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2026-08-20 06:46:49 -04:00
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# Tension Board 2: Predicting Climbing Route Difficulty from Board Data # Tension Board 2: Predicting Climbing Route Difficulty from Board Data
I recently got into *board climbing*, and have been enjoying using the <a href="https://tensionclimbing.com/products/tension-board-2">Tension Board 2</a>. I've been climbing on the 12ftx12ft (mirrored) that is available at my local gym, and I've never felt that the phrase "*it hurts so good*" would be so apt. As such, I decided to do an in depth analysis of available data. See also an <a href="https://gitlab.com/psark/Kilter-Board-Analysis">analysis of the Kilter Board</a>. I recently got into *board climbing*, and have been enjoying using the <a href="https://tensionclimbing.com/products/tension-board-2">Tension Board 2</a>. I've been climbing on the 12ftx12ft (mirrored) that is available at my local gym, and I've never felt that the phrase "*it hurts so good*" would be so apt. As such, I decided to do an in depth analysis of available data. See also an <a href="https://github.com/psark007/Kilter-Board-Analysis">analysis of the Kilter Board</a>.
![Hold Usage Heatmap](images/02_hold_stats/all_holds_all_grades_heatmap.png) ![Hold Usage Heatmap](images/02_hold_stats/all_holds_all_grades_heatmap.png)
@@ -343,7 +343,7 @@ The model can still predict subgrades (e.g., V3 contains 6a and 6a+), but it is
# Future Work # Future Work
* <a href="https://gitlab.com/psark/Kilter-Board-Analysis">~~Kilter Board analysis~~</a> * <a href="https://github.com/psark007/Kilter-Board-Analysis">~~Kilter Board analysis~~</a>
* A unified approach to grade prediction across boards * A unified approach to grade prediction across boards
* Test other models * Test other models
* Better spatial features * Better spatial features