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@@ -9,9 +9,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,1024,Anomaly
 9,2023-04-01T12:25:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,API Call,Lambda Function Invocation,1024,Normal
-10,2023-04-02T14:30:00Z,192.168.2.200,10.0.0.6,MicrosoftEdge/19.0.1024.55,Network Traffic,VPC Peering,1048576,Anomaly
-11,2023-04-01T12:25:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,API Call,Lambda Function Invocation,64,Normal
-12,2023-04-01T12:25:00Z,192.168.1.105,10.0.0.6,Opera/9.80 (X11; Linux x86_64; U; en-GB),API Call,RDS Create DB Instance,768,Anomaly
+10,2023-04-02T13:30:00Z,192.168.1.105,10.0.0.6,curl/7.64.0,Data Export,Lambda Function Invoke,2048,Anomaly
+11,2023-04-02T09:00:00Z,10.0.0.10,10.0.0.6,Mozilla/5.0,Data Import,EC2 Import Image,1024,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,1048576,Anomaly
 13,2023-04-02T14:30:00Z,172.16.0.2,10.0.0.7,Postman/7.30.0,API Call,Lambda Function Invoke,1024,Normal
 14,2023-04-01T12:25:00Z,192.168.1.105,10.0.0.6,Postman/7.32.2,API Call,Lambda Function Create,1048,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
@@ -19,9 +19,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,2048,Anomaly
 19,2023-04-01T12:30:00Z,192.168.1.106,10.0.0.7,Mozilla/5.0,Data Export,EC2 Instance Storage Access,4096,Normal
-20,2023-04-02T14:35:00Z,192.168.2.201,10.0.0.7,curl/7.64.0,API Call,Lambda Function Trigger,4096,Anomaly
-21,2023-04-01T12:30:00Z,192.168.1.106,10.0.0.7,python-requests/2.25.1,Data Import,S3 Bucket Import,2048,Normal
-22,2023-04-01T12:30:00Z,192.168.1.106,10.0.0.7,Mozilla/5.0 (X11; Linux x86_64; rv:78.0) Gecko/20100101 Firefox/78.0,API Call,ECS Task Definition,640,Anomaly
+20,2023-04-02T13:35:00Z,192.168.1.106,10.0.0.7,python-requests/2.25.1,API Call,EC2 Instance Terminate,1024,Anomaly
+21,2023-04-02T09:02:00Z,10.0.0.11,10.0.0.7,curl/7.64.0,API Call,Lambda Function,4096,Normal
+22,2023-04-02T10:05:00Z,192.168.1.201,10.0.0.7,curl/7.64.0,Data Export,S3 Bucket Delete,262144,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,2048,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,1024,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,1024,Normal
@@ -29,9 +29,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,2048,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
-30,2023-04-02T14:40:00Z,192.168.2.202,10.0.0.8,Firefox/87.0,Network Traffic,API Gateway Gateway Responses,131072,Anomaly
-31,2023-04-01T12:35:00Z,192.168.1.107,10.0.0.8,curl/7.64.0,API Call,Lambda Function Invocation,128,Normal
-32,2023-04-01T12:35:00Z,192.168.1.107,10.0.0.8,curl/7.64.0,Data Import,Lambda Function Trigger,1280,Anomaly
+30,2023-04-02T13:40:00Z,192.168.1.107,10.0.0.8,Microsoft Edge,Data Import,Lambda Function Invoke,1500,Anomaly
+31,2023-04-02T09:04:00Z,10.0.0.12,10.0.0.8,python-requests/2.25.1,Data Export,Lambda Function,1024,Normal
+32,2023-04-02T10:10:00Z,192.168.1.202,10.0.0.8,nodejs/v14.15.1,API Call,Lambda Function Trigger,524288,Anomaly
 33,2023-04-02T16:45:00Z,10.0.0.2,172.16.0.3,Mozilla/5.0,API Call,Lambda Function Invoke,1024,Normal
 34,2023-04-01T12:35:00Z,192.168.1.107,10.0.0.8,curl/7.64.0,Data Import,Lambda Function Run,1024,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
