New Features

Platform & Studio

  • New Datasets:

  • Google Sheets – Ability to create, edit, delete Google Sheets dataset

  • Microsoft SQL Server Analysis Services (SSAS) – Ability to use SSAS to create, edit, delete datasets

  • MongoDB Connectivity – Ability to create, delete, edit MongoDB dataset

  • Algorithms added:

  • LSTM Forecasting Algorithm

  • Annova Analysis –

    • One-Way Annova

    • Two-Way Annova


  • Linear Discriminant Analysis (LDA)

  • Quadratic Discriminant Analysis (QDA)

  • Model Comparison – Ability to compare result matrices of multiple algorithms at a time

  • Cross-Validation – Available as a sampling method

  • AutoML Wizard – Wizard-like interface to use AutoML


  • Customized functions for RubiPython –

  • getReaderData – Ability to read any reader created in Rubiscape directly in RubiPython

  • writeDataToTable – Ability to write data to a table using RubiPython

  • writeDataToFile – Ability to write data to a file using RubiPython

  • getUserLogsList – Ability to get a list of dates for which user activity logs are available

  • retrieveUserLogs – Ability to user activity log for a particular date

  • Ability to retrieve user activity logs in the Admin module

  • Two Factor Authentication – An extra layer of security has been added by using OTP verification method (through email) in Rubiscape

  • Hyperparameters Optimization – Ability to perform hyperparameters tuning for regression and classification algorithms

  • Workflow-as-a-Task – Ability to use the workflow entity as a separate task which can also be used recursively

  • Task Results as Parameter – Ability to store the results of a task and use them for any further operation

  • Conditional Tasks – Ability to execute any task in a workbook/workflow using "If-Else" and "While" conditions

  • Ability within the UI to add or remove tenants

  • Oracle support for Template Table

  • Model Validation

  • User-Defined Parameters – Ability for a user to define their parameters/variables at a workbook/workflow level

  • Access to Rubipedia provided from within Rubiscape

  • Vulnerability and Penetration Testing completed successfully

Rubisight


  • Hyperlink options are now supported for multiple columns for the Table, Cross-table and Sparkline charts

  • Data Level Security – Filter the dataset columns in dashboards based on user login

  • Calculated Fields – Ability to allow the user to add calculated columns in the dashboard based on either existing columns or mathematical expressions

  • Conditional Formatting – Charts can be partially highlighted based on specific conditions set by the user on column values or a constant. Currently applicable to Column chart, Bar chart, and Line chart

  • Switch Widget – User can switch between the type of widget in a single click based on the source and target widget configuration

  • Horizontal and Vertical Tiling – The user can split the charts based on the selected dimension value. This is now applicable to –

    • Column chart

    • Pie chart

    • Area chart

    • Line chart

    • Treemap

    • Donut chart

    • Word cloud

    • Bar chart

    • Histogram

    • Pareto chart

    • Sankey chart

    • Boxplot chart

    • Stacked column chart

    • Stacked bar chart

    • Stacked area chart

    • Bubble chart

    • Scatter chart

    • Waterfall chart

    • Sunburst chart

    • Solid gauge chart

    • Map chart

    • Combination chart

    • Funnel chart

    • Bullet chart

    • Card widget

    • Google map chart


  • New charts added -

    • Google Map Chart

    • Multi-Level Cross Table


  • Refresh Cache for Dataset in Workflow – Ability to add a refresh cache node within a workflow to refresh dataset cache. The workflow can be scheduled to achieve a scheduled dashboard refresh effect

  • Copy chart within a dashboard

  • Improvements in layouts of Rubisight dashboard


Enhancements

Studio and Rubisight

  • AutoML – Top 5 recommended models with parameters are available to the users. These models can now be published as a separate algorithm.

  • Lazy loading implemented on exploring datasets

  • Data Preparation Enhancements – When a user configures the data preparation node with or without a group-by option and executes any of the available tests, they will now get data for all groups from the group-by dropdown list in the data tab which can be carried forward to the successor nodes. This was a limitation in Rubiscape release 2.0

  • Ability to connect multiple predecessors to a RubiPython node

  • Ability to add multiple output variables to RubiPython

  • Write console logs to files instead of terminal

  • Revamp of the existing expression builder

  • Support for all types of date formats while creating a dataset

  • Improved iconography

  • Improved interactivity/filtering performance (bugs resolved)

  • Handled large result data scenarios for the following charts –

    • Column chart

    • Bar chart

    • Area chart

    • Line chart

    • Stacked-column chart

    • Stacked-bar chart

    • Stacked-area chart

    • Sunburst chart


  • Improved features for Table, Cross-Table and Sparkline chart by adding lazy loading functionality

  • Added feature to merge the same values in the Table chart

  • External dashboard creation option is available on the create dashboard form. User can create normal as well as external dashboards from the same dashboard creation form

  • Auto-sizing of widget added in "At a Glance" view


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