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What's new in Graphext?

September 24, 2024

Leaf Embeddings for Clustering, Dataset Switcher, and File Picker for Google Integrations

🌟 New Features

  • Leaf Embeddings Flow in the Wizard: Add the leaf embeddings flow to the wizard, to be able to do semi-supervised clustering, enhancing the clustering process with advanced embedding techniques and improving the flexibility and accuracy of the model.
  • Dataset Switcher Dropdown: Add a dropdown menu within a project to seamlessly switch between datasets, allowing for more flexible analysis and smoother transitions when working with multiple datasets within the same project.
  • Documentation Chat Widget: Access the documentation chat directly within Graphext through a new widget, allowing you to quickly find answers and guidance without leaving the platform.
  • File Picker for Drive and Google Sheets Integrations: Easily select and import files from Google Drive and Google Sheets with the new file picker, streamlining the process of integrating external data into Graphext.

πŸ› οΈ Improvements

  • New Aggregation Option: Group By with Lists: Now, you can aggregate categorical variables in the Group By function to generate lists of values for each group, providing a more detailed and comprehensive view of your data.

🎨 UI Updates

  • New Design for Significant Variables: The design for significant variables has been updated, allowing you to easily collapse them to reduce space when they are not needed, providing a cleaner and more organized interface for better focus on the analysis.
September 10, 2024

Grouped Data Row Count, Categorical Stats in Tables, and New Tenure & Churn Steps

πŸ› οΈ Improvements

  • Row Count for Grouped Data: Calculate the number of rows for each specific group generated by a group by operation. This will help you understand the distribution of data across the different groups in your analysis.
  • Expose Categorical Stats for Table in Plot: The current categorical statistics that are already being calculated (such as Unique Values, Mode, and Median) are now accessible, allowing you to use them directly in tables within your plots for more detailed and structured data visualization.

πŸ”§ Technical Updates

  • Tenure and Churn Step: This step calculates the tenure by using the start and end dates and returns a new column with the tenure. It also adds a boolean column indicating churn (Yes or No)
  • New "Discretize_on_Percentiles" Step: Introduce the discretize_on_percentiles step to categorize continuous data into discrete bins based on percentiles. This step helps segment the data more evenly and allows for better comparison and analysis.

August 27, 2024

Font Customization in Annotations, Line Chart Marks, and Table Totals Footer

🌟 New Features

  • Font Style Customization in Annotations: Customize the font style in annotations, allowing you to change the font, size, color, and other properties for better alignment with your design preferences or visual clarity.
  • Mark's Design and Value Labels in Line Chart: Add marks at specific data points in line charts, along with value labels to display the exact values at those points, providing a clearer and more informative visualization of key data trends.
  • Totals Footer in Tables: Add a totals footer to your tables, automatically calculating and displaying the sum or other aggregate values of relevant columns, enhancing data overview and analysis.

πŸ”§ Technical Updates

  • Create step to calibrate model probabilities
August 13, 2024

New Table Plot Types, Numerical Grouped Bars, and Improved Color Mapping

🌟 New Features

  • New Table Plot Types: Introducing simple tables and summary tables (group by) plots. Now you can create tables from your data exploration, group by multiple variables, and calculate aggregations over other dataset variables, providing clear and structured insights.

πŸ› οΈ Improvements

  • Numerical Variables in Grouped Bar Chart Plots: Now you can incorporate numerical variables into grouped bar chart plots, allowing for more detailed and dynamic visualizations that represent quantitative data alongside categorical groupings.
  • Sorting Categories in Color Mapping: Implement sorting options for categories in color mapping, allowing you to organize and visualize data more effectively

πŸ› Bug Fixes

  • The recipe editor is in light theme when the theme is dark

🎨 UI Updates

  • Persistent Position and Size for Recipe Modal: The recipe modal now remembers its last position and size, ensuring a consistent and personalized user experience each time you access it.
July 30, 2024

🚜 Introducing Tractor 2.0 AI-Powered Social Media Data Queries, Arrow Annotations, and SHAP Value Analysis

πŸŽ‰ New Product

Tractor 2.0: Access data from major social media platforms (Instagram, LinkedIn, TikTok, Twitter, Google, etc.) with a new AI-powered tool. Simply write your queries in natural language, and the AI will translate your desires into effective queries. Once the data is retrieved, you can download and explore it seamlessly in Graphext for deeper insights.

Discover the tool: https://tractor.graphext.com/

🌟 New Features

  • Arrow Annotations in Plots: Enhance your plots by adding arrows as annotations, making it easier to point out specific data points or trends for clearer, more visual explanations.

πŸ”§ Technical Updates

  • Created a new step to calculate SHAP values of a model

https://docs.graphext.com/api-docs/analyse/train_and_predict/explain_predictions#explain-predictions

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