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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/2024.04.01/13.22.40.993769.log +596 -0
  10. .config/logs/2024.04.01/13.23.10.263947.log +5 -0
  11. .config/logs/2024.04.01/13.23.21.682992.log +169 -0
  12. .config/logs/2024.04.01/13.23.31.484644.log +5 -0
  13. .config/logs/2024.04.01/13.23.43.601573.log +8 -0
  14. .config/logs/2024.04.01/13.23.44.437080.log +8 -0
  15. .gitattributes +2 -0
  16. Personalized_investment_portfolio_file.py +244 -0
  17. README.md +2 -8
  18. sample_data/README.md +19 -0
  19. sample_data/anscombe.json +49 -0
  20. sample_data/california_housing_test.csv +0 -0
  21. sample_data/california_housing_train.csv +0 -0
  22. sample_data/mnist_test.csv +3 -0
  23. 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: 1711977800.872756
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1711977810.8112233, "last_update_check_revision": 20240322135349, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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.config/default_configs.db ADDED
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.config/gce ADDED
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+ 2024-04-01 13:22:57,360 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-04-01 13:22:57,501 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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+ 2024-04-01 13:22:57,513 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-04-01 13:22:57,517 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-04-01 13:22:57,663 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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+ 2024-04-01 13:23:03,687 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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369
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370
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433
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435
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437
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438
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439
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440
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441
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444
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446
+
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448
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449
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454
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456
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457
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458
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459
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460
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461
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+ 2024-04-01 13:23:06,043 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
469
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501
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+
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+ 2024-04-01 13:23:06,323 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
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510
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511
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515
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+ 2024-04-01 13:23:06,339 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
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+ 2024-04-01 13:23:06,339 INFO ___FILE_ONLY___ ╚
525
+ 2024-04-01 13:23:06,343 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
526
+ 2024-04-01 13:23:06,420 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
+ 2024-04-01 13:23:06,973 INFO ___FILE_ONLY___ ═
528
+ 2024-04-01 13:23:06,976 INFO ___FILE_ONLY___ ═
529
+ 2024-04-01 13:23:06,979 INFO ___FILE_ONLY___ ═
530
+ 2024-04-01 13:23:06,982 INFO ___FILE_ONLY___ ═
531
+ 2024-04-01 13:23:06,985 INFO ___FILE_ONLY___ ═
532
+ 2024-04-01 13:23:06,989 INFO ___FILE_ONLY___ ═
533
+ 2024-04-01 13:23:06,992 INFO ___FILE_ONLY___ ═
534
+ 2024-04-01 13:23:06,995 INFO ___FILE_ONLY___ ═
535
+ 2024-04-01 13:23:06,998 INFO ___FILE_ONLY___ ═
536
+ 2024-04-01 13:23:07,001 INFO ___FILE_ONLY___ ═
537
+ 2024-04-01 13:23:07,004 INFO ___FILE_ONLY___ ═
538
+ 2024-04-01 13:23:07,007 INFO ___FILE_ONLY___ ═
539
+ 2024-04-01 13:23:07,011 INFO ___FILE_ONLY___ ═
540
+ 2024-04-01 13:23:07,014 INFO ___FILE_ONLY___ ═
541
+ 2024-04-01 13:23:07,017 INFO ___FILE_ONLY___ ═
542
+ 2024-04-01 13:23:07,020 INFO ___FILE_ONLY___ ═
543
+ 2024-04-01 13:23:07,023 INFO ___FILE_ONLY___ ═
544
+ 2024-04-01 13:23:07,026 INFO ___FILE_ONLY___ ═
545
+ 2024-04-01 13:23:07,030 INFO ___FILE_ONLY___ ═
546
+ 2024-04-01 13:23:07,033 INFO ___FILE_ONLY___ ═
547
+ 2024-04-01 13:23:07,036 INFO ___FILE_ONLY___ ═
548
+ 2024-04-01 13:23:07,039 INFO ___FILE_ONLY___ ═
549
+ 2024-04-01 13:23:07,042 INFO ___FILE_ONLY___ ═
550
+ 2024-04-01 13:23:07,045 INFO ___FILE_ONLY___ ═
551
+ 2024-04-01 13:23:07,049 INFO ___FILE_ONLY___ ═
552
