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mBERT-base-offensive

Text Classification
Transformers
TensorBoard
Safetensors
bert
Generated from Trainer
Model card Files
xet
Metrics Community
JFrediani commited on
Commit
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1 Parent(s): 38d2c29

BERT-B-offensive

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Files changed (30) hide show
  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/2024.07.18/13.21.24.671839.log +764 -0
  10. .config/logs/2024.07.18/13.21.45.663105.log +5 -0
  11. .config/logs/2024.07.18/13.21.55.271500.log +123 -0
  12. .config/logs/2024.07.18/13.21.56.262363.log +5 -0
  13. .config/logs/2024.07.18/13.22.05.869478.log +8 -0
  14. .config/logs/2024.07.18/13.22.06.455424.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +77 -0
  17. config.json +33 -0
  18. model.safetensors +3 -0
  19. runs/Jul20_19-12-56_85df0c1db32e/events.out.tfevents.1721502777.85df0c1db32e.2808.0 +3 -0
  20. runs/Jul20_19-12-56_85df0c1db32e/events.out.tfevents.1721515789.85df0c1db32e.2808.1 +3 -0
  21. sample_data/README.md +19 -0
  22. sample_data/anscombe.json +49 -0
  23. sample_data/california_housing_test.csv +0 -0
  24. sample_data/california_housing_train.csv +0 -0
  25. sample_data/mnist_test.csv +3 -0
  26. sample_data/mnist_train_small.csv +3 -0
  27. special_tokens_map.json +7 -0
  28. tokenizer_config.json +57 -0
  29. training_args.bin +3 -0
  30. vocab.txt +0 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ last_prompt_time: 1721308914.7515485
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+ {"last_update_check_time": 1721308915.8284829, "last_update_check_revision": 20240712142834, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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.config/configurations/config_default ADDED
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481
+ 2024-07-18 13:21:38,530 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
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540
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542
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543
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544
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545
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546
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547
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548
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549
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550
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551
+
552
+ 2024-07-18 13:21:38,813 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-07-18 13:21:38,813 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-07-18 13:21:38,813 INFO ___FILE_ONLY___ ╚
557
+ 2024-07-18 13:21:38,814 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-07-18 13:21:38,814 INFO ___FILE_ONLY___ ╝
559
+
560
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561
+
562
+ 2024-07-18 13:21:38,820 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-07-18 13:21:38,820 INFO ___FILE_ONLY___ ╚
565
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566
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568
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569
+
570
+ 2024-07-18 13:21:38,826 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
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577
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578
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580
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617
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619
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620
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621
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622
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623
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624
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625
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626
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627
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628
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629
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630
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632
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633
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634
+
635
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636
+
637
+ 2024-07-18 13:21:43,643 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
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639
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640
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682
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684
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686
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689
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690
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691
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692
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693
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694
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695
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696
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697
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698
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699
+ 2024-07-18 13:21:45,100 INFO ___FILE_ONLY___ ═
700
+ 2024-07-18 13:21:45,100 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-07-18 13:21:45,152 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-07-18 13:21:45,152 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-07-18 13:21:45,152 INFO ___FILE_ONLY___ ╚
707
+ 2024-07-18 13:21:45,153 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-07-18 13:21:45,153 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-07-18 13:21:45,159 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-07-18 13:21:45,159 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-07-18 13:21:45,159 INFO ___FILE_ONLY___ ╚
715
+ 2024-07-18 13:21:45,164 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-07-18 13:21:45,164 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-07-18 13:21:45,166 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-07-18 13:21:45,166 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-07-18 13:21:45,166 INFO ___FILE_ONLY___ ╚
723
+ 2024-07-18 13:21:45,167 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-07-18 13:21:45,167 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-07-18 13:21:45,167 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-07-18 13:21:45,173 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-07-18 13:21:45,174 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-07-18 13:21:45,174 INFO ___FILE_ONLY___ ╚
732
+ 2024-07-18 13:21:45,178 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-07-18 13:21:45,178 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-07-18 13:21:45,180 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-07-18 13:21:45,180 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-07-18 13:21:45,180 INFO ___FILE_ONLY___ ╚
