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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/2024.04.11/13.20.28.090352.log +596 -0
  10. .config/logs/2024.04.11/13.20.55.387089.log +5 -0
  11. .config/logs/2024.04.11/13.21.06.258241.log +169 -0
  12. .config/logs/2024.04.11/13.21.15.072579.log +5 -0
  13. .config/logs/2024.04.11/13.21.25.919190.log +8 -0
  14. .config/logs/2024.04.11/13.21.26.545746.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +2 -8
  17. gradio_nlp_group_project.py +116 -0
  18. requirements.txt +2 -0
  19. sample_data/README.md +19 -0
  20. sample_data/anscombe.json +49 -0
  21. sample_data/california_housing_test.csv +0 -0
  22. sample_data/california_housing_train.csv +0 -0
  23. sample_data/mnist_test.csv +3 -0
  24. sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ {}
.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1712841665.7444866
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1712841674.630171, "last_update_check_revision": 20240329151455, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/gce ADDED
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.config/logs/2024.04.11/13.20.28.090352.log ADDED
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+ 2024-04-11 13:20:44,035 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-04-11 13:20:44,039 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-04-11 13:20:44,106 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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+ 2024-04-11 13:20:44,107 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2024-04-11 13:20:44,117 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-04-11 13:20:44,124 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-04-11 13:20:44,127 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-04-11 13:20:44,200 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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+ 2024-04-11 13:20:49,698 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
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368
+ 2024-04-11 13:20:49,702 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
369
+ 2024-04-11 13:20:49,842 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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409
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418
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420
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422
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424
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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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+ 2024-04-11 13:20:51,499 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
435
+
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437
+ 2024-04-11 13:20:51,502 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2024-04-11 13:20:51,635 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
+ 2024-04-11 13:20:51,635 INFO ___FILE_ONLY___ ══════════════════════════════
440
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441
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442
+
443
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444
+
445
+ 2024-04-11 13:20:51,645 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
446
+
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448
+ 2024-04-11 13:20:51,650 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
449
+ 2024-04-11 13:20:51,650 INFO ___FILE_ONLY___ ╝
450
+
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452
+
453
+ 2024-04-11 13:20:51,652 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2024-04-11 13:20:51,652 INFO ___FILE_ONLY___ ╚
456
+ 2024-04-11 13:20:51,656 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2024-04-11 13:20:51,721 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
+ 2024-04-11 13:20:51,722 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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+ 2024-04-11 13:20:51,732 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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+ 2024-04-11 13:20:51,740 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
474
+
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476
+ 2024-04-11 13:20:51,744 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
477
+ 2024-04-11 13:20:51,819 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
+ 2024-04-11 13:20:51,884 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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490
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491
