systemictau-declare

Declare the time generator. Do not predict without controls.

systemictau-declare is a thin protocol layer on top of systemictau 4.6.x and nested-recd. It does not replace the motor. It freezes the operational contract that scientific runs should share: window, weights, gate bands, surrogate, and a FAR seal that refuses to claim an event when no controls were supplied.

from systemictau_declare import Protocol, declare

P = Protocol.frozen_v1()          # window=13, m=3, θ3=0.08, weights=(0.6, 0.4)
rep = declare(X, time=t, protocol=P, controls=None)
print(rep.seal.far)               # 'undefined'  — no event is claimed

pip install "systemictau-declare[report]"
recd-declare data.csv --protocol frozen_v1 --out report.html
recd-declare data.csv --controls controls.csv --out report.html

The top-level function is named declare, not predict_outbreak.

What this package is for

Complex-systems papers routinely index series by laboratory time (t) and then speak of “the time of the system”. RECD constructs a second generator (T_n) from ordinal concordance. Nested excess³ measures depth of reorganization. None of that is usable as science if every notebook retunes (\theta_3) and paints a red light without a false-alarm rate.

This package exists so that:

1. The protocol is frozen (protocols/frozen_v1.yaml, hashed).
2. The two clocks stay two fields ((t) vs (T_n); (\Delta T_n) is not (\Delta\mathrm{excess}^3)).
3. FAR is a seal, not a footnote: undefined | event-only | estimated.
4. A one-page report can be cited. Ontology, Polo, and crash buttons are out of scope.

Read the software paper: papers/why_systemictau_declare.pdf
(Español: papers/por_que_existe_systemictau_declare.pdf)
Usage manual: docs/MANUAL.pdf

What this package is not

• Not a replacement for the SI second.
• Not a proof that (\Sigma^{\mathrm{RECD}}) is Clausius production (CT-4C remains open).
• Not a Williams–Beer PID atom.
• Not a dengue / Holter / market predictor.
• Not Module CT. Lean is cited, not imported at runtime.

Install

python -m pip install "systemictau-declare[report]"
# or from this repository
python -m pip install -e ".[report,dev]"

Requires systemictau>=4.6.0,<5 and nested-recd>=0.2.0.

Minimal example

import numpy as np
from systemictau_declare import Protocol, declare, g0_independent_ar, write_report

X = g0_independent_ar(T=400, N=4, seed=0)
rep = declare(X, protocol=Protocol.frozen_v1())
assert rep.seal.far == "undefined"
assert rep.seal.event_claimed is False
write_report(rep, "report.html")

Any deviation from frozen_v1 must go through Protocol.exploratory(...). The report is then marked EXPLORATORY. Weights cannot be fit().

Citation

See CITATION.cff and the paper in papers/.

• This version: 10.5281/zenodo.22237497
• Concept DOI (all versions): 10.5281/zenodo.22237496

License

MIT. Author: Johel Padilla-Villanueva.