Cryptoracle Data Analysis Team

Date: July 28 – August 3, 2025

Data source coverage

Anomaly Alerts

• A unified processing mechanism needs to be added to address DC channel discrepancies.

• Twitter data scraping requires approximately 200 accounts and 15–20 servers, with an estimated monthly cost of $20,000.

Core indicators

• Total Records Ingested: 96,724,815

• Total Groups Crawled: 3,168 (Operational effective groups 3,263)

• Effective data rate: 92.3%

New field

Historical Data Supplement Progress

• Telegram: Completed up to December 2024

• Discord: Completed 95%

Inspection Date: August 1, 2025

Random Sampling (Sample Size: 710 entries)

Sentiment Analysis Accuracy: 70%

Key Issue: Incomplete event interpretation (e.g., missing analysis of "MicroStrategy’s investment in Ethereum")

Quality Inspection – August 1st

V3 Dataset: Factors Constructed from Extreme Structural Changes in Community Speech Volume

• Data Source: Activity feature-based indicators

• Inspection Indicator: Factor quality assessment

• Inspection Result: Enhanced

• Published External Indicators: CO-A-01-03, 04, 05, 06, 07, 08

• Published Reports: "Factor Construction Based on Extreme Structural Changes in Community Speech Volume", "Business Quality Inspection of Activity Feature Indicators"

• Timeliness: Daily, 4h, 1h, 30m, 15m

• Historical Data Range: January 1, 2025 – July 31, 2025

Historical data supplementation is 95% complete and is expected to be fully completed by next Monday.

• Daily monitoring of failed and inaccurate community data entries

• Ongoing historical data collection from newly integrated sources

• Full historical data backfill is expected to be completed by next Monday (August 5th)