Engagement points

Where:

  • Lv: Likes

  • Rv​: Replies

  • Bv​: Bookmarks

  • RT​: Retweets

  • QT​: Quote Tweets

Verification Gate All engagement first passes through our authenticity verification:

  • Authentic: Proceeds to weighted scoring

  • Suspicious: Scores 0 (bot/fraud detection)

Metric

Verification Rules

Weight

L_v (Likes)

Accounts >30d old + activity pattern analysis

0.1

R_v (Replies)

>15 characters + sentiment relevance

0.4

B_v (Bookmarks)

High-reputation users only

0.4

RT_v (Retweets)

Non-sybil accounts + organic spread

0.3

QT_v (Quote Tweets)

Substantive added commentary (>20 words)

1.0

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