Update to the new OML Notebooks format (oracle-samples#354)

Old Notebooks are being kept for compatibility under a notebooks-classic sub-folder, while SQL, Python and R notebooks are replaced with the new OML Notebooks engine, and a new REST folder is created to accommodate the new REST APIs for OML Services.
cdivilly · May 17, 2024 · 9146946 · 9146946
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diff --git a/...ng/notebooks/python/OML Run-me-first.json → ...ooks-classic/python/OML Run-me-first.json b/...ng/notebooks/python/OML Run-me-first.json → ...ooks-classic/python/OML Run-me-first.json
diff --git a/...arty Packages - Environment Creation.json → ...arty Packages - Environment Creation.json b/...arty Packages - Environment Creation.json → ...arty Packages - Environment Creation.json
diff --git a/...Packages - Python Environment Usage .json → ...Packages - Python Environment Usage .json b/...Packages - Python Environment Usage .json → ...Packages - Python Environment Usage .json
diff --git a/...ing/notebooks/python/OML4Py -0- Tour.json → ...books-classic/python/OML4Py -0- Tour.json b/...ing/notebooks/python/OML4Py -0- Tour.json → ...books-classic/python/OML4Py -0- Tour.json
diff --git a/...books/python/OML4Py -1- Introduction.json → ...assic/python/OML4Py -1- Introduction.json b/...books/python/OML4Py -1- Introduction.json → ...assic/python/OML4Py -1- Introduction.json
diff --git a/... -2- Data Selection and Manipulation.json → ... -2- Data Selection and Manipulation.json b/... -2- Data Selection and Manipulation.json → ... -2- Data Selection and Manipulation.json
diff --git a/... -3- Datastore and Script Repository.json → ... -3- Datastore and Script Repository.json b/... -3- Datastore and Script Repository.json → ... -3- Datastore and Script Repository.json
diff --git a/...OML4Py -4- Embedded Python Execution.json → ...OML4Py -4- Embedded Python Execution.json b/...OML4Py -4- Embedded Python Execution.json → ...OML4Py -4- Embedded Python Execution.json
diff --git a/...g/notebooks/python/OML4Py -5- AutoML.json → ...oks-classic/python/OML4Py -5- AutoML.json b/...g/notebooks/python/OML4Py -5- AutoML.json → ...oks-classic/python/OML4Py -5- AutoML.json
diff --git a/.../python/OML4Py Anomaly Detection SVM.json → .../python/OML4Py Anomaly Detection SVM.json b/.../python/OML4Py Anomaly Detection SVM.json → .../python/OML4Py Anomaly Detection SVM.json
diff --git a/...hon/OML4Py Association Rules Apriori.json → ...hon/OML4Py Association Rules Apriori.json b/...hon/OML4Py Association Rules Apriori.json → ...hon/OML4Py Association Rules Apriori.json
diff --git a/...thon/OML4Py Attribute Importance MDL.json → ...thon/OML4Py Attribute Importance MDL.json b/...thon/OML4Py Attribute Importance MDL.json → ...thon/OML4Py Attribute Importance MDL.json
diff --git a/...ooks/python/OML4Py Classification DT.json → ...ssic/python/OML4Py Classification DT.json b/...ooks/python/OML4Py Classification DT.json → ...ssic/python/OML4Py Classification DT.json
diff --git a/...oks/python/OML4Py Classification GLM.json → ...sic/python/OML4Py Classification GLM.json b/...oks/python/OML4Py Classification GLM.json → ...sic/python/OML4Py Classification GLM.json
diff --git a/...ooks/python/OML4Py Classification NB.json → ...ssic/python/OML4Py Classification NB.json b/...ooks/python/OML4Py Classification NB.json → ...ssic/python/OML4Py Classification NB.json
diff --git a/...ooks/python/OML4Py Classification NN.json → ...ssic/python/OML4Py Classification NN.json b/...ooks/python/OML4Py Classification NN.json → ...ssic/python/OML4Py Classification NN.json
diff --git a/...ooks/python/OML4Py Classification RF.json → ...ssic/python/OML4Py Classification RF.json b/...ooks/python/OML4Py Classification RF.json → ...ssic/python/OML4Py Classification RF.json
diff --git a/...oks/python/OML4Py Classification SVM.json → ...sic/python/OML4Py Classification SVM.json b/...oks/python/OML4Py Classification SVM.json → ...sic/python/OML4Py Classification SVM.json
diff --git a/...otebooks/python/OML4Py Clustering EM.json → ...-classic/python/OML4Py Clustering EM.json b/...otebooks/python/OML4Py Clustering EM.json → ...-classic/python/OML4Py Clustering EM.json
diff --git a/...otebooks/python/OML4Py Clustering KM.json → ...-classic/python/OML4Py Clustering KM.json b/...otebooks/python/OML4Py Clustering KM.json → ...-classic/python/OML4Py Clustering KM.json
diff --git a/...4Py Data Cleaning Duplicates Removal.json → ...4Py Data Cleaning Duplicates Removal.json b/...4Py Data Cleaning Duplicates Removal.json → ...4Py Data Cleaning Duplicates Removal.json
diff --git a/...on/OML4Py Data Cleaning Missing Data.json → ...on/OML4Py Data Cleaning Missing Data.json b/...on/OML4Py Data Cleaning Missing Data.json → ...on/OML4Py Data Cleaning Missing Data.json
diff --git a/...OML4Py Data Cleaning Outlier Removal.json → ...OML4Py Data Cleaning Outlier Removal.json b/...OML4Py Data Cleaning Outlier Removal.json → ...OML4Py Data Cleaning Outlier Removal.json
diff --git a/...ta Cleaning Recode Synonymous Values.json → ...ta Cleaning Recode Synonymous Values.json b/...ta Cleaning Recode Synonymous Values.json → ...ta Cleaning Recode Synonymous Values.json
diff --git a/...n/OML4Py Data Transformation Binning.json → ...n/OML4Py Data Transformation Binning.json b/...n/OML4Py Data Transformation Binning.json → ...n/OML4Py Data Transformation Binning.json
diff --git a/...L4Py Data Transformation Categorical.json → ...L4Py Data Transformation Categorical.json b/...L4Py Data Transformation Categorical.json → ...L4Py Data Transformation Categorical.json
