Dataset Preview
Full Screen
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 84 new columns ({' Total Fwd Packets', ' Average Packet Size', ' PSH Flag Count', ' Destination IP', ' Fwd URG Flags', ' Active Min', 'Bwd Packet Length Max', ' Bwd Avg Bytes/Bulk', ' Bwd Packet Length Mean', 'Bwd IAT Total', ' Bwd IAT Min', 'FIN Flag Count', ' Subflow Bwd Packets', ' Idle Std', ' Source Port', ' Total Length of Bwd Packets', ' Fwd Packet Length Std', ' Packet Length Mean', ' Bwd Packets/s', ' Total Backward Packets', 'Total Length of Fwd Packets', ' Bwd IAT Max', ' Init_Win_bytes_backward', ' Flow IAT Std', ' ACK Flag Count', ' Subflow Fwd Bytes', ' min_seg_size_forward', ' Fwd Packet Length Mean', ' RST Flag Count', ' CWE Flag Count', ' Fwd Packet Length Min', ' Bwd PSH Flags', ' Active Max', ' Flow IAT Max', ' Fwd Header Length', 'Fwd IAT Total', ' Source IP', ' Max Packet Length', ' Packet Length Std', ' URG Flag Count', ' Bwd Packet Length Std', ' Min Packet Length', ' Fwd IAT Std', ' Bwd URG Flags', ' Packet Length Variance', 'Active Mean', 'Flow Bytes/s', ' Idle Max', ' Bwd IAT Std', ' Fwd Packet Length Max', 'Fwd Packets/s', ' Timestamp', ' Flow IAT Mean', ' Active Std', ' Fwd IAT Min', ' Flow Duration', ' Flow Packets/s', ' Avg Bwd Segment Size', ' act_data_pkt_fwd', ' Bwd Header Length', ' Fwd Avg Packets/Bulk', 'Fwd PSH Flags', ' Flow IAT Min', ' Idle Min', ' Avg Fwd Segment Size', ' Fwd IAT Max', 'Subflow Fwd Packets', ' Bwd Packet Length Min', ' Fwd Header Length.1', ' ECE Flag Count', ' Label', ' Destination Port', ' Down/Up Ratio', ' Protocol', ' Bwd IAT Mean', ' Subflow Bwd Bytes', 'Flow ID', ' Fwd Avg Bulk Rate', ' SYN Flag Count', 'Idle Mean', 'Bwd Avg Bulk Rate', 'Fwd Avg Bytes/Bulk', ' Bwd Avg Packets/Bulk', ' Fwd IAT Mean'}) and 78 missing columns ({'Bwd_URG_Flags', 'Fwd_Avg_Packets/Bulk', 'FIN_Flag_Count', 'RST_Flag_Count', 'Bwd_IAT_Total', 'Destination_Port', 'Bwd_IAT_Max', 'Bwd_Packet_Length_Max', 'PSH_Flag_Count', 'Bwd_IAT_Std', 'Min_Packet_Length', 'Idle_Std', 'Subflow_Bwd_Packets', 'Flow_IAT_Max', 'ACK_Flag_Count', 'Bwd_IAT_Min', 'Idle_Mean', 'Subflow_Fwd_Packets', 'Avg_Fwd_Segment_Size', 'Packet_Length_Std', 'Fwd_Packet_Length_Max', 'Average_Packet_Size', 'Fwd_IAT_Mean', 'Fwd_IAT_Std', 'Bwd_Packet_Length_Mean', 'Total_Length_of_Fwd_Packets', 'Fwd_Packets/s', 'Fwd_Header_Length.1', 'Active_Std', 'CWE_Flag_Count', 'Bwd_Packets/s', 'Bwd_Avg_Bytes/Bulk', 'Flow_Bytes/s', 'Subflow_Fwd_Bytes', 'Bwd_Header_Length', 'Fwd_PSH_Flags', 'act_data_pkt_fwd', 'Init_Win_bytes_backward', 'Fwd_URG_Flags', 'Bwd_Avg_Bulk_Rate', 'Fwd_IAT_Min', 'Bwd_Packet_Length_Std', 'Active_Mean', 'ECE_Flag_Count', 'Flow_IAT_Std', 'Fwd_Avg_Bulk_Rate', 'Flow_Packets/s', 'Idle_Min', 'min_seg_size_forward', 'Fwd_Packet_Length_Mean', 'Total_Fwd_Packets', 'Packet_Length_Mean', 'SYN_Flag_Count', 'Flow_Duration', 'URG_Flag_Count', 'Bwd_PSH_Flags', 'Fwd_IAT_Total', 'Bwd_Packet_Length_Min', 'Avg_Bwd_Segment_Size', 'Fwd_Header_Length', 'Fwd_IAT_Max', 'Subflow_Bwd_Bytes', 'Label', 'Packet_Length_Variance', 'Total_Backward_Packets', 'Total_Length_of_Bwd_Packets', 'Fwd_Packet_Length_Min', 'Bwd_IAT_Mean', 'Flow_IAT_Mean', 'Active_Min', 'Active_Max', 'Down/Up_Ratio', 'Fwd_Avg_Bytes/Bulk', 'Bwd_Avg_Packets/Bulk', 'Max_Packet_Length', 'Fwd_Packet_Length_Std', 'Flow_IAT_Min', 'Idle_Max'}).

