103rd House — GGUM scores
GGUM ideal point estimates for the 103rd House (members scored: 441 of 447; max PSRF: 1.007).

Download
Download H103-ggum-scores.csv — 447 members, 25 columns (Voteview metadata + GGUM θ, θ SD, PSRF).
Off-diagonal members
The following 6 members fall more than 2.5σ off the OLS fit of GGUM θ on W-NOMINATE dim-1. We flag these as diagnostic cases where the two scalings most disagree.
| Member | Party | State | nominate | GGUM θ | residual |
|---|---|---|---|---|---|
| CLAY | D | MO | -0.49 | -2.79 | -1.47 |
| SYNAR | D | OK | -0.32 | -1.64 | -0.83 |
| INGLIS | R | SC | +0.52 | +0.98 | -0.76 |
| STUPAK | D | MI | -0.40 | -0.34 | +0.69 |
| COSTELLO | D | IL | -0.32 | -0.10 | +0.69 |
| KINGSTON | R | GA | +0.54 | +1.13 | -0.67 |
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The prose on this page was drafted with Anthropic’s Claude Opus 4.7, with plausibility audits by Claude Sonnet 4.5 subagents. The author edited and reviewed throughout.