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latentscope/clusters/cluster-001-labels-001.json

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latentscope/jobs/0305c8e1-0f1e-4edf-b10b-88b949579b3b.json

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+{"id": "0305c8e1-0f1e-4edf-b10b-88b949579b3b", "dataset": "executive_orders", "job_name": "ingest", "command": "ls-ingest \"executive_orders\" --path=\"/Users/enjalot/latent-scope-demo/executive_orders/executive_orders.csv\"", "status": "completed", "last_update": "2025-01-22 22:30:13.023993", "progress": ["Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "RUNNING: executive_orders", "File type detected: csv", "reading /Users/enjalot/latent-scope-demo/executive_orders/executive_orders.csv", "Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "DATA DIR /Users/enjalot/latent-scope-demo", "DIRECTORY /Users/enjalot/latent-scope-demo/executive_orders", "signing_date  president  ... executive_order_number not_received_for_publication", "0   2025-01-14  Joe Biden  ...                  14141                          NaN", "1   2025-01-15  Joe Biden  ...                  14142                          NaN", "2   2025-01-16  Joe Biden  ...                  14143                          NaN", "3   2025-01-16  Joe Biden  ...                  14144                          NaN", "4   2025-01-03  Joe Biden  ...                  14134                          NaN", "", "[5 rows x 15 columns]", "signing_date  ... not_received_for_publication", "6643   1938-03-18  ...                         True", "6644   1944-08-08  ...                         True", "6645   1949-01-05  ...                         True", "6646   1954-10-26  ...                         True", "6647   1957-01-16  ...                         True", "", "[5 rows x 15 columns]", "Index(['signing_date', 'president', 'title', 'citation', 'document_number',", "'end_page', 'html_url', 'pdf_url', 'type', 'subtype',", "'publication_date', 'start_page', 'disposition_notes',", "'executive_order_number', 'not_received_for_publication'],", "dtype='object')", "checking column types", "COLUMN signing_date TYPE string", "COLUMN president TYPE string", "COLUMN title TYPE string", "COLUMN citation TYPE string", "COLUMN document_number TYPE string", "COLUMN end_page TYPE number", "COLUMN html_url TYPE string", "COLUMN pdf_url TYPE string", "COLUMN type TYPE string", "COLUMN subtype TYPE string", "COLUMN publication_date TYPE string", "COLUMN start_page TYPE number", "COLUMN disposition_notes TYPE string", "COLUMN executive_order_number TYPE string", "unknown column type not_received_for_publication converting to string", "COLUMN not_received_for_publication TYPE string", "wrote /Users/enjalot/latent-scope-demo/executive_orders/input.parquet"], "times": ["2025-01-22 22:30:12.947937", "2025-01-22 22:30:12.948451", "2025-01-22 22:30:12.948558", "2025-01-22 22:30:12.948656", "2025-01-22 22:30:12.969040", "2025-01-22 22:30:12.969478", "2025-01-22 22:30:12.969587", "2025-01-22 22:30:12.974917", "2025-01-22 22:30:12.975106", "2025-01-22 22:30:12.975231", "2025-01-22 22:30:12.975333", "2025-01-22 22:30:12.975419", "2025-01-22 22:30:12.975501", "2025-01-22 22:30:12.976129", "2025-01-22 22:30:12.976243", "2025-01-22 22:30:12.978413", "2025-01-22 22:30:12.978520", "2025-01-22 22:30:12.978777", "2025-01-22 22:30:12.978893", "2025-01-22 22:30:12.978991", "2025-01-22 22:30:12.979252", "2025-01-22 22:30:12.979430", "2025-01-22 22:30:12.979542", "2025-01-22 22:30:12.979647", "2025-01-22 22:30:12.979740", "2025-01-22 22:30:12.979830", "2025-01-22 22:30:12.979935", "2025-01-22 22:30:12.980212", "2025-01-22 22:30:12.980412", "2025-01-22 22:30:12.980534", "2025-01-22 22:30:12.980629", "2025-01-22 22:30:12.982141", "2025-01-22 22:30:12.984774", "2025-01-22 22:30:12.986491", "2025-01-22 22:30:12.987555", "2025-01-22 22:30:12.987959", "2025-01-22 22:30:12.989715", "2025-01-22 22:30:12.991675", "2025-01-22 22:30:12.993444", "2025-01-22 22:30:12.995086", "2025-01-22 22:30:12.996637", "2025-01-22 22:30:12.997209", "2025-01-22 22:30:12.998894", "2025-01-22 22:30:13.000366", "2025-01-22 22:30:13.001133", "2025-01-22 22:30:13.023984"], "run_id": "executive_orders"}