diff --git a/...sformation Normalization and Scaling.json → ...sformation Normalization and Scaling.json b/...sformation Normalization and Scaling.json → ...sformation Normalization and Scaling.json
diff --git a/...Data Transformation One Hot Encoding.json → ...Data Transformation One Hot Encoding.json b/...Data Transformation One Hot Encoding.json → ...Data Transformation One Hot Encoding.json
diff --git a/...books/python/OML4Py Dataset Creation.json → ...assic/python/OML4Py Dataset Creation.json b/...books/python/OML4Py Dataset Creation.json → ...assic/python/OML4Py Dataset Creation.json
diff --git a/.../python/OML4Py Date and Time Classes.json → .../python/OML4Py Date and Time Classes.json b/.../python/OML4Py Date and Time Classes.json → .../python/OML4Py Date and Time Classes.json
diff --git a/...L4Py Feature Engineering Aggregation.json → ...L4Py Feature Engineering Aggregation.json b/...L4Py Feature Engineering Aggregation.json → ...L4Py Feature Engineering Aggregation.json
diff --git a/...Py Feature Extraction ESA Wiki Model.json → ...Py Feature Extraction ESA Wiki Model.json b/...Py Feature Extraction ESA Wiki Model.json → ...Py Feature Extraction ESA Wiki Model.json
diff --git a/...python/OML4Py Feature Extraction ESA.json → ...python/OML4Py Feature Extraction ESA.json b/...python/OML4Py Feature Extraction ESA.json → ...python/OML4Py Feature Extraction ESA.json
diff --git a/...python/OML4Py Feature Extraction SVD.json → ...python/OML4Py Feature Extraction SVD.json b/...python/OML4Py Feature Extraction SVD.json → ...python/OML4Py Feature Extraction SVD.json
diff --git a/...Py Feature Selection Algorithm-based.json → ...Py Feature Selection Algorithm-based.json b/...Py Feature Selection Algorithm-based.json → ...Py Feature Selection Algorithm-based.json
diff --git a/...e Selection Using Summary Statistics.json → ...e Selection Using Summary Statistics.json b/...e Selection Using Summary Statistics.json → ...e Selection Using Summary Statistics.json
diff --git a/...ython/OML4Py Importing Wide Datasets.json → ...ython/OML4Py Importing Wide Datasets.json b/...ython/OML4Py Importing Wide Datasets.json → ...ython/OML4Py Importing Wide Datasets.json
diff --git a/.../python/OML4Py Partitioned Model SVM.json → .../python/OML4Py Partitioned Model SVM.json b/.../python/OML4Py Partitioned Model SVM.json → .../python/OML4Py Partitioned Model SVM.json
diff --git a/...ing/notebooks/python/OML4Py REST API.json → ...books-classic/python/OML4Py REST API.json b/...ing/notebooks/python/OML4Py REST API.json → ...books-classic/python/OML4Py REST API.json
diff --git a/...tebooks/python/OML4Py Regression GLM.json → ...classic/python/OML4Py Regression GLM.json b/...tebooks/python/OML4Py Regression GLM.json → ...classic/python/OML4Py Regression GLM.json
diff --git a/...otebooks/python/OML4Py Regression NN.json → ...-classic/python/OML4Py Regression NN.json b/...otebooks/python/OML4Py Regression NN.json → ...-classic/python/OML4Py Regression NN.json
diff --git a/...tebooks/python/OML4Py Regression SVM.json → ...classic/python/OML4Py Regression SVM.json b/...tebooks/python/OML4Py Regression SVM.json → ...classic/python/OML4Py Regression SVM.json
diff --git a/.../python/OML4Py Statistical Functions.json → .../python/OML4Py Statistical Functions.json b/.../python/OML4Py Statistical Functions.json → .../python/OML4Py Statistical Functions.json
diff --git a/...ebooks/python/OML4Py Text Mining SVM.json → ...lassic/python/OML4Py Text Mining SVM.json b/...ebooks/python/OML4Py Text Mining SVM.json → ...lassic/python/OML4Py Text Mining SVM.json
diff --git a/...ebooks/python/OML4Py Time Series ESM.json → ...lassic/python/OML4Py Time Series ESM.json b/...ebooks/python/OML4Py Time Series ESM.json → ...lassic/python/OML4Py Time Series ESM.json
diff --git a/...s_OML4Py_Cross_Validation_AUC_ML_101.json → ...s_OML4Py_Cross_Validation_AUC_ML_101.json b/...s_OML4Py_Cross_Validation_AUC_ML_101.json → ...s_OML4Py_Cross_Validation_AUC_ML_101.json
diff --git a/...execution_using_third_party_packages.json → ...execution_using_third_party_packages.json b/...execution_using_third_party_packages.json → ...execution_using_third_party_packages.json
diff --git a/...urs_OML4Py_Weight_of_Evidence_ML_101.json → ...urs_OML4Py_Weight_of_Evidence_ML_101.json b/...urs_OML4Py_Weight_of_Evidence_ML_101.json → ...urs_OML4Py_Weight_of_Evidence_ML_101.json
diff --git a/...Hours_OML_Datastore_for_R_and_Python.json → ...Hours_OML_Datastore_for_R_and_Python.json b/...Hours_OML_Datastore_for_R_and_Python.json → ...Hours_OML_Datastore_for_R_and_Python.json
diff --git a/...oy_an_XGBoost_model_in_OML_Services.ipynb → ...oy_an_XGBoost_model_in_OML_Services.ipynb b/...oy_an_XGBoost_model_in_OML_Services.ipynb → ...oy_an_XGBoost_model_in_OML_Services.ipynb
diff --git a/machine-learning/notebooks/notebooks-classic/python/README.md b/machine-learning/notebooks/notebooks-classic/python/README.md
@@ -0,0 +1,28 @@
+# Oracle Machine Learning for Python
+Oracle Machine Learning for Python (OML4Py) supports scalable in-database data exploration and preparation using native Python syntax, scalable in-database algorithms for machine learning model building and scoring, and automated machine learning (AutoML). Users can also invoke user-defined Python functions from Python, SQL and REST APIs using database-spawned Python engines. OML4Py increases data scientist productivity and reduces solution deployment complexity.
+
+Python is a major programming language used for data science and machine learning. OML4Py is a feature on Oracle Autonomous Database that provides Python users access to powerful in-database functionality supporting data scientists for both scalability, performance, and ease of solution deployment. 
