Denis O'Donovan
Not yet computed for this member.
The alignment pipeline has not produced a score here. That is usually because this member never spoke in a debate section that went to a division with an attributable question — see the coverage table below.
Valence runs −1 (negative) to +1 (positive). This is a separate measure from alignment above and says nothing about how anyone voted — "the Minister has been asleep at the wheel" is strongly negative and carries no position on the question.
| Model | Speeches scored | Mean valence | Corpus mean |
|---|---|---|---|
| vader | 65 | +0.404 | +0.423 |
Mean tone by topic, most negative first. Topics come from an LDA model fitted over debate contributions; the terms are the model's, the labels are hand-assigned.
| Topic | Speeches | Mean valence |
|---|---|---|
| EU and international relations ireland · european · irish · union · europe · countries | 5 | -0.558 |
| Procedural and rhetorical filler (low-content) important · like · good · debate · did · does | 26 | +0.440 |
| Local government, roads and regional funding county · cork · discuss · west · road · local | 6 | +0.476 |
Contributions whose tone sits more than two standard deviations from this member's own average. Baselines are per member on purpose — an absolute threshold would just rank people by temperament.
I know the Minister of State is standing in for the Minister, Deputy McConalogue, but that answer disappoints me. The facts are that tomorrow week, there will be hundreds of trawlers coming up the Liffey by way of protest. The reasons for this are that countri…
I rise briefly today to raise the issue of the Irish basketball team travelling today and playing the team from Israel. I listened this morning with interest to Mr. Kieran Donaghy, the former great Kerry footballer who, unfortunately, broke our hearts on a few…
I wish to raise the issue of the fishing industry in general. Tomorrow week, there will be a major protest during which fishing trawlers from Killybegs, Ros an Mhíl, Castletownbere, Dingle, Kilmore Quay and all around the coastline will come up the Liffey. I a…
I rise today to ask the Leader, or implore her for assistance with a particular matter. I have a neighbour and constituent who, in May 2021, got a Pfizer first jab for Covid-19. Unfortunately, she had a serious reaction and ended up in the accident and emergen…
Alignment by the party a member sat for on the day, with 95% Wilson intervals. This is the test the measure could have failed.
| Party | Aligned | 95% CI | n |
|---|---|---|---|
| PBP | 82.5% | 68–91% | 40 |
| LAB | 78.2% | 69–85% | 101 |
| IND | 76.5% | 72–81% | 327 |
| SF | 75.8% | 69–81% | 198 |
| SD | 71.4% | 58–82% | 49 |
| FG | 69.1% | 62–76% | 162 |
| FF | 67.9% | 60–75% | 165 |
| GP | 56.8% | 41–71% | 37 |
Members of government parties align their stated position with their vote 9.4 points less often than Independents — bootstrap 95% CI [+2.7, +16.0], which excludes zero. Opposition parties sit 9.5 points above government too, CI [+3.1, +15.9]. Independents and opposition members are indistinguishable from each other (−0.0 points, CI [−6.3, +6.2]). So the gap does not come from having no party; it comes from being in government, which is what a whip effect should look like. Read this as the measure behaving sensibly, not as a finding about any individual.
Two automated methods were built and both failed. What survives is the rule-based layer, which is why the coverage above is narrow.
| Method | Accuracy | 95% CI | n |
|---|---|---|---|
| nli-vs-mover-anchor:deberta | 35.9% | 29–42% | 234 |
| nli-vs-mover-anchor:distilroberta | 11.5% | 8–16% | 234 |
Zero-shot entailment was asked to judge contributions whose true position is known — the member moved the amendment, so the answer is support by construction — and got it right 11.5% of the time, returning "unclear" or "oppose" for nearly everything. A classifier trained on the rule-labelled cases over the corpus embeddings reached 71.1% against a 65.3% majority-class baseline: better than chance, not better enough. Both are excluded from every figure on this page. Only the rule-based cascade, which is exact where it fires and silent where it does not, is used.
Position is read from the member's own contributions in the debate section the division belongs to, by a three-step cascade: an explicit move of the question ("I move amendment No. 5", true by construction); declarative stance phrases ordered so negations are tested first, because "I cannot support" and "I do not oppose" both defeat a naive keyword match; and, where neither fires, a zero-shot entailment model judging the contribution against the question put. Tone uses a separate model and is reported separately. Agreement against hand-labelled cases, with bootstrap intervals, is on the evidence page; no score here should be read without it.