latentscope/jobs/0c95fb95-f3b5-4351-a17a-17547ee4ec9c.json

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+{"id": "0c95fb95-f3b5-4351-a17a-17547ee4ec9c", "dataset": "executive_orders", "job_name": "umap", "command": "ls-umap \"executive_orders\" \"embedding-001\" 25 0.1 --seed=42", "status": "completed", "last_update": "2025-01-22 22:34:21.386480", "progress": ["Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "RUNNING: umap-001", "loading embeddings", "Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "reducing 768 embeddings to 2 dimensions", "/Users/enjalot/code/latent-scope/testenv/lib/python3.12/site-packages/umap/umap_.py:1945: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.", "warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")", "UMAP(angular_rp_forest=True, metric='cosine', n_jobs=1, n_neighbors=25, random_state=42, verbose=True)", "Wed Jan 22 22:34:05 2025 Construct fuzzy simplicial set", "Wed Jan 22 22:34:05 2025 Finding Nearest Neighbors", "Wed Jan 22 22:34:05 2025 Building RP forest with 9 trees", "Wed Jan 22 22:34:07 2025 NN descent for 13 iterations", "1  /  13", "2  /  13", "3  /  13", "4  /  13", "Stopping threshold met -- exiting after 4 iterations", "Wed Jan 22 22:34:12 2025 Finished Nearest Neighbor Search", "Wed Jan 22 22:34:13 2025 Construct embedding", "", "Epochs completed:   0%|            0/500 [00:00]\tcompleted  0  /  500 epochs", "", "Epochs completed:   0%|            1/500 [00:00]", "Epochs completed:   2%| \u258f          10/500 [00:00]", "Epochs completed:   3%| \u258e          17/500 [00:00]", "Epochs completed:   5%| \u258d          24/500 [00:00]", "Epochs completed:   6%| \u258c          31/500 [00:00]", "Epochs completed:   8%| \u258a          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[00:06]\tcompleted  450  /  500 epochs", "", "Epochs completed:  90%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  451/500 [00:07]", "Epochs completed:  92%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f 458/500 [00:07]", "Epochs completed:  93%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258e 465/500 [00:07]", "Epochs completed:  94%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d 472/500 [00:07]", "Epochs completed:  96%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c 479/500 [00:07]", "Epochs completed:  97%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258b 486/500 [00:07]", "Epochs completed:  99%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a 493/500 [00:07]", "Epochs completed: 100%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 500/500 [00:07]", "Epochs completed: 100%| \u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588 500/500 [00:07]", "Wed Jan 22 22:34:21 2025 Finished embedding", "writing normalized umap umap-001", "wrote /Users/enjalot/latent-scope-demo/executive_orders/umaps/umap-001.parquet", "POINT SIZE 30 for 6648 points", "done with umap-001"], "times": ["2025-01-22 22:34:02.464261", "2025-01-22 22:34:02.464782", "2025-01-22 22:34:05.662151", "2025-01-22 22:34:05.662427", "2025-01-22 22:34:05.686358", "2025-01-22 22:34:05.691811", "2025-01-22 22:34:05.691988", "2025-01-22 22:34:05.693238", "2025-01-22 22:34:05.719492", "2025-01-22 22:34:05.721436", "2025-01-22 22:34:05.722627", "2025-01-22 22:34:07.054969", "2025-01-22 22:34:10.809075", "2025-01-22 22:34:11.520353", "2025-01-22 22:34:12.086432", "2025-01-22 22:34:12.191620", "2025-01-22 22:34:12.218519", "2025-01-22 22:34:12.241915", "2025-01-22 22:34:13.103436", "2025-01-22 22:34:13.306293", "2025-01-22 22:34:13.580435", "2025-01-22 22:34:13.580703", "2025-01-22 22:34:13.682430", "2025-01-22 22:34:13.784375", "2025-01-22 22:34:13.887740", "2025-01-22 22:34:13.991763", "2025-01-22 22:34:14.096828", "2025-01-22 22:34:14.201911", "2025-01-22 22:34:14.292378", "2025-01-22 22:34:14.307761", "2025-01-22 22:34:14.412129", "2025-01-22 22:34:14.516254", "2025-01-22 22:34:14.621552", "2025-01-22 22:34:14.724572", "2025-01-22 22:34:14.832066", "2025-01-22 22:34:14.937417", "2025-01-22 22:34:15.041553", "2025-01-22 22:34:15.041957", "2025-01-22 22:34:15.146408", "2025-01-22 22:34:15.253628", "2025-01-22 22:34:15.359258", "2025-01-22 22:34:15.463315", "2025-01-22 22:34:15.567713", "2025-01-22 22:34:15.672219", "2025-01-22 22:34:15.777462", "2025-01-22 22:34:15.792414", "2025-01-22 22:34:15.882883", "2025-01-22 22:34:15.989816", "2025-01-22 22:34:16.096416", "2025-01-22 22:34:16.201538", "2025-01-22 22:34:16.307411", "2025-01-22 22:34:16.412259", "2025-01-22 22:34:16.517645", "2025-01-22 22:34:16.548168", "2025-01-22 22:34:16.623530", "2025-01-22 22:34:16.729327", "2025-01-22 22:34:16.835056", "2025-01-22 22:34:16.939592", "2025-01-22 22:34:17.044876", "2025-01-22 22:34:17.149162", "2025-01-22 22:34:17.271005", "2025-01-22 22:34:17.315765", "2025-01-22 22:34:17.376052", "2025-01-22 22:34:17.480032", "2025-01-22 22:34:17.584688", "2025-01-22 22:34:17.689943", "2025-01-22 22:34:17.794335", "2025-01-22 22:34:17.912931", "2025-01-22 22:34:18.019262", "2025-01-22 22:34:18.079193", "2025-01-22 22:34:18.124046", "2025-01-22 22:34:18.230773", "2025-01-22 22:34:18.335200", "2025-01-22 22:34:18.440487", "2025-01-22 22:34:18.544863", "2025-01-22 22:34:18.650696", "2025-01-22 22:34:18.754471", "2025-01-22 22:34:18.828872", "2025-01-22 22:34:18.858660", "2025-01-22 22:34:18.964093", "2025-01-22 22:34:19.070586", "2025-01-22 22:34:19.176117", "2025-01-22 22:34:19.282370", "2025-01-22 22:34:19.388618", "2025-01-22 22:34:19.492310", "2025-01-22 22:34:19.581349", "2025-01-22 22:34:19.596296", "2025-01-22 22:34:19.701664", "2025-01-22 22:34:19.806049", "2025-01-22 22:34:19.910920", "2025-01-22 22:34:20.018513", "2025-01-22 22:34:20.124341", "2025-01-22 22:34:20.229913", "2025-01-22 22:34:20.336458", "2025-01-22 22:34:20.336750", "2025-01-22 22:34:20.485357", "2025-01-22 22:34:20.592945", "2025-01-22 22:34:20.698608", "2025-01-22 22:34:20.802412", "2025-01-22 22:34:20.906997", "2025-01-22 22:34:21.013323", "2025-01-22 22:34:21.119971", "2025-01-22 22:34:21.120277", "2025-01-22 22:34:21.120670", "2025-01-22 22:34:21.120909", "2025-01-22 22:34:21.149431", "2025-01-22 22:34:21.165674", "2025-01-22 22:34:21.260424", "2025-01-22 22:34:21.386471"], "run_id": "umap-001"}

latentscope/jobs/3f22bccd-eb95-46fc-92e5-2015ad77a9c1.json

@@ -0,0 +1 @@
+{"id": "3f22bccd-eb95-46fc-92e5-2015ad77a9c1", "dataset": "executive_orders", "job_name": "rm", "command": "rm -rf /Users/enjalot/latent-scope-demo/executive_orders/embeddings/embedding-001*", "status": "completed", "last_update": "2025-01-22 22:32:35.474523", "progress": [], "times": []}