+
+Oracle Machine Learning Notebooks is a collaborative user interface for data scientists and business and data analysts who perform machine learning in Oracle Autonomous Database.   
+
+Oracle Machine Learning Notebooks enables data scientists, citizen data scientists, and data analysts to work together to explore their data visually and develop analytical methodologies in the Autonomous Database. Oracle's high performance, parallel and scalable in-Database implementations of machine learning algorithms are exposed via SQL and PL/SQL using notebook technologies. Oracle Machine Learning enables teams to collaborate to build, assess, and deploy machine learning models, while increasing data scientist productivity Oracle Machine Learning focuses on ease of use and simplified machine learning for data science – from preparation through deployment – all in Oracle Autonomous Database.
+
+Based on Apache Zeppelin notebook technology, Oracle Machine Learning Notebooks provides a common platform with a single interface that can connect to multiple data sources and access multiple back-end Autonomous Database servers. Multi-user collaboration enables the same notebook document to be opened simultaneously by different users, such that changes made by one user to a notebook are instantaneously reflected to all users viewing that notebook. To support enterprise requirements for security, authentication, and auditing, Oracle Machine Learning supports privilege-based access to data, models, and notebooks, as well as being integrated with Oracle security protocols.
+
+Key Features:   
+
+* Collaborative UI for data scientists
+* Enables sharing of notebooks and templates with permissions and execution scheduling 
+* Access to 30+ parallel, scalable in-Database implementations of machine learning algorithms
+* Python, R, SQL and PL/SQL scripting language supported
+* Enables and supports deployments of enterprise machine learning methodologies in all versions of Autonomous Database
+
+This current folder contains the examples based on Oracle Machine Learning for Python (OML4Py), from data preparation and transformation, to the machine learning algorithms and scoring.
+
+The specific denomination "OfficeHours_" in the name of the file indicates that the Notebook was presented at one of the previous sessions of the [AskTOM Oracle Machine Learning Office Hours](https://asktom.oracle.com/pls/apex/asktom.search?oh=6801#sessions).
+
+See [Oracle Machine Learning Notebooks - Get Started](https://docs.oracle.com/en/database/oracle/machine-learning/oml-notebooks/) for more information.
+
+#### Copyright (c) 2023 Oracle Corporation and/or its affilitiates.
+
+###### [The Universal Permissive License (UPL), Version 1.0](https://oss.oracle.com/licenses/upl/)
diff --git a/...otebooks/r/OML Import Wiki ESA Model.json → ...-classic/r/OML Import Wiki ESA Model.json b/...otebooks/r/OML Import Wiki ESA Model.json → ...-classic/r/OML Import Wiki ESA Model.json
diff --git a/...earning/notebooks/r/OML Run-me-first.json → ...notebooks-classic/r/OML Run-me-first.json b/...earning/notebooks/r/OML Run-me-first.json → ...notebooks-classic/r/OML Run-me-first.json
diff --git a/...arty Packages - Environment Creation.json → ...arty Packages - Environment Creation.json b/...arty Packages - Environment Creation.json → ...arty Packages - Environment Creation.json
diff --git a/...Party Packages - R Environment Usage.json → ...Party Packages - R Environment Usage.json b/...Party Packages - R Environment Usage.json → ...Party Packages - R Environment Usage.json
diff --git a/...g/notebooks/r/OML4R -1- Introduction.json → ...oks-classic/r/OML4R -1- Introduction.json b/...g/notebooks/r/OML4R -1- Introduction.json → ...oks-classic/r/OML4R -1- Introduction.json
diff --git a/... -2- Data Selection and Manipulation.json → ... -2- Data Selection and Manipulation.json b/... -2- Data Selection and Manipulation.json → ... -2- Data Selection and Manipulation.json
diff --git a/... -3- Datastore and Script Repository.json → ... -3- Datastore and Script Repository.json b/... -3- Datastore and Script Repository.json → ... -3- Datastore and Script Repository.json
diff --git a/...oks/r/OML4R -4- Embedded R Execution.json → ...sic/r/OML4R -4- Embedded R Execution.json b/...oks/r/OML4R -4- Embedded R Execution.json → ...sic/r/OML4R -4- Embedded R Execution.json
diff --git a/...ebooks/r/OML4R Anomaly Detection SVM.json → ...lassic/r/OML4R Anomaly Detection SVM.json b/...ebooks/r/OML4R Anomaly Detection SVM.json → ...lassic/r/OML4R Anomaly Detection SVM.json
diff --git a/...ks/r/OML4R Association Rules Apriori.json → ...ic/r/OML4R Association Rules Apriori.json b/...ks/r/OML4R Association Rules Apriori.json → ...ic/r/OML4R Association Rules Apriori.json
diff --git a/...oks/r/OML4R Attribute Importance MDL.json → ...sic/r/OML4R Attribute Importance MDL.json b/...oks/r/OML4R Attribute Importance MDL.json → ...sic/r/OML4R Attribute Importance MDL.json
diff --git a/.../notebooks/r/OML4R Classification DT.json → ...ks-classic/r/OML4R Classification DT.json b/.../notebooks/r/OML4R Classification DT.json → ...ks-classic/r/OML4R Classification DT.json
diff --git a/...notebooks/r/OML4R Classification GLM.json → ...s-classic/r/OML4R Classification GLM.json b/...notebooks/r/OML4R Classification GLM.json → ...s-classic/r/OML4R Classification GLM.json
diff --git a/.../notebooks/r/OML4R Classification NB.json → ...ks-classic/r/OML4R Classification NB.json b/.../notebooks/r/OML4R Classification NB.json → ...ks-classic/r/OML4R Classification NB.json
diff --git a/.../notebooks/r/OML4R Classification RF.json → ...ks-classic/r/OML4R Classification RF.json b/.../notebooks/r/OML4R Classification RF.json → ...ks-classic/r/OML4R Classification RF.json
diff --git a/...notebooks/r/OML4R Classification SVM.json → ...s-classic/r/OML4R Classification SVM.json b/...notebooks/r/OML4R Classification SVM.json → ...s-classic/r/OML4R Classification SVM.json