This happened while the csv dataset builder was generating data using

zip://TrafficLabelling /Friday-WorkingHours-Afternoon-DDos.pcap_ISCX.csv::/tmp/hf-datasets-cache/medium/datasets/55837509495140-config-parquet-and-info-Mireu-Lab-CIC-IDS-05e90af7/downloads/e892486f888a8d86e93f7fc299a4029088eaf47b8d94eeaf47ca20e2f0612807

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Flow ID: string
               Source IP: string
               Source Port: int64
               Destination IP: string
               Destination Port: int64
               Protocol: int64
               Timestamp: string
               Flow Duration: int64
               Total Fwd Packets: int64
               Total Backward Packets: int64
              Total Length of Fwd Packets: int64
               Total Length of Bwd Packets: int64
               Fwd Packet Length Max: int64
               Fwd Packet Length Min: int64
               Fwd Packet Length Mean: double
               Fwd Packet Length Std: double
              Bwd Packet Length Max: int64
               Bwd Packet Length Min: int64
               Bwd Packet Length Mean: double
               Bwd Packet Length Std: double
              Flow Bytes/s: double
               Flow Packets/s: double
               Flow IAT Mean: double
               Flow IAT Std: double
               Flow IAT Max: int64
               Flow IAT Min: int64
              Fwd IAT Total: int64
               Fwd IAT Mean: double
               Fwd IAT Std: double
               Fwd IAT Max: int64
               Fwd IAT Min: int64
              Bwd IAT Total: int64
               Bwd IAT Mean: double
               Bwd IAT Std: double
               Bwd IAT Max: int64
               Bwd IAT Min: int64
              Fwd PSH Flags: int64
               Bwd PSH Flags: int64
               Fwd URG Flags: int64
               Bwd URG Flags: int64
               Fwd Header Length: int64
               Bwd Header Length: int64
              Fwd Packets/s: double
               Bwd Packets/s: double
               Min Packet Length: int64
               Max Packet Length: int64
               Packet Length Mean: double
               Packet Length Std: double
               Packet Length Variance: double
              FIN Flag Count: int64
               SYN Flag Count: int64
               RST Flag Count: int64
               PSH Flag Count: int64
               ACK Flag Count: int64
               URG Flag Count: int64
               CWE Flag Count: int64
               ECE Flag Count: int64
               Down/Up Ratio: int64
               Average Packet Size: double
               Avg Fwd Segment Size: double
               Avg Bwd Segment Size: double
               Fwd Header Length.1: int64
              Fwd Avg Bytes/Bulk: int64
               Fwd Avg Packets/Bulk: int64
               Fwd Avg Bulk Rate: int64
               Bwd Avg Bytes/Bulk: int64
               Bwd Avg Packets/Bulk: int64
              Bwd Avg Bulk Rate: int64
              Subflow Fwd Packets: int64
               Subflow Fwd Bytes: int64
               Subflow Bwd Packets: int64
               Subflow Bwd Bytes: int64
              Init_Win_bytes_forward: int64
               Init_Win_bytes_backward: int64
               act_data_pkt_fwd: int64
               min_seg_size_forward: int64
              Active Mean: double
               Active Std: double
               Active Max: int64
               Active Min: int64
              Idle Mean: double
               Idle Std: double
               Idle Max: int64
               Idle Min: int64
               Label: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 11337
              to
              {'Destination_Port': Value(dtype='int64', id=None), 'Flow_Duration': Value(dtype='int64', id=None), 'Total_Fwd_Packets': Value(dtype='int64', id=None), 'Total_Backward_Packets': Value(dtype='int64', id=None), 'Total_Length_of_Fwd_Packets': Value(dtype='int64', id=None), 'Total_Length_of_Bwd_Packets': Value(dtype='int64', id=None), 'Fwd_Packet_Length_Max': Value(dtype='int64', id=None), 'Fwd_Packet_Length_Min': Value(dtype='int64', id=None), 'Fwd_Packet_Length_Mean': Value(dtype='float64', id=None), 'Fwd_Packet_Length_Std': Value(dtype='float64', id=None), 'Bwd_Packet_Length_Max': Value(dtype='int64', id=None), 'Bwd_Packet_Length_Min': Value(dtype='int64', id=None), 'Bwd_Packet_Length_Mean': Value(dtype='float64', id=None), 'Bwd_Packet_Length_Std': Value(dtype='float64', id=None), 'Flow_Bytes/s': Value(dtype='float64', id=None), 'Flow_Packets/s': Value(dtype='float64', id=None), 'Flow_IAT_Mean': Value(dtype='float64', id=None), 'Flow_IAT_Std': Value(dtype='float64', id=None), 'Flow_IAT_Max': Value(dtype='int64', id=None), 'Flow_IAT_Min': Value(dtype='int64', id=None), 'Fwd_IAT_Total': Value(dtype='int64', id=None), 'Fwd_IAT_Mean': Value(dtype='float64', id=None), 'Fwd_IAT_Std': Value(dtype='float64', id=None), 'Fwd_IAT_Max': Value(dtype='int64', id=None), 'Fwd_IAT_Min': Value(dtype='int64', id=None), 'Bwd_IAT_Total': Value(dtype='int64', id=None), 'Bwd_IAT_Mean': Value(dtype='float64', id=None), 'Bwd_IAT_Std': Value(dtype='float64', id=None), 'Bwd_IAT_Max': Value(dtype='int64'
              ...