latentscope/jobs/4898faab-010f-43b8-a392-a23764782515.json

@@ -0,0 +1 @@
+{"id": "4898faab-010f-43b8-a392-a23764782515", "dataset": "executive_orders", "job_name": "label", "command": "ls-label \"executive_orders\" \"title\" \"cluster-001\" \"ollama-qwen2.5:0.5b\" 10 \"\" --max_tokens_per_sample=512 --max_tokens_total=8192", "status": "completed", "last_update": "2025-01-22 22:35:28.186282", "progress": ["Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "RUNNING: cluster-001-labels-001", "Loading model ollama-qwen2.5:0.5b (may take a while if first time downloading from HF)", "get key /Users/enjalot/code/latent-scope", "Model loaded", "", "Preparing extracts:   0%|          | 0/115 [00:00<?, ?it/s]", "Preparing extracts:  71%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f  | 82/115 [00:00<00:00, 811.87it/s]", "Preparing extracts: 100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 115/115 [00:00<00:00, 839.83it/s]", "", "0%|          | 0/115 [00:00<?, ?it/s]", "", "cluster 0 label: Generalized Preference Amendments", "", "0%|          | 0/115 [00:00<?, ?it/s]", "", "cluster 1 label: Compulsory Retirement for Age", "", "0%|          | 0/115 [00:00<?, ?it/s]", "", "cluster 2 label: National Security and Military Operations", "", "0%|          | 0/115 [00:00<?, ?it/s]", "", "cluster 3 label: Tax Returns (Includes Income, Excess", "", "0%|          | 0/115 [00:00<?, ?it/s]", "", "cluster 4 label: Levels and Categories", "", "0%|          | 0/115 [00:00<?, ?it/s]", "", "cluster 5 label: Federal Executive Salary Schedule Labels:", "", "0%|          | 0/115 [00:00<?, ?it/s]", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "", "cluster 6 label: Rates of pay and allowances,", "", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "", "cluster 7 label: Government Closing Dates", "", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "", "cluster 8 label: Disputes, Investigations, Employee Cases", "", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "", "cluster 9 label: Accommodative Adjustments of Certain Rates", "", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "", "cluster 10 label: Manuscripts Summary: The list contains", "", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "", "cluster 11 label: Indian Lands Trust Expiration Timeline", "", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "", "cluster 12 label: Disputes Between Railroad Companies", "", "5%|\u258c         | 6/115 [00:00<00:01, 57.76it/s]", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "", "cluster 13 label: Executive Salary Levels Amendment", "", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "", "cluster 14 label: United States District Court for", "", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "", "cluster 15 label: List of Board Inquiry Projects", "", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "", "cluster 16 label: Nuclear cooperation.", "", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "", "cluster 17 label: Customs Port Extensions", "", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "", "cluster 18 label: State Emergencies and Railway Board", "", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "", "cluster 19 label: Department of Defense, Department of", "", "11%|\u2588\u258f        | 13/115 [00:00<00:01, 60.47it/s]", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "", "cluster 20 label: Federal employees duty exemptions.", "", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "", "cluster 21 label: Canal Zone Regulatory Documents", "", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "", "cluster 22 label: Dispute Boards", "", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "", "cluster 23 label: Dispute boards", "", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "", "cluster 24 label: Public international organizations", "", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "", "cluster 25 label: Construction</item>; Suspension of the Eight-Hour", "", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "", "cluster 26 label: Military promotions", "", "17%|\u2588\u258b        | 20/115 [00:00<00:01, 62.23it/s]", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "", "cluster 27 label: Foreign Service Regulations", "", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "", "cluster 28 label: Foreign Service Officers Reinstatement List", "", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "", "cluster 29 label: Trade Act Wrongs and Waiver", "", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "", "cluster 30 label: Territory of Hawaii Lands Conservation", "", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "", "cluster 31 label: Ready Reserve Orders", "", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "", "cluster 32 label: Army and Defense Programs", "", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "", "cluster 33 label: Diverse Countries Status Classification", "", "23%|\u2588\u2588\u258e       | 27/115 [00:00<00:01, 63.03it/s]", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "", "cluster 34 label: National Defense and Service Medals", "", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "", "cluster 35 label: United States Seal Identification Labels", "", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "", "cluster 36 label: List of distinguished former presidents", "", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "", "cluster 37 label: Civil Service Rules Amending List", "", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "", "cluster 38 label: Civil Service Updates", "", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "", "cluster 39 label: Contracts of Federal and Departmental", "", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "", "cluster 40 label: Public Land Administration, 1930-1974", "", "30%|\u2588\u2588\u2589       | 34/115 [00:00<00:01, 61.77it/s]", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "", "cluster 41 label: Reservoir Site Restoration Sites", "", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "", "cluster 42 label: Natural Areas", "", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "", "cluster 43 label: Migratory waterfowl refuges", "", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "", "cluster 44 label: Airspace Reservations", "", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "", "cluster 45 label: Executive Order Labels", "", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "", "cluster 46 label: State and Local Offices", "", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "", "cluster 47 label: List of Revocation Orders", "", "36%|\u2588\u2588\u2588\u258c      | 41/115 [00:00<00:01, 62.69it/s]", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 48 label: Escapee Programs, Naturalization Requirements, Gulf", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 49 label: Human Rights Abuses in Syria", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 50 label: Hazardous Duty Pay and Incentive", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 51 label: Defensive Sea Areas and Airspace</Item>", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 52 label: Property Transfer | Reserved Lands", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 53 label: National Forest Labels", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 54 label: Public Lands Disposal Tasks", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "", "cluster 55 label: Land Ownership Transfer", "", "42%|\u2588\u2588\u2588\u2588\u258f     | 48/115 [00:00<00:01, 63.21it/s]", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "", "cluster 56 label: Physical fitness and sports", "", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "", "cluster 57 label: River Basins Commissions", "", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "", "cluster 58 label: Panama Canal Regulations List: Panama", "", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "", "cluster 59 label: Executive Order, Amendments, Annual Leave", "", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "", "cluster 60 label: Uniformed Services Rewards Regulations", "", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "", "cluster 61 label: Public Health Services", "", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "", "cluster 62 label: Public Labor Standards", "", "49%|\u2588\u2588\u2588\u2588\u258a     | 56/115 [00:00<00:00, 65.33it/s]", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:00<00:00, 66.47it/s]", "", "cluster 63 label: Employment Regulations", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "", "cluster 64 label: Transportation</item>erosions and transfer.</item>", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "", "cluster 65 label: Executive Order List", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "", "cluster 66 label: Defense and Civil Service", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "", "cluster 67 label: Safeguarding Vessels and Infrastructure", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "", "cluster 68 label: List of Assistant Secretaries for", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "", "cluster 69 label: Coal Mines", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "", "cluster 70 label: Transportation System and Railroad Products", "", "55%|\u2588\u2588\u2588\u2588\u2588\u258d    | 63/115 [00:01<00:00, 66.47it/s]", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "", "cluster 71 label: Plants and Facilities", "", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "", "cluster 72 label: Office Management", "", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "", "cluster 73 label: Government Orders and Reforms", "", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "", "cluster 74 label: Executive Order List", "", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "", "cluster 75 label: Noncompetitive Civil Service Appointments", "", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "", "cluster 76 label: Emergency Status Labels", "", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "", "cluster 77 label: Government Service Appointments", "", "62%|\u2588\u2588\u2588\u2588\u2588\u2588\u258f   | 71/115 [00:01<00:00, 67.72it/s]", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "", "cluster 78 label: classified public agencies", "", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "", "cluster 79 label: Advisory Committees", "", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "", "cluster 80 label: Defense Information Acquisition Ordinances", "", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "", "cluster 81 label: List of Executive Orders by", "", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "", "cluster 82 label: Federal Agencies Roles and Responsibilities", "", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "", "cluster 83 label: Stability Programs", "", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "", "cluster 84 label: Survey and Navy Organizations", "", "68%|\u2588\u2588\u2588\u2588\u2588\u2588\u258a   | 78/115 [00:01<00:00, 67.95it/s]", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "", "cluster 85 label: War Vessels", "", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "", "cluster 86 label: Alliances and Compromises", "", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "", "cluster 87 label: Agreement Labels", "", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "", "cluster 88 label: Trade Agreements and Procedures", "", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "", "cluster 89 label: Exports", "", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "", "cluster 90 label: Foreign Aid Functions", "", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "", "cluster 91 label: Food and Commerce Regulations", "", "74%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258d  | 85/115 [00:01<00:00, 67.48it/s]", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "", "cluster 92 label: Federal Agencies", "", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "", "cluster 93 label: Industrial Relations and Foreign Trade", "", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "", "cluster 94 label: National Security Measures", "", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "", "cluster 95 label: List of Actions Related to", "", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "", "cluster 96 label: Presidents Authority", "", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "", "cluster 97 label: Military Office", "", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "", "cluster 98 label: Government Agencies", "", "80%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588  | 92/115 [00:01<00:00, 66.54it/s]", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "", "cluster 99 label: Employment and Defense", "", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "", "cluster 100 label: National Security Information Labels: National", "", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "", "cluster 101 label: Modem Intelligence Board", "", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "", "cluster 102 label: National Science and Technology Council", "", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "", "cluster 103 label: Energy Coordination Council", "", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "", "cluster 104 label: Federal agency emergency preparedness responsibilities", "", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "", "cluster 105 label: USA Cybersecurity Agenda", "", "86%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258c | 99/115 [00:01<00:00, 66.91it/s]", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "", "cluster 106 label: Educational Equity Initiative", "", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "", "cluster 107 label: Affordable Healthcare ACCESS LABEL", "", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "", "cluster 108 label: White House Womens Programs", "", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "", "cluster 109 label: Presidents Commission-related labels", "", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "", "cluster 110 label: Government regulations, statistical information, interagency", "", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "", "cluster 111 label: Construction Project Financing", "", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "", "cluster 112 label: Federal Employment Policies", "", "92%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258f| 106/115 [00:01<00:00, 67.71it/s]", "98%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a| 113/115 [00:01<00:00, 60.38it/s]", "", "cluster 113 label: Coordination and Effectiveness Labels: Federal", "", "98%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a| 113/115 [00:01<00:00, 60.38it/s]", "", "cluster 114 label: Schools and Education", "", 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22:35:27.922399", "2025-01-22 22:35:27.922748", "2025-01-22 22:35:27.923224", "2025-01-22 22:35:27.923563", "2025-01-22 22:35:27.936830", "2025-01-22 22:35:27.937183", "2025-01-22 22:35:27.937492", "2025-01-22 22:35:27.937764", "2025-01-22 22:35:27.950740", "2025-01-22 22:35:27.951083", "2025-01-22 22:35:27.951367", "2025-01-22 22:35:27.951626", "2025-01-22 22:35:27.965450", "2025-01-22 22:35:27.965776", "2025-01-22 22:35:27.966025", "2025-01-22 22:35:27.966279", "2025-01-22 22:35:27.980218", "2025-01-22 22:35:27.980572", "2025-01-22 22:35:27.980840", "2025-01-22 22:35:27.981096", "2025-01-22 22:35:27.994102", "2025-01-22 22:35:27.994407", "2025-01-22 22:35:27.994669", "2025-01-22 22:35:27.994929", "2025-01-22 22:35:28.008373", "2025-01-22 22:35:28.008659", "2025-01-22 22:35:28.008987", "2025-01-22 22:35:28.009228", "2025-01-22 22:35:28.009700", "2025-01-22 22:35:28.023919", "2025-01-22 22:35:28.024208", "2025-01-22 22:35:28.024510", "2025-01-22 22:35:28.024763", "2025-01-22 22:35:28.050465", "2025-01-22 22:35:28.055977", "2025-01-22 22:35:28.060599", "2025-01-22 22:35:28.061340", "2025-01-22 22:35:28.078871", "2025-01-22 22:35:28.079774", "2025-01-22 22:35:28.080508", "2025-01-22 22:35:28.081178", "2025-01-22 22:35:28.093380", "2025-01-22 22:35:28.094281", "2025-01-22 22:35:28.095006", "2025-01-22 22:35:28.095643", "2025-01-22 22:35:28.113108", "2025-01-22 22:35:28.114906", "2025-01-22 22:35:28.115281", "2025-01-22 22:35:28.115591", "2025-01-22 22:35:28.132048", "2025-01-22 22:35:28.133053", "2025-01-22 22:35:28.133843", "2025-01-22 22:35:28.137262", "2025-01-22 22:35:28.151636", "2025-01-22 22:35:28.152946", "2025-01-22 22:35:28.153277", "2025-01-22 22:35:28.153590", "2025-01-22 22:35:28.155207", "2025-01-22 22:35:28.167686", "2025-01-22 22:35:28.170089", "2025-01-22 22:35:28.170907", "2025-01-22 22:35:28.171242", "2025-01-22 22:35:28.183870", "2025-01-22 22:35:28.184250", "2025-01-22 22:35:28.184552", "2025-01-22 22:35:28.184824", "2025-01-22 22:35:28.185424", "2025-01-22 22:35:28.185731", "2025-01-22 22:35:28.186004", "2025-01-22 22:35:28.186281"], "run_id": "cluster-001-labels-001"}

