Dataset Viewer
idx
int64 0
99
| Timestamp
stringdate 2023-04-01 12:00:00
2023-04-02 20:00:00
| SourceIP
stringlengths 8
13
| DestinationIP
stringclasses 17
values | UserAgent
stringlengths 10
115
| RequestType
stringclasses 4
values | ServiceUsed
stringlengths 13
36
| PayloadSize
int64 64
134M
| Labels
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|
0 | 2023-04-01T12:00:00Z | 192.168.1.100 | 10.0.0.1 | Mozilla/5.0 | API Call | EC2 Start Instance | 512 | Normal |
1 | 2023-04-01T12:05:00Z | 192.168.1.101 | 10.0.0.2 | curl/7.64.0 | API Call | S3 Bucket Create | 1,024 | Anomaly |
2 | 2023-04-01T12:10:00Z | 192.168.1.102 | 10.0.0.3 | python-requests/2.25.1 | Data Export | EC2 Stop Instance | 2,048 | Normal |
3 | 2023-04-01T12:15:00Z | 192.168.1.103 | 10.0.0.4 | curl/7.64.0 | Data Import | S3 Bucket Import | 256 | Normal |
4 | 2023-04-01T12:20:00Z | 192.168.1.104 | 10.0.0.5 | curl/7.64.0 | Data Export | S3 Bucket Export | 1,024 | Anomaly |
5 | 2023-04-01T12:25:00Z | 192.168.1.105 | 10.0.0.6 | curl/7.64.0 | Data Export | EC2 Instance Describe | 64 | Normal |
6 | 2023-04-02T08:00:00Z | 192.168.2.105 | 10.0.0.6 | curl/7.64.0 | Data Export | S3 Bucket Delete | 1,024 | Anomaly |
7 | 2023-04-02T08:00:00Z | 192.168.1.105 | 10.0.0.6 | curl/7.64.0 | API Call | Lambda Function Invoke | 300 | Normal |
8 | 2023-04-02T14:00:00Z | 192.168.1.105 | 10.0.0.6 | curl/7.64.0 | API Call | EC2 Resize Volume | 1,024 | Anomaly |
9 | 2023-04-01T12:25:00Z | 192.168.1.105 | 10.0.0.6 | curl/7.64.0 | API Call | Lambda Function Invocation | 1,024 | Normal |
10 | 2023-04-02T13:30:00Z | 192.168.1.105 | 10.0.0.6 | curl/7.64.0 | Data Export | Lambda Function Invoke | 2,048 | Anomaly |
11 | 2023-04-02T09:00:00Z | 10.0.0.10 | 10.0.0.6 | Mozilla/5.0 | Data Import | EC2 Import Image | 1,024 | Normal |
12 | 2023-04-02T10:00:00Z | 192.168.1.200 | 10.0.0.6 | Java/1.8.0_242 | Data Export | EC2 Stop Instance | 1,048,576 | Anomaly |
13 | 2023-04-02T14:30:00Z | 172.16.0.2 | 10.0.0.7 | Postman/7.30.0 | API Call | Lambda Function Invoke | 1,024 | Normal |
14 | 2023-04-01T12:25:00Z | 192.168.1.105 | 10.0.0.6 | Postman/7.32.2 | API Call | Lambda Function Create | 1,048 | Anomaly |
15 | 2023-04-01T12:30:00Z | 192.168.1.106 | 10.0.0.7 | curl/7.64.0 | Data Import | S3 Bucket List | 512 | Normal |
16 | 2023-04-02T08:01:00Z | 192.168.2.106 | 10.0.0.7 | python-requests/2.25.1 | Data Import | EC2 Stop Instance | 2,048 | Anomaly |
17 | 2023-04-02T08:05:00Z | 192.168.1.106 | 10.0.0.7 | python-requests/2.25.1 | Data Export | EC2 Instance Stop | 256 | Normal |
18 | 2023-04-02T14:05:00Z | 192.168.1.106 | 10.0.0.7 | curl/7.64.0 | Data Export | EC2 Stop Instance | 2,048 | Anomaly |
19 | 2023-04-01T12:30:00Z | 192.168.1.106 | 10.0.0.7 | Mozilla/5.0 | Data Export | EC2 Instance Storage Access | 4,096 | Normal |
20 | 2023-04-02T13:35:00Z | 192.168.1.106 | 10.0.0.7 | python-requests/2.25.1 | API Call | EC2 Instance Terminate | 1,024 | Anomaly |
