sprint-09-release

What's Changed

The release includes the refactorings of unit tests, the integration of ARIMA functionality of statsmodels into RTDIP and Dimensionality Reduction for ML .

All Changes

• [Enhancement] Dimensonality Reduction by @FelipeTrost
• [Enhancement] Integration of ARIMA Functionality of Statsmodels into RTDIP by @Timm638
• [Refactoring] Linear Regression Unit Tests by @kristen149
• [Refactoring] Anomaly Detection Unit Tests by @FelipeTrost
• [Refactoring] Missing Value Imputation Unit Tests by @chris-1187
• [Refactoring] Arima Unit Tests by @chris-1187
• [Refactoring] Duplicate Detection Unit Tests by @chris-1187
• [Refactoring] Interval Filtering Unit Tests by @dh1542
• [Refactoring] Flatline Detection Unit Tests by @mollle
• [Refactoring] Missing Data Detection Unit Tests by @mollle

What's Changed

Other Changes

• Feature/#62 interval filtering refactor unit tests by @dh1542 in #100
• feature/17 dimensionality reduction by @FelipeTrost in #91
• Revert "Deleted deliverables folder" by @FelipeTrost in #98
• refactorings on #61,#65 and #92 by @chris-1187 in #102
• refactor/066_linear_regression by @kristen149 in #103
• #40: Finishing Arima by @Timm638 in #94
• refactor/63 anomaly detection tests by @FelipeTrost in #101

sprint-09-release-candidate

What's Changed

The release includes the refactorings of unit tests, the integration of ARIMA functionality of statsmodels into RTDIP and Dimensionality Reduction for ML .

All Changes

• [Enhancement] Dimensonality Reduction by @FelipeTrost
• [Enhancement] Integration of ARIMA Functionality of Statsmodels into RTDIP by @Timm638
• [Refactoring] Linear Regression Unit Tests by @kristen149
• [Refactoring] Anomaly Detection Unit Tests by @FelipeTrost
• [Refactoring] Missing Value Imputation Unit Tests by @chris-1187
• [Refactoring] Arima Unit Tests by @chris-1187
• [Refactoring] Duplicate Detection Unit Tests by @chris-1187
• [Refactoring] Interval Filtering Unit Tests by @dh1542
• [Refactoring] Flatline Detection Unit Tests by @mollle
• [Refactoring] Missing Data Detection Unit Tests by @mollle

What's Changed

Other Changes

• Feature/#62 interval filtering refactor unit tests by @dh1542 in #100
• feature/17 dimensionality reduction by @FelipeTrost in #91
• Revert "Deleted deliverables folder" by @FelipeTrost in #98
• refactorings on #61,#65 and #92 by @chris-1187 in #102
• refactor/066_linear_regression by @kristen149 in #103
• #40: Finishing Arima by @Timm638 in #94
• refactor/63 anomaly detection tests by @FelipeTrost in #101

Full Changelog: sprint-08-release-candidate...sprint-09-release-candidate

sprint-08-release

What's Changed

The release includes an enhancement to duplicate detection and internal Refactorings inspired by feedback from Shell.

All Changes

• [Enhancement] Duplicate data detection accepts multiple columns by @mollle
• [Refactoring] Unified input validation via InputValidator component by @chris-1187
• [Refactoring] Internal folder structure was changed by @dh1542
• [Refactoring] Updated interval filtering by @dh1542
• [Refactoring] Updated duplicate detection by @dh1542
• [Refactoring] Updated anomaly detection by @kristen149
• [Refactoring] Updated value range check by @mollle

Full Changelog: mid-project-release...0.13.0.dev7

What's Changed

Other Changes

• advanced duplicate detection by @mollle in #52
• #80 refactor project structure develop by @dh1542 in #83
• #80 refactor project structure according to feedback by @dh1542 in #82
• #74: Apply feedback for interval filtering by @dh1542 in #86
• Duplicate detection feedback by @dh1542 in #85
• #60 unified input data validation by @chris-1187 in #87
• added casting of "None" etc to None by @mollle in #88
• #26 Refine collecting logging outputs by @dh1542 in #89
• #84: Fix API bug by @dh1542 in #93
• refactoring unit tests by @mollle in #95

Full Changelog: mid-project-release...sprint-08-release

sprint-08-release-candidate

What's Changed

Other Changes

• #84: Fix API bug by @dh1542 in #93
• refactoring unit tests by @mollle in #95

Full Changelog: sprint-07-release-candidate...sprint-08-release-candidate

sprint-07-release-candidate

What's Changed

The release includes an enhancement to duplicate detection and internal Refactorings inspired by feedback from Shell.

All Changes

• [Enhancement] Duplicate data detection accepts multiple columns by @mollle
• [Refactoring] Unified input validation via InputValidator component by @chris-1187
• [Refactoring] Internal folder structure was changed by @dh1542
• [Refactoring] Updated interval filtering by @dh1542
• [Refactoring] Updated duplicate detection by @dh1542
• [Refactoring] Updated anomaly detection by @kristen149
• [Refactoring] Updated value range check by @mollle

Full Changelog: mid-project-release...0.13.0.dev7

mid-project-release-candidate

What's Changed

The release includes standardized output monitoring, a new one-hot encoding component, ARIMA parameter reduction for optimized modeling, and a critical hotfix improved datetime interval filtering. These updates enhance functionality, reliability, and data processing efficiency.

All Changes

• [Enhancement] Monitoring outputs in a standardized format by @dh1542 in #26
• [Component] One hot encoding by @kristen149 in #45
• [Component] ARIMA parameter reduction by @chris-1187 in #41
• [HotFix] Interval Filtering Datetime by @dh1542 in #53
• Core repo commits merged

Full Changelog: 0.13.0.dev5...mid-project-release

sprint-05-release-candidate

What's Changed

Includes different time series prediction methods as well as missing value imputation. Also some additional range check and flatline detection.

All Changes

• [Component] Time series prediction with linear regression by @FelipeTrost @kristen149 in #28
• [Component] Time series prediction using ARIMA by @Timm638 in #29
• [Component] Missing value imputation by @chris-1187 in #36
• [Component] Validation of value ranges by @mollle in #31
• [Component] Flatline detection by @mollle in #44
• Core repo commits merged

Full Changelog: 0.13.0.dev4...0.13.0.dev5

sprint-05-release

What's Changed

Includes different time series prediction methods as well as missing value imputation. Also some additional range check and flatline detection.

All Changes

• [Component] Time series prediction with linear regression by @FelipeTrost @kristen149 in #28
• [Component] Time series prediction using ARIMA by @Timm638 in #29
• [Component] Missing value imputation by @chris-1187 in #36
• [Component] Validation of value ranges by @mollle in #31
• [Component] Flatline detection by @mollle in #44
• Core repo commits merged

Full Changelog: 0.13.0.dev4...sprint-05-release

sprint-04-release

What's Changed

Started to work on forecasting and data preparation for ML.
Other Changes

• Clean data based on Interval/Pattern by @dh1542 #22
• Normalization of Data by @kristen149 #18
• Time Series prediction using ARIMA by @Timm638 #29

Full Changelog: sprint-03-release...sprint-04-release

sprint-03-dev-candidate

For testing, if the pipeline works