latentscope/jobs/8960c254-1e5e-4e6c-89fe-7e744ee2d259.json

@@ -0,0 +1 @@
+{"id": "8960c254-1e5e-4e6c-89fe-7e744ee2d259", "dataset": "executive_orders", "job_name": "scope", "command": "ls-scope \"executive_orders\" \"embedding-001\" \"umap-001\" \"cluster-001\" \"cluster-001-labels-001\" \"\ud83e\udd17-Alibaba-NLP/gte-modernbert-base + ollama-qwen2.5:0.5b\" \"\"", "status": "completed", "last_update": "2025-01-22 22:35:46.758844", "progress": ["Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "DATA DIR /Users/enjalot/latent-scope-demo", "RUNNING: scopes-001", "umap columns Index(['x', 'y'], dtype='object')", "cluster columns Index(['cluster', 'raw_cluster', 'label'], dtype='object')", "scope_id None", "scope columns Index(['x', 'y', 'tile_index_64', 'cluster', 'raw_cluster', 'label', 'deleted',", "'ls_index'],", "dtype='object')", "wrote scope scopes-001"], "times": ["2025-01-22 22:35:46.313427", "2025-01-22 22:35:46.313901", "2025-01-22 22:35:46.314282", "2025-01-22 22:35:46.651498", "2025-01-22 22:35:46.733008", "2025-01-22 22:35:46.733280", "2025-01-22 22:35:46.733682", "2025-01-22 22:35:46.733795", "2025-01-22 22:35:46.734263", "2025-01-22 22:35:46.758836"], "run_id": "scopes-001"}

latentscope/jobs/9495cacf-b597-48e4-b2b0-b853dacc8d2d.json

@@ -0,0 +1 @@
+{"id": "9495cacf-b597-48e4-b2b0-b853dacc8d2d", "dataset": "executive_orders", "job_name": "cluster", "command": "ls-cluster \"executive_orders\" \"umap-001\" 15 5 0.005", "status": "completed", "last_update": "2025-01-22 22:35:15.114935", "progress": ["Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "RUNNING: cluster-001", "n_clusters: 115", "noise points assigned to clusters: 1256", "cluster  raw_cluster", "0      105          105", "1       49           49", "2       75           75", "3      105          105", "4       19           19", "wrote /Users/enjalot/latent-scope-demo/executive_orders/clusters/cluster-001.parquet", "POINT SIZE 30 for 6648 points", "", "0%|          | 0/115 [00:00<?, ?it/s]", "100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 115/115 [00:00<00:00, 7864.36it/s]", "done with cluster-001"], "times": ["2025-01-22 22:35:13.540423", "2025-01-22 22:35:13.540830", "2025-01-22 22:35:14.663360", "2025-01-22 22:35:14.663631", "2025-01-22 22:35:14.667370", "2025-01-22 22:35:14.667528", "2025-01-22 22:35:14.667626", "2025-01-22 22:35:14.667703", "2025-01-22 22:35:14.667778", "2025-01-22 22:35:14.668059", "2025-01-22 22:35:14.668150", "2025-01-22 22:35:14.739413", "2025-01-22 22:35:15.097922", "2025-01-22 22:35:15.112651", "2025-01-22 22:35:15.113301", "2025-01-22 22:35:15.114926"], "run_id": "cluster-001"}

latentscope/jobs/c8ac683c-55d2-4b50-9e45-88153763adb2.json

@@ -0,0 +1 @@
+{"id": "c8ac683c-55d2-4b50-9e45-88153763adb2", "dataset": "executive_orders", "job_name": "upload-dataset", "command": "ls-upload-dataset \"/Users/enjalot/latent-scope-demo/executive_orders\" \"ls-executive_orders\" --main-parquet=\"scopes/scopes-001-input.parquet\" --private=false", "status": "running", "last_update": "2025-01-22 22:41:27.554534", "progress": ["ARGS Namespace(directory='/Users/enjalot/latent-scope-demo/executive_orders', dataset_name='ls-executive_orders', main_parquet='scopes/scopes-001-input.parquet', private='false', token=None)", "get key /Users/enjalot/code/latent-scope", "The token has not been saved to the git credentials helper. Pass `add_to_git_credential=True` in this function directly or `--add-to-git-credential` if using via `huggingface-cli` if you want to set the git credential as well.", "Token is valid (permission: write).", "Your token has been saved to /volumes/T9/huggingface/token", "Login successful", "USERNAME enjalot", "Creating repository: ls-executive_orders", "Repository created/verified: https://huggingface.co/datasets/enjalot/ls-executive_orders", "DIRECTORY /Users/enjalot/latent-scope-demo/executive_orders"], "times": ["2025-01-22 22:41:27.102655", "2025-01-22 22:41:27.102922", "2025-01-22 22:41:27.103149", "2025-01-22 22:41:27.186456", "2025-01-22 22:41:27.188485", "2025-01-22 22:41:27.188644", "2025-01-22 22:41:27.234843", "2025-01-22 22:41:27.235013", "2025-01-22 22:41:27.554219", "2025-01-22 22:41:27.554531"]}

latentscope/jobs/cf92ae19-3cf9-4cf4-87a4-408ea75f819b.json

@@ -0,0 +1 @@
+{"id": "cf92ae19-3cf9-4cf4-87a4-408ea75f819b", "dataset": "executive_orders", "job_name": "embed", "command": "ls-embed \"executive_orders\" \"title\" \"\ud83e\udd17-Alibaba-NLP___gte-modernbert-base\" --prefix=\"\" --batch_size=100 --max_seq_length=512", "status": "completed", "last_update": "2025-01-22 22:33:12.930272", "progress": ["Loading environment variables from: /Users/enjalot/code/latent-scope/.env", "RUNNING: embedding-001", "MODEL ID \ud83e\udd17-Alibaba-NLP___gte-modernbert-base", "MODEL <latentscope.models.providers.transformers.TransformersEmbedProvider object at 0x1448b7980>", "loading Alibaba-NLP/gte-modernbert-base", "Checking for empty inputs", "embedding 6648 sentences in 66 batches", "", "0%|          | 0/66 [00:00<?, ?it/s]", "2%|\u258f         | 1/66 [00:00<00:31,  2.03it/s]", "3%|\u258e         | 2/66 [00:00<00:25,  2.47it/s]", "5%|\u258d         | 3/66 [00:01<00:24,  2.58it/s]", "6%|\u258c         | 4/66 [00:01<00:24,  2.55it/s]", "8%|\u258a         | 5/66 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latentscope/jobs/fe9d5a8d-46c4-4718-9eca-83b2fdb01b3a.json

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latentscope/meta.json

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latentscope/scopes/scopes-001-input.parquet