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492
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494
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500
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501
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502
+ 2024-04-11 13:20:51,887 INFO ___FILE_ONLY___ ═
503
+ 2024-04-11 13:20:51,888 INFO ___FILE_ONLY___ ═
504
+ 2024-04-11 13:20:51,888 INFO ___FILE_ONLY___ ═
505
+ 2024-04-11 13:20:51,888 INFO ___FILE_ONLY___ ═
506
+ 2024-04-11 13:20:51,888 INFO ___FILE_ONLY___ ═
507
+ 2024-04-11 13:20:51,888 INFO ___FILE_ONLY___ ═
508
+ 2024-04-11 13:20:51,920 INFO ___FILE_ONLY___ ═══════════════
509
+ 2024-04-11 13:20:51,920 INFO ___FILE_ONLY___ ═══════════════
510
+ 2024-04-11 13:20:51,920 INFO ___FILE_ONLY___ ╝
511
+
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513
+
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+ 2024-04-11 13:20:51,930 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
516
+ 2024-04-11 13:20:51,930 INFO ___FILE_ONLY___ ╚
517
+ 2024-04-11 13:20:51,934 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
518
+ 2024-04-11 13:20:52,007 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
519
+ 2024-04-11 13:20:52,610 INFO ___FILE_ONLY___ ═
520
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521
+ 2024-04-11 13:20:52,616 INFO ___FILE_ONLY___ ═
522
+ 2024-04-11 13:20:52,619 INFO ___FILE_ONLY___ ═
523
+ 2024-04-11 13:20:52,622 INFO ___FILE_ONLY___ ═
524
+ 2024-04-11 13:20:52,625 INFO ___FILE_ONLY___ ═
525
+ 2024-04-11 13:20:52,628 INFO ___FILE_ONLY___ ═
526
+ 2024-04-11 13:20:52,631 INFO ___FILE_ONLY___ ═
527
+ 2024-04-11 13:20:52,634 INFO ___FILE_ONLY___ ═
528
+ 2024-04-11 13:20:52,637 INFO ___FILE_ONLY___ ═
529
+ 2024-04-11 13:20:52,640 INFO ___FILE_ONLY___ ═
530
+ 2024-04-11 13:20:52,643 INFO ___FILE_ONLY___ ═
531
+ 2024-04-11 13:20:52,646 INFO ___FILE_ONLY___ ═
532
+ 2024-04-11 13:20:52,649 INFO ___FILE_ONLY___ ═
533
+ 2024-04-11 13:20:52,652 INFO ___FILE_ONLY___ ═
534
+ 2024-04-11 13:20:52,655 INFO ___FILE_ONLY___ ═
535
+ 2024-04-11 13:20:52,658 INFO ___FILE_ONLY___ ═
536
+ 2024-04-11 13:20:52,661 INFO ___FILE_ONLY___ ═
537
+ 2024-04-11 13:20:52,664 INFO ___FILE_ONLY___ ═
538
+ 2024-04-11 13:20:52,667 INFO ___FILE_ONLY___ ═
539
+ 2024-04-11 13:20:52,670 INFO ___FILE_ONLY___ ═
540
+ 2024-04-11 13:20:52,673 INFO ___FILE_ONLY___ ═
541
+ 2024-04-11 13:20:52,675 INFO ___FILE_ONLY___ ═
542
+ 2024-04-11 13:20:52,678 INFO ___FILE_ONLY___ ═
543
+ 2024-04-11 13:20:52,681 INFO ___FILE_ONLY___ ═
544
+ 2024-04-11 13:20:52,684 INFO ___FILE_ONLY___ ═
545
+ 2024-04-11 13:20:52,687 INFO ___FILE_ONLY___ ═
546
+ 2024-04-11 13:20:52,690 INFO ___FILE_ONLY___ ═
547
+ 2024-04-11 13:20:52,693 INFO ___FILE_ONLY___ ═
548
+ 2024-04-11 13:20:52,696 INFO ___FILE_ONLY___ ═
549
+ 2024-04-11 13:20:54,752 INFO ___FILE_ONLY___ ══════════
550
+ 2024-04-11 13:20:54,757 INFO ___FILE_ONLY___ ═════════
551
+ 2024-04-11 13:20:54,782 INFO ___FILE_ONLY___ ═══════════
552
+ 2024-04-11 13:20:54,783 INFO ___FILE_ONLY___ ╝
553
+
554
+ 2024-04-11 13:20:54,805 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
555
+
556
+ 2024-04-11 13:20:54,805 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
557
+
558
+ 2024-04-11 13:20:54,805 INFO ___FILE_ONLY___ ╚
559
+ 2024-04-11 13:20:54,810 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
560
+ 2024-04-11 13:20:54,811 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2024-04-11 13:20:54,812 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2024-04-11 13:20:54,812 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2024-04-11 13:20:54,812 INFO ___FILE_ONLY___ ╚
567
+ 2024-04-11 13:20:54,816 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2024-04-11 13:20:54,954 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
+ 2024-04-11 13:20:54,954 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2024-04-11 13:20:54,955 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2024-04-11 13:20:54,955 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2024-04-11 13:20:54,964 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2024-04-11 13:20:54,964 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2024-04-11 13:20:54,964 INFO ___FILE_ONLY___ ╚
578
+ 2024-04-11 13:20:54,964 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2024-04-11 13:20:54,964 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2024-04-11 13:20:54,965 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2024-04-11 13:20:54,965 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2024-04-11 13:20:54,965 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2024-04-11 13:20:54,969 DEBUG root Updating notification cache...
