SSM-Audit Mini Calculator (Browser)
Shunyaya Symbolic Mathematical Audit (SSM-Audit) – client-side mini tool to view stability bands beside your existing numbers. No additional infrastructure. Numbers unchanged.
What this does ✅
• Adds a read-only stability band beside your KPIs: A++ / A+ / A0 / A- / A--.
• Collapses multiple signals per timestamp using: a_out = tanh( sum(w_i * atanh(a_i)) / max(sum(w_i), eps_w) ).
• Supports quick mappers for coverage, agreement, residual when you do not provide a.
• Optional SDI (Stability Diffusion Index): a_sdi = tanh( sum(atanh(a_i)) / n ).
How to use 💻
- Upload a CSV or paste data (columns like
time,kpi,m,aor mapper columns). - Click Run calculator to compute bands and hysteresis.
- Click Download CSV to save the results.
House rules 🌟
• No additional infrastructure: the calculator runs entirely in your browser.
• Numbers unchanged: your m values and reported KPIs remain as-is; the band is an overlay.
• Easy to use: spreadsheet/BI friendly; copy/paste CSV in seconds.
• Universal language: A++ / A+ / A0 / A- / A-- aligns teams fast.
• ASCII only: straight quotes and plain symbols (>=, <=, - for ranges).
Typical band thresholds 📊A++: a >= 0.75A+: 0.50 - 0.75A0: 0.25 - 0.50A-: 0.10 - 0.25A--: a < 0.10
Tip 🛠️
Use consistent kpi names and timestamps. If bands feel jumpy, adjust promote/demote hysteresis to dampen flips.
Download the exact SSM-Audit Mini Calculator (v1.4)
Browser build (offline): SSM-Audit_Mini_Calculator_v1.4_browser.zip
Integrity (SHA-256)
ZIP 2231bf11a14a804683675256c30f048db47d91c86bfc1661aaa2a9a753bf2e31
Note on demo hysteresis.
For the built-in demo, we use promote = +0.05 and demote = -0.03 to make band flips visible on small samples. The canonical spec uses promote = +0.05, demote = -0.05.
Hysteresis only gates band_hyst; it does not change your numbers m, and it does not change fused alignment a_out := tanh( (SUM w*atanh(a)) / max(SUM w, eps_w) ).
For production use, set demote = -0.05 in your knobs/manifest.
Page disclaimer
This mini calculator is an observation-only tool for research and education. It runs client-side in your browser; no data is transmitted to servers by this page. Outputs are stability overlays derived from your inputs; underlying numbers remain unchanged. This is not auditing, investment, legal, medical, or engineering advice and must not be used for critical decisions without independent validation. No warranties, express or implied, including fitness for a particular purpose. Use at your own responsibility and verify results with your own controls and advisors.
Explore Further
https://github.com/OMPSHUNYAYA/Symbolic-Mathematical-Audit
Frequently asked questions
SSM-Audit Q & A
SHUNYAYA 