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+size 826208

latentscope/scopes/scopes-001-transactions.json

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+[]

latentscope/scopes/scopes-001.json

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+{
+  "ls_version": "0.5.1",
+  "id": "scopes-001",
+  "embedding_id": "embedding-001",
+  "umap_id": "umap-001",
+  "cluster_id": "cluster-001",
+  "cluster_labels_id": "cluster-001-labels-001",
+  "label": "\ud83e\udd17-Alibaba-NLP/gte-modernbert-base + ollama-qwen2.5:0.5b",
+  "description": "",
+  "dataset": {
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+    "length": 6648,
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+      "signing_date",
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+      "publication_date",
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+      "disposition_notes",
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+        "categories": [
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+          "George W. Bush",
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+        2128,
+        2138,
+        6409,
+        6431,
+        6609,
+        6467,
+        6236
+      ],
+      "cluster": 1
+    },
+    {
+      "label": "National Security and Military Operations",
+      "description": "This is cluster 2 with 69 items.",
+      "hull": [
+        5443,
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+        2589,
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+        5466
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+      "cluster": 2
+    },
+    {
+      "label": "Tax Returns (Includes Income, Excess",
+      "description": "This is cluster 3 with 150 items.",
+      "hull": [
+        3271,
+        3047,
+        3333,
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+        2507,
+        2332,
+        3599
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+      "cluster": 3
+    },
+    {
+      "label": "Levels and Categories",
+      "description": "This is cluster 4 with 31 items.",
+      "hull": [
+        187,
+        1990,
+        2436,
+        2145,
+        2109,
+        2160
+      ],
+      "cluster": 4
+    },
+    {
+      "label": "Federal Executive Salary Schedule Labels:",
+      "description": "This is cluster 5 with 32 items.",
+      "hull": [
+        2847,
+        6369,
+        6588,
+        5841,
+        2759,
+        2895,
+        2894
+      ],
+      "cluster": 5
+    },
+    {
+      "label": "Rates of pay and allowances,",
+      "description": "This is cluster 6 with 28 items.",
+      "hull": [
+        4853,
+        1900,
+        1896,
+        1979,
+        2198,
+        1602
+      ],
+      "cluster": 6
+    },
+    {
+      "label": "Government Closing Dates",
+      "description": "This is cluster 7 with 32 items.",
+      "hull": [
+        462,
+        1526,
+        290,
+        1967,
+        2451
+      ],
+      "cluster": 7
+    },
+    {
+      "label": "Disputes, Investigations, Employee Cases",
+      "description": "This is cluster 8 with 38 items.",
+      "hull": [
+        3226,
+        3169,
+        4403,
+        3336,
+        3102
+      ],
+      "cluster": 8
+    },
+    {
+      "label": "Accommodative Adjustments of Certain Rates",
+      "description": "This is cluster 9 with 43 items.",
+      "hull": [
+        2099,
+        2001,
+        471,
+        2324,
+        730,
+        1347,
+        813,
+        1039
+      ],
+      "cluster": 9
+    },
+    {
+      "label": "Manuscripts Summary: The list contains",
+      "description": "This is cluster 10 with 59 items.",
+      "hull": [
+        13,
+        448,
+        4379,
+        5090,
+        3931,
+        1058
+      ],
+      "cluster": 10
+    },
+    {
+      "label": "Indian Lands Trust Expiration Timeline",
+      "description": "This is cluster 11 with 15 items.",
+      "hull": [
+        1138,
+        5450,
+        4227,
+        4657,
+        5880
+      ],
+      "cluster": 11
+    },
+    {
+      "label": "Disputes Between Railroad Companies",
+      "description": "This is cluster 12 with 24 items.",
+      "hull": [
+        4247,
+        4400,
+        4469,
+        4434,
+        3096,
+        3450
+      ],
+      "cluster": 12
+    },
+    {
+      "label": "Executive Salary Levels Amendment",
+      "description": "This is cluster 13 with 18 items.",
+      "hull": [
+        2510,
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+        3859,
+        2676,
+        2735,
+        2563
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+      "cluster": 13
+    },
+    {
+      "label": "United States District Court for",
+      "description": "This is cluster 14 with 32 items.",
+      "hull": [
+        2172,
+        2081,
+        4473,
+        6644,
+        2086
+      ],
+      "cluster": 14
+    },
+    {
+      "label": "List of Board Inquiry Projects",
+      "description": "This is cluster 15 with 43 items.",
+      "hull": [
+        3153,
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+        4181,
+        3195,
+        3198
+      ],
+      "cluster": 15
+    },
+    {
+      "label": "Nuclear cooperation.",
+      "description": "This is cluster 16 with 20 items.",
+      "hull": [
+        1378,
+        2085,
+        1305,
+        1515,
+        1735,
+        839
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+      "cluster": 16
+    },
+    {
+      "label": "Customs Port Extensions",
+      "description": "This is cluster 17 with 51 items.",
+      "hull": [
+        5256,
+        5649,
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+        3962,
+        5614,
+        4983,
+        4845,
+        5201
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+      "cluster": 17
+    },
+    {
+      "label": "State Emergencies and Railway Board",
+      "description": "This is cluster 18 with 32 items.",
+      "hull": [
+        2465,
+        4380,
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+        444,
+        1759,
+        490,
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+        1664,
+        2802
+      ],
+      "cluster": 18
+    },
+    {
+      "label": "Department of Defense, Department of",
+      "description": "This is cluster 19 with 59 items.",
+      "hull": [
+        845,
+        801,
+        886,
+        3654
+      ],
+      "cluster": 19
+    },
+    {
+      "label": "Federal employees duty exemptions.",
+      "description": "This is cluster 20 with 19 items.",
+      "hull": [
+        4339,
+        5856,
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+        5643,
+        4240
+      ],
+      "cluster": 20
+    },
+    {
+      "label": "Canal Zone Regulatory Documents",
+      "description": "This is cluster 21 with 39 items.",
+      "hull": [
+        2281,
+        3357,
+        4571,
+        5499,
+        5663
+      ],
+      "cluster": 21
+    },
+    {
+      "label": "Dispute Boards",
+      "description": "This is cluster 22 with 96 items.",
+      "hull": [
+        4387,
+        4269,
+        3635,
+        4138,
+        1508,
+        433,
+        1758
+      ],
+      "cluster": 22
+    },
+    {
+      "label": "Dispute boards",
+      "description": "This is cluster 23 with 56 items.",
+      "hull": [
+        3009,
+        2976,
+        2550,
+        2572,
+        1142,
+        716,
+        3268,
+        4108
+      ],
+      "cluster": 23
+    },
+    {
+      "label": "Public international organizations",
+      "description": "This is cluster 24 with 93 items.",
+      "hull": [
+        2212,
+        4526,
+        4279,
+        5404,
+        5375,
+        5347,
+        3813,
+        4260,
+        2373
+      ],
+      "cluster": 24
+    },
+    {
+      "label": "Construction</item>; Suspension of the Eight-Hour",
+      "description": "This is cluster 25 with 30 items.",
+      "hull": [
+        4851,
+        5223,
+        5206,
+        3894,
+        3703,
+        4862
+      ],
+      "cluster": 25
+    },
+    {
+      "label": "Military promotions",
+      "description": "This is cluster 26 with 42 items.",
+      "hull": [
+        5108,
+        3112,
+        4937,
+        4011,
+        3260,
+        3600,
+        2913
+      ],
+      "cluster": 26
+    },
+    {
+      "label": "Foreign Service Regulations",
+      "description": "This is cluster 27 with 84 items.",