@@ -39,9 +39,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,2048,Normal
-40,2023-04-02T14:45:00Z,192.168.2.203,10.0.0.9,MicrosoftEdge/87.0.664.77,API Call,CloudFormation Stack Set,2048,Anomaly
-41,2023-04-01T12:40:00Z,192.168.1.108,10.0.0.9,python-requests/2.25.1,Data Export,EC2 Instance Stop,1024,Normal
-42,2023-04-01T12:40:00Z,192.168.1.108,10.0.0.9,Mozilla/5.0 (compatible; Googlebot/2.1; +http://www.google.com/bot.html),API Call,Lambda Function Execution,1024,Anomaly
+40,2023-04-02T13:45:00Z,192.168.1.108,10.0.0.9,curl/7.64.0,API Call,Lambda Function Invoke,2048,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,2097152,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,2048,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
@@ -49,9 +49,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,1024,Anomaly
 49,2023-04-01T12:45:00Z,192.168.1.109,10.0.0.10,Mozilla/5.0,API Call,S3 Bucket PUT Object,1024,Normal
-50,2023-04-02T14:50:00Z,192.168.2.204,10.0.0.10,Safari/14.0.2,Network Traffic,DynamoDB Transactions,65536,Anomaly
-51,2023-04-01T12:45:00Z,192.168.1.109,10.0.0.10,curl/7.64.0,API Call,Lambda Function Invoke,256,Normal
-52,2023-04-01T12:45:00Z,192.168.1.109,10.0.0.10,Wget/1.19.5 (linux-gnu),Data Import,Lambda Function Trigger,256,Anomaly
+50,2023-04-02T13:50:00Z,192.168.1.109,10.0.0.10,python-requests/2.25.1,Data Export,EC2 Start Instance,1024,Anomaly
+51,2023-04-02T09:08:00Z,10.0.0.14,10.0.0.10,curl/7.64.0,API Call,S3 Create Bucket,1024,Normal
+52,2023-04-02T10:20:00Z,192.168.1.204,10.0.0.10,Python/3.9.1,API Call,CloudFront Distribution Update,1048576,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,4096,Normal
 54,2023-04-01T12:45:00Z,192.168.1.109,10.0.0.10,Mozilla/5.0,Data Import,Lambda Function Execute,1024,Anomaly
 55,2023-04-01T12:50:00Z,192.168.1.110,10.0.0.11,curl/7.64.0,Data Import,S3 Object Put,2048,Normal
@@ -59,9 +59,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,2048,Anomaly
 59,2023-04-01T12:50:00Z,192.168.1.110,10.0.0.11,curl/7.64.0,Data Export,EC2 Instance Snapshot,8192,Normal
-60,2023-04-02T14:55:00Z,192.168.2.205,10.0.0.11,Opera/8.0 (Windows NT 6.1; WOW64),API Call,Lambda Function Alias,1024,Anomaly
-61,2023-04-01T12:50:00Z,192.168.1.110,10.0.0.11,python-requests/2.25.1,Data Import,S3 Bucket List,150,Normal
-62,2023-04-01T12:50:00Z,192.168.1.110,10.0.0.11,"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36 Edg/88.0.705.50",API Call,KMS GenerateDataKey,512,Anomaly
+60,2023-04-02T13:55:00Z,192.168.1.110,10.0.0.11,curl/7.64.0,API Call,Lambda Function Invoke,2048,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,2048,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,4194304,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,1024,Normal
 64,2023-04-01T12:50:00Z,192.168.1.110,10.0.0.11,Safari/14.0.3,API Call,EC2 Instance RevokeSecurityGroups,1024,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,1024,Normal
@@ -69,9 +69,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,1024,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