              type='int64', id=None), 'ECE_Flag_Count': Value(dtype='int64', id=None), 'Down/Up_Ratio': Value(dtype='int64', id=None), 'Average_Packet_Size': Value(dtype='float64', id=None), 'Avg_Fwd_Segment_Size': Value(dtype='float64', id=None), 'Avg_Bwd_Segment_Size': Value(dtype='float64', id=None), 'Fwd_Header_Length.1': Value(dtype='int64', id=None), 'Fwd_Avg_Bytes/Bulk': Value(dtype='int64', id=None), 'Fwd_Avg_Packets/Bulk': Value(dtype='int64', id=None), 'Fwd_Avg_Bulk_Rate': Value(dtype='int64', id=None), 'Bwd_Avg_Bytes/Bulk': Value(dtype='int64', id=None), 'Bwd_Avg_Packets/Bulk': Value(dtype='int64', id=None), 'Bwd_Avg_Bulk_Rate': Value(dtype='int64', id=None), 'Subflow_Fwd_Packets': Value(dtype='int64', id=None), 'Subflow_Fwd_Bytes': Value(dtype='int64', id=None), 'Subflow_Bwd_Packets': Value(dtype='int64', id=None), 'Subflow_Bwd_Bytes': Value(dtype='int64', id=None), 'Init_Win_bytes_forward': Value(dtype='int64', id=None), 'Init_Win_bytes_backward': Value(dtype='int64', id=None), 'act_data_pkt_fwd': Value(dtype='int64', id=None), 'min_seg_size_forward': Value(dtype='int64', id=None), 'Active_Mean': Value(dtype='float64', id=None), 'Active_Std': Value(dtype='float64', id=None), 'Active_Max': Value(dtype='int64', id=None), 'Active_Min': Value(dtype='int64', id=None), 'Idle_Mean': Value(dtype='float64', id=None), 'Idle_Std': Value(dtype='float64', id=None), 'Idle_Max': Value(dtype='int64', id=None), 'Idle_Min': Value(dtype='int64', id=None), 'Label': Value(dtype='string', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 84 new columns ({' Total Fwd Packets', ' Average Packet Size', ' PSH Flag Count', ' Destination IP', ' Fwd URG Flags', ' Active Min', 'Bwd Packet Length Max', ' Bwd Avg Bytes/Bulk', ' Bwd Packet Length Mean', 'Bwd IAT Total', ' Bwd IAT Min', 'FIN Flag Count', ' Subflow Bwd Packets', ' Idle Std', ' Source Port', ' Total Length of Bwd Packets', ' Fwd Packet Length Std', ' Packet Length Mean', ' Bwd Packets/s', ' Total Backward Packets', 'Total Length of Fwd Packets', ' Bwd IAT Max', ' Init_Win_bytes_backward', ' Flow IAT Std', ' ACK Flag Count', ' Subflow Fwd Bytes', ' min_seg_size_forward', ' Fwd Packet Length Mean', ' RST Flag Count', ' CWE Flag Count', ' Fwd Packet Length Min', ' Bwd PSH Flags', ' Active Max', ' Flow IAT Max', ' Fwd Header Length', 'Fwd IAT Total', ' Source IP', ' Max Packet Length', ' Packet Length Std', ' URG Flag Count', ' Bwd Packet Length Std', ' Min Packet Length', ' Fwd IAT Std', ' Bwd URG Flags', ' Packet Length Variance', 'Active Mean', 'Flow Bytes/s', ' Idle Max', ' Bwd IAT Std', ' Fwd Packet Length Max', 'Fwd Packets/s', ' Timestamp', ' Flow IAT Mean', ' Active Std', ' Fwd IAT Min', ' Flow Duration', ' Flow Packets/s', ' Avg Bwd Segment Size', ' act_data_pkt_fwd', ' Bwd Header Length', ' Fwd Avg Packets/Bulk', 'Fwd PSH Flags', ' Flow IAT Min', ' Idle Min', ' Avg Fwd Segment Size', ' Fwd IAT Max', 'Subflow Fwd Packets', ' Bwd Packet Length Min', ' Fwd Header Length.1', ' ECE Flag Count', ' Label', ' Destination Port', ' Down/Up Ratio', ' Protocol', ' Bwd IAT Mean', ' Subflow Bwd Bytes', 'Flow ID', ' Fwd Avg Bulk Rate', ' SYN Flag Count', 'Idle Mean', 'Bwd Avg Bulk Rate', 'Fwd Avg Bytes/Bulk', ' Bwd Avg Packets/Bulk', ' Fwd IAT Mean'}) and 78 missing columns ({'Bwd_URG_Flags', 'Fwd_Avg_Packets/Bulk', 'FIN_Flag_Count', 'RST_Flag_Count', 'Bwd_IAT_Total', 'Destination_Port', 'Bwd_IAT_Max', 'Bwd_Packet_Length_Max', 'PSH_Flag_Count', 'Bwd_IAT_Std', 'Min_Packet_Length', 'Idle_Std', 'Subflow_Bwd_Packets', 'Flow_IAT_Max', 'ACK_Flag_Count', 'Bwd_IAT_Min', 'Idle_Mean', 'Subflow_Fwd_Packets', 'Avg_Fwd_Segment_Size', 'Packet_Length_Std', 'Fwd_Packet_Length_Max', 'Average_Packet_Size', 'Fwd_IAT_Mean', 'Fwd_IAT_Std', 'Bwd_Packet_Length_Mean', 'Total_Length_of_Fwd_Packets', 'Fwd_Packets/s', 'Fwd_Header_Length.1', 'Active_Std', 'CWE_Flag_Count', 'Bwd_Packets/s', 'Bwd_Avg_Bytes/Bulk', 'Flow_Bytes/s', 'Subflow_Fwd_Bytes', 'Bwd_Header_Length', 'Fwd_PSH_Flags', 'act_data_pkt_fwd', 'Init_Win_bytes_backward', 'Fwd_URG_Flags', 'Bwd_Avg_Bulk_Rate', 'Fwd_IAT_Min', 'Bwd_Packet_Length_Std', 'Active_Mean', 'ECE_Flag_Count', 'Flow_IAT_Std', 'Fwd_Avg_Bulk_Rate', 'Flow_Packets/s', 'Idle_Min', 'min_seg_size_forward', 'Fwd_Packet_Length_Mean', 'Total_Fwd_Packets', 'Packet_Length_Mean', 'SYN_Flag_Count', 'Flow_Duration', 'URG_Flag_Count', 'Bwd_PSH_Flags', 'Fwd_IAT_Total', 'Bwd_Packet_Length_Min', 'Avg_Bwd_Segment_Size', 'Fwd_Header_Length', 'Fwd_IAT_Max', 'Subflow_Bwd_Bytes', 'Label', 'Packet_Length_Variance', 'Total_Backward_Packets', 'Total_Length_of_Bwd_Packets', 'Fwd_Packet_Length_Min', 'Bwd_IAT_Mean', 'Flow_IAT_Mean', 'Active_Min', 'Active_Max', 'Down/Up_Ratio', 'Fwd_Avg_Bytes/Bulk', 'Bwd_Avg_Packets/Bulk', 'Max_Packet_Length', 'Fwd_Packet_Length_Std', 'Flow_IAT_Min', 'Idle_Max'}).