diff --git a/...ning/notebooks/r/OML4R Clustering EM.json → ...ebooks-classic/r/OML4R Clustering EM.json b/...ning/notebooks/r/OML4R Clustering EM.json → ...ebooks-classic/r/OML4R Clustering EM.json
diff --git a/...ning/notebooks/r/OML4R Clustering KM.json → ...ebooks-classic/r/OML4R Clustering KM.json b/...ning/notebooks/r/OML4R Clustering KM.json → ...ebooks-classic/r/OML4R Clustering KM.json
diff --git a/...ning/notebooks/r/OML4R Clustering OC.json → ...ebooks-classic/r/OML4R Clustering OC.json b/...ning/notebooks/r/OML4R Clustering OC.json → ...ebooks-classic/r/OML4R Clustering OC.json
diff --git a/...ML4R Data Cleaning Duplicate Removal.json → ...ML4R Data Cleaning Duplicate Removal.json b/...ML4R Data Cleaning Duplicate Removal.json → ...ML4R Data Cleaning Duplicate Removal.json
diff --git a/...s/r/OML4R Data Cleaning Missing Data.json → ...c/r/OML4R Data Cleaning Missing Data.json b/...s/r/OML4R Data Cleaning Missing Data.json → ...c/r/OML4R Data Cleaning Missing Data.json
diff --git a/.../OML4R Data Cleaning Outlier Removal.json → .../OML4R Data Cleaning Outlier Removal.json b/.../OML4R Data Cleaning Outlier Removal.json → .../OML4R Data Cleaning Outlier Removal.json
diff --git a/...ta Cleaning Recode Synonymous Values.json → ...ta Cleaning Recode Synonymous Values.json b/...ta Cleaning Recode Synonymous Values.json → ...ta Cleaning Recode Synonymous Values.json
diff --git a/.../r/OML4R Data Transformation Binning.json → .../r/OML4R Data Transformation Binning.json b/.../r/OML4R Data Transformation Binning.json → .../r/OML4R Data Transformation Binning.json
diff --git a/...ta Transformation Categorical Recode.json → ...ta Transformation Categorical Recode.json b/...ta Transformation Categorical Recode.json → ...ta Transformation Categorical Recode.json
diff --git a/...R Data Transformation Date Datatypes.json → ...R Data Transformation Date Datatypes.json b/...R Data Transformation Date Datatypes.json → ...R Data Transformation Date Datatypes.json
diff --git a/...sformation Normalization and Scaling.json → ...sformation Normalization and Scaling.json b/...sformation Normalization and Scaling.json → ...sformation Normalization and Scaling.json
diff --git a/...Data Transformation One-Hot Encoding.json → ...Data Transformation One-Hot Encoding.json b/...Data Transformation One-Hot Encoding.json → ...Data Transformation One-Hot Encoding.json
diff --git a/...g/notebooks/r/OML4R Dataset Creation.json → ...oks-classic/r/OML4R Dataset Creation.json b/...g/notebooks/r/OML4R Dataset Creation.json → ...oks-classic/r/OML4R Dataset Creation.json
diff --git a/...ML4R Feature Engineering Aggregation.json → ...ML4R Feature Engineering Aggregation.json b/...ML4R Feature Engineering Aggregation.json → ...ML4R Feature Engineering Aggregation.json
diff --git a/...4R Feature Extraction ESA Wiki Model.json → ...4R Feature Extraction ESA Wiki Model.json b/...4R Feature Extraction ESA Wiki Model.json → ...4R Feature Extraction ESA Wiki Model.json
diff --git a/...books/r/OML4R Feature Extraction ESA.json → ...assic/r/OML4R Feature Extraction ESA.json b/...books/r/OML4R Feature Extraction ESA.json → ...assic/r/OML4R Feature Extraction ESA.json
diff --git a/...books/r/OML4R Feature Extraction SVD.json → ...assic/r/OML4R Feature Extraction SVD.json b/...books/r/OML4R Feature Extraction SVD.json → ...assic/r/OML4R Feature Extraction SVD.json
diff --git a/...4R Feature Selection Algorithm-based.json → ...4R Feature Selection Algorithm-based.json b/...4R Feature Selection Algorithm-based.json → ...4R Feature Selection Algorithm-based.json
diff --git a/...e Selection Using Summary Statistics.json → ...e Selection Using Summary Statistics.json b/...e Selection Using Summary Statistics.json → ...e Selection Using Summary Statistics.json
diff --git a/...ebooks/r/OML4R Partitioned Model SVM.json → ...lassic/r/OML4R Partitioned Model SVM.json b/...ebooks/r/OML4R Partitioned Model SVM.json → ...lassic/r/OML4R Partitioned Model SVM.json
diff --git a/...-learning/notebooks/r/OML4R REST API.json → ...s/notebooks-classic/r/OML4R REST API.json b/...-learning/notebooks/r/OML4R REST API.json → ...s/notebooks-classic/r/OML4R REST API.json
diff --git a/...ing/notebooks/r/OML4R Regression GLM.json → ...books-classic/r/OML4R Regression GLM.json b/...ing/notebooks/r/OML4R Regression GLM.json → ...books-classic/r/OML4R Regression GLM.json
diff --git a/...ing/notebooks/r/OML4R Regression NN .json → ...books-classic/r/OML4R Regression NN .json b/...ing/notebooks/r/OML4R Regression NN .json → ...books-classic/r/OML4R Regression NN .json
diff --git a/...ing/notebooks/r/OML4R Regression SVM.json → ...books-classic/r/OML4R Regression SVM.json b/...ing/notebooks/r/OML4R Regression SVM.json → ...books-classic/r/OML4R Regression SVM.json
diff --git a/...books/r/OML4R Statistical Functions .json → ...assic/r/OML4R Statistical Functions .json b/...books/r/OML4R Statistical Functions .json → ...assic/r/OML4R Statistical Functions .json
diff --git a/...ng/notebooks/r/OML4R Text Mining SVM.json → ...ooks-classic/r/OML4R Text Mining SVM.json b/...ng/notebooks/r/OML4R Text Mining SVM.json → ...ooks-classic/r/OML4R Text Mining SVM.json
diff --git a/...ks/r/OfficeHours_OML4R_Demonstration.json → ...ic/r/OfficeHours_OML4R_Demonstration.json b/...ks/r/OfficeHours_OML4R_Demonstration.json → ...ic/r/OfficeHours_OML4R_Demonstration.json
diff --git a/...Hours_OML_Datastore_for_R_and_Python.json → ...Hours_OML_Datastore_for_R_and_Python.json b/...Hours_OML_Datastore_for_R_and_Python.json → ...Hours_OML_Datastore_for_R_and_Python.json
diff --git a/machine-learning/notebooks/notebooks-classic/r/README.md b/machine-learning/notebooks/notebooks-classic/r/README.md
@@ -0,0 +1,28 @@
+# Oracle Machine Learning for R
+Oracle Machine Learning for R (OML4R) supports scalable in-database data exploration and preparation using native R syntax, scalable in-database algorithms for machine learning model building and scoring. Users can also invoke user-defined Python functions from R, SQL and REST APIs using database-spawned R engines. OML4R increases data scientist productivity and reduces solution deployment complexity.
