Lazarus High Risk Bybit Hacking Investigation [CLADIOUS-[BYBIT_HACKER_LAZARUS_ITER]-2025-001] - Wallet Analysis Report - Very High Risk - 0x97d0...5c37
Published
14 Jul 2025
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Wallet Name
Analysis Target Wallet (CLADIOUS-[BYBIT_HACKER_LAZARUS_ITER]-2025-001) - 0x97d0...5c37
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Overview
Project Scope
Analysis of wallet 0x97d0e41489c91f0f7982a16a04fb2719c6e75c37 - Lazarus High Risk Bybit Hacking Investigation
Suspicious Wallet Hash
0x97d0e41489c91f0f7982a16a04fb2719c6e75c37
This is the primary wallet address being investigated in this report.
Methodology
Research Methodology
Automated Analysis Methodology for Wallet 0x97d0e41489c91f0f7982a16a04fb2719c6e75c37
1. Data Collection
- Automated transaction retrieval from blockchain
- Historical transaction pattern analysis
- Network connection mapping
2. Analysis Algorithms
- Multi-algorithm approach using 24 detection methods
- Statistical anomaly detection
- Behavioral pattern analysis
- Network-based risk assessment
3. Risk Scoring
- Weighted risk factor calculation
- Multi-dimensional analysis
- Historical comparison baseline
- Real-time pattern detection
4. Report Generation
- Automated findings compilation
- Risk level determination
- Recommendation synthesis
- Compliance-ready documentation
Data Collection
Data Collection Process for 0x97d0e41489c91f0f7982a16a04fb2719c6e75c37
1. Blockchain Data Retrieval
- Retrieved 24 analysis data points
- Collected complete transaction history
- Gathered network connection data
2. Analysis Processing
- Applied multiple detection algorithms
- Performed statistical analysis
- Generated risk indicators
- Created behavioral profiles
3. Quality Assurance
- Data validation checks
- Algorithm consistency verification
- Result accuracy confirmation
Data Preprocessing
Data Preprocessing Steps:
1. Data Cleaning
- Removed duplicate transactions
- Standardized timestamp formats
- Validated transaction data integrity
2. Feature Engineering
- Created time-based features
- Calculated statistical metrics
- Generated network features
3. Normalization
- Applied consistent scaling
- Handled missing values
- Optimized for analysis algorithms
Design Pattern
No design pattern information is available for this report.
Analysis
General Analysis Summary for 0x97d0e41489c91f0f7982a16a04fb2719c6e75c37
Risk Level: Very High Risk Score: 100/100 Total Issues Identified: 96 Suspicious Transactions: 24
Key Findings: - Automated analysis detected 24 suspicious transactions - Risk assessment indicates very high risk level - 96 total suspicious patterns identified across all algorithms - Standardized risk score: 100/100
Analysis Confidence: High (automated multi-algorithm approach) Recommendation: Immediate investigation required
No suspicious patterns detected.