+ 2024-04-01 13:23:07,052 INFO ___FILE_ONLY___ ═
553
+ 2024-04-01 13:23:07,055 INFO ___FILE_ONLY___ ═
554
+ 2024-04-01 13:23:07,058 INFO ___FILE_ONLY___ ═
555
+ 2024-04-01 13:23:07,061 INFO ___FILE_ONLY___ ═
556
+ 2024-04-01 13:23:07,065 INFO ___FILE_ONLY___ ═
557
+ 2024-04-01 13:23:09,377 INFO ___FILE_ONLY___ ══════════
558
+ 2024-04-01 13:23:09,383 INFO ___FILE_ONLY___ ═════════
559
+ 2024-04-01 13:23:09,412 INFO ___FILE_ONLY___ ═══════════
560
+ 2024-04-01 13:23:09,412 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2024-04-01 13:23:09,435 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2024-04-01 13:23:09,436 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2024-04-01 13:23:09,436 INFO ___FILE_ONLY___ ╚
567
+ 2024-04-01 13:23:09,440 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2024-04-01 13:23:09,580 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
+ 2024-04-01 13:23:09,581 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2024-04-01 13:23:09,581 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2024-04-01 13:23:09,581 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2024-04-01 13:23:09,591 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2024-04-01 13:23:09,591 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2024-04-01 13:23:09,592 INFO ___FILE_ONLY___ ╚
578
+ 2024-04-01 13:23:09,592 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2024-04-01 13:23:09,592 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2024-04-01 13:23:09,592 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2024-04-01 13:23:09,592 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2024-04-01 13:23:09,592 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2024-04-01 13:23:09,596 DEBUG root Updating notification cache...
585
+ 2024-04-01 13:23:09,597 INFO ___FILE_ONLY___
586
+
587
+ 2024-04-01 13:23:09,599 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2024-04-01 13:23:09,600 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
589
+ 2024-04-01 13:23:20,853 DEBUG ___FILE_ONLY___
590
+ 2024-04-01 13:23:20,853 DEBUG ___FILE_ONLY___
591
+ 2024-04-01 13:23:20,867 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2024-04-01 13:23:20,871 DEBUG root Chosen display Format:none
596
+ 2024-04-01 13:23:20,871 INFO root Display format: "none"
.config/logs/2024.04.01/13.23.10.263947.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-04-01 13:23:10,264 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-01 13:23:10,267 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-04-01 13:23:10,269 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-04-01 13:23:20,703 DEBUG root Chosen display Format:none
5
+ 2024-04-01 13:23:20,703 INFO root Display format: "none"
.config/logs/2024.04.01/13.23.21.682992.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-04-01 13:23:21,684 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-01 13:23:21,686 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-04-01 13:23:21,689 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-04-01 13:23:21,690 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-04-01 13:23:21,696 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-04-01 13:23:21,771 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214444
8
+ 2024-04-01 13:23:21,794 WARNING root Component [compute] no longer exists.
9
+ 2024-04-01 13:23:21,795 WARNING root Component [preview] no longer exists.
10
+ 2024-04-01 13:23:21,796 INFO ___FILE_ONLY___
11
+
12
+ 2024-04-01 13:23:21,796 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 470.0.0
14
+
15
+ 2024-04-01 13:23:21,796 INFO ___FILE_ONLY___ Installing components from version: 470.0.0
16
+
17
+ 2024-04-01 13:23:21,797 INFO ___FILE_ONLY___
18
+
19
+ 2024-04-01 13:23:21,797 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
+ 2024-04-01 13:23:21,798 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
+ 2024-04-01 13:23:21,798 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
+ 2024-04-01 13:23:21,800 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-04-01 13:23:21,800 INFO ___FILE_ONLY___
24
+
25
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___
27
+
28
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___
30
+
31
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___
33
+
34
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___
36
+
37
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ │
38
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___
40
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ │
41
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___ 2024.03.22
42
+ 2024-04-01 13:23:21,801 INFO ___FILE_ONLY___
43
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ │
44
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___
46
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ │
47
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___
48
+
49
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ │
50
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___
52
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ │
53
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ 2024.03.22
54
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___
