Block “Top Performers”

The “Top Performers” Block highlights assets within a user’s portfolio or the broader market that exhibit exceptional sentiment dynamics. It ranks assets based on a composite score, calculated as:

$$\sum_{i=1}^{18} (S_i \cdot W_i) + H$$

Where:

$$S_i \text{ is the score (0-10) for each of the 18 sentiments }$$

$$W_i \text{ is a sentiment-specific weight (tuned via historical correlation to price movements)}$$

$$H \text{ is a historical consistency factor (0-5), penalizing assets with erratic past sentiment}$$

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The block updates every 15 minutes, pulling data from the real-time sentiment pipeline. Results are displayed in a sortable table, with columns for:

• Asset Name: Ticker and full name (e.g., $BTC - Bitcoin).

• Composite Score: Normalized to 0-100 for easy comparison.

• Dominant Sentiment: The highest-scoring sentiment (e.g., “FOMO” at 9/10).

• Trend Direction: Upward/downward arrow based on a 24-hour delta.

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Technically, the ranking algorithm runs on a dedicated microservice, implemented in Rust for performance, processing up to 1,000 assets concurrently. Data is sourced from the InfluxDB historical store and Redis real-time cache, merged via an in-memory join operation. The block’s front-end uses a lightweight Vue.js component, ensuring sub-second rendering even with large portfolios.