585
+ 2024-04-11 13:20:54,969 INFO ___FILE_ONLY___
586
+
587
+ 2024-04-11 13:20:54,971 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2024-04-11 13:20:54,972 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
589
+ 2024-04-11 13:21:05,526 DEBUG ___FILE_ONLY___
590
+ 2024-04-11 13:21:05,526 DEBUG ___FILE_ONLY___
591
+ 2024-04-11 13:21:05,739 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2024-04-11 13:21:05,743 DEBUG root Chosen display Format:none
596
+ 2024-04-11 13:21:05,743 INFO root Display format: "none"
.config/logs/2024.04.11/13.20.55.387089.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-04-11 13:20:55,387 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-11 13:20:55,390 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-04-11 13:20:55,392 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-04-11 13:21:05,442 DEBUG root Chosen display Format:none
5
+ 2024-04-11 13:21:05,443 INFO root Display format: "none"
.config/logs/2024.04.11/13.21.06.258241.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-04-11 13:21:06,259 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-11 13:21:06,261 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-04-11 13:21:06,264 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-04-11 13:21:06,265 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-04-11 13:21:06,272 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-04-11 13:21:06,342 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214439
8
+ 2024-04-11 13:21:06,361 WARNING root Component [compute] no longer exists.
9
+ 2024-04-11 13:21:06,361 WARNING root Component [preview] no longer exists.
10
+ 2024-04-11 13:21:06,362 INFO ___FILE_ONLY___
11
+
12
+ 2024-04-11 13:21:06,363 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 471.0.0
14
+
15
+ 2024-04-11 13:21:06,363 INFO ___FILE_ONLY___ Installing components from version: 471.0.0
16
+
17
+ 2024-04-11 13:21:06,363 INFO ___FILE_ONLY___
18
+
19
+ 2024-04-11 13:21:06,363 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
+ 2024-04-11 13:21:06,364 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
+ 2024-04-11 13:21:06,365 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
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___
24
+
25
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___
27
+
28
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___
30
+
31
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___
33
+
34
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___
36
+
37
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___ │
38
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-04-11 13:21:06,401 INFO ___FILE_ONLY___
40
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ │
41
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ 2024.03.29
42
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___
43
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ │
44
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___
46
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ │
47
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___
48
+
49
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ │
50
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___
52
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ │
53
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___ 2024.03.29
54
+ 2024-04-11 13:21:06,402 INFO ___FILE_ONLY___
55
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___ │
56
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___
58
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___ │
59
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___
60
+
61
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___
63
+
64
+ 2024-04-11 13:21:06,403 INFO ___FILE_ONLY___
65
+
66
+ 2024-04-11 13:21:06,407 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-04-11 13:21:06,549 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1186568
68
+ 2024-04-11 13:21:06,673 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-04-11 13:21:06,676 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-04-11 13:21:06,676 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-04-11 13:21:06,676 INFO ___FILE_ONLY___ ╚
77
+ 2024-04-11 13:21:06,676 INFO ___FILE_ONLY___ ══════
78
+ 2024-04-11 13:21:07,357 INFO ___FILE_ONLY___ ══════
79
+ 2024-04-11 13:21:07,357 INFO ___FILE_ONLY___ ══════
80
+ 2024-04-11 13:21:07,801 INFO ___FILE_ONLY___ ═
81
+ 2024-04-11 13:21:08,052 INFO ___FILE_ONLY___ ═
82
+ 2024-04-11 13:21:08,104 INFO ___FILE_ONLY___ ═
83
+ 2024-04-11 13:21:08,153 INFO ___FILE_ONLY___ ═
84
+ 2024-04-11 13:21:08,198 INFO ___FILE_ONLY___ ═
85
+ 2024-04-11 13:21:08,240 INFO ___FILE_ONLY___ ═
86
+ 2024-04-11 13:21:08,281 INFO ___FILE_ONLY___ ═
87
+ 2024-04-11 13:21:08,325 INFO ___FILE_ONLY___ ═
88
+ 2024-04-11 13:21:08,397 INFO ___FILE_ONLY___ ═
89
+ 2024-04-11 13:21:08,514 INFO ___FILE_ONLY___ ═
90
+ 2024-04-11 13:21:08,674 INFO ___FILE_ONLY___ ═
91