21 | 2023-04-02T09:02:00Z | 10.0.0.11 | 10.0.0.7 | curl/7.64.0 | API Call | Lambda Function | 4,096 | Normal |
22 | 2023-04-02T10:05:00Z | 192.168.1.201 | 10.0.0.7 | curl/7.64.0 | Data Export | S3 Bucket Delete | 262,144 | Anomaly |
23 | 2023-04-02T15:00:00Z | 192.168.1.105 | 10.0.0.6 | chrome/87.0.4280.88 | API Call | EC2 Instance Terminate | 2,048 | Normal |
24 | 2023-04-01T12:30:00Z | 192.168.1.106 | 10.0.0.7 | MicrosoftEdge/88.0.802.48 | API Call | RDS Instance Terminate | 1,024 | Anomaly |
25 | 2023-04-01T12:35:00Z | 192.168.1.107 | 10.0.0.8 | python-requests/2.25.1 | Data Export | S3 Object Get | 1,024 | Normal |
26 | 2023-04-02T08:02:00Z | 192.168.2.107 | 10.0.0.8 | curl/7.64.0 | Data Import | S3 Bucket Delete | 1,024 | Anomaly |
27 | 2023-04-02T08:10:00Z | 192.168.1.107 | 10.0.0.8 | curl/7.64.0 | API Call | S3 Put Object | 128 | Normal |
28 | 2023-04-02T14:10:00Z | 192.168.1.107 | 10.0.0.8 | curl/7.64.0 | API Call | Lambda Function Invocation | 2,048 | Anomaly |
29 | 2023-04-01T12:35:00Z | 192.168.1.107 | 10.0.0.8 | python-requests/2.25.1 | Data Import | RDS Database Read | 512 | Normal |
30 | 2023-04-02T13:40:00Z | 192.168.1.107 | 10.0.0.8 | Microsoft Edge | Data Import | Lambda Function Invoke | 1,500 | Anomaly |
31 | 2023-04-02T09:04:00Z | 10.0.0.12 | 10.0.0.8 | python-requests/2.25.1 | Data Export | Lambda Function | 1,024 | Normal |
32 | 2023-04-02T10:10:00Z | 192.168.1.202 | 10.0.0.8 | nodejs/v14.15.1 | API Call | Lambda Function Trigger | 524,288 | Anomaly |
33 | 2023-04-02T16:45:00Z | 10.0.0.2 | 172.16.0.3 | Mozilla/5.0 | API Call | Lambda Function Invoke | 1,024 | Normal |
34 | 2023-04-01T12:35:00Z | 192.168.1.107 | 10.0.0.8 | curl/7.64.0 | Data Import | Lambda Function Run | 1,024 | Anomaly |
35 | 2023-04-01T12:40:00Z | 192.168.1.108 | 10.0.0.9 | curl/7.64.0 | API Call | Lambda Function Invoke | 256 | Normal |
36 | 2023-04-02T08:03:00Z | 192.168.2.108 | 10.0.0.9 | curl/7.64.0 | API Call | EC2 Start Instance | 2,048 | Anomaly |
37 | 2023-04-02T08:15:00Z | 192.168.1.108 | 10.0.0.9 | python-requests/2.25.1 | Data Import | Lambda Function Invoke | 400 | Normal |
38 | 2023-04-02T14:15:00Z | 192.168.1.108 | 10.0.0.9 | curl/7.64.0 | Data Import | EC2 Start Instance | 512 | Anomaly |
39 | 2023-04-01T12:40:00Z | 192.168.1.108 | 10.0.0.9 | curl/7.64.0 | API Call | Lambda Function Execution | 2,048 | Normal |
40 | 2023-04-02T13:45:00Z | 192.168.1.108 | 10.0.0.9 | curl/7.64.0 | API Call | Lambda Function Invoke | 2,048 | Anomaly |
41 | 2023-04-02T09:06:00Z | 10.0.0.13 | 10.0.0.9 | Mozilla/5.0 | API Call | EC2 Stop Instance | 512 | Normal |
42 | 2023-04-02T10:15:00Z | 192.168.1.203 | 10.0.0.9 | curl/7.64.0 | Data Import | EC2 Start Instance | 2,097,152 | Anomaly |
43 | 2023-04-02T17:15:00Z | 172.16.0.4 | 10.0.0.8 | firefox/88.0.1 | API Call | RDS Create DB Instance | 512 | Normal |
44 | 2023-04-01T12:40:00Z | 192.168.1.108 | 10.0.0.9 | google-chrome/89.0.4389.82 | API Call | EC2 Instance Resize | 2,048 | Anomaly |