              
              This happened while the csv dataset builder was generating data using
              
              zip://TrafficLabelling /Friday-WorkingHours-Afternoon-DDos.pcap_ISCX.csv::/tmp/hf-datasets-cache/medium/datasets/55837509495140-config-parquet-and-info-Mireu-Lab-CIC-IDS-05e90af7/downloads/e892486f888a8d86e93f7fc299a4029088eaf47b8d94eeaf47ca20e2f0612807
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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.

Destination_Port
int64
Flow_Duration
int64
Total_Fwd_Packets
int64
Total_Backward_Packets
int64
Total_Length_of_Fwd_Packets
int64
Total_Length_of_Bwd_Packets
int64
Fwd_Packet_Length_Max
int64
Fwd_Packet_Length_Min
int64
Fwd_Packet_Length_Mean
float64
Fwd_Packet_Length_Std
float64
Bwd_Packet_Length_Max
int64
Bwd_Packet_Length_Min
int64
Bwd_Packet_Length_Mean
float64
Bwd_Packet_Length_Std
float64
Flow_Bytes/s
float64
Flow_Packets/s
float64
Flow_IAT_Mean
float64
Flow_IAT_Std
float64
Flow_IAT_Max
int64
Flow_IAT_Min
int64
Fwd_IAT_Total
int64
Fwd_IAT_Mean
float64
Fwd_IAT_Std
float64
Fwd_IAT_Max
int64
Fwd_IAT_Min
int64
Bwd_IAT_Total
int64
Bwd_IAT_Mean
float64
Bwd_IAT_Std
float64
Bwd_IAT_Max
int64
Bwd_IAT_Min
int64
Fwd_PSH_Flags
int64
Bwd_PSH_Flags
int64
Fwd_URG_Flags
int64
Bwd_URG_Flags
int64
Fwd_Header_Length
int64
Bwd_Header_Length
int64
Fwd_Packets/s
float64
Bwd_Packets/s
float64
Min_Packet_Length
int64
Max_Packet_Length
int64
Packet_Length_Mean
float64
Packet_Length_Std
float64
Packet_Length_Variance
float64
FIN_Flag_Count
int64
SYN_Flag_Count
int64
RST_Flag_Count
int64
PSH_Flag_Count
int64
ACK_Flag_Count
int64
URG_Flag_Count
int64
CWE_Flag_Count
int64
ECE_Flag_Count
int64
Down/Up_Ratio
int64
Average_Packet_Size
float64
Avg_Fwd_Segment_Size
float64
Avg_Bwd_Segment_Size
float64
Fwd_Header_Length.1
int64
Fwd_Avg_Bytes/Bulk
int64
Fwd_Avg_Packets/Bulk
int64
Fwd_Avg_Bulk_Rate
int64
Bwd_Avg_Bytes/Bulk
int64
Bwd_Avg_Packets/Bulk
int64
Bwd_Avg_Bulk_Rate
int64
Subflow_Fwd_Packets
int64
Subflow_Fwd_Bytes
int64
Subflow_Bwd_Packets
int64
Subflow_Bwd_Bytes
int64
Init_Win_bytes_forward
int64
Init_Win_bytes_backward
int64
act_data_pkt_fwd
int64
min_seg_size_forward
int64
Active_Mean
float64
Active_Std
float64
Active_Max
int64
Active_Min
int64
Idle_Mean
float64
Idle_Std
float64
Idle_Max
int64
Idle_Min
int64
Label
string
54,865
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
33
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,054
109
1
1
6
6
6
6
6
0
6
6
6
0
110,091.7431
18,348.62385
109
0
109
109
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
9,174.311927
9,174.311927
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
29
256
0
20
0
0
0
0
0
0
0
0
BENIGN
55,055
52
1
1
6
6
6
6
6
0
6
6
6
0
230,769.2308
38,461.53846
52
0
52
52
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
19,230.76923
19,230.76923
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
29
256
0
20
0
0
0
0
0
0
0
0
BENIGN
46,236
34
1
1
6
6
6
6
6
0
6
6
6
0
352,941.1765
58,823.52941
34
0
34
34
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
29,411.76471
29,411.76471
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
31
329
0
20
0
0
0
0
0
0
0
0
BENIGN
54,863
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
32
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
54,871
1,022
2
0
12
0
6
6
6
0
0
0
0
0
11,741.68297
1,956.947162
1,022
0
1,022
1,022
1,022
1,022
0
1,022
1,022
0
0
0
0
0
0
0
0
0
40
0
1,956.947162
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
32
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
54,925
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
32
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
54,925
42
1
1
6
6
6
6
6
0
6
6
6
0
285,714.2857
47,619.04762
42
0
42
42
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
23,809.52381
23,809.52381
6
6
6
0
0
0
0
0
0
1
0
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
32
256
0
20
0
0
0
0
0
0
0
0
BENIGN
9,282
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
32
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,153
4
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
9,250,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
40
0
500,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
946
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,143
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
980
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,144
1
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
37,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
40
0
2,000,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
980
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,145
4
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
9,250,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
40
0
500,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
980
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,254
3
3
0
43
0
31
6
14.333333
14.433757
0
0
0
0
14,300,000
1,000,000
1.5
0.707107
2
1
3
1.5
0.707107
2
1
0
0
0
0
0
0
0
0
0
60
0
1,000,000
0
6
31
12.25
12.5
156.25
0
0
0
0
1
0
0
0
0
16.333333
14.333333
