📊 Explore Data

Focus Question: What’s in my dataset, and how are my variables distributed, related, and missing?

TBD Data Overview

(Summary Statistics Across All Experiments and Variables)

[[Include a table that is basically data.describe(include=“all”) with some additional info]]

Training Data

(Completed Experiments Overview)

Time Profiles

(Explore time-based trends across inputs and outputs.)

Variable Distributions

(Histograms by Variable)

Categorical Distribution Comparisons

(Violin Plots by Category and Numeric Variables)

TBD Missing Data

(Missing Values Heatmap)

[[[To be created. This will be a heatmap of missing values in the dataset, showing which variables have missing data and how much.]]]

Variable Correlations

(Correlation Heatmap)

Mixed-Variable Associations

(Cramér’s V & Eta² Heatmap)

[[[Cramers V and Eta Squared matrix combination can replace Cramers V (categorical-categorical only)]]]