45 | 2023-04-01T12:45:00Z | 192.168.1.109 | 10.0.0.10 | python-requests/2.25.1 | API Call | Lambda Function Get | 512 | Normal |
46 | 2023-04-02T08:04:00Z | 192.168.2.109 | 10.0.0.10 | python-requests/2.25.1 | Data Export | S3 Bucket Import | 2,048 | Anomaly |
47 | 2023-04-02T08:20:00Z | 192.168.1.109 | 10.0.0.10 | curl/7.64.0 | API Call | RDS Create DB Instance | 512 | Normal |
48 | 2023-04-02T14:20:00Z | 192.168.1.109 | 10.0.0.10 | python-requests/2.25.1 | API Call | S3 Lifecycle Rule Create | 1,024 | Anomaly |
49 | 2023-04-01T12:45:00Z | 192.168.1.109 | 10.0.0.10 | Mozilla/5.0 | API Call | S3 Bucket PUT Object | 1,024 | Normal |
50 | 2023-04-02T13:50:00Z | 192.168.1.109 | 10.0.0.10 | python-requests/2.25.1 | Data Export | EC2 Start Instance | 1,024 | Anomaly |
51 | 2023-04-02T09:08:00Z | 10.0.0.14 | 10.0.0.10 | curl/7.64.0 | API Call | S3 Create Bucket | 1,024 | Normal |
52 | 2023-04-02T10:20:00Z | 192.168.1.204 | 10.0.0.10 | Python/3.9.1 | API Call | CloudFront Distribution Update | 1,048,576 | Anomaly |
53 | 2023-04-02T18:00:00Z | 192.168.1.106 | 10.0.0.9 | chrome/87.0.4280.88 | API Call | S3 PUT Object | 4,096 | Normal |
54 | 2023-04-01T12:45:00Z | 192.168.1.109 | 10.0.0.10 | Mozilla/5.0 | Data Import | Lambda Function Execute | 1,024 | Anomaly |
55 | 2023-04-01T12:50:00Z | 192.168.1.110 | 10.0.0.11 | curl/7.64.0 | Data Import | S3 Object Put | 2,048 | Normal |
56 | 2023-04-02T08:05:00Z | 192.168.2.110 | 10.0.0.11 | curl/7.64.0 | Data Export | EC2 Stop Instance | 512 | Anomaly |
57 | 2023-04-02T08:25:00Z | 192.168.1.110 | 10.0.0.11 | python-requests/2.25.1 | Data Export | Lambda Function Invoke | 320 | Normal |
58 | 2023-04-02T14:25:00Z | 192.168.1.110 | 10.0.0.11 | curl/7.64.0 | Data Export | Lambda Function Invocation | 2,048 | Anomaly |
59 | 2023-04-01T12:50:00Z | 192.168.1.110 | 10.0.0.11 | curl/7.64.0 | Data Export | EC2 Instance Snapshot | 8,192 | Normal |
60 | 2023-04-02T13:55:00Z | 192.168.1.110 | 10.0.0.11 | curl/7.64.0 | API Call | Lambda Function Invoke | 2,048 | Anomaly |
61 | 2023-04-02T09:10:00Z | 10.0.0.15 | 10.0.0.11 | python-requests/2.25.1 | Data Export | EC2 Start Instance | 2,048 | Normal |
62 | 2023-04-02T10:25:00Z | 192.168.1.205 | 10.0.0.11 | Microsoft Edge/88.0.802.0 | Data Import | S3 Bucket Import | 4,194,304 | Anomaly |
63 | 2023-04-02T18:30:00Z | 172.16.0.5 | 10.0.0.10 | Opera/53.0.2999.83 | API Call | Lambda Function Invoke | 1,024 | Normal |
64 | 2023-04-01T12:50:00Z | 192.168.1.110 | 10.0.0.11 | Safari/14.0.3 | API Call | EC2 Instance RevokeSecurityGroups | 1,024 | Anomaly |
65 | 2023-04-01T12:55:00Z | 192.168.1.111 | 10.0.0.12 | python-requests/2.25.1 | API Call | IAM User Update | 1,024 | Normal |
66 | 2023-04-02T08:06:00Z | 192.168.2.111 | 10.0.0.12 | python-requests/2.25.1 | API Call | S3 Bucket Create | 1,024 | Anomaly |