+      "hull": [
+        5268,
+        6065,
+        5895,
+        5861,
+        5575,
+        4146,
+        5721,
+        2016,
+        2506
+      ],
+      "cluster": 27
+    },
+    {
+      "label": "Foreign Service Officers Reinstatement List",
+      "description": "This is cluster 28 with 39 items.",
+      "hull": [
+        4619,
+        1460,
+        4046,
+        2190,
+        3248,
+        4457
+      ],
+      "cluster": 28
+    },
+    {
+      "label": "Trade Act Wrongs and Waiver",
+      "description": "This is cluster 29 with 21 items.",
+      "hull": [
+        1333,
+        2092,
+        1442,
+        1398,
+        1589,
+        1295,
+        4292
+      ],
+      "cluster": 29
+    },
+    {
+      "label": "Territory of Hawaii Lands Conservation",
+      "description": "This is cluster 30 with 84 items.",
+      "hull": [
+        2968,
+        1575,
+        4666,
+        2979,
+        3692,
+        6178
+      ],
+      "cluster": 30
+    },
+    {
+      "label": "Ready Reserve Orders",
+      "description": "This is cluster 31 with 31 items.",
+      "hull": [
+        4135,
+        2955,
+        233,
+        2220,
+        1345
+      ],
+      "cluster": 31
+    },
+    {
+      "label": "Army and Defense Programs",
+      "description": "This is cluster 32 with 29 items.",
+      "hull": [
+        5431,
+        5083,
+        2659,
+        5428,
+        2065,
+        5266
+      ],
+      "cluster": 32
+    },
+    {
+      "label": "Diverse Countries Status Classification",
+      "description": "This is cluster 33 with 23 items.",
+      "hull": [
+        2267,
+        2344,
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+        2301,
+        2369,
+        2947,
+        2921,
+        2280,
+        2259
+      ],
+      "cluster": 33
+    },
+    {
+      "label": "National Defense and Service Medals",
+      "description": "This is cluster 34 with 63 items.",
+      "hull": [
+        1325,
+        3237,
+        4890,
+        4864,
+        3738,
+        2218
+      ],
+      "cluster": 34
+    },
+    {
+      "label": "United States Seal Identification Labels",
+      "description": "This is cluster 35 with 35 items.",
+      "hull": [
+        59,
+        1840,
+        1234,
+        2496,
+        3323,
+        3287
+      ],
+      "cluster": 35
+    },
+    {
+      "label": "List of distinguished former presidents",
+      "description": "This is cluster 36 with 19 items.",
+      "hull": [
+        2912,
+        3341,
+        1892,
+        3425,
+        2524,
+        2439
+      ],
+      "cluster": 36
+    },
+    {
+      "label": "Civil Service Rules Amending List",
+      "description": "This is cluster 37 with 21 items.",
+      "hull": [
+        2304,
+        5664,
+        5694,
+        5558,
+        1021,
+        5927,
+        5440
+      ],
+      "cluster": 37
+    },
+    {
+      "label": "Civil Service Updates",
+      "description": "This is cluster 38 with 61 items.",
+      "hull": [
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+        6008,
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+        4129,
+        4464,
+        6005,
+        6195,
+        5668
+      ],
+      "cluster": 38
+    },
+    {
+      "label": "Contracts of Federal and Departmental",
+      "description": "This is cluster 39 with 26 items.",
+      "hull": [
+        4390,
+        6080,
+        3902,
+        4330,
+        5769,
+        4474
+      ],
+      "cluster": 39
+    },
+    {
+      "label": "Public Land Administration, 1930-1974",
+      "description": "This is cluster 40 with 137 items.",
+      "hull": [
+        6556,
+        4593,
+        3759,
+        5433,
+        4360,
+        5563,
+        5869
+      ],
+      "cluster": 40
+    },
+    {
+      "label": "Reservoir Site Restoration Sites",
+      "description": "This is cluster 41 with 26 items.",
+      "hull": [
+        5044,
+        5697,
+        6125,
+        5763,
+        6145
+      ],
+      "cluster": 41
+    },
+    {
+      "label": "Natural Areas",
+      "description": "This is cluster 42 with 48 items.",
+      "hull": [
+        5416,
+        289,
+        416,
+        2271,
+        5846,
+        5179
+      ],
+      "cluster": 42
+    },
+    {
+      "label": "Migratory waterfowl refuges",
+      "description": "This is cluster 43 with 126 items.",
+      "hull": [
+        5750,
+        5996,
+        6088,
+        6179,
+        6164,
+        1801,
+        496,
+        5778
+      ],
+      "cluster": 43
+    },
+    {
+      "label": "Airspace Reservations",
+      "description": "This is cluster 44 with 23 items.",
+      "hull": [
+        4038,
+        5966,
+        5737
+      ],
+      "cluster": 44
+    },
+    {
+      "label": "Executive Order Labels",
+      "description": "This is cluster 45 with 15 items.",
+      "hull": [
+        5535,
+        5351,
+        5247,
+        5798
+      ],
+      "cluster": 45
+    },
+    {
+      "label": "State and Local Offices",
+      "description": "This is cluster 46 with 20 items.",
+      "hull": [
+        4558,
+        6032,
+        5494,
+        6061,
+        6022,
+        2736
+      ],
+      "cluster": 46
+    },
+    {
+      "label": "List of Revocation Orders",
+      "description": "This is cluster 47 with 85 items.",
+      "hull": [
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+        6099,
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+        4508,
+        4209,
+        4077,
+        5493,
+        5926
+      ],
+      "cluster": 47
+    },
+    {
+      "label": "Escapee Programs, Naturalization Requirements, Gulf",
+      "description": "This is cluster 48 with 62 items.",
+      "hull": [
+        317,
+        5556,
+        1828,
+        965,
+        4992,
+        778,
+        1710,
+        1778
+      ],
+      "cluster": 48
+    },
+    {
+      "label": "Human Rights Abuses in Syria",
+      "description": "This is cluster 49 with 186 items.",
+      "hull": [
+        3503,
+        1893,
+        1862,
+        4486,
+        1409,
+        3561,
+        1375
+      ],
+      "cluster": 49
+    },
+    {
+      "label": "Hazardous Duty Pay and Incentive",
+      "description": "This is cluster 50 with 20 items.",
+      "hull": [
+        3701,
+        2366,
+        2886,
+        2903,
+        1650,
+        3928
+      ],
+      "cluster": 50
+    },
+    {
+      "label": "Defensive Sea Areas and Airspace</Item>",
+      "description": "This is cluster 51 with 71 items.",
+      "hull": [
+        5434,
+        4880,
+        4254,
+        6103,
+        3392,
+        4858,
+        5318,
+        4070,
+        6052
+      ],
+      "cluster": 51
+    },
+    {
+      "label": "Property Transfer | Reserved Lands",
+      "description": "This is cluster 52 with 36 items.",
+      "hull": [
+        3702,
+        5509,
+        4765,
+        1456,
+        3743,
+        3416,
+        4239,
+        4120
+      ],
+      "cluster": 52
+    },
+    {
+      "label": "National Forest Labels",
+      "description": "This is cluster 53 with 71 items.",
+      "hull": [
+        3331,
+        2656,
+        5137,
+        5342,
+        5014,
+        1088,
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+        5078,
+        4298,
+        3462,
+        3576
+      ],
+      "cluster": 53
+    },
+    {
+      "label": "Public Lands Disposal Tasks",
+      "description": "This is cluster 54 with 146 items.",
+      "hull": [
+        6082,
+        5250,
+        5700,
+        5283,
+        6205,
+        5455,
+        1596,
+        5855
+      ],
+      "cluster": 54
+    },
+    {
+      "label": "Land Ownership Transfer",
+      "description": "This is cluster 55 with 127 items.",
+      "hull": [
+        4538,
+        5045,
+        5151,
+        2400,
+        4964,
+        4951
+      ],
+      "cluster": 55
+    },
+    {
+      "label": "Physical fitness and sports",
+      "description": "This is cluster 56 with 19 items.",
+      "hull": [
+        3591,
+        1879,
+        320,
+        2200,
+        2046,
+        3316
+      ],
+      "cluster": 56
+    },
+    {
+      "label": "River Basins Commissions",
+      "description": "This is cluster 57 with 24 items.",
+      "hull": [
+        1065,
+        3612,
+        649,
+        1459,
+        1084,
+        4050