0x6db983df928fbe11924b57a81288acd9f62c8ef942663d683180e7570a01edf4: Very short time between transactions
0x792f9af72cafe1db0188e873a74c0bbe591ddf211a38a0cfd785c9847f814818: Transaction amount doubled compared to previous transaction
0x6db983df928fbe11924b57a81288acd9f62c8ef942663d683180e7570a01edf4: High frequency transactions (less than 1 minute interval)
0xd183ad104833266ab584ae420d8dc2013fc76f898418e8a85ab30c300e9f853a: High frequency transactions (less than 1 minute interval)
0x88f19e7de1f9fc1d1234eb55ed9be3ac3bf4e159f31188aac67091cc3f4d8f82: High frequency transactions (less than 1 minute interval)
0x80459094f9040497c830fabc00bf5aea5c26514f06039d56623c2c56058e16a9: High frequency transactions (less than 1 minute interval)
0xe4841dfd02b4fdd7adf19a9b5527f918aa1fef5607becdeb8ac153b6a3bdaef7: High frequency transactions (less than 1 minute interval)
0x946fa5e02719510660efbd880a392ff5f5832673c8d6fe7cbc2b929c08b0806e: High frequency transactions (less than 1 minute interval)
0x905f31b652c15b4706fb662f0363e4293abc8b61e6f80288fb48ee66b75e8521: High frequency transactions (less than 1 minute interval)
0x853ccc0dd5d827c108c923b4e9c9c19392cfb3c2bfe1571eb62cd514c95a39e5: High frequency transactions (less than 1 minute interval)
0x414bdfbabf70cf88e215905817dd98e4ee28b5662672c0ad92592213043564e9: High frequency transactions (less than 1 minute interval)
0x98890552928afc8b631252db722bdc2e7bc915a7409a7e761056b8772f3030e3: High frequency transactions (less than 1 minute interval)
0x363341b12a25247e3e379c0c7f78d6705d1330a8bedc6c77ba2ddd0659d67c22: High frequency transactions (less than 1 minute interval)
0x67695e44673487c5cb538f0e85f3f0d685ecac57a4ceb598d3a31b37416659dd: High frequency transactions (less than 1 minute interval)
0xd4d4f4447c9db71bba23aaed44c8f236aa5a1278e90fe6f9c966dfab77b17a15: High frequency transactions (less than 1 minute interval)
0x792f9af72cafe1db0188e873a74c0bbe591ddf211a38a0cfd785c9847f814818: High frequency transactions (less than 1 minute interval)
0xbb8a0ab6d77d103d231929639d7d8a78efba21ad36537f6c928eaf4d807e6581: High frequency transactions (less than 1 minute interval)
0x09a6698d0043686639c30679037dddf48a75833c04b4cde2e4deaa69b1715355: High frequency transactions (less than 1 minute interval)
0x74241f167988dcd6fc1130c0836324788f85193ccd86d5827741076e8ad76e1b: High frequency transactions (less than 1 minute interval)
0x36fee4144e8ca862f88915e091a9b64776ce83a918e42c255724743923b02458: High frequency transactions (less than 1 minute interval)
0x886564545028c9d588140e971b470ab3c9f11ca042f6e0722fcab705dae00a23: High frequency transactions (less than 1 minute interval)
0x7e6609cc71217ac9d6b485f9f8c51235764047cf681ce9be4df8f979c19971ce: High frequency transactions (less than 1 minute interval)
0x40aa0d17f6ffa7d299fcd3ebb45ee9eec272984d867510e1196a07f687307806: High frequency transactions (less than 1 minute interval)
0x1d5fbff90ada1975ee6e9b7484676235064a5343d9f22eaca30ab896fde85e50: High frequency transactions (less than 1 minute interval)
0x896b3836b54fbdcaae4631fbd0fcad7437250f67df46ea74e4b29e88bd922ec8: High frequency transactions (less than 1 minute interval)
0x38f86fdd01005ac10a87c2f135347ca421d246fe537fa48bd58ab1a2086f045c: High frequency transactions (less than 1 minute interval)
Summary
Total Suspicious Transactions
24
Average Risk Score
46.83
Top Tags
No tags
Suspicious Transactions
| Transaction Hash | Risk Score | Risk Factors | Tags |
|---|---|---|---|
0x6db983d…
|
100
High
|
Transaction amount significantly higher than average
Transaction involves DeFi exploit address: Bybit Exploiter 12
Anomaly detected by Isolation Forest
Transaction amount significantly higher than user average
Large transaction amount
Local Outlier Factor (LOF) detected as anomaly
Receives funds from exploit address: 0xb172f7...