0
60
0
0
0
0
0
0
3
43
0
0
946
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
36,206
54
1
1
0
0
0
0
0
0
0
0
0
0
0
37,037.03704
54
0
54
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
18,518.51852
18,518.51852
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
939
1,269
0
32
0
0
0
0
0
0
0
0
BENIGN
53,524
1
2
0
0
0
0
0
0
0
0
0
0
0
0
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
64
0
2,000,000
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
0
0
130
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53,524
154
1
1
0
0
0
0
0
0
0
0
0
0
0
12,987.01299
154
0
154
154
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
6,493.506494
6,493.506494
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
130
65,535
0
32
0
0
0
0
0
0
0
0
BENIGN
53,526
1
2
0
0
0
0
0
0
0
0
0
0
0
0
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
64
0
2,000,000
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
0
0
130
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53,526
118
1
1
0
0
0
0
0
0
0
0
0
0
0
16,949.15254
118
0
118
118
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
8,474.576271
8,474.576271
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
130
65,535
0
32
0
0
0
0
0
0
0
0
BENIGN
53,527
239
1
1
0
0
0
0
0
0
0
0
0
0
0
8,368.200837
239
0
239
239
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
4,184.100418
4,184.100418
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
130
65,535
0
32
0
0
0
0
0
0
0
0
BENIGN
53,528
1
3
0
0
0
0
0
0
0
0
0
0
0
0
3,000,000
0.5
0.707107
1
0
1
0.5
0.707107
1
0
0
0
0
0
0
0
0
0
0
96
0
3,000,000
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
96
0
0
0
0
0
0
3
0
0
0
130
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
53,527
1
2
0
0
0
0
0
0
0
0
0
0
0
0
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
64
0
2,000,000
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
0
0
130
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
55,035
4
2
0
248
0
217
31
124
131.521861
0
0
0
0
62,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
40
0
500,000
0
31
217
155
107.38715
11,532
0
1
0
0
1
0
0
0
0
232.5
124
0
40
0
0
0
0
0
0
2
248
0
0
237
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,275
5
3
0
254
0
217
6
84.666667
115.283708
0
0
0
0
50,800,000
600,000
2.5
2.12132
4
1
5
2.5
2.12132
4
1
0
0
0
0
0
1
0
0
0
60
0
600,000
0
6
217
117.75
115.057594
13,238.25
0
1
0
0
1
0
0
0
0
157
84.666667
0
60
0
0
0
0
0
0
3
254
0
0
123
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
55,277
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
35,095
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,850
4
3
0
43
0
31
6
14.333333
14.433757
0
0
0
0
10,800,000
750,000
2
1.414214
3
1
4
2
1.414214
3
1
0
0
0
0
0
0
0
0
0
60
0
750,000
0
6
31
12.25
12.5
156.25
0
0
0
0
1
0
0
0
0
16.333333
14.333333
0
60
0
0
0
0
0
0
3
43
0
0
65
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
43,248
54
1
1
0
0
0
0
0
0
0
0
0
0
0
37,037.03704
54
0
54
54
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
18,518.51852
18,518.51852
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
59
439
0
32
0
0
0
0
0
0
0
0
BENIGN
8,678
42
3
0
43
0
31
6
14.333333
14.433757
0
0
0
0
1,023,809.524
71,428.57143
21
25.455844
39
3
42
21
25.455844
39
3
0
0
0
0
0
0
0
0
0
60
0
71,428.57143
0
6
31
12.25
12.5
156.25
0
0
0
0
1
0
0
0
0
16.333333
14.333333
0
60
0
0
0
0
0
0
3
43
0
0
64
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
55,063
4
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
9,250,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
1
0
0
0
40
0
500,000
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
60
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,203
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
60
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,140
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
62
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,180
737
2
1
37
6
31
6
18.5
17.67767
6
6
6
0
58,344.64043
4,070.556309
368.5
310.419877
588
149
737
737
0
737
737
0
0
0
0
0
1
0
0
0
40
20
2,713.704206
1,356.852103
6
31
18.5
14.433757
208.333333
0
1
0
0
1
0
0
0
0
24.666667
18.5
6
40
0
0
0
0
0
0
2
37
1
6
62
0
1
20
0
0
0
0
0
0
0
0
BENIGN
55,156
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
62
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,096
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
60
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,085
3
2
0
37
0
31
6
18.5
17.67767
0
0
0
0
12,300,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
1
0
0
0
40
0
666,666.6667
0
6
31
22.666667
14.433757
208.333333
0
1
0
0
1
0
0
0
0
34
18.5
0
40
0
0
0
0
0
0
2
37
0
0
62
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,689
276
3
0
43
0
31
6
14.333333
14.433757
0
0
0
0
155,797.1014
10,869.56522
138
192.333045
274
2
276
138
192.333045
274
2
0
0
0
0
0
0
0
0
0
60
0
10,869.56522
0
6
31
12.25
12.5
156.25
0
0
0
0
1
0
0
0
0
16.333333
14.333333
0
60
0
0
0
0
0
0
3
43
0
0
62
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
8,817
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
40,905
