Cryptoracle Data Analysis Team

Date: October 27- November 2, 2025

Data source coverage

Abnormal Alert

1. Four signal source accounts are invalid and need to be fixed;

Total Records Ingested: 251,716,498

Total Groups Crawled: 7480 (Operational Effective Group 7480)

Effective data rate: 100%

New Groups Crawled in the Last 7 Days: 633

New field

Inspection Time: October 31, 2025

Inspection Object: Information from various language community chats

Random Sampling (Sample Size: 6000)

Accuracy Rate: 90%

Main Issues:

Identified errors in the distribution of minor languages (languages with a small proportion, but too many language types)

October 31st Quality Inspection

1. There are 59 Z-Score signals for emotional values.

2. Emotion Accumulation Deviation

Signal frequency: 12 times

Winning rate: 54.5%

Extraction of underlying data for the token type;

1. Use small capital to conduct live strategy testing.

2. Address the demand for lower-latency API interfaces.