-70,2023-04-02T15:00:00Z,192.168.2.206,10.0.0.12,"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.150 Safari/537.36",Network Traffic,EC2 InstanceTerminate,524288,Anomaly
-71,2023-04-01T12:55:00Z,192.168.1.111,10.0.0.12,curl/7.64.0,API Call,Lambda Function Invocation,512,Normal
-72,2023-04-01T12:55:00Z,192.168.1.111,10.0.0.12,Opera/9.80 (Windows NT 6.1; WOW64) Presto/2.12.388 Version/12.17,API Call,RDS Instance Resize,1024,Anomaly
+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,2048,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,134217728,Anomaly
 73,2023-04-02T19:00:00Z,10.0.0.3,172.16.0.6,Mozilla/5.0,API Call,RDS Modify DB Instance,1024,Normal
 74,2023-04-01T12:55:00Z,192.168.1.111,10.0.0.12,Mozilla/5.0,Lambda Function Delete,Lambda FunctionsDelete,1024,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
@@ -79,9 +79,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,2048,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
-80,2023-04-02T15:05:00Z,192.168.2.207,10.0.0.13,"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/605.1.15 (KHTML, like Gecko) Version/14.0.3 Safari/605.1.15",API Call,IAM UserPolicy Create,4096,Anomaly
-81,2023-04-01T13:00:00Z,192.168.1.112,10.0.0.13,python-requests/2.25.1,Data Export,S3 Bucket List,1024,Normal
-82,2023-04-01T13:00:00Z,192.168.1.112,10.0.0.13,"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/88.0.4324.96 Safari/537.36",API Call,ECS Task Update,2048,Anomaly
+80,2023-04-02T14:05:00Z,192.168.1.112,10.0.0.13,curl/7.64.0,Data Import,Lambda Function Invoke,1500,Anomaly
+81,2023-04-02T09:14:00Z,10.0.0.17,10.0.0.13,curl/7.64.0,Data Export,S3 Delete Bucket,1024,Normal
+82,2023-04-02T10:35:00Z,192.168.1.207,10.0.0.13,Safari/13.0.5,Data Export,S3 Bucket Export,9765625,Anomaly
 83,2023-04-02T19:30:00Z,192.168.1.107,10.0.0.11,safari/14.1,API Call,EC2 Run Instance,2048,Normal
 84,2023-04-01T13:00:00Z,192.168.1.112,10.0.0.13,Opera/53.0,API Call,ECS Cluster Register,1024,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,1024,Normal
@@ -89,9 +89,9 @@ idx,Timestamp,SourceIP,DestinationIP,UserAgent,RequestType,ServiceUsed,PayloadSi
 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,1024,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,1024,Normal
-90,2023-04-02T15:10:00Z,192.168.2.208,10.0.0.14,Mozilla/5.0 (X11; Linux x86_64; rv:88.0) Gecko/20100101 Firefox/88.0,API Call,Lambda Function Permission Create,2048,Anomaly
-91,2023-04-01T13:05:00Z,192.168.1.113,10.0.0.14,curl/7.64.0,API Call,Lambda Function Invocation,128,Normal
-92,2023-04-01T13:05:00Z,192.168.1.113,10.0.0.14,Mozilla/5.0 (compatible; Baiduspider/2.0; +http://www.baidu.com/search/spider.html),API Call,Lambda Function Update,768,Anomaly
+90,2023-04-02T14:10:00Z,192.168.1.113,10.0.0.14,python-requests/2.25.1,Data Export,Lambda Function Invoke,1024,Anomaly
+91,2023-04-02T09:16:00Z,10.0.0.18,10.0.0.14,python-requests/2.25.1,API Call,S3 BatchGetObject,1024,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,16777216,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,1024,Normal
 94,2023-04-01T13:05:00Z,192.168.1.113,10.0.0.14,Mozilla/5.0,API Call,RDS Parameter Group Modify,1024,Anomaly
 95,2023-04-01T13:10:00Z,192.168.1.114,10.0.0.15,curl/7.64.0,Data Import,S3 Object Delete,2048,Normal