55
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ │
56
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-04-01 13:23:21,802 INFO ___FILE_ONLY___
58
+ 2024-04-01 13:23:21,803 INFO ___FILE_ONLY___ │
59
+ 2024-04-01 13:23:21,803 INFO ___FILE_ONLY___
60
+
61
+ 2024-04-01 13:23:21,803 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-04-01 13:23:21,803 INFO ___FILE_ONLY___
63
+
64
+ 2024-04-01 13:23:21,803 INFO ___FILE_ONLY___
65
+
66
+ 2024-04-01 13:23:21,807 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-04-01 13:23:21,961 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1179592
68
+ 2024-04-01 13:23:22,086 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-04-01 13:23:22,088 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-04-01 13:23:22,088 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-04-01 13:23:22,088 INFO ___FILE_ONLY___ ╚
77
+ 2024-04-01 13:23:22,089 INFO ___FILE_ONLY___ ══════
78
+ 2024-04-01 13:23:22,896 INFO ___FILE_ONLY___ ══════
79
+ 2024-04-01 13:23:22,896 INFO ___FILE_ONLY___ ══════
80
+ 2024-04-01 13:23:23,379 INFO ___FILE_ONLY___ ═
81
+ 2024-04-01 13:23:23,647 INFO ___FILE_ONLY___ ═
82
+ 2024-04-01 13:23:23,705 INFO ___FILE_ONLY___ ═
83
+ 2024-04-01 13:23:23,759 INFO ___FILE_ONLY___ ═
84
+ 2024-04-01 13:23:23,807 INFO ___FILE_ONLY___ ═
85
+ 2024-04-01 13:23:23,851 INFO ___FILE_ONLY___ ═
86
+ 2024-04-01 13:23:23,896 INFO ___FILE_ONLY___ ═
87
+ 2024-04-01 13:23:23,945 INFO ___FILE_ONLY___ ═
88
+ 2024-04-01 13:23:24,025 INFO ___FILE_ONLY___ ═
89
+ 2024-04-01 13:23:24,154 INFO ___FILE_ONLY___ ═
90
+ 2024-04-01 13:23:24,326 INFO ___FILE_ONLY___ ═
91
+ 2024-04-01 13:23:24,419 INFO ___FILE_ONLY___ ═
92
+ 2024-04-01 13:23:24,510 INFO ___FILE_ONLY___ ═
93
+ 2024-04-01 13:23:24,598 INFO ___FILE_ONLY___ ═
94
+ 2024-04-01 13:23:24,677 INFO ___FILE_ONLY___ ═
95
+ 2024-04-01 13:23:24,746 INFO ___FILE_ONLY___ ═
96
+ 2024-04-01 13:23:24,912 INFO ___FILE_ONLY___ ═
97
+ 2024-04-01 13:23:24,978 INFO ___FILE_ONLY___ ═
98
+ 2024-04-01 13:23:25,034 INFO ___FILE_ONLY___ ═
99
+ 2024-04-01 13:23:25,099 INFO ___FILE_ONLY___ ═
100
+ 2024-04-01 13:23:25,170 INFO ___FILE_ONLY___ ═
101
+ 2024-04-01 13:23:25,225 INFO ___FILE_ONLY___ ═
102
+ 2024-04-01 13:23:25,294 INFO ___FILE_ONLY___ ═
103
+ 2024-04-01 13:23:25,366 INFO ___FILE_ONLY___ ═
104
+ 2024-04-01 13:23:25,436 INFO ___FILE_ONLY___ ═
105
+ 2024-04-01 13:23:25,499 INFO ___FILE_ONLY___ ═
106
+ 2024-04-01 13:23:25,561 INFO ___FILE_ONLY___ ═
107
+ 2024-04-01 13:23:25,645 INFO ___FILE_ONLY___ ═
108
+ 2024-04-01 13:23:25,716 INFO ___FILE_ONLY___ ═
109
+ 2024-04-01 13:23:25,784 INFO ___FILE_ONLY___ ═
110
+ 2024-04-01 13:23:25,869 INFO ___FILE_ONLY___ ═
111
+ 2024-04-01 13:23:25,961 INFO ___FILE_ONLY___ ═
112
+ 2024-04-01 13:23:26,040 INFO ___FILE_ONLY___ ═
113
+ 2024-04-01 13:23:26,134 INFO ___FILE_ONLY___ ═
114
+ 2024-04-01 13:23:26,216 INFO ___FILE_ONLY___ ═
115
+ 2024-04-01 13:23:26,292 INFO ___FILE_ONLY___ ═
116
+ 2024-04-01 13:23:26,361 INFO ___FILE_ONLY___ ═
117
+ 2024-04-01 13:23:26,462 INFO ___FILE_ONLY___ ═
118
+ 2024-04-01 13:23:26,574 INFO ___FILE_ONLY___ ═
119
+ 2024-04-01 13:23:26,656 INFO ___FILE_ONLY___ ═
120
+ 2024-04-01 13:23:26,718 INFO ___FILE_ONLY___ ═
121
+ 2024-04-01 13:23:26,785 INFO ___FILE_ONLY___ ═
122
+ 2024-04-01 13:23:26,785 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-04-01 13:23:30,552 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-04-01 13:23:30,552 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-04-01 13:23:30,552 INFO ___FILE_ONLY___ ╚
129
+ 2024-04-01 13:23:30,556 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-04-01 13:23:30,702 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240322135349.tar.gz HTTP/1.1" 200 800
131
+ 2024-04-01 13:23:30,703 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-04-01 13:23:30,705 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-04-01 13:23:30,705 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-04-01 13:23:30,714 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-04-01 13:23:30,714 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-04-01 13:23:30,714 INFO ___FILE_ONLY___ ╚
140
+ 2024-04-01 13:23:30,718 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-04-01 13:23:30,792 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240322135349.tar.gz HTTP/1.1" 200 797
142
+ 2024-04-01 13:23:30,793 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-04-01 13:23:30,794 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-04-01 13:23:30,794 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-04-01 13:23:30,805 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-04-01 13:23:30,805 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-04-01 13:23:30,805 INFO ___FILE_ONLY___ ╚
151
+ 2024-04-01 13:23:30,806 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-04-01 13:23:30,806 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-04-01 13:23:30,806 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-04-01 13:23:30,806 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-04-01 13:23:30,806 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-04-01 13:23:30,811 DEBUG root Updating notification cache...