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,816
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
40,905
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,886
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
5,114
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
60,350
105
1
1
6
6
6
6
6
0
6
6
6
0
114,285.7143
19,047.61905
105
0
105
105
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
9,523.809524
9,523.809524
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
1,024
274
0
20
0
0
0
0
0
0
0
0
BENIGN
60,346
66
1
1
6
6
6
6
6
0
6
6
6
0
181,818.1818
30,303.0303
66
0
66
66
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
15,151.51515
15,151.51515
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
1,024
274
0
20
0
0
0
0
0
0
0
0
BENIGN
60,352
68
1
1
6
6
6
6
6
0
6
6
6
0
176,470.5882
29,411.76471
68
0
68
68
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
14,705.88235
14,705.88235
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
1,024
320
0
20
0
0
0
0
0
0
0
0
BENIGN
8,833
48
2
0
12
0
6
6
6
0
0
0
0
0
250,000
41,666.66667
48
0
48
48
48
48
0
48
48
0
0
0
0
0
0
0
0
0
40
0
41,666.66667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
23
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
9,331
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
360
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
9,175
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
385
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,693
16
1
1
6
6
6
6
6
0
6
6
6
0
750,000
125,000
16
0
16
16
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
62,500
62,500
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
351
258
0
20
0
0
0
0
0
0
0
0
BENIGN
8,695
63
1
1
6
6
6
6
6
0
6
6
6
0
190,476.1905
31,746.03175
63
0
63
63
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
15,873.01587
15,873.01587
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
360
255
0
20
0
0
0
0
0
0
0
0
BENIGN
8,690
17
1
1
6
6
6
6
6
0
6
6
6
0
705,882.3529
117,647.0588
17
0
17
17
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
58,823.52941
58,823.52941
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
360
255
0
20
0
0
0
0
0
0
0
0
BENIGN
8,694
123
1
1
6
6
6
6
6
0
6
6
6
0
97,560.97561
16,260.1626
123
0
123
123
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
8,130.081301
8,130.081301
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
360
255
0
20
0
0
0
0
0
0
0
0
BENIGN
57,683
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
360
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,662
4
2
0
12
0
6
6
6
0
0
0
0
0
3,000,000
500,000
4
0
4
4
4
4
0
4
4
0
0
0
0
0
0
0
0
0
40
0
500,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
360
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
54,864
49
2
0
12
0
6
6
6
0
0
0
0
0
244,897.9592
40,816.32653
49
0
49
49
49
49
0
49
49
0
0
0
0
0
0
0
0
0
40
0
40,816.32653
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
351
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
57,680
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
377
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
60,954
46
1
1
0
0
0
0
0
0
0
0
0
0
0
43,478.26087
46
0
46
46
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
21,739.13043
21,739.13043
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
340
229
0
32
0
0
0
0
0
0
0
0
BENIGN
57,681
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
424
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,270
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
360
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,271
251,170
3
0
18
0
6
6
6
0
0
0
0
0
71.66461
11.944102
125,585
177,598.3534
251,166
4
251,170
125,585
177,598.3534
251,166
4
0
0
0
0
0
0
0
0
0
60
0
11.944102
0
6
6
6
0
0
0
0
0
0
1
1
0
0
0
8
6
0
60
0
0
0
0
0
0
3
18
0
0
351
-1
2
20
0
0
0
0
0
0
0
0
BENIGN
57,674
49
2
0
12
0
6
6
6
0
0
0
0
0
244,897.9592
40,816.32653
49
0
49
49
49
49
0
49
49
0
0
0
0
0
0
0
0
0
40
0
40,816.32653
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
360
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
50,485
62
1
1
0
0
0
0
0
0
0
0
0
0
0
32,258.06452
62
0
62
62
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
16,129.03226
16,129.03226
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
378
558
0
32
0
0
0
0
0
0
0
0
BENIGN
57,686
175
2
1
12
6
6
6
6
0
6
6
6
0
102,857.1429
17,142.85714
87.5
23.334524
104
71
175
175
0
175
175
0
0
0
0
0
0
0
0
0
40
20
11,428.57143
5,714.285714
6
6
6
0
0
0
0
0
0
1
0
0
0
0
8
6
6
40
0
0
0
0
0
0
2
12
1
6
360
255
1
20
0
0
0
0
0
0
0
0
BENIGN
33,666
37
1
1
0
0
0
0
0
0
0
0
0
0
0
54,054.05405
37
0
37
37
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32
32
27,027.02703
27,027.02703
0
0
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
32
0
0
0
0
0
0
1
0
1
0
340
586
0
32
0
0
0
0
0
0
0
0
BENIGN
8,883
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
40,929
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
8,884
3
2
0
12
0
6
6
6
0
0
0
0
0
4,000,000
666,666.6667
3
0
3
3
3
3
0
3
3
0
0
0
0
0
0
0
0
0
40
0
666,666.6667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
40,929
