Evidaxis

scikit-learn

repo
Unassigned (AI-v1 census) · n = 6141 · scikit-learn/scikit-learn
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable — 1 of 3 axes measurable Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable — 1 of 3 axes measurable

Gate: not computable — 1 of 3 axes measurable
position in cohort distribution one of 6141 in cohort
percentile 14 within cohort p25 p50 p75 p0 p100
percentile
p14
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-2.42 within cohort, log-slope -0.034/wk.0-2.42
velocity z
-2.42 σ
slope
-0.034/wk
log-slope -0.034/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
6141
systems measured
weekly commits
23.9
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
19.7
percentile p14
commit heatmap, last 26 weeks23.9/wk
weekly commits, 26 weeks26 weeks of commits, peak 53 in a week, 26 active weeks, 783 total.week 1: 35 commitsweek 2: 26 commitsweek 3: 46 commitsweek 4: 39 commitsweek 5: 38 commitsweek 6: 36 commitsweek 7: 41 commitsweek 8: 52 commitsweek 9: 36 commitsweek 10: 25 commitsweek 11: 20 commitsweek 12: 31 commitsweek 13: 18 commitsweek 14: 53 commitsweek 15: 38 commitsweek 16: 28 commitsweek 17: 20 commitsweek 18: 33 commitsweek 19: 23 commitsweek 20: 20 commitsweek 21: 25 commitsweek 22: 31 commitsweek 23: 28 commitsweek 24: 11 commitsweek 25: 22 commitsweek 26: 8 commits
weeks
26
peak/wk
53
active
26
total
783
citations by yearCitation source: not measured.
Daily dependents count (unscored) 32,120 dependents 21,290 direct, 11,533 indirect · pypi/scikit-learn · deps.dev · the scored m4 axis uses weekly partitions

scikit-learn holds an Evidaxis momentum score of 19.7 of 100 on methodology m4, snapshot 2026-10-10, measured within the Unassigned (AI-v1 census) cohort (n = 6141). Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

Derived signals

second-order reads, computed from the published series

Three signals ship when the commit series is statistically sufficient; the rest are held in a reserved state until the data supports them. A reserved signal shows its reason, never a fabricated number. How these are computed.

recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +221.26, regime accelerating. prior slope -0.000, recent slope -0.088 per week. -0.000prior 39w-0.088recent 13w+221.26×
swing
+221.26×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m4
commit-axis Sharpe log-linear slope over residual std, value -0.021 with 95% CI -0.042 to +0.001, 50 degrees of freedom. CI spans zero.0-0.02195% CI -0.042, +0.001-0.042+0.001
sharpe
-0.021
95% ci
-0.042, +0.001
dof
50
snapshot 1 of 1 · · m4
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
snapshot 1 of 1 · · m4
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m4
methodology gate snapshot 1 of 1 · · m4
commit weeks
52
citation years
0
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 1 of 1 · · m4

Daily dependents count (unscored)

scikit-learn dependents over time7 points, range 31340 to 32152 dependents.
min
31340 dependents
max
32152 dependents
latest
32152 dependents
points
7

Downstream packages depending on pypi/scikit-learn (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m4 uses weekly partitions.

Measurement states

scikit-learn is under weekly measurement. History: 7 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: no admitted own package; not measured. Gate: not computable — 1 of 3 axes measurable

Sources

scikit-learn/scikit-learn development-velocity axis

Others in Unassigned (AI-v1 census)

0xDeCA10B Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p66
vel +0.00 cit no axis deps no axis
axis dials
+0.00 n/a n/a
100-Days-Of-ML-Code Unassigned (AI-v1 census)
1 of 3 axes measurable
78
p87
vel +2.27 cit no axis deps no axis
axis dials
+2.27 n/a n/a
10x Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p52
vel +0.00 cit no axis deps no axis
axis dials
+0.00 n/a n/a
1Cat-vLLM Unassigned (AI-v1 census)
1 of 3 axes measurable
88
p91
vel +3.00 cit no axis deps no axis
axis dials
+3.00 n/a n/a
3D-convolutional-speaker-recognition Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p61
vel +0.00 cit no axis deps no axis
axis dials
+0.00 n/a n/a
3D-ResNets-PyTorch Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p43
vel -0.00 cit no axis deps no axis
axis dials
-0.00 n/a n/a

Full Unassigned (AI-v1 census) cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: no admitted own package; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
n/a
Theil-Sen slope
n/a
Latest direct dependents
n/a
Confirmed-clean points
n/a
Reconstructed history points
n/a
As-of partition
n/a
Fragility veto
n/a
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

entity_id e_WPZ5QHX33YZ methodology m4 snapshot ad5e404d4f82 period 2026-w41 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m4, never edited by hand. Cite as: “Evidaxis, scikit-learn, entity e_WPZ5QHX33YZ, snapshot 2026-w41.”

Durable reference (format-independent): urn:evidaxis:claim:e_WPZ5QHX33YZ:m4:2026-10-10