+
+R is a major programming language used for data science and machine learning. OML4R is a feature on Oracle Autonomous Database that provides R users access to powerful in-database functionality supporting data scientists for both scalability, performance, and ease of solution deployment. 
+
+Oracle Machine Learning Notebooks is a collaborative user interface for data scientists and business and data analysts who perform machine learning in Oracle Autonomous Database.   
+
+Oracle Machine Learning Notebooks enables data scientists, citizen data scientists, and data analysts to work together to explore their data visually and develop analytical methodologies in the Autonomous Database. Oracle's high performance, parallel and scalable in-Database implementations of machine learning algorithms are exposed via SQL and PL/SQL using notebook technologies. Oracle Machine Learning enables teams to collaborate to build, assess, and deploy machine learning models, while increasing data scientist productivity Oracle Machine Learning focuses on ease of use and simplified machine learning for data science – from preparation through deployment – all in Oracle Autonomous Database.
+
+Based on Apache Zeppelin notebook technology, Oracle Machine Learning Notebooks provides a common platform with a single interface that can connect to multiple data sources and access multiple back-end Autonomous Database servers. Multi-user collaboration enables the same notebook document to be opened simultaneously by different users, such that changes made by one user to a notebook are instantaneously reflected to all users viewing that notebook. To support enterprise requirements for security, authentication, and auditing, Oracle Machine Learning supports privilege-based access to data, models, and notebooks, as well as being integrated with Oracle security protocols.
+
+Key Features:   
+
+* Collaborative UI for data scientists
+* Enables sharing of notebooks and templates with permissions and execution scheduling 
+* Access to 30+ parallel, scalable in-Database implementations of machine learning algorithms
+* Python, R, SQL and PL/SQL scripting language supported
+* Enables and supports deployments of enterprise machine learning methodologies in all versions of Autonomous Database
+
+This current folder contains the examples based on Oracle Machine Learning for R (OML4R), from data preparation and transformation, to the machine learning algorithms and scoring.
+
+The specific denomination "OfficeHours_" in the name of the file indicates that the Notebook was presented at one of the previous sessions of the [AskTOM Oracle Machine Learning Office Hours](https://asktom.oracle.com/pls/apex/asktom.search?oh=6801#sessions).
+
+See [Oracle Machine Learning Notebooks - Get Started](https://docs.oracle.com/en/database/oracle/machine-learning/oml-notebooks/) for more information.
+
+#### Copyright (c) 2023 Oracle Corporation and/or its affilitiates.
+
+###### [The Universal Permissive License (UPL), Version 1.0](https://oss.oracle.com/licenses/upl/)
diff --git a/.../Credit_Scoring_100K_SQL_Create_Table.sql → .../Credit_Scoring_100K_SQL_Create_Table.sql b/.../Credit_Scoring_100K_SQL_Create_Table.sql → .../Credit_Scoring_100K_SQL_Create_Table.sql
diff --git a/...Export and Import Serialized Models.json → ...Export and Import Serialized Models.json b/...Export and Import Serialized Models.json → ...Export and Import Serialized Models.json
diff --git a/...QL 21c or 23c Anomaly Detection MSET.json → ...QL 21c or 23c Anomaly Detection MSET.json b/...QL 21c or 23c Anomaly Detection MSET.json → ...QL 21c or 23c Anomaly Detection MSET.json
diff --git a/...QL 21c or 23c Classification XGBoost.json → ...QL 21c or 23c Classification XGBoost.json b/...QL 21c or 23c Classification XGBoost.json → ...QL 21c or 23c Classification XGBoost.json
diff --git a/...ML4SQL 21c or 23c Regression XGBoost.json → ...ML4SQL 21c or 23c Regression XGBoost.json b/...ML4SQL 21c or 23c Regression XGBoost.json → ...ML4SQL 21c or 23c Regression XGBoost.json
diff --git a/...ks/sql/OML4SQL Anomaly Detection SVM.json → ...ic/sql/OML4SQL Anomaly Detection SVM.json b/...ks/sql/OML4SQL Anomaly Detection SVM.json → ...ic/sql/OML4SQL Anomaly Detection SVM.json
diff --git a/...ql/OML4SQL Association Rules Apriori.json → ...ql/OML4SQL Association Rules Apriori.json b/...ql/OML4SQL Association Rules Apriori.json → ...ql/OML4SQL Association Rules Apriori.json
diff --git a/...sql/OML4SQL Attribute Importance MDL.json → ...sql/OML4SQL Attribute Importance MDL.json b/...sql/OML4SQL Attribute Importance MDL.json → ...sql/OML4SQL Attribute Importance MDL.json
diff --git a/...ebooks/sql/OML4SQL Classification DT.json → ...lassic/sql/OML4SQL Classification DT.json b/...ebooks/sql/OML4SQL Classification DT.json → ...lassic/sql/OML4SQL Classification DT.json
diff --git a/...books/sql/OML4SQL Classification GLM.json → ...assic/sql/OML4SQL Classification GLM.json b/...books/sql/OML4SQL Classification GLM.json → ...assic/sql/OML4SQL Classification GLM.json
diff --git a/...ebooks/sql/OML4SQL Classification NB.json → ...lassic/sql/OML4SQL Classification NB.json b/...ebooks/sql/OML4SQL Classification NB.json → ...lassic/sql/OML4SQL Classification NB.json