67 | 2023-04-02T08:30:00Z | 192.168.1.111 | 10.0.0.12 | curl/7.64.0 | API Call | Lambda Function Invoke | 256 | Normal |
68 | 2023-04-02T14:30:00Z | 192.168.1.111 | 10.0.0.12 | curl/7.64.0 | API Call | EC2 Create Security Group | 1,024 | Anomaly |
69 | 2023-04-01T12:55:00Z | 192.168.1.111 | 10.0.0.12 | python-requests/2.25.1 | API Call | Lambda Function Schedule | 512 | Normal |
70 | 2023-04-02T14:00:00Z | 192.168.1.111 | 10.0.0.12 | Microsoft Edge | API Call | EC2 Instance Terminate | 512 | Anomaly |
71 | 2023-04-02T09:12:00Z | 10.0.0.16 | 10.0.0.12 | Mozilla/5.0 | Data Import | Lambda Function | 2,048 | Normal |
72 | 2023-04-02T10:30:00Z | 192.168.1.206 | 10.0.0.12 | curl/7.64.0 | API Call | CloudFront Distribution List Update | 134,217,728 | Anomaly |
73 | 2023-04-02T19:00:00Z | 10.0.0.3 | 172.16.0.6 | Mozilla/5.0 | API Call | RDS Modify DB Instance | 1,024 | Normal |
74 | 2023-04-01T12:55:00Z | 192.168.1.111 | 10.0.0.12 | Mozilla/5.0 | Lambda Function Delete | Lambda FunctionsDelete | 1,024 | Anomaly |
75 | 2023-04-01T13:00:00Z | 192.168.1.112 | 10.0.0.13 | curl/7.64.0 | Data Export | S3 Bucket Create | 64 | Normal |
76 | 2023-04-02T08:07:00Z | 192.168.2.112 | 10.0.0.13 | curl/7.64.0 | Data Import | EC2 Start Instance | 1,024 | Anomaly |
77 | 2023-04-02T08:35:00Z | 192.168.1.112 | 10.0.0.13 | python-requests/2.25.1 | Data Import | RDS Modify DB Instance | 512 | Normal |
78 | 2023-04-02T14:35:00Z | 192.168.1.112 | 10.0.0.13 | curl/7.64.0 | Data Import | EC2 Terminate Instance | 2,048 | Anomaly |
79 | 2023-04-01T13:00:00Z | 192.168.1.112 | 10.0.0.13 | Mozilla/5.0 | Data Import | RDS Database Write | 256 | Normal |
80 | 2023-04-02T14:05:00Z | 192.168.1.112 | 10.0.0.13 | curl/7.64.0 | Data Import | Lambda Function Invoke | 1,500 | Anomaly |
81 | 2023-04-02T09:14:00Z | 10.0.0.17 | 10.0.0.13 | curl/7.64.0 | Data Export | S3 Delete Bucket | 1,024 | Normal |
82 | 2023-04-02T10:35:00Z | 192.168.1.207 | 10.0.0.13 | Safari/13.0.5 | Data Export | S3 Bucket Export | 9,765,625 | Anomaly |
83 | 2023-04-02T19:30:00Z | 192.168.1.107 | 10.0.0.11 | safari/14.1 | API Call | EC2 Run Instance | 2,048 | Normal |
84 | 2023-04-01T13:00:00Z | 192.168.1.112 | 10.0.0.13 | Opera/53.0 | API Call | ECS Cluster Register | 1,024 | Anomaly |
85 | 2023-04-01T13:05:00Z | 192.168.1.113 | 10.0.0.14 | python-requests/2.25.1 | API Call | AWS Certificate Manager (ACM) Create | 1,024 | Normal |
86 | 2023-04-02T08:08:00Z | 192.168.2.113 | 10.0.0.14 | python-requests/2.25.1 | Data Export | S3 Bucket Delete | 2,048 | Anomaly |
87 | 2023-04-02T08:40:00Z | 192.168.1.113 | 10.0.0.14 | curl/7.64.0 | API Call | Lambda Function Invoke | 300 | Normal |
88 | 2023-04-02T14:40:00Z | 192.168.1.113 | 10.0.0.14 | curl/7.64.0 | API Call | EC2 Create Volume | 1,024 | Anomaly |
89 | 2023-04-01T13:05:00Z | 192.168.1.113 | 10.0.0.14 | curl/7.64.0 | API Call | S3 Bucket GET Object | 1,024 | Normal |
90 | 2023-04-02T14:10:00Z | 192.168.1.113 | 10.0.0.14 | python-requests/2.25.1 | Data Export | Lambda Function Invoke | 1,024 | Anomaly |
