VectoRose: A new package for analysing and visualising 3D non-unit vectors in Python
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
v1.6.0 (2026-06-30) This release is published under the MIT License. Bug Fixes Use built-in normalisation to get magnitude and direction. (e645bbb) Build System Remove unnecessary codecov step in CI/CD. (c0336a6) Restrict permissions for token in CI on Win. (fd48658) Restrict permissions for token in CI. (eef90e8) Update gitpython and add cmcrameri. (2e9df1e) Update GitPython based on dependabot alert. (b0fb4b4) Update openpxyl version. (93362f8) Update pillow version. (7a626d5) Update pygments version. (14c6e37) Update pytest to address dependabot alert. (2f595c6) deps: Bump aiohttp in the pip group across 1 directory (6a11daa) deps: Bump aiohttp in the pip group across 1 directory (dab6e80) deps: Bump idna in the pip group across 1 directory (edbe1d0) deps: Bump jupyter-server in the pip group across 1 directory (5ba35b9) deps: Bump lxml in the pip group across 1 directory (793822b) deps: Bump mistune in the pip group across 1 directory (43c9134) deps: Bump nbconvert in the pip group across 1 directory (c9bd2dd) deps: Bump requests in the pip group across 1 directory (302f003) deps: Bump the pip group across 1 directory with 3 updates (4c3e24c) deps: Bump tornado in the pip group across 1 directory (3169c05) deps: Bump urllib3 in the pip group across 1 directory (f7f9c08) deps-dev: Bump black in the pip group across 1 directory (b35b059) deps-dev: Bump jupyterlab in the pip group across 1 directory (6cdeabe) deps-dev: Bump notebook in the pip group across 1 directory (260df67) Documentation Clarify colour representation in the returned array. (e638621) Remove invalid escape sequence \ . (52f424e) Features Add function to create point cloud from vectors. (ef71f51) Testing Add tests for the point cloud construction. (9643dd9) Switch to Agg backend for plotting during tests. (d06fedb) Detailed Changes: v1.5.2...v1.6.0
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it