Graphical user interface for statistical analysis of dataset features in computers

Abstract

1. Name of the product in this design: Graphical User Interface for Statistical Analysis of Dataset Features in Computers. 2. Purpose of this design: This design is used to run programs. 3. The key design features of this product are the graphical user interface displayed on the computer. 4. The picture or photo that best illustrates the key design points: Design 1 front view. 5. Since computers are existing technology, the rear view, left view, right view, top view, and bottom view of Design 1 and Design 2 are omitted. 6. Design 1 is designated as the basic design. 7. Uses of the graphical user interface: In machine learning modeling platforms, users can perform statistical analysis on basic indicators such as completeness and uniqueness of dataset features using the feature statistical analysis function, and analyze the distribution of individual features through visualization methods such as distribution plots, box plots, and density plots. 8. Description of the changing states of the graphical user interface: In Design 1, the main view of Design 1 is the overall index interface for statistical analysis of dataset features, which is also the initial interface. The top shows the overall situation of the dataset and the function operation, and the bottom shows the feature list. Clicking on a highlighted numerical feature name (such as "Var_1") in the dataset in the main view of Design 1 will take you to the changing state diagram 1 of Design 1, which is the statistical analysis chart interface for that feature. After clicking the "box plot" control in the changing state diagram 1 of Design 1, you will take you to the changing state diagram 2 of Design 1. In Design 2, the main view is the overall indicator interface for statistical analysis of dataset features, and also the initial interface. The top shows the overall situation of the dataset and its functions, while the bottom shows the feature list. Clicking on a highlighted numerical feature name (such as "Var_1") in the dataset in the main view of Design 2 will take you to Design 2 Change State Figure 1, which is the statistical analysis chart interface for that feature. Clicking the "Density Chart" control in Design 2 Change State Figure 1 will take you to Design 2 Change State Figure 2.

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