+      ],
+      "cluster": 57
+    },
+    {
+      "label": "Panama Canal Regulations List: Panama",
+      "description": "This is cluster 58 with 23 items.",
+      "hull": [
+        5150,
+        4660,
+        3906,
+        4484,
+        5660,
+        4644
+      ],
+      "cluster": 58
+    },
+    {
+      "label": "Executive Order, Amendments, Annual Leave",
+      "description": "This is cluster 59 with 23 items.",
+      "hull": [
+        3707,
+        3497,
+        3991,
+        5262,
+        4695,
+        4952,
+        5955,
+        3810
+      ],
+      "cluster": 59
+    },
+    {
+      "label": "Uniformed Services Rewards Regulations",
+      "description": "This is cluster 60 with 103 items.",
+      "hull": [
+        2846,
+        6093,
+        4745,
+        5890,
+        5707,
+        3325,
+        2411,
+        3464,
+        2568
+      ],
+      "cluster": 60
+    },
+    {
+      "label": "Public Health Services",
+      "description": "This is cluster 61 with 41 items.",
+      "hull": [
+        4320,
+        4096,
+        4033,
+        3006,
+        4191,
+        3785,
+        1006
+      ],
+      "cluster": 61
+    },
+    {
+      "label": "Public Labor Standards",
+      "description": "This is cluster 62 with 23 items.",
+      "hull": [
+        189,
+        2653,
+        1274,
+        1585,
+        1807,
+        1822,
+        2030
+      ],
+      "cluster": 62
+    },
+    {
+      "label": "Employment Regulations",
+      "description": "This is cluster 63 with 22 items.",
+      "hull": [
+        5768,
+        5240,
+        4459,
+        4284
+      ],
+      "cluster": 63
+    },
+    {
+      "label": "Transportation</item>erosions and transfer.</item>",
+      "description": "This is cluster 64 with 73 items.",
+      "hull": [
+        4668,
+        4296,
+        2984,
+        3468,
+        3868,
+        1916,
+        3606,
+        4313,
+        4332,
+        3523
+      ],
+      "cluster": 64
+    },
+    {
+      "label": "Executive Order List",
+      "description": "This is cluster 65 with 41 items.",
+      "hull": [
+        4335,
+        2340,
+        4574,
+        2543,
+        2535,
+        3263,
+        3491,
+        4156,
+        4376,
+        3609
+      ],
+      "cluster": 65
+    },
+    {
+      "label": "Defense and Civil Service",
+      "description": "This is cluster 66 with 30 items.",
+      "hull": [
+        4838,
+        4173,
+        2266,
+        6135,
+        5454,
+        3553,
+        4918,
+        4441
+      ],
+      "cluster": 66
+    },
+    {
+      "label": "Safeguarding Vessels and Infrastructure",
+      "description": "This is cluster 67 with 39 items.",
+      "hull": [
+        1485,
+        3718,
+        4893,
+        5096,
+        4835,
+        3624,
+        1907
+      ],
+      "cluster": 67
+    },
+    {
+      "label": "List of Assistant Secretaries for",
+      "description": "This is cluster 68 with 60 items.",
+      "hull": [
+        3394,
+        2695,
+        38,
+        2859,
+        2627,
+        6275,
+        6524,
+        4754
+      ],
+      "cluster": 68
+    },
+    {
+      "label": "Coal Mines",
+      "description": "This is cluster 69 with 37 items.",
+      "hull": [
+        5018,
+        4908,
+        6045,
+        6097,
+        3678,
+        5196,
+        4871,
+        4836
+      ],
+      "cluster": 69
+    },
+    {
+      "label": "Transportation System and Railroad Products",
+      "description": "This is cluster 70 with 27 items.",
+      "hull": [
+        4894,
+        1252,
+        1251,
+        1360,
+        5064,
+        5036,
+        4813,
+        5070
+      ],
+      "cluster": 70
+    },
+    {
+      "label": "Plants and Facilities",
+      "description": "This is cluster 71 with 56 items.",
+      "hull": [
+        4771,
+        4847,
+        4935,
+        5215,
+        4515,
+        4717
+      ],
+      "cluster": 71
+    },
+    {
+      "label": "Office Management",
+      "description": "This is cluster 72 with 32 items.",
+      "hull": [
+        4837,
+        2616,
+        4589,
+        4478,
+        4610,
+        5125,
+        5088,
+        4449,
+        4057
+      ],
+      "cluster": 72
+    },
+    {
+      "label": "Government Orders and Reforms",
+      "description": "This is cluster 73 with 34 items.",
+      "hull": [
+        4351,
+        4340,
+        4432,
+        4341,
+        4151,
+        2805,
+        4359,
+        667
+      ],
+      "cluster": 73
+    },
+    {
+      "label": "Executive Order List",
+      "description": "This is cluster 74 with 34 items.",
+      "hull": [
+        5251,
+        5933,
+        3308,
+        3188,
+        4576,
+        6192,
+        5006
+      ],
+      "cluster": 74
+    },
+    {
+      "label": "Noncompetitive Civil Service Appointments",
+      "description": "This is cluster 75 with 26 items.",
+      "hull": [
+        2111,
+        2129,
+        4065,
+        2623,
+        3988,
+        89,
+        582
+      ],
+      "cluster": 75
+    },
+    {
+      "label": "Emergency Status Labels",
+      "description": "This is cluster 76 with 16 items.",
+      "hull": [
+        1619,
+        877,
+        434,
+        405,
+        1437
+      ],
+      "cluster": 76
+    },
+    {
+      "label": "Government Service Appointments",
+      "description": "This is cluster 77 with 105 items.",
+      "hull": [
+        164,
+        6544,
+        6590,
+        2029,
+        6582,
+        5651,
+        4396,
+        6361
+      ],
+      "cluster": 77
+    },
+    {
+      "label": "classified public agencies",
+      "description": "This is cluster 78 with 49 items.",
+      "hull": [
+        5311,
+        4566,
+        2331,
+        2189,
+        2958,
+        4500,
+        6539,
+        5678,
+        5314
+      ],
+      "cluster": 78
+    },
+    {
+      "label": "Advisory Committees",
+      "description": "This is cluster 79 with 48 items.",
+      "hull": [
+        2473,
+        2729,
+        2629,
+        1611,
+        2316,
+        760,
+        1082,
+        35
+      ],
+      "cluster": 79
+    },
+    {
+      "label": "Defense Information Acquisition Ordinances",
+      "description": "This is cluster 80 with 67 items.",
+      "hull": [
+        384,
+        6027,
+        3956,
+        4541,
+        3779,
+        3382,
+        2254,
+        6153,
+        5159,
+        1003
+      ],
+      "cluster": 80
+    },
+    {
+      "label": "List of Executive Orders by",
+      "description": "This is cluster 81 with 241 items.",
+      "hull": [
+        2638,
+        2306,
+        2884,
+        3845,
+        208,
+        4016,
+        1107,
+        2749,
+        2274
+      ],
+      "cluster": 81
+    },
+    {
+      "label": "Federal Agencies Roles and Responsibilities",
+      "description": "This is cluster 82 with 36 items.",
+      "hull": [
+        5282,
+        2115,
+        1980,
+        4945,
+        1445,
+        4949,
+        2387,
+        430,
+        2747
+      ],
+      "cluster": 82
+    },
+    {
+      "label": "Stability Programs",
+      "description": "This is cluster 83 with 48 items.",
+      "hull": [
+        2272,
+        2103,
+        1748,
+        1826,
+        5067,
+        4829,
+        4618,
+        2265,
+        3131,
+        4480
+      ],
+      "cluster": 83
+    },
+    {
+      "label": "Survey and Navy Organizations",
+      "description": "This is cluster 84 with 62 items.",
+      "hull": [
+        5133,
+        5531,
+        4850,
+        5062,
+        3510,
+        4483,
+        6442,
+        4733,
+        3317
+      ],
+      "cluster": 84
+    },
+    {
+      "label": "War Vessels",
+      "description": "This is cluster 85 with 37 items.",
+      "hull": [
+        4748,
+        4663,
+        4088,
+        5717,
+        5013,
+        5225,
+        5084,
+        4305,
+        4499,
+        2906
+      ],
+      "cluster": 85
+    },
+    {
+      "label": "Alliances and Compromises",
+      "description": "This is cluster 86 with 32 items.",
+      "hull": [
+        2475,
+        2014,
+        2770,
+        155,
+        1413
+      ],
+      "cluster": 86
+    },
+    {
+      "label": "Agreement Labels",
+      "description": "This is cluster 87 with 39 items.",
+      "hull": [
+        4045,
+        3627,
