Working on a tool that automates the tedious statistical validation part of geophysical analysis. Currently seeing geophysicists spend 2-3 days manually processing contingency tables from neural network classifications.
**The Problem:** You have contingency tables showing neuron-to-lithofacies assignments (Excel format), but then spend days manually:
- Creating confusion matrices
- Running chi-square tests
- Calculating Cramer's V and effect sizes
- Validating statistical assumptions
- Generating professional reports
**The Solution:** Software that takes your contingency table Excel files and automatically:
- Generates traditional confusion matrices
- Runs complete statistical test suites (chi-square, Cramer's V, etc.)
- Provides quality grades (A-F) for reliability assessment
- Creates publication-ready visualizations
- Batch processes multiple datasets for comparison
**Question:** If this reduced your statistical analysis from days to 15 minutes, would you/your company use it?
**For those doing lithofacies classification:** What's your biggest pain point with contingency table analysis? Do you currently do this manually in Excel, or have you found better tools?
I'll analyze your SOM data for free to demonstrate the tool.
Send me:
- Your contingency tables Excel file (anonymized/public data preferred)
- 2-3 questions about your current analysis workflow
I'll return:
- Complete statistical analysis
- Professional visualizations
- 15-minute screen sharing walkthrough
First 10 responses only. Just want to validate this solves real problems.