+ 2024-04-11 13:21:08,761 INFO ___FILE_ONLY___ ═
92
+ 2024-04-11 13:21:08,842 INFO ___FILE_ONLY___ ═
93
+ 2024-04-11 13:21:08,923 INFO ___FILE_ONLY___ ═
94
+ 2024-04-11 13:21:08,996 INFO ___FILE_ONLY___ ═
95
+ 2024-04-11 13:21:09,158 INFO ___FILE_ONLY___ ═
96
+ 2024-04-11 13:21:09,218 INFO ___FILE_ONLY___ ═
97
+ 2024-04-11 13:21:09,279 INFO ___FILE_ONLY___ ═
98
+ 2024-04-11 13:21:09,331 INFO ___FILE_ONLY___ ═
99
+ 2024-04-11 13:21:09,391 INFO ___FILE_ONLY___ ═
100
+ 2024-04-11 13:21:09,455 INFO ___FILE_ONLY___ ═
101
+ 2024-04-11 13:21:09,507 INFO ___FILE_ONLY___ ═
102
+ 2024-04-11 13:21:09,571 INFO ___FILE_ONLY___ ═
103
+ 2024-04-11 13:21:09,636 INFO ___FILE_ONLY___ ═
104
+ 2024-04-11 13:21:09,701 INFO ___FILE_ONLY___ ═
105
+ 2024-04-11 13:21:09,757 INFO ___FILE_ONLY___ ═
106
+ 2024-04-11 13:21:09,815 INFO ___FILE_ONLY___ ═
107
+ 2024-04-11 13:21:09,892 INFO ___FILE_ONLY___ ═
108
+ 2024-04-11 13:21:09,962 INFO ___FILE_ONLY___ ═
109
+ 2024-04-11 13:21:10,030 INFO ___FILE_ONLY___ ═
110
+ 2024-04-11 13:21:10,110 INFO ___FILE_ONLY___ ═
111
+ 2024-04-11 13:21:10,193 INFO ___FILE_ONLY___ ═
112
+ 2024-04-11 13:21:10,268 INFO ___FILE_ONLY___ ═
113
+ 2024-04-11 13:21:10,356 INFO ___FILE_ONLY___ ═
114
+ 2024-04-11 13:21:10,436 INFO ___FILE_ONLY___ ═
115
+ 2024-04-11 13:21:10,506 INFO ___FILE_ONLY___ ═
116
+ 2024-04-11 13:21:10,574 INFO ___FILE_ONLY___ ═
117
+ 2024-04-11 13:21:10,691 INFO ___FILE_ONLY___ ═
118
+ 2024-04-11 13:21:10,753 INFO ___FILE_ONLY___ ═
119
+ 2024-04-11 13:21:10,825 INFO ___FILE_ONLY___ ═
120
+ 2024-04-11 13:21:10,880 INFO ___FILE_ONLY___ ═
121
+ 2024-04-11 13:21:10,949 INFO ___FILE_ONLY___ ═
122
+ 2024-04-11 13:21:10,950 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-04-11 13:21:14,346 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-04-11 13:21:14,346 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-04-11 13:21:14,346 INFO ___FILE_ONLY___ ╚
129
+ 2024-04-11 13:21:14,350 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-04-11 13:21:14,476 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
+ 2024-04-11 13:21:14,477 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-04-11 13:21:14,478 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-04-11 13:21:14,478 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-04-11 13:21:14,487 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-04-11 13:21:14,487 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-04-11 13:21:14,487 INFO ___FILE_ONLY___ ╚
140
+ 2024-04-11 13:21:14,491 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-04-11 13:21:14,556 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
+ 2024-04-11 13:21:14,557 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-04-11 13:21:14,558 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-04-11 13:21:14,558 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-04-11 13:21:14,568 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-04-11 13:21:14,624 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-04-11 13:21:14,624 INFO ___FILE_ONLY___ ╚
151
+ 2024-04-11 13:21:14,624 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-04-11 13:21:14,625 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-04-11 13:21:14,625 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-04-11 13:21:14,625 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-04-11 13:21:14,625 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-04-11 13:21:14,630 DEBUG root Updating notification cache...
158
+ 2024-04-11 13:21:14,631 INFO ___FILE_ONLY___
159
+
160
+ 2024-04-11 13:21:14,633 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-04-11 13:21:14,634 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-04-11 13:21:25,234 DEBUG ___FILE_ONLY___
163
+ 2024-04-11 13:21:25,234 DEBUG ___FILE_ONLY___
164
+ 2024-04-11 13:21:25,401 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-04-11 13:21:25,404 DEBUG root Chosen display Format:none
169
+ 2024-04-11 13:21:25,405 INFO root Display format: "none"
.config/logs/2024.04.11/13.21.15.072579.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-04-11 13:21:15,073 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-11 13:21:15,075 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-04-11 13:21:15,077 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-04-11 13:21:25,156 DEBUG root Chosen display Format:none
5
+ 2024-04-11 13:21:25,157 INFO root Display format: "none"
.config/logs/2024.04.11/13.21.25.919190.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-04-11 13:21:25,921 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-04-11 13:21:26,034 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-04-11 13:21:26,037 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-04-11 13:21:26,038 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-04-11 13:21:26,039 DEBUG root Chosen display Format:default
7
+ 2024-04-11 13:21:26,040 INFO root Display format: "default"
8
+ 2024-04-11 13:21:26,041 DEBUG root SDK update checks are disabled.