diff --git a/...ebooks/sql/OML4SQL Classification NN.json → ...lassic/sql/OML4SQL Classification NN.json b/...ebooks/sql/OML4SQL Classification NN.json → ...lassic/sql/OML4SQL Classification NN.json
diff --git a/...ebooks/sql/OML4SQL Classification RF.json → ...lassic/sql/OML4SQL Classification RF.json b/...ebooks/sql/OML4SQL Classification RF.json → ...lassic/sql/OML4SQL Classification RF.json
diff --git a/...books/sql/OML4SQL Classification SVM.json → ...assic/sql/OML4SQL Classification SVM.json b/...books/sql/OML4SQL Classification SVM.json → ...assic/sql/OML4SQL Classification SVM.json
diff --git a/.../notebooks/sql/OML4SQL Clustering EM.json → ...ks-classic/sql/OML4SQL Clustering EM.json b/.../notebooks/sql/OML4SQL Clustering EM.json → ...ks-classic/sql/OML4SQL Clustering EM.json
diff --git a/.../notebooks/sql/OML4SQL Clustering KM.json → ...ks-classic/sql/OML4SQL Clustering KM.json b/.../notebooks/sql/OML4SQL Clustering KM.json → ...ks-classic/sql/OML4SQL Clustering KM.json
diff --git a/.../notebooks/sql/OML4SQL Clustering OC.json → ...ks-classic/sql/OML4SQL Clustering OC.json b/.../notebooks/sql/OML4SQL Clustering OC.json → ...ks-classic/sql/OML4SQL Clustering OC.json
diff --git a/...SQL Data Cleaning Duplicates Removal.json → ...SQL Data Cleaning Duplicates Removal.json b/...SQL Data Cleaning Duplicates Removal.json → ...SQL Data Cleaning Duplicates Removal.json
diff --git a/...l/OML4SQL Data Cleaning Missing Data.json → ...l/OML4SQL Data Cleaning Missing Data.json b/...l/OML4SQL Data Cleaning Missing Data.json → ...l/OML4SQL Data Cleaning Missing Data.json
diff --git a/...ML4SQL Data Cleaning Outlier Removal.json → ...ML4SQL Data Cleaning Outlier Removal.json b/...ML4SQL Data Cleaning Outlier Removal.json → ...ML4SQL Data Cleaning Outlier Removal.json
diff --git a/...ta Cleaning Recode Synonymous Values.json → ...ta Cleaning Recode Synonymous Values.json b/...ta Cleaning Recode Synonymous Values.json → ...ta Cleaning Recode Synonymous Values.json
diff --git a/.../OML4SQL Data Transformation Binning.json → .../OML4SQL Data Transformation Binning.json b/.../OML4SQL Data Transformation Binning.json → .../OML4SQL Data Transformation Binning.json
diff --git a/...4SQL Data Transformation Categorical.json → ...4SQL Data Transformation Categorical.json b/...4SQL Data Transformation Categorical.json → ...4SQL Data Transformation Categorical.json
diff --git a/...ansformation Normalization and Scale.json → ...ansformation Normalization and Scale.json b/...ansformation Normalization and Scale.json → ...ansformation Normalization and Scale.json
diff --git a/.../OML4SQL Exporting Serialized Models.json → .../OML4SQL Exporting Serialized Models.json b/.../OML4SQL Exporting Serialized Models.json → .../OML4SQL Exporting Serialized Models.json
diff --git a/...ure Engineering Aggregation and Time.json → ...ure Engineering Aggregation and Time.json b/...ure Engineering Aggregation and Time.json → ...ure Engineering Aggregation and Time.json
diff --git a/...QL Feature Extraction ESA Wiki Model.json → ...QL Feature Extraction ESA Wiki Model.json b/...QL Feature Extraction ESA Wiki Model.json → ...QL Feature Extraction ESA Wiki Model.json
diff --git a/...s/sql/OML4SQL Feature Extraction NMF.json → ...c/sql/OML4SQL Feature Extraction NMF.json b/...s/sql/OML4SQL Feature Extraction NMF.json → ...c/sql/OML4SQL Feature Extraction NMF.json
diff --git a/...s/sql/OML4SQL Feature Extraction SVD.json → ...c/sql/OML4SQL Feature Extraction SVD.json b/...s/sql/OML4SQL Feature Extraction SVD.json → ...c/sql/OML4SQL Feature Extraction SVD.json
diff --git a/...QL Feature Selection Algorithm Based.json → ...QL Feature Selection Algorithm Based.json b/...QL Feature Selection Algorithm Based.json → ...QL Feature Selection Algorithm Based.json
diff --git a/...on Unsupervised Attribute Importance.json → ...on Unsupervised Attribute Importance.json b/...on Unsupervised Attribute Importance.json → ...on Unsupervised Attribute Importance.json
diff --git a/...e Selection Using Summary Statistics.json → ...e Selection Using Summary Statistics.json b/...e Selection Using Summary Statistics.json → ...e Selection Using Summary Statistics.json
diff --git a/...notebooks/sql/OML4SQL Nested Columns.json → ...s-classic/sql/OML4SQL Nested Columns.json b/...notebooks/sql/OML4SQL Nested Columns.json → ...s-classic/sql/OML4SQL Nested Columns.json
diff --git a/...ks/sql/OML4SQL Partitioned Model SVM.json → ...ic/sql/OML4SQL Partitioned Model SVM.json b/...ks/sql/OML4SQL Partitioned Model SVM.json → ...ic/sql/OML4SQL Partitioned Model SVM.json
diff --git a/... Procedure for Importing Data to ADB.json → ... Procedure for Importing Data to ADB.json b/... Procedure for Importing Data to ADB.json → ... Procedure for Importing Data to ADB.json
diff --git a/...notebooks/sql/OML4SQL Regression GLM.json → ...s-classic/sql/OML4SQL Regression GLM.json b/...notebooks/sql/OML4SQL Regression GLM.json → ...s-classic/sql/OML4SQL Regression GLM.json
diff --git a/.../notebooks/sql/OML4SQL Regression NN.json → ...ks-classic/sql/OML4SQL Regression NN.json b/.../notebooks/sql/OML4SQL Regression NN.json → ...ks-classic/sql/OML4SQL Regression NN.json
diff --git a/...notebooks/sql/OML4SQL Regression SVM.json → ...s-classic/sql/OML4SQL Regression SVM.json b/...notebooks/sql/OML4SQL Regression SVM.json → ...s-classic/sql/OML4SQL Regression SVM.json
