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SPARQL / RDF Machine Learning guides (#252)
* added RDF ML notebooks * cleaning up the code a bit * completed regression and classification for SPARQL ML * added RDF ML notebooks * cleaning up the code a bit * completed regression and classification for SPARQL ML * Complete notebooks for SPARQL Classification - Regression and Link Prediction * Complete notebooks for SPARQL Classification - Regression and Link Prediction * Complete notebooks for SPARQL Classification - Regression and Link Prediction * Complete notebooks for SPARQL Classification - Regression and Link Prediction * Rename gremlin profile args for clarity (#249) Co-authored-by: Michael Chin <chnmch@amazon.com> * Add --results-per-page query option (#242) * Add -r option * Replace interval value * Add upper limit Co-authored-by: Michael Chin <chnmch@amazon.com> * Pin ipython<7.17.0 to patch vulnerability (#250) Co-authored-by: Michael Chin <chnmch@amazon.com> * Disable root logger output (#248) Co-authored-by: Michael Chin <chnmch@amazon.com> * Fix OC Bolt metadata (#255) * Fix OC Bolt query metadata output * Add OC metadata tests Co-authored-by: Michael Chin <chnmch@amazon.com> * Add groupby raw node result option (#253) * Add --group-by-raw query option * Add unit tests Co-authored-by: Michael Chin <chnmch@amazon.com> * Add Gremlin group-by-depth (#251) * Add --group-by-depth to Gremlin, modify OC with same explicit param * Add tests * PEP8 fixes Co-authored-by: Michael Chin <chnmch@amazon.com> * addressing comment left in PR #252 related to better conditional statements * Update ChangeLog.md * Suffix all doubles with d. Node batch reduced to 40 (#257) * Suffix all doubles with d. Node batch reduced to 40 * Update changelog for seed file changes * Update ChangeLog.md * Update ChangeLog.md Co-authored-by: Michael Chin <mchin188@yahoo.com> * Convert Decimal type results to float for Gremlin (#256) * Convert Decimal type values in GremlinNetwork * replace star import * Revert temp test change * Convert decimal type edge properties * Update Changelog Co-authored-by: Michael Chin <chnmch@amazon.com> * removed hard coded genre deletes, and moved them into the notebook. * removed hard coded genre deletes, and moved them into the notebook. * removed hard coded ciritcScore deletes, and moved them into the notebook. * removed hard coded link prediction retractions, and moved them into the notebook. * completed the Getting Started notebook with the pretrained models. * completed the Getting Started notebook with the pretrained models. * added RDF ML notebooks * cleaning up the code a bit * completed regression and classification for SPARQL ML * Complete notebooks for SPARQL Classification - Regression and Link Prediction * Complete notebooks for SPARQL Classification - Regression and Link Prediction * added RDF ML notebooks * cleaning up the code a bit * completed regression and classification for SPARQL ML * Complete notebooks for SPARQL Classification - Regression and Link Prediction * Complete notebooks for SPARQL Classification - Regression and Link Prediction * addressing comment left in PR #252 related to better conditional statements * removed hard coded genre deletes, and moved them into the notebook. * removed hard coded genre deletes, and moved them into the notebook. * removed hard coded ciritcScore deletes, and moved them into the notebook. * removed hard coded link prediction retractions, and moved them into the notebook. * completed the Getting Started notebook with the pretrained models. * completed the Getting Started notebook with the pretrained models. * tests passing for new SPARQL ML notebooks * Added detail fo new SPARQL/RDF ML notebooks to the change log * fixed bugs in link prediction, amde small improvements after review * updated location of pre-trained models Co-authored-by: Michael Chin <mchin188@yahoo.com> Co-authored-by: Michael Chin <chnmch@amazon.com> Co-authored-by: Kelvin Lawrence <gfxman@yahoo.com>
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‎ChangeLog.md

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- Fixed Gremlin visualizer bug with handling non-string node IDs ([Link to PR](https://github.com/aws/graph-notebook/pull/245))
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- Fixed error in openCypher Bolt query metadata output ([Link to PR](https://github.com/aws/graph-notebook/pull/255))
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- Fixed handling of Decimal type properties when rendering Gremlin query results ([Link to PR](https://github.com/aws/graph-notebook/pull/256))
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- Added new notebooks: guides for using SPARQL and RDF with Neptune ML ([Link to PR](https://github.com/aws/graph-notebook/pull/252))
2021

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## Release 3.1.1 (December 21, 2021)
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- Added new dataset for DiningByFriends, and associated notebook ([Link to PR](https://github.com/aws/graph-notebook/pull/235))

‎src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/Neptune-ML-00-Getting-Started-with-Neptune-ML-SPARQL.ipynb

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‎src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/__init__.py

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‎src/graph_notebook/notebooks/04-Machine-Learning/Neptune-ML-SPARQL/neptune-ml-pretrained-rdf-model-config.json

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{
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"models": {
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"object_classification": "s3://aws-neptune-customer-samples/v2/neptune-ml/pretrained-models/v2/rdf/object-classification/model.tar.gz",
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"object_regression": "s3://aws-neptune-customer-samples/v2/neptune-ml/pretrained-models/v2/rdf/object-regression/model.tar.gz",
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"link_prediction": "s3://aws-neptune-customer-samples/v2/neptune-ml/pretrained-models/v2/rdf/link-prediction/model.tar.gz"
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