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,245
96
1
1
6
6
6
6
6
0
6
6
6
0
125,000
20,833.33333
96
0
96
96
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
10,416.66667
10,416.66667
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
16,384
256
0
20
0
0
0
0
0
0
0
0
BENIGN
55,150
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
5,574
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,043
0
2
0
12
0
6
6
6
0
0
0
0
0
null
null
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
40
0
0
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
4,737
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,040
48
2
0
12
0
6
6
6
0
0
0
0
0
250,000
41,666.66667
48
0
48
48
48
48
0
48
48
0
0
0
0
0
0
0
0
0
40
0
41,666.66667
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
4,737
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,039
1
2
0
12
0
6
6
6
0
0
0
0
0
12,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
0
0
0
0
40
0
2,000,000
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
4,737
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,043
999,588
2
0
12
0
6
6
6
0
0
0
0
0
12.004946
2.000824
999,588
0
999,588
999,588
999,588
999,588
0
999,588
999,588
0
0
0
0
0
0
0
0
0
40
0
2.000824
0
6
6
6
0
0
0
0
0
0
1
0
0
0
0
9
6
0
40
0
0
0
0
0
0
2
12
0
0
4,737
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
55,039
75
1
1
6
6
6
6
6
0
6
6
6
0
160,000
26,666.66667
75
0
75
75
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
13,333.33333
13,333.33333
6
6
6
0
0
0
0
0
0
1
0
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
4,737
63,668
0
20
0
0
0
0
0
0
0
0
BENIGN
55,040
32
1
1
6
6
6
6
6
0
6
6
6
0
375,000
62,500
32
0
32
32
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
31,250
31,250
6
6
6
0
0
0
0
0
0
1
0
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
4,737
64,189
0
20
0
0
0
0
0
0
0
0
BENIGN
53
71,693
2
2
74
176
37
37
37
0
88
88
88
0
3,487.09079
55.793453
23,897.66667
41,348.67743
71,643
3
47
47
0
47
47
3
3
0
3
3
0
0
0
0
40
64
27.896726
27.896726
37
88
57.4
27.93385
780.3
0
0
0
0
0
0
0
0
1
71.75
37
88
40
0
0
0
0
0
0
2
74
2
176
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
60,738
2
2
74
200
37
37
37
0
100
100
100
0
4,511.179163
65.85663
20,246
35,061.90451
60,732
2
2
2
0
2
2
4
4
0
4
4
0
0
0
0
40
40
32.928315
32.928315
37
100
62.2
34.506521
1,190.7
0
0
0
0
0
0
0
0
1
77.75
37
100
40
0
0
0
0
0
0
2
74
2
200
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
21
126,188
20
25
176
440
43
0
8.8
12.680694
52
0
17.6
16.160652
4,881.605224
356.610771
2,867.909091
12,377.64297
70,791
1
126,117
6,637.736842
26,122.26872
114,215
1
126,048
5,252
16,545.2078
70,791
1
0
0
0
0
656
816
158.493676
198.117095
0
52
13.391304
15.178169
230.376812
0
0
0
1
0
0
0
0
1
13.688889
8.8
17.6
656
0
0
0
0
0
0
20
176
25
440
29,200
227
12
32
0
0
0
0
0
0
0
0
BENIGN
34,805
8,003
15
6
19,897
0
2,896
0
1,326.466667
1,136.570208
0
0
0
0
2,486,192.678
2,624.015994
400.15
1,445.918039
6,454
1
8,003
571.642857
1,718.054875
6,454
2
6,663
1,332.6
2,974.753318
6,654
1
0
0
0
0
496
208
1,874.297139
749.718855
0
2,896
904.409091
1,122.979992
1,261,084.063
0
0
0
1
0
0
0
0
0
947.476191
1,326.466667
0
496
0
0
0
0
0
0
15
19,897
6
0
29,200
362
10
32
0
0
0
0
0
0
0
0
BENIGN
34,805
1
2
0
617
0
617
0
308.5
436.284884
0
0
0
0
617,000,000
2,000,000
1
0
1
1
1
1
0
1
1
0
0
0
0
0
1
0
0
0
64
0
2,000,000
0
0
617
411.333333
356.225116
126,896.3333
0
1
0
0
1
0
0
0
0
617
308.5
0
64
0
0
0
0
0
0
2
617
0
0
229
-1
0
32
0
0
0
0
0
0
0
0
BENIGN
21
50
1
2
0
0
0
0
0
0
0
0
0
0
0
60,000
25
32.526912
48
2
0
0
0
0
0
48
48
0
48
48
0
0
0
0
32
64
20,000
40,000
0
0
0
0
0
0
0
0
0
1
1
0
0
2
0
0
0
32
0
0
0
0
0
0
1
0
2
0
229
227
0
32
0
0
0
0
0
0
0
0
BENIGN
139
75
3
1
4
4
4
0
1.333333
2.309401
4
4
4
0
106,666.6667
53,333.33333
25
22.516661
48
3
75
37.5
48.790368
72
3
0
0
0
0
0
1
0
0
0
96
32
40,000
13,333.33333
0
4
2.4
2.19089
4.8
0
1
0
0
1
0
0
0
0
3
1.333333
4
96
0
0
0
0
0
0
3
4
1
4
302
302
0
32
0
0
0
0
0
0
0
0
BENIGN
443
208
4
0
46
0
46
0
11.5
23
0
0
0
0
221,153.8462
19,230.76923
69.333333
57.838857
114
4
208
69.333333
57.838857
114
4
0
0
0
0
0
0
0
0
0
128
0
19,230.76923
0
0
46
9.2
20.571825
423.2
0
0
0
0
1
0
0
0
0
11.5
11.5
0
128
0
0
0
0
0
0
4
46
0
0
306
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
443
514,004
3
1
0
6
0
0
0
0
6
6
6
0
11.673061
7.782041
171,334.6667
150,308.8093
281,013
2
514,004
257,002
363,452.8855
514,002
2
0
0
0
0
0
0
0
0
0
96
20
5.83653
1.94551
0
6
1.2
2.683282
7.2
0
0
0
0
1
1
0
0
0
1.5
0
6
96
0
0
0
0
0
0
3
0
1
6
1,444
0
0
32
0
0
0
0
0
0
0
0
BENIGN
80
60,130,920
5
3
216
1,533
198
0
43.2
86.574823
1,527
0
511
879.886925
29.086533
0.133043
8,590,131.429
22,700,000
60,100,000
28
60,100,000
15,000,000
30,000,000
60,100,000
29
25,530
12,765
15,577.56239
23,780
1,750
0
0
0
0
112
72
0.083152
0.049891
0
1,527
194.333333
503.883419
253,898.5
0
0
0
1
0
0
0
0
0
218.625
43.2
511
112
0
0
0
0
0
0
5
216
3
1,533
8,192
946
4
20
0
0
0
0
0
0
0
0
BENIGN
80
60,130,912
5
3
213
1,619
195
0
42.6
85.233796
1,613
0
539.666667
929.538775
30.466859
0.133043
8,590,130.286
22,700,000
60,100,000
35
60,100,000
15,000,000
30,000,000
