New Features

Rubiscape

• Workspace Level Export/Import:
  • Workspace export functionality available for tenant admin users. Rubiscape users can import required entities into any existing or new workspace.
• Rubiscape File Server Storage Option:
  • Upload any type of file and folder to the existing internal cloud to utilize them further.
• Direct Access for Rubiscape with Users in AD for B2B/B2C Login Methods:
  • Access the Rubiscape application with any user from AD irrespective of its existence in Rubiscape for login methods of B2B and B2C.

RubiConnect

• Internal Storage as a Storage Option for Dataset Creation:
  • Create file datasets using the Rubiscape file server.
• MinIO Storage Option for File Dataset Creation:
  • Create file datasets using MinIO cloud storage.

RubiStudio

• Locked Edit and View Mode for Workbook and Workflow:
  • Single user access for editing to avoid data overwrites; multiple users can view simultaneously.
• Accessing Rubiscape File Server from RubiPython and RubiNotebook:
  • Use files from the Rubiscape file server in RubiPython and RubiNotebook for processing.
• Missing Value Imputation for Forecasting:
  • Impute interval, categorical, and numerical data with respect to time variable.
• Spark Integration:
  • Support for Spark-based execution.
• Snowpark Integration:
  • Access Snowflake data using SQL queries in RubiPython.
• New Machine Learning Algorithms:
  • Decision Tree Regression: Added under Regression algorithms.
  • Random Forest Regression: Added under Regression algorithms.
  • Latent Dirichlet Allocation for Topic Modeling: Added under Textual Analysis algorithms.

RubiSight

• Python Widget:
  • Widget to plot custom charts based on Python code.
• Restrict Data Points on Chart:
  • Define displayed data points on the chart.
• Shapes Option in Dashboard Widgets:
  • Add different types of shapes in the dashboard.
• Keyboard Shortcuts in Dashboard:
  • Control widgets with shortcuts for copy, paste, delete, and move.
• User Mention in Comments and Email Notification:
  • Support for user mention in dashboard comments and email notifications.
• Schedule Dashboard with Data Level Security:
  • Share dashboard PDF as per the user’s data level security access.
• Highlight Card Widget Based on Condition:
  • Condition-based highlighting for card widgets.
• Null Value Support in RubiSight:
  • Support for null values in RubiSight charts.

RubiThings

• Support for CSV Upload on Data Template & Gateway Data Template
• Whatsapp Notification:
  • Provision for alert notifications via WhatsApp.
• Bot Implementation:
  • Rule-based server monitoring and data collection bot.

Rubiscape Desktop Version

• Installer with WSL and Code Obfuscation:
  • Installer with code encryption using WSL to support GPU from TensorFlow.
• Desktop-SAAS Integration:
  • Access Rubiscape web application from the desktop application.

Enhancements

Rubiscape

• Project Level Export/Import with Overwrite Support:
  • Allow users to decide which entities to fetch and overwrite in existing projects.

RubiConnect

• Encoding Error Handling:
  • Encoding error is thrown if the respective encoding option is not selected while creating CSV and Text file datasets. Default encoding is UTF-8.
• Twitter and Google News Connection Using Access Credentials:
  • Option to provide access credentials for connecting to Twitter and Google News API.
• Dataset Constraint in Workspace:
  • Unique dataset names allowed in a workspace for proper identification.
• Error Handling for Custom Query in RDBMS Datasets:
  • Proper error handling while creating custom queries in RDBMS datasets.

RubiDesign

• Metadata Refresh Option for Data Dictionary:
  • Option added to refresh metadata for datasets used in the data dictionary.

RubiStudio

• Email Notification for Scheduled Workflow Execution:
  • Detailed execution status notifications via email.
• Data Joiner Condition on Non-Selected Features:
  • Add Data Joiner conditions on features not selected in predecessor tasks.
• Intellisense Support for Expression Window:
  • Generate expressions using suggestions from the Intellisense code editor.
• Insert Else Update and Update Else Insert on Primary Key Strategy in Table Writer:
  • New strategies for loading data.
• File Management in FTP/SFTP:
  • FTP option added for file operations in FTP/SFTP.
• Generate Custom Output Variable from RubiPython Code:
  • Refresh Custom Output Variable option for generating custom output variables as per RubiPython code.
• Forecasting – Train Test Split with Number of Records:
  • Configure test data by the number of records.
• Model Compare Support for Hyperparameter Optimization Configurations:
  • Compare models with Hyperparameter optimization configurations.
• Extend Connection Flow After Writer Task Using RubiPython Node:
  • Allow further connections after writer tasks with RubiPython as successor.
• Node Ellipsis Options in Properties Pane:
  • Quick access to run control options in the properties pane.
• Metrics Update for Regression Algorithms:
  • Additional metrics for regression algorithms.
• Updated Forecasting Algorithms:
  • Moving Average, ARIMA, Auto-ARIMA, SARIMA, Simple Exponential Smoothing, Holt Exponential Smoothing, Holt-Winter Exponential Smoothing.

RubiAdmin

• Email Notification Option for Creating/Modifying User:
  • Checkbox option for user notification.
• Import User from Another Tenant:
  • Option to import users from another tenant for unique user identity.
• Option to Delete User Data:
  • Allow users to opt out of data deletion.

RubiSight