Related to 95 high-risk transactions (highest score: 100)
High frequency transactions (less than 1 minute interval)
Low transaction fee
Very short time between transactions
|
No tags
|
0xd183ad1…
|
51
High
|
Short time frame between transactions
Transaction amount significantly higher than average
Anomaly detected by Isolation Forest
Large transaction amount
Low transaction fee
Very short time between transactions
Transaction amount halved compared to previous transaction
|
No tags
|
0x88f19e7…
|
30
Medium
|
Short time frame between transactions
High frequency transactions (less than 1 minute interval)
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
Transaction amount halved compared to previous transaction
|
No tags
|
0x363341b…
|
45
High
|
Short time frame between transactions
Multiple round number transactions
High frequency transactions (less than 1 minute interval)
Part of coordinated wallet cluster
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
Transaction amount halved compared to previous transaction
|
No tags
|
0x9889055…
|
50
High
|
Short time frame between transactions
Regular interval transactions between the same wallets
Part of coordinated wallet cluster
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
Transaction amount halved compared to previous transaction
|
No tags
|
0x8045909…
|
51
High
|
Short time frame between transactions
Transaction amount significantly higher than average
Anomaly detected by Isolation Forest
Large transaction amount
High frequency transactions (less than 1 minute interval)
Low transaction fee
Transaction amount doubled compared to previous transaction
Very short time between transactions
|
No tags
|
0xe4841df…
|
38
Medium
|
Short time frame between transactions
Regular interval transactions between the same wallets
High frequency transactions (less than 1 minute interval)
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
Transaction amount halved compared to previous transaction
|
No tags
|
0x946fa5e…
|
43
High
|
Short time frame between transactions
High frequency transactions (less than 1 minute interval)
Part of coordinated wallet cluster
Low transaction fee
Transaction amount doubled compared to previous transaction
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0x905f31b…
|
41
High
|
Short time frame between transactions
High frequency transactions (less than 1 minute interval)
Part of coordinated wallet cluster
Repetitive transaction amount
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0x853ccc0…
|
27
Medium
|
Short time frame between transactions
High frequency transactions (less than 1 minute interval)
Repetitive transaction amount
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0x414bdfb…
|
50
High
|
Short time frame between transactions
Transaction amount significantly higher than average
Anomaly detected by Isolation Forest
Large transaction amount
Low transaction fee
Transaction amount doubled compared to previous transaction
Very short time between transactions
|
No tags
|
0x67695e4…
|
42
High
|
Short time frame between transactions
Part of coordinated wallet cluster
Low transaction fee
Transaction amount doubled compared to previous transaction
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0xd4d4f44…
|
40
High
|
Short time frame between transactions
Part of coordinated wallet cluster
Repetitive transaction amount
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0x792f9af…
|
100
High
|
Short time frame between transactions
Transaction amount significantly higher than average
Transaction involves DeFi exploit address: Bybit Exploiter 12
Anomaly detected by Isolation Forest
Transaction amount significantly higher than user average
Large transaction amount
Local Outlier Factor (LOF) detected as anomaly
Receives funds from exploit address: 0xb172f7...
Related to 95 high-risk transactions (highest score: 100)
Low transaction fee
Transaction amount doubled compared to previous transaction
Rapid accumulation of large transactions
Very short time between transactions
|
No tags
|
0xbb8a0ab…
|
58
High
|
Short time frame between transactions
Transaction amount significantly higher than average
Anomaly detected by Isolation Forest
Large transaction amount
Transaction amount halved compared to previous transaction
Low transaction fee
Rapid accumulation of large transactions
Very short time between transactions
|
No tags
|
0x09a6698…
|
63
High
|
Short time frame between transactions
Transaction amount significantly higher than average
Anomaly detected by Isolation Forest
Local Outlier Factor (LOF) detected as anomaly
Large transaction amount
Repetitive transaction amount
Low transaction fee
Rapid accumulation of large transactions
Very short time between transactions
|
No tags
|
0x74241f1…
|
44
High
|
Short time frame between transactions
High frequency transactions (less than 1 minute interval)
Part of coordinated wallet cluster
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
Transaction amount halved compared to previous transaction
|
No tags
|
0x36fee41…
|
52
High
|
Short time frame between transactions
Multiple round number transactions
Regular interval transactions between the same wallets
High frequency transactions (less than 1 minute interval)
Part of coordinated wallet cluster
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
Transaction amount halved compared to previous transaction
|
No tags
|
0x8865645…
|
57
High
|
Short time frame between transactions
Multiple round number transactions
Rapid multi-hop layering pattern detected
Part of coordinated wallet cluster
Repetitive transaction amount
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0x7e6609c…
|
59
High
|
Short time frame between transactions
High frequency transactions (less than 1 minute interval)
Rapid multi-hop layering pattern detected
Low transaction fee
Part of coordinated wallet cluster
Transaction amount doubled compared to previous transaction
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0x40aa0d1…
|
40
High
|
Short time frame between transactions
Part of coordinated wallet cluster
Repetitive transaction amount
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
0x1d5fbff…
|
57
High
|
Short time frame between transactions
Transaction amount significantly higher than average
Anomaly detected by Isolation Forest
Large transaction amount
Low transaction fee
Transaction amount doubled compared to previous transaction
Rapid accumulation of large transactions
Very short time between transactions
|
No tags
|
0x896b383…
|
43
High
|
Short time frame between transactions
Part of coordinated wallet cluster
Low transaction fee
Very short time between transactions
Transaction amount significantly lower than average
Transaction amount halved compared to previous transaction
|
No tags
|
0x38f86fd…
|
50
High
|
Short time frame between transactions
Anomaly detected by Isolation Forest
Local Outlier Factor (LOF) detected as anomaly
Low transaction fee
Transaction amount doubled compared to previous transaction
Very short time between transactions
Transaction amount significantly lower than average
|
No tags
|
Showing 1 to 10 of 0 transactions
Advanced Analysis Findings
No Local Outlier Factor analysis data is available for this report.