+        5048,
+        5437,
+        5686,
+        5935,
+        3069,
+        1923
+      ],
+      "cluster": 87
+    },
+    {
+      "label": "Trade Agreements and Procedures",
+      "description": "This is cluster 88 with 38 items.",
+      "hull": [
+        1482,
+        1968,
+        3040,
+        1463,
+        1114,
+        1824,
+        1055,
+        1433,
+        1922
+      ],
+      "cluster": 88
+    },
+    {
+      "label": "Exports",
+      "description": "This is cluster 89 with 41 items.",
+      "hull": [
+        2026,
+        2097,
+        586,
+        2712,
+        3559,
+        4244,
+        1276,
+        2648
+      ],
+      "cluster": 89
+    },
+    {
+      "label": "Foreign Aid Functions",
+      "description": "This is cluster 90 with 58 items.",
+      "hull": [
+        1780,
+        4083,
+        1387,
+        799,
+        400,
+        2466,
+        3232,
+        2049,
+        2329,
+        443
+      ],
+      "cluster": 90
+    },
+    {
+      "label": "Food and Commerce Regulations",
+      "description": "This is cluster 91 with 77 items.",
+      "hull": [
+        5049,
+        5146,
+        3780,
+        3925,
+        2892,
+        3512,
+        1194,
+        4970,
+        800,
+        5712,
+        6646
+      ],
+      "cluster": 91
+    },
+    {
+      "label": "Federal Agencies",
+      "description": "This is cluster 92 with 85 items.",
+      "hull": [
+        603,
+        1677,
+        4920,
+        6078,
+        1530,
+        1814,
+        1704,
+        17,
+        425,
+        2891
+      ],
+      "cluster": 92
+    },
+    {
+      "label": "Industrial Relations and Foreign Trade",
+      "description": "This is cluster 93 with 74 items.",
+      "hull": [
+        1573,
+        1695,
+        1230,
+        236,
+        1516,
+        1626,
+        1490
+      ],
+      "cluster": 93
+    },
+    {
+      "label": "National Security Measures",
+      "description": "This is cluster 94 with 38 items.",
+      "hull": [
+        1997,
+        1303,
+        1501,
+        1431,
+        2997,
+        790,
+        202
+      ],
+      "cluster": 94
+    },
+    {
+      "label": "List of Actions Related to",
+      "description": "This is cluster 95 with 113 items.",
+      "hull": [
+        4270,
+        4839,
+        4615,
+        4322,
+        4545,
+        5037,
+        4793,
+        2383,
+        3322,
+        5242
+      ],
+      "cluster": 95
+    },
+    {
+      "label": "Presidents Authority",
+      "description": "This is cluster 96 with 124 items.",
+      "hull": [
+        3499,
+        4133,
+        4991,
+        4897,
+        2365,
+        4772,
+        1363,
+        861
+      ],
+      "cluster": 96
+    },
+    {
+      "label": "Military Office",
+      "description": "This is cluster 97 with 39 items.",
+      "hull": [
+        3186,
+        3965,
+        2398,
+        2441,
+        4503,
+        787,
+        4688,
+        4139,
+        3193,
+        1970
+      ],
+      "cluster": 97
+    },
+    {
+      "label": "Government Agencies",
+      "description": "This is cluster 98 with 64 items.",
+      "hull": [
+        3895,
+        3244,
+        5193,
+        1957,
+        3360,
+        4424,
+        5139,
+        4767,
+        3711,
+        3985,
+        1547
+      ],
+      "cluster": 98
+    },
+    {
+      "label": "Employment and Defense",
+      "description": "This is cluster 99 with 61 items.",
+      "hull": [
+        2990,
+        2937,
+        3127,
+        2477,
+        3219,
+        4104,
+        2742,
+        6514,
+        2612
+      ],
+      "cluster": 99
+    },
+    {
+      "label": "National Security Information Labels: National",
+      "description": "This is cluster 100 with 58 items.",
+      "hull": [
+        5854,
+        4704,
+        3088,
+        219,
+        453,
+        4979,
+        688,
+        401,
+        1529,
+        1882,
+        712
+      ],
+      "cluster": 100
+    },
+    {
+      "label": "Modem Intelligence Board",
+      "description": "This is cluster 101 with 26 items.",
+      "hull": [
+        819,
+        1952,
+        1942,
+        1904,
+        1282,
+        1521,
+        2684
+      ],
+      "cluster": 101
+    },
+    {
+      "label": "National Science and Technology Council",
+      "description": "This is cluster 102 with 47 items.",
+      "hull": [
+        2689,
+        2277,
+        1635,
+        230,
+        1599,
+        1484,
+        579,
+        1382,
+        3229,
+        1453
+      ],
+      "cluster": 102
+    },
+    {
+      "label": "Energy Coordination Council",
+      "description": "This is cluster 103 with 58 items.",
+      "hull": [
+        541,
+        3866,
+        2213,
+        1364,
+        2570,
+        1356,
+        4896,
+        1995
+      ],
+      "cluster": 103
+    },
+    {
+      "label": "Federal agency emergency preparedness responsibilities",
+      "description": "This is cluster 104 with 47 items.",
+      "hull": [
+        2017,
+        2106,
+        2596,
+        4933,
+        2395,
+        1903
+      ],
+      "cluster": 104
+    },
+    {
+      "label": "USA Cybersecurity Agenda",
+      "description": "This is cluster 105 with 38 items.",
+      "hull": [
+        512,
+        756,
+        253,
+        199,
+        508,
+        271,
+        743,
+        241,
+        1090
+      ],
+      "cluster": 105
+    },
+    {
+      "label": "Educational Equity Initiative",
+      "description": "This is cluster 106 with 27 items.",
+      "hull": [
+        32,
+        2959,
+        5270,
+        1823,
+        876,
+        808
+      ],
+      "cluster": 106
+    },
+    {
+      "label": "Affordable Healthcare ACCESS LABEL",
+      "description": "This is cluster 107 with 61 items.",
+      "hull": [
+        4731,
+        265,
+        441,
+        520,
+        1087,
+        126,
+        755,
+        146,
+        1100,
+        246,
+        1789,
+        1776
+      ],
+      "cluster": 107
+    },
+    {
+      "label": "White House Womens Programs",
+      "description": "This is cluster 108 with 150 items.",
+      "hull": [
+        3028,
+        1819,
+        1767,
+        2757,
+        3154,
+        3249,
+        2009,
+        125
+      ],
+      "cluster": 108
+    },
+    {
+      "label": "Presidents Commission-related labels",
+      "description": "This is cluster 109 with 143 items.",
+      "hull": [
+        950,
+        1265,
+        2469,
+        4017,
+        1535,
+        1598,
+        969,
+        2963,
+        445
+      ],
+      "cluster": 109
+    },
+    {
+      "label": "Government regulations, statistical information, interagency",
+      "description": "This is cluster 110 with 173 items.",
+      "hull": [
+        1883,
+        326,
+        618,
+        1229,
+        304,
+        44,
+        351,
+        1717,
+        1156,
+        997
+      ],
+      "cluster": 110
+    },
+    {
+      "label": "Construction Project Financing",
+      "description": "This is cluster 111 with 41 items.",
+      "hull": [
+        2195,
+        363,
+        871,
+        142,
+        1885,
+        942,
+        1577,
+        1013
+      ],
+      "cluster": 111
+    },
+    {
+      "label": "Federal Employment Policies",
+      "description": "This is cluster 112 with 48 items.",
+      "hull": [
+        2962,
+        2019,
+        308,
+        2848,
+        798,
+        928
+      ],
+      "cluster": 112
+    },
+    {
+      "label": "Coordination and Effectiveness Labels: Federal",
+      "description": "This is cluster 113 with 33 items.",
+      "hull": [
+        1689,
+        283,
+        245,
+        194,
+        630,
+        322
+      ],
+      "cluster": 113
+    },
+    {
+      "label": "Schools and Education",
+      "description": "This is cluster 114 with 48 items.",
+      "hull": [
+        413,
+        3042,
+        584,
+        497,
+        915,
+        1702,
+        113,
+        1217
+      ],
+      "cluster": 114
+    }
+  ],
+  "rows": 6648,
+  "columns": [
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+    "y",
+    "tile_index_64",
+    "cluster",
+    "raw_cluster",
+    "label",
+    "deleted",
+    "ls_index"
+  ],
+  "size": 146916,
+  "timestamp": "2025-01-22 22:35:46"
+}

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