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zgcagi/ZGCM-1-Data (dataset)

ZGCM-1 dataset provides code-reasoning data for pre-training and fine-tuning AI models.

Steady
Signal score
0
Trajectory
Steady
7-day est. ~1

Why this scored 0

every term, weighted
Velocity+0.0 / 40

Engagement gained per hour since the last capture, against the fastest item on its own source

Acceleration+10.5 / 25

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25

How many independent communities are talking about the same entity

Recency+0.0 / 10

Decays to zero over 14 days

Saturation penalty11.8 / 30

Subtracted once something is big and old — we rank what's next, not what's peaked

Composite-1.3 → clamped to 0

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On a topic's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Outlook

low confidence · estimate, not a guarantee

7-day

~1

range 013

14-day

~0

range 014

30-day

~0

range 019

Signal history

7-day window (free)
010

projected trajectory (estimate, not a guarantee)

Entities

zgcm1-data
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[![Signalcrest signal](https://www.signalcrest.app/api/badge/hf%3Ads%3Azgcagi%2FZGCM-1-Data)](https://www.signalcrest.app/topic/hf%3Ads%3Azgcagi%2FZGCM-1-Data)

Drop this in a README or blog post — it updates automatically as the score moves.