Provenance for Decision Pipeline #1

Created on: Oct. 21, 2024, 8:09 a.m.

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G n1 ex:staff/259 b2 n1->b2 actedOnBehalfOf ann1 prov:type ln:DataEngineer prov:type prov:Person ann1->n1 n2 ex:institution ann2 prov:type ln:CreditProvider prov:type prov:Organization ann2->n2 n3 ex:staff/37 b1 n3->b1 actedOnBehalfOf ann3 prov:type ln:Manager prov:type prov:Person ann3->n3 n4 ex:ml/validating/1668892616 n12 py:1668892616/5340372400 n4->n12 used n14 file:loans_test.xz n4->n14 used b7 n4->b7 wasAssociatedWith ann4 prov:startTime 2022-11-19T21:43:18.282000+00:00 prov:endTime 2022-11-19T21:43:18.530000+00:00 prov:type pl:AssessingPerformance ann4->n4 n5 ex:ml/filtering/1668892616 n11 file:lending-club/accepted_2007_to_2018Q4.csv.gz n5->n11 used b8 n5->b8 wasAssociatedWith ann5 prov:startTime 2022-11-19T21:35:04.429000+00:00 prov:endTime 2022-11-19T21:37:53.010000+00:00 prov:type pl:SelectingData ann5->n5 n6 ex:ml/splitting/1668892616 n13 file:loans_processed.xz n6->n13 used b5 n6->b5 wasAssociatedWith ann6 prov:startTime 2022-11-19T21:40:40.015000+00:00 prov:endTime 2022-11-19T21:43:00.281000+00:00 prov:type pl:SplittingTestData ann6->n6 n7 ex:ml/preprocessing/1668892616 n16 file:loans_filtered.xz n7->n16 used b4 n7->b4 wasAssociatedWith ann7 prov:startTime 2022-11-19T21:37:53.099000+00:00 prov:endTime 2022-11-19T21:40:39.943000+00:00 prov:type pl:TransformingData ann7->n7 n8 ex:ml/training/1668892616 n17 file:loans_train.xz n8->n17 used b6 n8->b6 wasAssociatedWith ann8 prov:startTime 2022-11-19T21:43:00.353000+00:00 prov:endTime 2022-11-19T21:43:18.282000+00:00 prov:type pl:FittingData ann8->n8 n9 ex:ml/approving/1668892616 n15 py:1668892616/5007688592 n9->n15 used b3 n9->b3 wasAssociatedWith ann9 prov:startTime 2022-11-19T21:43:18.530000+00:00 prov:endTime 2022-11-19T21:43:19.482000+00:00 prov:type pl:ApprovingPipeline ann9->n9 n10 ex:records/1668892616 n10->n3 wasAttributedTo n10->n9 wasGeneratedBy b17 n10->b17 wasDerivedFrom ann10 prov:type ln:ApprovalRecord ln:pipeline file:dt_pipeline.pickled ln:signature d311559c5d46d3d642d315ae1aab8f3d22149164890fbb4141f613801be622b1 ann10->n10 ann11 prov:type ln:File ln:created_at 2019-04-10T18:09:22 ln:filesize 392582231 ln:n_cols 151 ln:n_rows 2260701 ln:sha256 55c16f75120f897683f02e7aabcf080d0e4a20c4832feb1d592cfa941bd62a2d ann11->n11 n12->n1 wasAttributedTo n12->n8 wasGeneratedBy b12 n12->b12 wasDerivedFrom ann12 prov:type sk:pipeline.Pipeline ann12->n12 n13->n1 wasAttributedTo n13->n7 wasGeneratedBy b9 n13->b9 wasDerivedFrom ann13 prov:type ln:File ln:created_at 2022-11-19T21:38:26.653979 ln:filesize 28556176 ln:n_cols 123 ln:n_rows 1345310 ln:sha256 b48dbfc4e8502ecec3c67e307ae61d5b34a80e2e644f85da9dec5e50becec6a3 ann13->n13 n14->n1 wasAttributedTo n14->n6 wasGeneratedBy b11 n14->b11 wasDerivedFrom ann14 prov:type ln:File ln:created_at 2022-11-19T21:42:46.952308 ln:filesize 3432300 ln:n_cols 123 ln:n_rows 149486 ln:sha256 875870c01185e82424012cb4d36030071f315b731b6802d21848d6744b7e62a9 ann14->n14 n15->n4 wasGeneratedBy b14 n15->b14 wasDerivedFrom b15 n15->b15 wasDerivedFrom ann15 prov:type pl:AccuracyScore prov:value "0.795794" %% xsd:float ann15->n15 n16->n1 wasAttributedTo n16->n5 wasGeneratedBy b13 n16->b13 wasDerivedFrom ann16 prov:type ln:File ln:created_at 2022-11-19T21:35:14.161590 ln:filesize 36415800 ln:n_cols 31 ln:n_rows 1345310 ln:sha256 9252a4d6d92417b7c2fdcfa7fbfbff3c0cd19e96bdb01229927aaf242e85089d ann16->n16 n17->n1 wasAttributedTo n17->n6 wasGeneratedBy b10 n17->b10 wasDerivedFrom ann17 prov:type ln:File ln:created_at 2022-11-19T21:40:41.398638 ln:filesize 25290624 ln:n_cols 123 ln:n_rows 1195824 ln:sha256 98ee8a67d33f7e67efd378361c9506da3853b8027c6afeac517977ac688cd749 ann17->n17 n18 file:dt_pipeline.pickled n18->n9 wasGeneratedBy b16 n18->b16 wasDerivedFrom ann18 prov:type ln:File ln:created_at 2022-11-19T21:43:19.482045 ln:filesize 8990 ln:sha256 d311559c5d46d3d642d315ae1aab8f3d22149164890fbb4141f613801be622b1 ann18->n18 n19 loan:pipeline/1 b18 n19->b18 wasDerivedFrom b1->n2 b2->n2 b3->n3 b4->n1 b5->n1 b6->n1 b7->n1 b8->n1 b9->n16 b10->n16 b11->n16 b12->n17 b13->n11 b14->n14 b15->n12 b16->n12 b17->n15 b18->n18