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huggingfaceai

HuggingFaceCode/stack-v3-train (dataset)

Dataset released

Steady

16

signal score

🔗 2

sources · huggingface

→ Steady

7-day est. ~18

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Why this scored 16

every term, weighted
Velocity+12.1 / 40 max

Engagement per hour, normalized against the fastest item on its own source

Acceleration+0.0 / 25 max

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

Cross-source spread+3.1 / 25 max

How many independent communities are talking about the same entity

Recency+6.5 / 10 max

Decays to zero over 14 days

Saturation penalty−5.4 / 30 max

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

Composite16.4

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. Full methodology

Outlook

medium confidence · estimate, not a guarantee

7-day

~18

range 17–19

14-day

~17

range 16–19

30-day

~17

range 16–19

Signal history

7-day window (free)

— — projected trajectory (estimate, not a guarantee)

Entities

huggingface
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