# RFTs Forecasts - a Hugging Face Space by RFTSystems

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**Category:** Spaces\
**Created:** [December 20, 2025, 3:18am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Frfts-forecasts-a-hugging-face-space-by-rftsystems%2F171785 "2025-12-20T03:18:50Z")\
**Posts on this page:** 1\
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**Author:** ![RFTSystems](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/rftsystems/32/59206_2.png) [@RFTSystems](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2FRFTSystems)%5C
**Post date:** [December 20, 2025, 3:18am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Frfts-forecasts-a-hugging-face-space-by-rftsystems%2F171785%2F1 "2025-12-20T03:18:50Z")

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Title: RFTs Forecasts — Open-Method Live Console + Verifiable “Forecast Receipts” (Weather / Seismic / Magnetic / Solar)

Hey everyone 👋 I’ve just pushed an update to my Space: **RFTs Forecasts** — a transparent, “show-your-work” live console that pulls public data in real time and labels near-term regime risk across four domains:

• Atmospheric (location-based, from Open-Meteo)  
• Seismic (USGS event feed; either region mode or local-radius mode)  
• Magnetic (global Kp, NOAA SWPC)  
• Solar (global GOES X-ray flux, NOAA SWPC)

🚫 What this is _not_  
This is not a black-box predictor, not an NWP replacement, and not an earthquake time/epicenter predictor. It’s a **live monitoring + decision-timing demo** : explicit inputs → explicit intermediates → explicit rule → explicit label. If a feed is missing or too short, that domain is **DISABLED** instead of guessed.

✅ What’s different (why I built it)  
Most “forecast” demos are hard to audit later. You can re-run them, but you can’t prove what happened at the time.

This Space now supports durable verification:

Forecast Receipts (tamper-evident history)  
Every run can export a downloadable (receipt JSON)  
that captures:

1. exact source URLs + params + timestamps
2. computed intermediates (z → τ\_eff → index) and the rule fired
3. environment snapshot (versions + constants)
4. **sha256 hashes of upstream payloads**
5. optional mode to embed raw upstream payloads (base64) for stronger offline verification

Receipt Upload Verification:

There’s also a Verify Receipt tab

 ![IMG_3610](https://us1.discourse-cdn.com/hellohellohello/original/3X/7/5/753458dc8dfbf6b9cca917f8417aa93f06933a59.jpeg)

• validates the receipt structure  
• verifies embedded payload hashes (if raw payloads were included)  
• recomputes z / τ\_eff / index / label from stored intermediates and checks it matches the recorded run

🔎 Open method (simple, readable math)  
Shared core:  
• τ\_eff = K · ln(1 + z)  
• Ω\_obs = 2π / T\_earth  
• Index = Ω\_obs · τ\_eff · α\_R

Each domain defines z from a small set of bounded, inspectable features (ΔT, ΔP, quake count + max magnitude, Kp drift/slope, GOES flux mean/peak), then uses fixed thresholds to label the current regime.

I’d genuinely love feedback from people who care about reproducibility:  
• Is the receipt format useful?  
• What would make verification stronger / cleaner?  
• Any UI or domain-scope improvements you’d want?

> **[RFTs Forecasts - a Hugging Face Space by RFTSystems](https://huggingface.co/spaces/RFTSystems/RFTs_Forecasts)**
>
> Enter a location to get live predictions on atmospheric, seismic, magnetic, and solar conditions. The app fetches real-time data and provides a detailed analysis for each domain.