.config/logs/2024.04.11/13.21.26.545746.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-04-11 13:21:26,547 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-04-11 13:21:26,658 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-04-11 13:21:26,663 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-04-11 13:21:26,665 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-04-11 13:21:26,666 DEBUG root Chosen display Format:default
7
+ 2024-04-11 13:21:26,666 INFO root Display format: "default"
8
+ 2024-04-11 13:21:26,667 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
 
 
 
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
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Lecture Summaries
3
- emoji: 🌖
4
- colorFrom: gray
5
- colorTo: purple
6
  sdk: gradio
7
  sdk_version: 4.26.0
8
- app_file: app.py
9
- pinned: false
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: lecture-summaries
3
+ app_file: gradio_nlp_group_project.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.26.0
 
 
6
  ---
 
 
gradio_nlp_group_project.py ADDED
@@ -0,0 +1,116 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # -*- coding: utf-8 -*-
2
+ """Gradio NLP Group Project.ipynb
3
+
4
+ Automatically generated by Colab.
5
+
6
+ Original file is located at
7
+ https://colab.research.google.com/drive/1hDGMwj7G7avlxrqmXe6SIN9LjLRRsuqE
8
+ """
9
+
10
+ import gradio as gr
11
+ from youtube_transcript_api import YouTubeTranscriptApi
12
+ from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, MarianMTModel, MarianTokenizer, AutoModelForSequenceClassification
13
+ import torch
14
+
15
+ class TextProcessor:
16
+ def __init__(self, text):
17
+ self.text = text
18
+
19
+ def summarize_text(self, text):
20
+ tokenizer = AutoTokenizer.from_pretrained('cranonieu2021/pegasus-on-lectures')
21
+ model = AutoModelForSeq2SeqLM.from_pretrained("cranonieu2021/pegasus-on-lectures")
22
+ inputs = tokenizer(text, max_length=1024, return_tensors="pt", truncation=True)
23
+ summary_ids = model.generate(inputs.input_ids, max_length=150, min_length=40, length_penalty=2.0, num_beams=4, early_stopping=True)
24
+ summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
25
+ return summary
26
+
27
+ def translate_text(self, text):
28
+ model_name = "sfarjebespalaia/enestranslatorforsummaries"
29
+ tokenizer = MarianTokenizer.from_pretrained(model_name)
30
+ model = MarianMTModel.from_pretrained(model_name)
31
+ src_text = [text]
32
+ tokenized_text = tokenizer.prepare_seq2seq_batch(src_text, return_tensors="pt")
33
+ translated = model.generate(**tokenized_text)
34
+ translated_text = tokenizer.decode(translated[0], skip_special_tokens=True)
35
+ return translated_text
36
+
37
+ def classify_text(self, text):
38
+ model_name = "gserafico/roberta-base-finetuned-classifier-roberta1"
39
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
40
+ model = AutoModelForSequenceClassification.from_pretrained(model_name)
41
+ inputs = tokenizer(text, return_tensors="pt", truncation=True, padding=True)
42
+ with torch.no_grad():
43
+ outputs = model(**inputs)
44
+ predicted_class_idx = torch.argmax(outputs.logits, dim=1).item()
45
+ labels = {
46
+ 0: 'Social Sciences',
47
+ 1: 'Arts',
48
+ 2: 'Natural Sciences',
49
+ 3: 'Business and Law',
50
+ 4: 'Engineering and Technology'
51
+ }
52
+ return labels[predicted_class_idx]
53
+
54
+ def get_transcript(video_id):
55
+
56
+ transcripts = YouTubeTranscriptApi.list_transcripts(video_id)
57
+
58
+ available_languages = []
59
+
60
+ for transcript in transcripts:
61
+ language_details = {
62
+ 'Language': transcript.language,
63
+ 'Language Code': transcript.language_code,
64
+ 'Is Generated': transcript.is_generated,
65
+ 'Is Translatable': transcript.is_translatable
66
+ }
67
+
68
+ available_languages.append(language_details)
69
+
70
+ available_languages = [transcript['Language Code'] for transcript in available_languages if transcript['Language Code'] in ['en']]
71
+
72
+ if 'en' in available_languages:
73
+ transcript_list = YouTubeTranscriptApi.get_transcript(video_id, languages=['en'])
74
+ transcript_text = ' '.join([i['text'] for i in transcript_list])
75
+
76
+ return transcript_text, 'en'
77
+ else:
78
+ return 'Transcript in unsupported language.'