740
+ 2024-07-18 13:21:45,215 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-07-18 13:21:45,216 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-07-18 13:21:45,216 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-07-18 13:21:45,222 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-07-18 13:21:45,223 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-07-18 13:21:45,223 INFO ___FILE_ONLY___ ╚
749
+ 2024-07-18 13:21:45,223 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-07-18 13:21:45,223 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-07-18 13:21:45,230 DEBUG root Updating notification cache...
753
+ 2024-07-18 13:21:45,231 INFO ___FILE_ONLY___
754
+
755
+ 2024-07-18 13:21:45,233 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-07-18 13:21:45,233 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-07-18 13:21:54,663 DEBUG ___FILE_ONLY___
758
+ 2024-07-18 13:21:54,663 DEBUG ___FILE_ONLY___
759
+ 2024-07-18 13:21:54,747 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-07-18 13:21:54,750 DEBUG root Chosen display Format:none
764
+ 2024-07-18 13:21:54,750 INFO root Display format: "none"
.config/logs/2024.07.18/13.21.45.663105.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-07-18 13:21:45,663 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-07-18 13:21:45,666 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-07-18 13:21:45,668 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-07-18 13:21:54,584 DEBUG root Chosen display Format:none
5
+ 2024-07-18 13:21:54,584 INFO root Display format: "none"
.config/logs/2024.07.18/13.21.55.271500.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-07-18 13:21:55,272 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-07-18 13:21:55,274 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-07-18 13:21:55,277 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-07-18 13:21:55,278 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-07-18 13:21:55,287 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-07-18 13:21:55,361 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 223375
8
+ 2024-07-18 13:21:55,378 WARNING root Component [preview] no longer exists.
9
+ 2024-07-18 13:21:55,379 WARNING root Component [compute] no longer exists.
10
+ 2024-07-18 13:21:55,380 INFO ___FILE_ONLY___
11
+
12
+ 2024-07-18 13:21:55,380 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 484.0.0
14
+
15
+ 2024-07-18 13:21:55,380 INFO ___FILE_ONLY___ Installing components from version: 484.0.0
16
+
17
+ 2024-07-18 13:21:55,380 INFO ___FILE_ONLY___
18
+
19
+ 2024-07-18 13:21:55,380 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
+ 2024-07-18 13:21:55,381 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
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README.md ADDED
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1
+ ---
2
+ license: mit
3
+ base_model: neuralmind/bert-large-portuguese-cased
4
+ tags:
5
+ - generated_from_trainer
6
+ metrics:
7
+ - accuracy
8
+ - recall
9
+ - precision
10
+ model-index:
11
+ - name: content
12
+ results: []
13
+ ---
14
+
15
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
16
+ should probably proofread and complete it, then remove this comment. -->
17
+
18
+ # content
19
+
20
+ This model is a fine-tuned version of [neuralmind/bert-large-portuguese-cased](https://huggingface.co/neuralmind/bert-large-portuguese-cased) on an unknown dataset.
21
+ It achieves the following results on the evaluation set:
22
+ - Loss: 0.4388
23
+ - Accuracy: 0.7873
24
+ - F1-score: 0.7774
25
+ - Recall: 0.8203
26
+ - Precision: 0.7388
27
+
28
+ ## Model description
29
+
30
+ More information needed
31
+
32
+ ## Intended uses & limitations
33
+
34
+ More information needed
35
+
36
+ ## Training and evaluation data
37
+
38
+ More information needed
39
+
40
+ ## Training procedure
41
+
42
+ ### Training hyperparameters
43
+
44
+ The following hyperparameters were used during training:
45
+ - learning_rate: 2.5e-05
46
+ - train_batch_size: 16
47
+ - eval_batch_size: 16
48
+ - seed: 42
49
+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
50
+ - lr_scheduler_type: linear
51
+ - num_epochs: 5
52
+
53
+ ### Training results
54
+
55
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1-score | Recall | Precision |
56
+ |:-------------:|:------:|:----:|:---------------:|:--------:|:--------:|:------:|:---------:|
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+ | 0.4937 | 0.3814 | 500 | 0.4581 | 0.7828 | 0.7866 | 0.9067 | 0.6946 |
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+ | 0.4662 | 0.7628 | 1000 | 0.4117 | 0.7965 | 0.7937 | 0.8866 | 0.7185 |
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+ | 0.4121 | 1.1442 | 1500 | 0.4316 | 0.7765 | 0.7169 | 0.6410 | 0.8133 |
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+ | 0.3436 | 1.5256 | 2000 | 0.4185 | 0.8065 | 0.7894 | 0.8211 | 0.7600 |
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+ | 0.3486 | 1.9069 | 2500 | 0.4278 | 0.8085 | 0.8073 | 0.9080 | 0.7267 |
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+ | 0.2718 | 2.2883 | 3000 | 0.4940 | 0.7896 | 0.7569 | 0.7414 | 0.7730 |
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+ | 0.2437 | 2.6697 | 3500 | 0.5886 | 0.7885 | 0.7757 | 0.8283 | 0.7295 |
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+ | 0.2367 | 3.0511 | 4000 | 0.7838 | 0.7848 | 0.7690 | 0.8114 | 0.7309 |
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+ | 0.1619 | 3.4325 | 4500 | 0.7511 | 0.7842 | 0.7593 | 0.7706 | 0.7483 |
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+ | 0.1608 | 3.8139 | 5000 | 0.7884 | 0.7813 | 0.7621 | 0.7933 | 0.7334 |
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+ | 0.1168 | 4.1953 | 5500 | 1.0872 | 0.7828 | 0.7580 | 0.7706 | 0.7459 |
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+ | 0.1025 | 4.5767 | 6000 | 1.1037 | 0.7822 | 0.7659 | 0.8069 | 0.7289 |
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+ | 0.1048 | 4.9580 | 6500 | 1.1195 | 0.7842 | 0.7663 | 0.8010 | 0.7344 |
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+
71
+
72
+ ### Framework versions
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+
74
+ - Transformers 4.42.4
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+ - Pytorch 2.3.1+cu121
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+ - Datasets 2.20.0
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+ - Tokenizers 0.19.1
config.json ADDED
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+ ],
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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
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+
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+ * `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/
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+
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+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
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+
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+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
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+ 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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