158
+ 2024-04-01 13:23:30,811 INFO ___FILE_ONLY___
159
+
160
+ 2024-04-01 13:23:30,813 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-04-01 13:23:30,814 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-04-01 13:23:42,665 DEBUG ___FILE_ONLY___
163
+ 2024-04-01 13:23:42,665 DEBUG ___FILE_ONLY___
164
+ 2024-04-01 13:23:42,832 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-04-01 13:23:42,835 DEBUG root Chosen display Format:none
169
+ 2024-04-01 13:23:42,836 INFO root Display format: "none"
.config/logs/2024.04.01/13.23.31.484644.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-04-01 13:23:31,485 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-04-01 13:23:31,487 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-04-01 13:23:31,490 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-04-01 13:23:42,533 DEBUG root Chosen display Format:none
5
+ 2024-04-01 13:23:42,534 INFO root Display format: "none"
.config/logs/2024.04.01/13.23.43.601573.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-04-01 13:23:43,603 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-04-01 13:23:43,634 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-04-01 13:23:43,636 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-04-01 13:23:43,637 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-04-01 13:23:43,638 DEBUG root Chosen display Format:default
7
+ 2024-04-01 13:23:43,639 INFO root Display format: "default"
8
+ 2024-04-01 13:23:43,639 DEBUG root SDK update checks are disabled.
.config/logs/2024.04.01/13.23.44.437080.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-04-01 13:23:44,439 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-04-01 13:23:44,472 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-04-01 13:23:44,475 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-04-01 13:23:44,476 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-04-01 13:23:44,477 DEBUG root Chosen display Format:default
7
+ 2024-04-01 13:23:44,478 INFO root Display format: "default"
8
+ 2024-04-01 13:23:44,478 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
Personalized_investment_portfolio_file.py ADDED
@@ -0,0 +1,244 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ from IPython.display import HTML
3
+ import gradio as gr
4
+ import yfinance as yf # Import yfinance for downloading data
5
+ import numpy as np
6
+ import pandas as pd
7
+ from datetime import datetime, timedelta
8
+ from numpy.linalg import inv
9
+ import pathlib
10
+ import matplotlib.pyplot as plt
11
+
12
+ def plot_portfolio_cumulative_return_daily(df, portfolio_weights):
13
+ returns = df.pct_change()
14
+ weighted_returns = returns * portfolio_weights
15
+ portfolio_returns = weighted_returns.sum(axis=1)
16
+ portfolio_cumulative_return = (1 + portfolio_returns).cumprod() - 1
17
+ sp500 = yf.download('^GSPC', start=df.index.min(), end=df.index.max())
18
+ sp500_returns = sp500['Adj Close'].pct_change()
19
+ sp500_cumulative_return = (1 + sp500_returns).cumprod() - 1
20
+
21
+ # Create the plot
22
+ fig = plt.figure(figsize=(10, 6))
23
+ ax = fig.add_subplot(111)
24
+
25
+ # Plot portfolio cumulative returns
26
+ ax.plot(portfolio_cumulative_return.index, portfolio_cumulative_return, label='Portfolio Cumulative Return', color='blue')
27
+
28
+ # Plot S&P 500 cumulative returns
29
+ ax.plot(sp500_cumulative_return.index, sp500_cumulative_return, label='S&P 500 Cumulative Return', color='red')
30
+
31
+ ax.set_title('Portfolio Cumulative Return vs. S&P 500 Cumulative Return (Daily)')
32
+ ax.set_xlabel('Date')
33
+ ax.set_ylabel('Cumulative Return')
34
+ ax.legend()
35
+
36
+ fig.tight_layout()
37
+ return fig
38
+
39
+
40
+ def generate_portfolios(age, investment_size, volatility, risk_flag, selected_sectors,button_ignore, num_stocks):
41
+ try:
42
+ payload = pd.read_html('https://en.wikipedia.org/wiki/List_of_S%26P_500_companies')