79
+
80
+ def process_text(video_id):
81
+ transcript, language = get_transcript(video_id)
82
+ if "The following languages were not available" in transcript:
83
+ return {"Error": transcript, "Language Detected": "None"}
84
+ processor = TextProcessor(transcript)
85
+
86
+ results = {"Language Detected": language} # Include language in the output for debugging
87
+
88
+ if language == 'en':
89
+ summarized_text = processor.summarize_text(transcript)
90
+ translated_text = processor.translate_text(summarized_text)
91
+ classification_result = processor.classify_text(summarized_text)
92
+ results.update({
93
+ 'Summarized Text': summarized_text,
94
+ 'Translated Text': translated_text,
95
+ 'Classification Result': classification_result
96
+ })
97
+ else:
98
+ results.update({'Error': 'Unsupported language'})
99
+
100
+ return results
101
+
102
+ iface = gr.Interface(
103
+ fn=process_text,
104
+ inputs=[gr.Textbox(label="YouTube Video ID")],
105
+ outputs=[gr.JSON(label="Results")],
106
+ title="Text Processing App with YouTube Transcript",
107
+ description="This app allows you to fetch, summarize, translate, and classify YouTube video transcripts based on their language. Currently, English to Spanish Translation is currently supported."
108
+
109
+ )
110
+
111
+ def main():
112
+
113
+ iface.launch()
114
+
115
+ if __name__ == '__main__':
116
+ main()
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ youtube_transcript_api
2
+ gradio
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).
sample_data/anscombe.json ADDED
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+ {"Series":"I", "X":10.0, "Y":8.04},
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+ {"Series":"I", "X":8.0, "Y":6.95},
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+ {"Series":"I", "X":6.0, "Y":7.24},
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+ {"Series":"I", "X":4.0, "Y":4.26},
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+ {"Series":"I", "X":12.0, "Y":10.84},
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+ {"Series":"I", "X":7.0, "Y":4.81},
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+ {"Series":"I", "X":5.0, "Y":5.68},
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+
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+ {"Series":"II", "X":13.0, "Y":8.74},
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+ {"Series":"II", "X":9.0, "Y":8.77},
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+ {"Series":"II", "X":11.0, "Y":9.26},
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+ {"Series":"II", "X":14.0, "Y":8.10},
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+ {"Series":"II", "X":6.0, "Y":6.13},
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+ {"Series":"II", "X":4.0, "Y":3.10},
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+ {"Series":"II", "X":7.0, "Y":7.26},
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+ {"Series":"II", "X":5.0, "Y":4.74},
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+
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+ {"Series":"III", "X":10.0, "Y":7.46},
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+ {"Series":"III", "X":8.0, "Y":6.77},
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+ {"Series":"III", "X":13.0, "Y":12.74},
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+ {"Series":"III", "X":9.0, "Y":7.11},
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+ {"Series":"III", "X":11.0, "Y":7.81},
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+ {"Series":"III", "X":14.0, "Y":8.84},
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+ {"Series":"III", "X":6.0, "Y":6.08},
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+ {"Series":"III", "X":4.0, "Y":5.39},
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+ {"Series":"III", "X":12.0, "Y":8.15},
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+ {"Series":"III", "X":7.0, "Y":6.42},
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+ {"Series":"III", "X":5.0, "Y":5.73},
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+
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+ {"Series":"IV", "X":8.0, "Y":6.58},
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+ {"Series":"IV", "X":8.0, "Y":5.76},
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+ {"Series":"IV", "X":8.0, "Y":7.71},
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+ {"Series":"IV", "X":8.0, "Y":8.84},
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+ {"Series":"IV", "X":8.0, "Y":8.47},
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+ {"Series":"IV", "X":8.0, "Y":7.04},
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+ {"Series":"IV", "X":8.0, "Y":5.25},
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+ {"Series":"IV", "X":19.0, "Y":12.50},
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+ {"Series":"IV", "X":8.0, "Y":5.56},
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+ {"Series":"IV", "X":8.0, "Y":7.91},
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+ {"Series":"IV", "X":8.0, "Y":6.89}
49
+ ]
sample_data/california_housing_test.csv ADDED
The diff for this file is too large to render. See raw diff
 
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