No wallet community detection data is available for this report.
No transaction layering pattern data is available for this report.
No address clustering data is available for this report.
No sanctioned address connection data is available for this report.
Suspicious Activities
Suspicious Activities Summary:
High Risk Activities: 24
Medium Risk Activities: 0
Total Flagged Transactions: 24
Pattern Categories:
- Network-based anomalies
- Behavioral inconsistencies
- Statistical outliers
- Temporal irregularities
Automated Detection Results:
- Algorithm coverage: Comprehensive
- Detection confidence: High
- Risk classification: Validated
Conclusions & Recommendations
Conclusions
Analysis Conclusions for 0x97d0e41489c91f0f7982a16a04fb2719c6e75c37:
1. Risk Assessment
- Overall Risk Level: Very High
- Standardized Risk Score: 100/100
- Average Transaction Risk Score: 51.29
- Total Suspicious Patterns: 24
2. Key Findings
- Automated analysis completed successfully
- Multiple detection algorithms applied
- Comprehensive risk evaluation performed
- Standardized scoring methodology applied (score: 100/100)
3. Confidence Level
- Analysis Quality: High
- Data Coverage: Complete
- Algorithm Performance: Validated
4. Summary
The automated analysis has identified significant concerns.
Immediate action recommended.
Recommendations
Immediate Action Recommendations:
1. Priority Actions
- Escalate to compliance team immediately
- Implement enhanced monitoring
- Consider transaction restrictions
- Document all findings
2. Investigation Requirements
- Detailed transaction review required
- Source of funds investigation
- Enhanced due diligence protocols
- Regular monitoring updates
3. Compliance Measures
- File suspicious activity reports if required
- Implement know-your-customer procedures
- Apply enhanced monitoring protocols
- Document risk mitigation measures
Severity Assessment
Very High
Appendices & References
Appendices
Appendix A: Automated Analysis Results
Appendix B: Algorithm Details and Methodology
Appendix C: Risk Assessment Matrix
Appendix D: Transaction Pattern Analysis
Appendix E: Network Connection Analysis
Appendix F: Case Reference Documentation - CLADIOUS-[BYBIT_HACKER_LAZARUS_ITER]-2025-001
Appendix G: Investigation Team Notes - Cladious Forensics Team
References
1. Blockchain Analysis Framework - Cladious Platform
2. Risk Assessment Guidelines - Financial Action Task Force (FATF)
3. Automated Analysis Documentation - Internal Methodology
Contact Information
Primary Analyst: Cladious Auto
Email: [email protected]
Generated: 2025-07-14 10:59:00 UTC
Investigation Team: Cladious Forensics Team
Case Reference: CLADIOUS-[BYBIT_HACKER_LAZARUS_ITER]-2025-001
Platform: Cladious Security Analysis Platform
For questions or additional analysis requests, please contact the investigation team.
This report contains confidential information and should be handled according to your organization's data protection policies.
Report Information
Author
Cladious Auto
Published Date
July 14, 2025
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