Checked each PNG against its alt text. Wrong: c=-1 on the MFQ-2 map is
mildly individualizing, not far; the nearest labelled dot to c=+1 is UAE;
liberty moves 0.45 on MFV, not under 0.3; the top aggressive country is
Malaysia at 3.0, so the model is above every country there. Softened the
humor overlap and Big Five "vertical only" claims, added the
proportionality mover the MFQ-2 alt skipped.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Every plot's numbers lived only in the pixels, so a text scraper or an LLM
reading the repo saw nothing. Also drops the "more self-expressive than
almost any country" claim: none of the 17 passes Iceland, and against the
West they average about zero on that axis. The displacement is vertical.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Lets a model be described as a 2.9 sigma member of the West instead of
"somewhere west of Silicon Valley". Signed per-axis z says which way and how
far on a named axis; Mahalanobis says how odd the placement is overall, and
uses the cluster covariance because the zones are elongated and tilted.
Reads the committed coords in wvs_model_ci.md rather than the coord cache,
so it reruns offline without re-querying seventeen models.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The MFV foundation readout is centered log-ratio (clr), not a logit. Renames the
showcase JSON/CSV consumers' keys (dclr/dclr_sem) and the shared reader-space-shift
column to match steering-lite's writers; the survey 'C = logit contrast' readout
keeps its logit naming.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Canonical home (moralmaps.metrics) for the continuous coherence-gated selectivity
sel_gated = (on - 0.1*off)*coh^2 plus the behavioral si_flips cross-check, imported
(not re-forked) by steering-lite and j-steer so the definition can't silently
diverge. README Measurement section defines both. 4 unit tests.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Per-category selectivity needs a non-competitive readout. One-vs-rest
log-odds score_f - logsumexp(score_{j!=f}) has a logsumexp dominated by the
top category, so a steer concentrating evidence on one foundation mechanically
depresses every other foundation's one-vs-rest log-odds and fabricates
off-axis collateral -- a real selective steer then scores LESS selective than a
diffuse random poke (jsteer authority gate, job 95). clr_f = score_f - mean(score)
is gauge-free (kills the softmax normalizer) and spreads a single-category shift
as +(1-1/K)/-1/K, so genuine selectivity survives.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Draw the title and github.com/wassname/moral-maps note in the empty bottom-left
INSIDE the axes so a crop can't strip attribution and there's no whitespace band.
Give the models overlay extra top headroom so the most-secular model stars and
their labels seat inside the frame instead of spilling above it. Regenerate PNG+SVG.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Move the culture map up under the intro so it lands in the first screen; add a
paragraph crediting The Economist's June 2026 WVS map and its scatter between
model families, framing moralmaps' take as more sensitive graded readings + CIs
(no sample-size claim). Fix "ahve/make/build of" typos and an equation run-on.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Import name tinymfv -> moralmaps, pip name tiny-mfv -> moral-maps, GitHub
URLs wassname/tinymfv -> wassname/moral-maps. HuggingFace dataset id
wassname/tiny-mfv left as-is (separate namespace, published data artifact).
Historical docs/spec/* and RESEARCH_JOURNAL keep their dated paths.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
MFV country norms fail cross-country measurement invariance (Jimenez-Leal 2025: non-invariance + DIF,
'cross-cultural comparisons restricted') and are stitched from 5 studies, so the culture map/quadrant
drew false structure (inverted West vs Latin America). Delete plot_mfv_map + plot_mfv_value and the
value_coords_contrast/axis_contrast helpers; MFV keeps only the range plot, now against ONE pooled
human reference (mean of the 8 z-scored samples), no per-country identity. Add data-dir note + README
caveats citing the sources.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Replaces the vacuous 'measurement is the profile' opener with the intended-vs-unintended-while-coherent
framing: pmass/entropy as the coherence gate, the human-comparable profile (and why it hides steering),
and C the rank-centered logit contrast as the sensitive steer signal. Keeps the formulas.
Group figures into three narrative sections instead of per-instrument boilerplate. Introduce moral
foundations and the steering knob in plain words; drop invented units (nat, reader-logit, % country SD)
for concrete comparisons. Intro paragraphs left as the user edited them.
