
8
- app_file: app.py
9
- pinned: false
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  ---
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-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: NSQIP_Post_Hepatectomy_Liver_Failure_Calculator
3
+ app_file: app.py
 
 
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  sdk: gradio
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  sdk_version: 4.26.0
 
 
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  ---
 
 
app.py ADDED
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1
+
2
+ import gradio as gr
3
+ import joblib
4
+ import numpy as np
5
+ import pandas as pd
6
+ import tensorflow as tf
7
+
8
+ # Assuming you have a function that creates the same model architecture
9
+ def create_model(input_shape):
10
+ model = tf.keras.models.Sequential([
11
+ tf.keras.layers.Flatten(input_shape=input_shape),
12
+ tf.keras.layers.BatchNormalization(),
13
+ tf.keras.layers.Dense(1000, activation='relu'),
14
+ tf.keras.layers.BatchNormalization(),
15
+ tf.keras.layers.Dropout(0.8),
16
+ tf.keras.layers.Dense(1000, activation='relu'),
17
+ tf.keras.layers.BatchNormalization(),
18
+ tf.keras.layers.Dropout(0.8),
19
+ tf.keras.layers.Dense(1, activation='sigmoid')
20
+ ])
21
+ model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=3e-6),
22
+ loss='binary_crossentropy',
23
+ metrics=['accuracy'])
24
+ return model
25
+
26
+ # Load model weights
27
+ input_shape = [18] # Adjust based on your feature count
28
+ model = create_model(input_shape)
29
+ model.load_weights('/content/model_2.h5')
30
+
31
+ # Load the scaler
32
+ scaler = joblib.load('scaler.joblib')
33
+
34
+ features = [
35
+ 'PRNCPTX_HEPATECTOMY RESCJ TOTAL RIGHT LOBECTOMY', 'OPTIME', 'HYPERMED_Yes',
36
+ 'PRNCPTX_HEPATECTOMY RESCJ TRISEGMENTECTOMY', 'PRPLATE', 'PRINR',
37
+ 'HEP_APPROACH_Laparoscopic', 'PRALKPH', 'HEP_PRINGLE_Yes',
38
+ 'HEP_SEC_HISTOLOGIC_Colorectal metastasis', 'HEP_CON_PARTRES', 'SEX_male',
39
+ 'ASACLAS', 'HEP_SEC_TUMORSIZE', 'HEP_SEC_NUMTUMORS', 'PRSGOT', 'HEP_VIRAL_None',
40
+ 'HEP_NEOTHERAPY_140101_Preoperative systemic chemotherapy'
41
+ ]
42
+
43
+ categorical_features = [
44
+ 'HYPERMED_Yes', 'HEP_APPROACH_Laparoscopic', 'HEP_PRINGLE_Yes',
45
+ 'SEX_male', 'HEP_VIRAL_None'
46
+ ]
47
+
48
+ def predict_outcome(*args):
49
+ inputs = list(args)
50
+ # Convert 'Yes'/'No' inputs to 1/0 for the model
51
+ for i, feature in enumerate(features):
52
+ if feature in categorical_features:
53
+ inputs[i] = 1 if inputs[i] == 'Yes' else 0
54
+ input_data = np.array(inputs).reshape(1, -1)
55
+ # Scale inputs
56
+ inputs_scaled = scaler.transform(input_data)
57
+ # Predict
58
+ prediction = model.predict(inputs_scaled)
59
+ outcome_probability = prediction.flatten()[0]
60
+ return f'Probability of Post Hepatectomy Liver Failure: {outcome_probability:.2%}'
61
+
62
+ # Define Gradio inputs
63
+ inputs = []
64
+ for feature in features:
65
+ if feature in categorical_features:
66
+ inputs.append(gr.Radio(label=feature, choices=['Yes', 'No']))
67
+ else:
68
+ inputs.append(gr.Number(label=feature))
69
+
70
+ # Set up and launch the Gradio interface
71
+ iface = gr.Interface(fn=predict_outcome, inputs=inputs, outputs='text')
72
+ iface.launch()
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requirements.txt ADDED
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+ Gradio
2
+ gradio
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+ tensorflow
4
+ numpy
5
+ pandas
6
+ scikit-learn
7
+ joblib
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://developers.google.com/machine-learning/crash-course/california-housing-data-description
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
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+ ]
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