diff --git a/...ks/sql/OML4SQL Statistical Functions.json → ...ic/sql/OML4SQL Statistical Functions.json b/...ks/sql/OML4SQL Statistical Functions.json → ...ic/sql/OML4SQL Statistical Functions.json
diff --git a/...otebooks/sql/OML4SQL Text Mining SVM.json → ...-classic/sql/OML4SQL Text Mining SVM.json b/...otebooks/sql/OML4SQL Text Mining SVM.json → ...-classic/sql/OML4SQL Text Mining SVM.json
diff --git a/...otebooks/sql/OML4SQL Time Series ESM.json → ...-classic/sql/OML4SQL Time Series ESM.json b/...otebooks/sql/OML4SQL Time Series ESM.json → ...-classic/sql/OML4SQL Time Series ESM.json
diff --git a/...ML4SQL_Automated_Text_Mining_Example.json → ...ML4SQL_Automated_Text_Mining_Example.json b/...ML4SQL_Automated_Text_Mining_Example.json → ...ML4SQL_Automated_Text_Mining_Example.json
diff --git a/...sql/OML4SQL_Credit_Score_Predictions.json → ...sql/OML4SQL_Credit_Score_Predictions.json b/...sql/OML4SQL_Credit_Score_Predictions.json → ...sql/OML4SQL_Credit_Score_Predictions.json
diff --git a/...s/sql/OML4SQL_Insurance_Claims_Fraud.json → ...c/sql/OML4SQL_Insurance_Claims_Fraud.json b/...s/sql/OML4SQL_Insurance_Claims_Fraud.json → ...c/sql/OML4SQL_Insurance_Claims_Fraud.json
diff --git a/...ebooks/sql/OML4SQL_My_First_Notebook.json → ...lassic/sql/OML4SQL_My_First_Notebook.json b/...ebooks/sql/OML4SQL_My_First_Notebook.json → ...lassic/sql/OML4SQL_My_First_Notebook.json
diff --git a/...ood_Wine_for_20_dollars_with_ADW_OML.json → ...ood_Wine_for_20_dollars_with_ADW_OML.json b/...ood_Wine_for_20_dollars_with_ADW_OML.json → ...ood_Wine_for_20_dollars_with_ADW_OML.json
diff --git a/...edicting_Customer_Lifetime_Value_LTV.json → ...edicting_Customer_Lifetime_Value_LTV.json b/...edicting_Customer_Lifetime_Value_LTV.json → ...edicting_Customer_Lifetime_Value_LTV.json
diff --git a/...OML4SQL_SQLFORMAT_and_Forms_Examples.json → ...OML4SQL_SQLFORMAT_and_Forms_Examples.json b/...OML4SQL_SQLFORMAT_and_Forms_Examples.json → ...OML4SQL_SQLFORMAT_and_Forms_Examples.json
diff --git a/.../sql/OML4SQL_Targeting_Top_Customers.json → .../sql/OML4SQL_Targeting_Top_Customers.json b/.../sql/OML4SQL_Targeting_Top_Customers.json → .../sql/OML4SQL_Targeting_Top_Customers.json
diff --git a/.../OML4SQL_Targeting_Top_Customers_10k.json → .../OML4SQL_Targeting_Top_Customers_10k.json b/.../OML4SQL_Targeting_Top_Customers_10k.json → .../OML4SQL_Targeting_Top_Customers_10k.json
diff --git a/...g_Top_Customers_Desktop_Viz_companion.dva → ...g_Top_Customers_Desktop_Viz_companion.dva b/...g_Top_Customers_Desktop_Viz_companion.dva → ...g_Top_Customers_Desktop_Viz_companion.dva
diff --git a/machine-learning/notebooks/notebooks-classic/sql/README.md b/machine-learning/notebooks/notebooks-classic/sql/README.md
@@ -0,0 +1,26 @@
+# Oracle Machine Learning Notebooks
+Oracle Machine Learning Notebooks is a collaborative user interface for data scientists and business and data analysts who perform machine learning in Oracle Autonomous Database.   
+
+Oracle Machine Learning Notebooks enables data scientists, citizen data scientists, and data analysts to work together to explore their data visually and develop analytical methodologies in the Autonomous Data Warehouse Cloud. Oracle's high performance, parallel and scalable in-Database implementations of machine learning algorithms are exposed via SQL and PL/SQL using notebook technologies. Oracle Machine Learning enables teams to collaborate to build, assess, and deploy machine learning models, while increasing data scientist productivity Oracle Machine Learning focuses on ease of use and simplified machine learning for data science – from preparation through deployment – all in Oracle Autonomous Database.
+
+Based on Apache Zeppelin notebook technology, Oracle Machine Learning Notebooks provides a common platform with a single interface that can connect to multiple data sources and access multiple back-end Autonomous Database servers. Multi-user collaboration enables the same notebook document to be opened simultaneously by different users, such that changes made by one user to a notebook are instantaneously reflected to all users viewing that notebook. To support enterprise requirements for security, authentication, and auditing, Oracle Machine Learning supports privilege-based access to data, models, and notebooks, as well as being integrated with Oracle security protocols.
+
+Key Features:   
+
+* Collaborative UI for data scientists
+* Enables sharing of notebooks and templates with permissions and execution scheduling 
+* Access to 30+ parallel, scalable in-Database implementations of machine learning algorithms
+* SQL, PL/SQL scripts, R and Python language supported
+* Enables and supports deployments of enterprise machine learning methodologies in all versions of Autonomous Database
+
+The examples here cover a range of functionality and methods, from data preparation and data cleansing to machine learning algorithms and scoring.
+
+The specific denomination "21c or 23c" in the name of the file means that the algorithm used in that demo is supported on that release only.
+
+ See [Oracle Machine Learning Notebooks - Get Started](https://docs.oracle.com/en/database/oracle/machine-learning/oml-notebooks/) for more information.
+
+Last updated on: June 2023
+
+#### Copyright (c) 2023 Oracle Corporation and/or its affilitiates.