43
+ df = pd.DataFrame(payload[0])
44
+ #tickers_symbols = df.values.tolist()
45
+ stock_symbols = df[df['GICS Sector'].isin(selected_sectors)]['Symbol'].tolist()
46
+
47
+ fig = plt.figure(figsize=(10, 6))
48
+ empty_df_html = pd.DataFrame().to_html(index=False)
49
+ if len(stock_symbols) < num_stocks:
50
+ return (empty_df_html,"Not enough stocks in those sectors please add sectors",empty_df_html,fig)
51
+
52
+ if (age > 50 and volatility > 0.5 and not risk_flag):
53
+ return (empty_df_html,"Its high risk for your age decrease the risk or check the Activate risk button",empty_df_html,fig)
54
+
55
+
56
+ End_date = (datetime.today() + timedelta(days=1)).strftime('%Y-%m-%d')
57
+ Start_date = '2021-01-01'
58
+ end_training_date = '2023-01-01'
59
+ Start_training_date_future_predictions = '2022-01-01'
60
+
61
+
62
+ data= yf.download(stock_symbols, start=Start_date, end=End_date)
63
+ close = data['Adj Close'].dropna(axis=1).dropna()
64
+ stock_symbols = close.columns.tolist()
65
+ returns = close.pct_change(1).dropna()
66
+
67
+ ################ Calculations related to past predictions results
68
+
69
+ old_portfolio = weighted_portfolio(returns,stock_symbols,volatility,Start_date,end_training_date)
70
+ old_portfolio, old_num_stocks_symbols = shrink_portfolio(old_portfolio,stock_symbols,num_stocks)
71
+ old_portfolio_returns_df, old_asset_returns = calculate_portfolio_return(close[close.index > end_training_date][old_num_stocks_symbols],old_portfolio)
72
+ old_results_df, old_exact_sum = calculate_portfolio_allocation(old_num_stocks_symbols, old_portfolio, investment_size, close[old_num_stocks_symbols])
73
+
74
+ fig = plot_portfolio_cumulative_return_daily(close[close.index > end_training_date][old_num_stocks_symbols],old_portfolio)
75
+
76
+
77
+ header_html_portfolio = f"<h2>Should you trust us? </h2>"
78
+ ration = old_portfolio_returns_df['Portfolio Total Return'].iloc[0] - old_portfolio_returns_df['S&P 500 Total Return'].iloc[0]
79
+ ration = np.round(ration,2)
80
+ header_html_portfolio_small = f"<h3>Portfolio return per year (%) - calculated based on data from 2021 to 2022 and evaluated from 2023 to present. Excess return of {ration} % for our portfolio relative to the s&p500</h3>"
81
+ instructions_html_portfolio = "<p style='font-size: medium;'>The portfolio is formulated using stock returns from 2021 to 2022 and assessed from 2023 to the present day. It aligns with your chosen sectors and volatility preferences, employing the following portfolio allocations.</p>"
82
+ portfolio_returns_df_html = header_html_portfolio + header_html_portfolio_small + old_portfolio_returns_df.to_html(index=False) + instructions_html_portfolio #transposed_old_results_df.to_html(index=False)
83
+
84
+ ################ Calculations related to future predictions
85
+
86
+ portfolio = weighted_portfolio(returns,stock_symbols,volatility,Start_training_date_future_predictions,End_date)
87
+ portfolio, num_stocks_symbols = shrink_portfolio(portfolio,stock_symbols,num_stocks)
88
+ portfolio_returns_df, asset_returns = calculate_portfolio_return(close[num_stocks_symbols],portfolio)
89
+
90
+ results_df, exact_sum = calculate_portfolio_allocation(num_stocks_symbols, portfolio, investment_size, close[close.index > end_training_date][num_stocks_symbols])
91
+ one_year_ago_date = (datetime.today() - timedelta(days=365)).strftime('%Y-%m-%d')
92
+ results_df[f'1Y stock return (%) ({one_year_ago_date} - {End_date})'] = np.round(np.array(asset_returns.tolist()) * 100, 1)
93
+ results_df_html = results_df.to_html(index=False, escape=False)
94
+
95
+ # Iterate over each row in the DataFrame to add hyperlinks
96
+ for index, row in results_df.iterrows():
97
+ ticker = row['Symbol'] # Assuming 'Ticker' is the column name containing stock tickers
98
