Clearbook : AI powered Application to Automate Data Analytics

Subhradip Roy

UX Engineer
Software Engineer
AI Developer
Python
TensorFlow

Project description

Automate your data analysis life cycle with Clearbook an end-to-end application. This data pre-processing powerhouse is fueled by the dynamic GPT-3.5 series text generation models, ensuring unparalleled insights. In addition to the Microsoft LIDA technology that adds an extra layer of robustness and automation to your data visualization. VizPilot is here to revolutionize your data exploration experience, offering two main features - Summarize and Question-Based Graph.

Free Version

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Paid Version

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Summarize : Users can effortlessly upload CSV files, unlocking a powerful analysis tool that provides a comprehensive overview of your dataset. This includes vital details like structure of the dataset, column names, sample data, unique values, and statistical insights such as min, max, num_unique_values, semantic_type and standard deviation.

Goals and Questions : Notably, Clearbook goes beyond static data insights by assisting users in truly comprehending their datasets. It suggests potential visualizations aligned with specific goals tailored for your dataset, offering high-level ideas like scatter plots or bar charts. By posing relevant questions such as "Bar chart of Country or Region and Perceptions of Corruption" it empowers users to gain a nuanced understanding of their data.

Question-Based Graph : Users can leverage natural language queries to generate graphs along with the corresponding python script. VizPilot understands and interprets user queries, facilitating a more conversational approach to visualization creation.

For e.g., Users can ask questions in plain language, such as "what is the relation between country or region and perceptions of corruption". The tool translates these user queries into actionable visualizations, providing a seamless bridge between natural language and data exploration.

Dynamic Model Selection : VizPilot provides users with the flexibility to choose the text generation model of their preference from the GPT-3.5 model series. This customization ensures that the tool aligns seamlessly with user preferences and specific project requirements.

Injecting Business Logic into Visualizations : It acts as a guide, steering users towards making impactful decisions based on the insights derived from the generated charts and thereby placing a strong emphasis on the importance of injecting business logic into visualizations. Users can also explore various charts, from pie charts to bar graphs, providing a holistic perspective.

Summary

In summary, Clearbook stands as a game-changer, allowing users to swiftly analyze and visualize data with unparalleled efficiency. Especially beneficial for users dealing with large CSV datasets, VizPilot streamlines workflows, making data analysis an intuitive and insightful experience.

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