+
+###### [The Universal Permissive License (UPL), Version 1.0](https://oss.oracle.com/licenses/upl/)
diff --git a/machine-learning/notebooks/python/OML4Py -2- Data Selection and Manipulation.dsnb b/machine-learning/notebooks/python/OML4Py -2- Data Selection and Manipulation.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py -4- Embedded Python Execution.dsnb b/machine-learning/notebooks/python/OML4Py -4- Embedded Python Execution.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py -5- AutoML.dsnb b/machine-learning/notebooks/python/OML4Py -5- AutoML.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py Association Rules Apriori.dsnb b/machine-learning/notebooks/python/OML4Py Association Rules Apriori.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py Attribute Importance MDL.dsnb b/machine-learning/notebooks/python/OML4Py Attribute Importance MDL.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py Classification SVM.dsnb b/machine-learning/notebooks/python/OML4Py Classification SVM.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py Clustering EM.dsnb b/machine-learning/notebooks/python/OML4Py Clustering EM.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py Clustering KM.dsnb b/machine-learning/notebooks/python/OML4Py Clustering KM.dsnb
diff --git a/machine-learning/notebooks/python/OML4Py Data Cleaning Duplicates Removal.dsnb b/machine-learning/notebooks/python/OML4Py Data Cleaning Duplicates Removal.dsnb
@@ -0,0 +1 @@
+[{"layout":null,"template":null,"templateConfig":null,"name":"OML4Py Data Cleaning Duplicates Removal","description":null,"readOnly":false,"type":"low","paragraphs":[{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":null,"title":null,"message":["%md"," "],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":true,"dynamicFormParams":null,"row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md","","# OML4Py Data Cleaning: Duplicates Removal","In this notebook, we demonstrate how to remove duplicate records using OML4Py.","","We use the customer insurance lifetime value data set which contains customer financial information, lifetime value, and whether or not the customer bought insurance. ","","The dataset `CUSTOMER_INSURANCE_LTV_PY` is generated by the `\"OML Run-me-first\"` notebook, which `MUST` be run before this notebook.","","---","","###### IMPORTANT: The `\"OML Run-me-first\"` notebook is available under the menu `Templates -> Examples` and is a pre-requisite to the current notebook.","","---","","Copyright (c) 2024 Oracle Corporation ","###### <a href=\"https://oss.oracle.com/licenses/upl/\" onclick=\"return ! window.open('https://oss.oracle.com/licenses/upl/');\">The Universal Permissive License (UPL), Version 1.0<\/a>","---"],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"For more information ...","message":["%md","","* <a href=\"https://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\" target=\"_blank\">Oracle ADW Documentation<\/a>","* <a href=\"https://github.com/oracle/oracle-db-examples/tree/master/machine-learning\" target=\"_blank\">OML folder on Oracle GitHub<\/a>","* <a href=\"https://www.oracle.com/machine-learning\" target=\"_blank\">OML Web Page<\/a>","* <a href=\"https://docs.oracle.com/en/database/oracle/machine-learning/oml4py/1/mlpug/clean-data.html\" target=\"_blank\">OML4Py Data Cleaning<\/a>","","","---"],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"Import python libraries ","message":["%python","","import warnings","warnings.filterwarnings('ignore')","","import pandas as pd","import oml"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"Get proxy object for CUSTOMER_INSURANCE_LTV_PY table","message":["%python","","CUST_DF = oml.sync(table = 'CUSTOMER_INSURANCE_LTV_PY')"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Count number of unique customer IDs","message":["%python","","CUST_DF['CUSTOMER_ID'].nunique()"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":5,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Show table dimensions - note there are more rows than customer IDs","message":["%python","","CUST_DF.shape"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":7,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"Remove duplicate rows","message":["%python","","CUST_DF = CUST_DF.drop_duplicates()"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Check number of unique customer IDs","message":["%python","","CUST_DF['CUSTOMER_ID'].nunique()"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":5,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Check dimension of the OML dataframe - duplicated rows removed","message":["%python","","CUST_DF.shape"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":7,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md","","## End of Script"],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md"],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":true,"dynamicFormParams":null,"row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[],"forms":"[]"}],"version":"6","snapshot":false,"tags":null}]
Original file line number	Diff line number	Diff line change
		@@ -0,0 +1 @@
		[{"layout":null,"template":null,"templateConfig":null,"name":"OML4Py Data Cleaning Duplicates Removal","description":null,"readOnly":false,"type":"low","paragraphs":[{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":null,"title":null,"message":["%md"," "],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":true,"dynamicFormParams":null,"row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md","","# OML4Py Data Cleaning: Duplicates Removal","In this notebook, we demonstrate how to remove duplicate records using OML4Py.","","We use the customer insurance lifetime value data set which contains customer financial information, lifetime value, and whether or not the customer bought insurance. ","","The dataset `CUSTOMER_INSURANCE_LTV_PY` is generated by the `\"OML Run-me-first\"` notebook, which `MUST` be run before this notebook.","","---","","###### IMPORTANT: The `\"OML Run-me-first\"` notebook is available under the menu `Templates -> Examples` and is a pre-requisite to the current notebook.","","---","","Copyright (c) 2024 Oracle Corporation ","###### <a href=\"https://oss.oracle.com/licenses/upl/\" onclick=\"return ! window.open('https://oss.oracle.com/licenses/upl/');\">The Universal Permissive License (UPL), Version 1.0<\/a>","---"],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"For more information ...","message":["%md","","* <a href=\"https://docs.oracle.com/en/cloud/paas/autonomous-data-warehouse-cloud/index.html\" target=\"_blank\">Oracle ADW Documentation<\/a>","* <a href=\"https://github.com/oracle/oracle-db-examples/tree/master/machine-learning\" target=\"_blank\">OML folder on Oracle GitHub<\/a>","* <a href=\"https://www.oracle.com/machine-learning\" target=\"_blank\">OML Web Page<\/a>","* <a href=\"https://docs.oracle.com/en/database/oracle/machine-learning/oml4py/1/mlpug/clean-data.html\" target=\"_blank\">OML4Py Data Cleaning<\/a>","","","---"],"enabled":true,"result":null,"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"Import python libraries ","message":["%python","","import warnings","warnings.filterwarnings('ignore')","","import pandas as pd","import oml"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"Get proxy object for CUSTOMER_INSURANCE_LTV_PY table","message":["%python","","CUST_DF = oml.sync(table = 'CUSTOMER_INSURANCE_LTV_PY')"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Count number of unique customer IDs","message":["%python","","CUST_DF['CUSTOMER_ID'].nunique()"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":5,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Show table dimensions - note there are more rows than customer IDs","message":["%python","","CUST_DF.shape"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":7,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":"Remove duplicate rows","message":["%python","","CUST_DF = CUST_DF.drop_duplicates()"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Check number of unique customer IDs","message":["%python","","CUST_DF['CUSTOMER_ID'].nunique()"],"enabled":true,"result":null,"sizeX":0,"hideCode":false,"width":5,"hideResult":false,"dynamicFormParams":null,"row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Check dimension of the OML dataframe - 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