+ hyperlink = '<a href="https://finance.yahoo.com/quote/{}">{}</a>'.format(ticker, ticker)
99
+ results_df_html = results_df_html.replace('<td>{}</td>'.format(ticker), '<td>{}</td>'.format(hyperlink))
100
+
101
+ # Add instructions in smaller letters
102
+ instructions_html = "<p style='font-size: medium;'>Click on each stock symbol to view more information about the company.</p>"
103
+ header_html = "<h2>Our future predictions</h2>"
104
+ small_header_html = "<h3>Portfolio Summary formulated from 2022 to the present day, leveraging the same sectors and volatility parameters you have chosen.</h3>" # Smaller header HTML
105
+ results_df_html = header_html + small_header_html + results_df_html + instructions_html
106
+
107
+ return (results_df_html , exact_sum,portfolio_returns_df_html ,fig)
108
+
109
+ except Exception as e:
110
+ error_message = str(e)
111
+ return (np.nan, error_message, np.nan, np.nan)
112
+
113
+
114
+ def shrink_portfolio(portfolio,stock_symbols,num_stocks):
115
+ if len(stock_symbols) == num_stocks:
116
+ return portfolio
117
+ else:
118
+ sorted_indices = np.argsort(portfolio)
119
+
120
+ num_stocks_weights_indices = sorted_indices[-num_stocks:][::-1] # num_stocks biggest weights indices
121
+ num_stocks_weights = portfolio[num_stocks_weights_indices] # num_stocks biggest weights values
122
+ num_stocks_symbols = [stock_symbols[i] for i in num_stocks_weights_indices] #num_stocks biggest weights symbols
123
+
124
+ non_selected_sum = np.sum(portfolio[sorted_indices[:-num_stocks]])
125
+ num_stocks_weights /= (1 - non_selected_sum) # normalize weights to 1
126
+ portfolio_updated = num_stocks_weights
127
+
128
+ return portfolio_updated, num_stocks_symbols
129
+
130
+
131
+ def weighted_portfolio(returns,stock_symbols,volatility,start_training_date,end_training_date):
132
+ min_var_portfolio,C,C_inv = min_variance(returns[(returns.index < end_training_date)&(returns.index >= start_training_date)])
133
+ best_basket_portfolio = best_basket(returns[(returns.index < end_training_date)&(returns.index >= start_training_date)],C,C_inv)
134
+
135
+ portfolio = (1-volatility)*min_var_portfolio + volatility*best_basket_portfolio
136
+
137
+ return portfolio
138
+
139
+ def min_variance(returns):
140
+ C = returns.cov()
141
+ C_inv = np.linalg.inv(C)
142
+ e = np.ones(C.shape[0])
143
+ min_var = np.matmul(C_inv, e) / np.matmul(np.matmul(e.T, C_inv), e)
144
+ return min_var,C,C_inv
145
+
146
+ def best_basket(returns,C,C_inv):
147
+ #C = returns.cov().to_numpy()
148
+ e = np.ones((np.shape(C)[0],1), dtype=int)
149
+ #C_inv = inv(C)
150
+ mean_returns = np.array(returns.mean().values)
151
+ divider = e.T@C_inv@mean_returns
152
+ best_basket = C_inv@mean_returns / divider
153
+ return best_basket
154
+
155
+ def get_sp500_cumulative_return(start_date, end_date):
156
+ sp500_data = yf.download('^GSPC', start=start_date, end=end_date)
157
+ sp500_returns = sp500_data['Adj Close'].pct_change()
158
+ cumulative_return = (1 + sp500_returns).prod() - 1
159
+ cumulative_return_percentage = np.round(cumulative_return * 100, 2)
160
+ return cumulative_return_percentage
161
+
162
+ def calculate_portfolio_return(close_prices_df, weights):
163
+ annual_returns = close_prices_df.groupby(close_prices_df.index.year).apply(lambda x: x.iloc[-1] / x.iloc[0] - 1)
164
+
165
+ # Calculate the weighted returns for each asset
166
+ weighted_annual_returns = annual_returns * weights
167
+
168
+ # Calculate the overall portfolio return
169
+ portfolio_return_per_year = weighted_annual_returns.sum(axis=1)
170
+ overall_return = np.prod(portfolio_return_per_year+1) - 1
171
+ portfolio_return_per_year = np.round(portfolio_return_per_year * 100, 2)
172
+
173
+ years = close_prices_df.index.year.unique().tolist()
174
+
175
+ # Create a DataFrame with a single row containing the portfolio return for each year
176