91 | 2023-04-02T09:16:00Z | 10.0.0.18 | 10.0.0.14 | python-requests/2.25.1 | API Call | S3 BatchGetObject | 1,024 | Normal |
92 | 2023-04-02T10:40:00Z | 192.168.1.208 | 10.0.0.14 | Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36 | API Call | Lambda Function Trigger | 16,777,216 | Anomaly |
93 | 2023-04-02T20:00:00Z | 172.16.0.7 | 10.0.0.12 | Chrome/87.0.4280.88 | API Call | S3 Get Object | 1,024 | Normal |
94 | 2023-04-01T13:05:00Z | 192.168.1.113 | 10.0.0.14 | Mozilla/5.0 | API Call | RDS Parameter Group Modify | 1,024 | Anomaly |
95 | 2023-04-01T13:10:00Z | 192.168.1.114 | 10.0.0.15 | curl/7.64.0 | Data Import | S3 Object Delete | 2,048 | Normal |
98 | 2023-04-02T14:45:00Z | 192.168.1.114 | 10.0.0.15 | curl/7.64.0 | Data Export | Lambda Function Invocation | 2,048 | Anomaly |
99 | 2023-04-01T13:10:00Z | 192.168.1.114 | 10.0.0.15 | python-requests/2.25.1 | API Call | EC2 Instance Stop | 4,096 | Normal |
CloudTrailPatterns
tags: data science, cloud services, anomaly detection
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'CloudTrailPatterns' dataset is designed for the purpose of identifying and classifying various patterns of cloud service usage that may indicate anomalies or potential security threats. This dataset is tailored for data science and machine learning applications, particularly in the field of anomaly detection within cloud services. The dataset is formatted in CSV for ease of use with various data processing tools and platforms.
CSV Content Preview:
"Timestamp","SourceIP","DestinationIP","UserAgent","RequestType","ServiceUsed","PayloadSize","Labels"
"2023-04-01T12:00:00Z","192.168.1.100","10.0.0.1","Mozilla/5.0","API Call","EC2 Start Instance","512","Normal"
"2023-04-01T12:05:00Z","192.168.1.101","10.0.0.2","curl/7.64.0","API Call","S3 Bucket Create","1024","Anomaly"
"2023-04-01T12:10:00Z","192.168.1.102","10.0.0.3","python-requests/2.25.1","Data Export","EC2 Stop Instance","2048","Normal"
"2023-04-01T12:15:00Z","192.168.1.103","10.0.0.4","curl/7.64.0","Data Import","S3 Bucket Import","256","Normal"
"2023-04-01T12:20:00Z","192.168.1.104","10.0.0.5","curl/7.64.0","Data Export","S3 Bucket Export","1024","Anomaly"
This dataset features logs captured by a CloudTrail, with each row representing a unique API event. The 'Labels' column indicates whether the event was considered 'Normal' or an 'Anomaly' based on predefined patterns of interest, such as unusual sizes of payloads, frequent creation of S3 buckets, or uncommon usage of certain services.
Source of the data:
The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'cloudtrail':
- Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=cloudtrail&dataset=CloudTrailPatterns&tags=data+science,+cloud+services,+anomaly+detection
- Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub
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