Data Preparation
Profile
Overview: The Profile node provides statistical summaries and visual insights for selected columns in a dataset. It helps users understand distributions, missing values, and basic metrics before further transformations. Location: Pipeline → Data ...
PCA – Principal Component Analysis
Overview Principal Component Analysis (PCA) reduces high‑dimensional data into fewer components while retaining most variance. It helps simplify data, remove noise, and prepare it for further modeling. Where to Find PCA Pipeline → Model Studio → Data ...
Data Compare
Data Compare is located under Model Studio ( ) in Data Preparation, in the task pane on the left. Use the drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. In the Data ...
File Transfer
File Transfer is located in the left task pane under Data Integration in Data Preparation. Use the drag-and-drop method to use the algorithm in the canvas. Properties of File Transfer The available properties of File Transfer are as shown below. The ...
Filter Column
Filter Column in rubiscape allows to choose between the columns in the table you want to keep and remove. Also, it allows you to rename the columns and pass them to the successor node. Filter Column is located under Model Studio >> Data Preparation ...
Cross Validation
Cross Validation is located under Model Studio () under Sampling, in Data Preparation, in the left task pane. Use the drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. ...
SMOTE
SMOTE is located in Model Studio () under Data Preparation in Sampling, in the left task pane. Use the drag-and-drop method (or double-click on the node) to use the algorithm in the canvas. Click the algorithm to view and select different properties ...
Stratified Sampling
Stratified sampling is located under Model Studio > Data Preparation > Sampling > Stratified. Use the drag-and-drop method (or double-click on the node) to use the algorithm in the canvas. Click the algorithm to view and select different properties ...
Train Test Split
Train Test Split is located under Model Studio () under Sampling in Data Preparation, in the left task pane . Use the drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. ...
Sorting
Sorting is located under Model Studio ( ) in Data Preparation, in the task pane on the left. Use drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to Properties of ...
Sequence Generator
Sequence Generator is located under Model Studio ( ) in Data Preparation, in the task pane on the left. Use the drag-and-drop method (or double-click on the node) to use the algorithm in the canvas. Click the algorithm to view and select different ...
Outlier Detection
Outlier Detection is located under Model Studio in Data Preparation, in the task pane on the left. Use drag-and-drop method to use algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to Properties ...
Missing Value Imputation
Missing Value Imputation is located under Model Studio ( ) in Data Preparation, in the task pane on the left. Use the drag-and-drop method to use algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer ...
Lookup
Lookup is located under Model Studio ( ) in Data Preparation, in the left task pane. Use the drag-and-drop method to use the feature in the canvas. Click the feature to view and select different properties for analysis. Refer to Properties of Lookup. ...
Factor Analysis
Factor Analysis is located under Model Studio ( ) in Data Preparation, in the left task pane. Use the drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to ...
Expression
Expression is located under Model Studio ( ) in Data Preparation, in the Task Pane on the left. Use the drag-and-drop method to use the feature in the canvas. Click the feature to view and select different properties for analysis. Refer to Properties ...
Descriptive Statistics
Descriptive Statistics is located under Model Studio ( ) in Data Preparation, in the task pane on the left. Use drag-and-drop method to use algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to ...
Data Unpivot
Data Unpivot is located under Model Studio ( ) in Data Preparation, in the left task pane. Use the drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to Properties ...
Data Pivot
Data Pivot is located under Model Studio ( ) in Data Preparation, in the left task pane. Use the drag-and-drop method to use the algorithm on the canvas. Click the algorithm to view and select different properties for analysis. Refer to Properties of ...
Data Merge
Data Merge is located under Model Studio ( ) in Data Preparation, in the task pane on the left. Use drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Properties of Data ...
Data Joiner
Data Joiner is located under Model Studio ( ) in Data Preparation, in the task pane on the left. Use the drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to ...
Combined Data Cleansing
Combined Data Cleansing is located under Model Studio ( ) in Data Preparation, in the left task pane. Use the drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to ...
Aggregation
Aggregation is located under Model Studio () in Data Preparation, in the task pane on the left. Use drag-and-drop method to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis. Refer to Properties ...