+ portfolio_return_per_year_df = pd.DataFrame([portfolio_return_per_year], columns=years)
177
+ portfolio_return_per_year_df['Portfolio Total Return'] = np.round(overall_return * 100 , 2)
178
+ portfolio_return_per_year_df['S&P 500 Total Return'] = get_sp500_cumulative_return(close_prices_df.index.min(), close_prices_df.index.max())
179
+
180
+ Start_date = (datetime.today() - timedelta(days=365)).strftime('%Y-%m-%d')
181
+ last_year_close_prices_df = close_prices_df[close_prices_df.index>Start_date]
182
+ last_year_asset_returns = last_year_close_prices_df.iloc[-1] / last_year_close_prices_df.iloc[0] - 1
183
+
184
+ return portfolio_return_per_year_df, last_year_asset_returns
185
+
186
+
187
+ def calculate_portfolio_allocation(symbols, weights, investment_amount, close_stocks_df):
188
+ # Calculate percent of portfolio for each symbol
189
+ portfolio_allocation = [round(weight * 100, 2) for weight in weights]
190
+
191
+ # Get the last row of the close_stocks_df to get the current stock prices
192
+ last_prices = close_stocks_df.iloc[-1]
193
+
194
+ # Calculate number of shares and value of shares for each symbol
195
+ num_shares = []
196
+ exact_values = []
197
+ for symbol, stock_weight in zip(symbols, weights):
198
+ stock_price = last_prices[symbol]
199
+ shares = int(np.floor((stock_weight * investment_amount) / stock_price))
200
+ exact_value = shares * stock_price
201
+ num_shares.append(shares)
202
+ exact_values.append(exact_value)
203
+
204
+ exact_sum = np.round(sum(exact_values),2)
205
+ # Create a DataFrame with the results
206
+ results_df = pd.DataFrame({
207
+ 'Symbol': symbols,
208
+ 'Shares to buy': num_shares,
209
+ 'Purchase amount in USD': np.round(np.array(exact_values), 2),
210
+ 'Portfolio Allocation (%)': portfolio_allocation,
211
+ }).sort_values(by='Portfolio Allocation (%)', ascending=False)
212
+
213
+ return results_df,exact_sum
214
+
215
+ interface = gr.Interface(
216
+ title='Stock Guide',
217
+ description="This app utilizes interactive features to gather information from users, such as their level of volatility tolerance,\
218
+ preferred sectors, amount of investment, and desired number of stocks in the portfolio. Using this information, \
219
+ the app generates a selection of stocks that align with the user's criteria. By providing tailored portfolio suggestions and educational resources,\
220
+ the app aims to empower users to make informed investment decisions that align with their financial objectives. We're here to create the best investment portfolio for you.\
221
+ Let's start by asking you a few questions to understand your financial goals and preferences. The results are only a hypothesis and do not constitute a recommendation. Created by Idan Salutsky & Tomer Eichler",
222
+ fn=generate_portfolios,
223
+
224
+ inputs=[
225
+ gr.Number(label="Age", minimum=18, maximum=120, show_label=True, container=True),
226
+ gr.Number(label="Investment Size (USD)", info="We would like to know the amount of money that the investor would like to invest in order to correctly allocate investments in the portfolio.", show_label=True, container=True),
227
+ gr.Slider(label="Volatility of the investment Portfolio", minimum=0, maximum=1, show_label=True, container=True, info="Your volatility choice reflects how much risk and potential return you're comfortable with. Higher volatility means embracing market fluctuations for potentially greater returns, while lower volatility prioritizes stability and risk mitigation. Understanding and aligning your volatility preference with your financial goals helps tailor your portfolio to suit your needs. Low volatility - [0-0.2], medium - [0.2-0.8], high - [0.8-1]"),
228
+ gr.Checkbox(label="Activate risk", info="If you are over 50 years old and have chosen a volatility level greater than 0.5, you must understand that this is a high risk for your age, if you want to continue press the button"),
229
+ gr.CheckboxGroup(choices=['Industrials', 'Health Care', 'Information Technology',
230
+ 'Utilities', 'Financials', 'Materials', 'Consumer Discretionary',
231
+ 'Real Estate', 'Communication Services', 'Consumer Staples',
232
+ 'Energy'], label="Choose Sectors from the GICS Sectors", info="Choose your preferred sectors"),
233
+ gr.Button(value="Click for learning about GICS Sectors !", link="https://en.wikipedia.org/wiki/Global_Industry_Classification_Standard"),
234
+ gr.Number(label="Number of Stocks", minimum=1, maximum=20, info="Deciding on the number of stocks in your portfolio is critical for achieving a balance between risk and return. More stocks increase diversification but demand more research and monitoring. Conversely, fewer stocks lead to concentration, potentially amplifying individual stock impacts. Balancing diversification and concentration aligns with your objectives and ensures effective risk management in your investment portfolio. (maximum 20)"),
235
+ ],
236
+
237
+ outputs=[
238
+ gr.HTML(),
239
+ gr.Textbox(label="Total budget used"),
240
+ gr.HTML(),
241
+ gr.Plot(),
242
+ ],
243
+ )
244
+ interface.launch()
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Personalized Investment Portfolio
3
- emoji: 🏃
4
- colorFrom: blue
5
- colorTo: gray
6
  sdk: gradio
7
  sdk_version: 4.25.0
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: Personalized_investment_portfolio
3
+ app_file: /content/Personalized_investment_portfolio_file.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.25.0
 
 
6
  ---
 
 
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
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {"Series":"I", "X":10.0, "Y":8.04},
3
+ {"Series":"I", "X":8.0, "Y":6.95},
4
+ {"Series":"I", "X":13.0, "Y":7.58},
5
+ {"Series":"I", "X":9.0, "Y":8.81},
6
+ {"Series":"I", "X":11.0, "Y":8.33},
7
+ {"Series":"I", "X":14.0, "Y":9.96},
8
+ {"Series":"I", "X":6.0, "Y":7.24},
9
+ {"Series":"I", "X":4.0, "Y":4.26},
10
+ {"Series":"I", "X":12.0, "Y":10.84},
11
+ {"Series":"I", "X":7.0, "Y":4.81},
12
+ {"Series":"I", "X":5.0, "Y":5.68},
13
+
14
+ {"Series":"II", "X":10.0, "Y":9.14},
15
+ {"Series":"II", "X":8.0, "Y":8.14},
16
+ {"Series":"II", "X":13.0, "Y":8.74},
17
+ {"Series":"II", "X":9.0, "Y":8.77},
18
+ {"Series":"II", "X":11.0, "Y":9.26},
19
+ {"Series":"II", "X":14.0, "Y":8.10},
20
+ {"Series":"II", "X":6.0, "Y":6.13},
21
+ {"Series":"II", "X":4.0, "Y":3.10},
22
+ {"Series":"II", "X":12.0, "Y":9.13},
23
+ {"Series":"II", "X":7.0, "Y":7.26},
24
+ {"Series":"II", "X":5.0, "Y":4.74},
25
+
26
+ {"Series":"III", "X":10.0, "Y":7.46},
27
+ {"Series":"III", "X":8.0, "Y":6.77},
28
+ {"Series":"III", "X":13.0, "Y":12.74},
29
+ {"Series":"III", "X":9.0, "Y":7.11},
30
+ {"Series":"III", "X":11.0, "Y":7.81},
31
+ {"Series":"III", "X":14.0, "Y":8.84},
32
+ {"Series":"III", "X":6.0, "Y":6.08},
33
+ {"Series":"III", "X":4.0, "Y":5.39},
34
+ {"Series":"III", "X":12.0, "Y":8.15},
35
+ {"Series":"III", "X":7.0, "Y":6.42},
36
+ {"Series":"III", "X":5.0, "Y":5.73},
37
+
38
+ {"Series":"IV", "X":8.0, "Y":6.58},
39
+ {"Series":"IV", "X":8.0, "Y":5.76},
40
+ {"Series":"IV", "X":8.0, "Y":7.71},
41
+ {"Series":"IV", "X":8.0, "Y":8.84},
42
+ {"Series":"IV", "X":8.0, "Y":8.47},
43
+ {"Series":"IV", "X":8.0, "Y":7.04},
44
+ {"Series":"IV", "X":8.0, "Y":5.25},
45
+ {"Series":"IV", "X":19.0, "Y":12.50},
46
+ {"Series":"IV", "X":8.0, "Y":5.56},
47
+ {"Series":"IV", "X":8.0, "Y":7.91},
48
+ {"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
 
sample_data/california_housing_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/mnist_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
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+ size 18289443
sample_data/mnist_train_small.csv ADDED
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