60,100,000
35
26,004
13,002
15,464.4253
23,937
2,067
0
0
0
0
112
72
0.083152
0.049891
0
1,613
203.555556
532.332629
283,378.0278
0
0
0
1
0
0
0
0
0
229
42.6
539.666667
112
0
0
0
0
0
0
5
213
3
1,619
8,192
946
4
20
0
0
0
0
0
0
0
0
BENIGN
443
3,895,966
5
1
135
46
46
6
27
20.124612
46
46
46
0
46.458311
1.540055
779,193.2
1,688,277.785
3,798,981
4
3,895,966
973,991.5
1,883,824.068
3,798,981
4
0
0
0
0
0
1
0
0
0
100
20
1.283379
0.256676
6
46
32.428571
18.8667
355.952381
0
1
0
0
1
0
0
0
0
37.833333
27
46
100
0
0
0
0
0
0
5
135
1
46
258
360
4
20
0
0
0
0
0
0
0
0
BENIGN
443
3,895,242
5
1
135
46
46
6
27
20.124612
46
46
46
0
46.466946
1.540341
779,048.4
1,688,348.684
3,798,955
3
3,895,242
973,810.5
1,883,931.983
3,798,955
3
0
0
0
0
0
1
0
0
0
100
20
1.283617
0.256723
6
46
32.428571
18.8667
355.952381
0
1
0
0
1
0
0
0
0
37.833333
27
46
100
0
0
0
0
0
0
5
135
1
46
258
360
4
20
0
0
0
0
0
0
0
0
BENIGN
443
3,896,308
5
1
135
46
46
6
27
20.124612
46
46
46
0
46.454233
1.539919
779,261.6
1,688,253.409
3,799,007
3
3,896,308
974,077
1,883,783.63
3,799,007
3
0
0
0
0
0
1
0
0
0
100
20
1.283266
0.256653
6
46
32.428571
18.8667
355.952381
0
1
0
0
1
0
0
0
0
37.833333
27
46
100
0
0
0
0
0
0
5
135
1
46
257
424
4
20
0
0
0
0
0
0
0
0
BENIGN
443
3,895,052
5
1
135
46
46
6
27
20.124612
46
46
46
0
46.469213
1.540416
779,010.4
1,688,400.959
3,799,016
3
3,895,052
973,763
1,884,005.155
3,799,016
3
0
0
0
0
0
1
0
0
0
100
20
1.28368
0.256736
6
46
32.428571
18.8667
355.952381
0
1
0
0
1
0
0
0
0
37.833333
27
46
100
0
0
0
0
0
0
5
135
1
46
255
360
4
20
0
0
0
0
0
0
0
0
BENIGN
443
3,896,461
5
1
135
46
46
6
27
20.124612
46
46
46
0
46.452409
1.539859
779,292.2
1,696,821.776
3,814,476
49
3,896,461
974,115.25
1,893,913.016
3,814,476
49
0
0
0
0
0
1
0
0
0
100
20
1.283216
0.256643
6
46
32.428571
18.8667
355.952381
0
1
0
0
1
0
0
0
0
37.833333
27
46
100
0
0
0
0
0
0
5
135
1
46
255
360
4
20
0
0
0
0
0
0
0
0
BENIGN
53
31,020,664
8
4
372
452
52
41
46.5
5.879747
157
69
113
50.806824
26.562939
0.386839
2,820,060.364
9,317,725.506
30,900,000
1
31,000,000
4,431,065.714
11,700,000
30,900,000
1
31,000,000
10,300,000
17,900,000
31,000,000
3
0
0
0
0
184
128
0.257893
0.128946
41
157
67.384615
40.860614
1,669.589744
0
0
0
0
0
0
0
0
0
73
46.5
113
184
0
0
0
0
0
0
8
372
4
452
-1
-1
7
20
46,735
0
46,735
46,735
30,900,000
0
30,900,000
30,900,000
BENIGN
53
83,718
4
2
184
300
46
46
46
0
150
150
150
0
5,781.313457
71.669175
16,743.6
25,063.96121
56,230
1
27,440
9,146.666667
15,839.02732
27,436
1
48
48
0
48
48
0
0
0
0
80
64
47.77945
23.889725
46
150
75.714286
50.746804
2,575.238095
0
0
0
0
0
0
0
0
0
88.333333
46
150
80
0
0
0
0
0
0
4
184
2
300
-1
-1
3
20
0
0
0
0
0
0
0
0
BENIGN
445
10,706,606
29
24
8,142
4,220
3,072
0
280.758621
658.419789
420
0
175.833333
153.274879
1,154.614263
4.950215
205,896.2692
1,092,307.606
7,114,425
0
10,700,000
382,378.7857
1,477,741.199
7,114,425
0
10,700,000
465,499.4348
1,637,050.93
7,176,769
1
0
0
0
0
604
504
2.708608
2.241607
0
3,072
228.925926
492.907808
242,958.1076
0
0
0
1
0
0
0
0
0
233.245283
280.758621
175.833333
604
0
0
0
0
0
0
29
8,142
24
4,220
8,192
2,050
27
20
3,591,908
0
3,591,908
3,591,908
7,114,425
0
7,114,425
7,114,425
BENIGN
80
60,166,984
6
4
237
4,593
213
0
39.5
85.031171
2,920
0
1,148.25
1,417.910758
80.276585
0.166204
6,685,220.444
20,000,000
60,000,000
23
60,200,000
12,000,000
26,800,000
60,000,000
23
86,807
28,935.66667
49,181.27685
85,724
207
0
0
0
0
132
92
0.099722
0.066482
0
2,920
439.090909
960.730395
923,002.8909
0
0
0
1
0
0
0
0
0
483
39.5
1,148.25
132
0
0
0
0
0
0
6
237
4
4,593
8,192
946
5
20
0
0
0
0
0
0
0
0
BENIGN
53
24,027
2
2
68
100
34
34
34
0
50
50
50
0
6,992.133849
166.479377
8,009
13,865.06671
24,019
4
4
4
0
4
4
4
4
0
4
4
0
0
0
0
64
64
83.239689
83.239689
34
50
40.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
50.5
34
50
64
0
0
0
0
0
0
2
68
2
100
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
8,080
1,029,807
3
3
0
18
0
0
0
0
6
6
6
0
17.479003
5.826334
205,961.4
281,152.7211
515,080
524
1,028,984
514,492
1,630.588237
515,645
513,339
1,029,283
514,641.5
1,784.030409
515,903
513,380
0
0
0
0
92
60
2.913167
2.913167
0
6
2.571429
3.207135
10.285714
0
0
0
1
0
0
0
0
1
3
0
6
92
0
0
0
0
0
0
3
0
3
18
8,192
0
0
28
0
0
0
0
0
0
0
0
BENIGN
80
2,979,847
2
1
0
0
0
0
0
0
0
0
0
0
0
1.006763
1,489,923.5
2,085,777.621
2,964,791
15,056
2,979,847
2,979,847
0
2,979,847
2,979,847
0
0
0
0
0
0
0
0
0
64
32
0.671175
0.335588
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
64
0
0
0
0
0
0
2
0
1
0
437
63
0
32
0
0
0
0
0
0
0
0
BENIGN
80
28,315
1
1
6
6
6
6
6
0
6
6
6
0
423.803638
70.63394
28,315
0
28,315
28,315
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
35.31697
35.31697
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
274
1,024
0
20
0
0
0
0
0
0
0
0
BENIGN
80
28,466
1
1
6
6
6
6
6
0
6
6
6
0
421.55554
70.259257
28,466
0
28,466
28,466
0
0
0
0
0
0
0
0
0
0
0
0
0
0
20
20
35.129628
35.129628
6
6
6
0
0
0
0
0
0
1
1
0
0
1
9
6
6
20
0
0
0
0
0
0
1
6
1
6
274
1,024
0
20
0
0
0
0
0
0
0
0
BENIGN
443
101,027,175
14
12
1,029
991
460
0
73.5
150.040379
456
0
82.583333
132.108398
19.99462
0.257356
4,041,087
13,900,000
58,500,000
1
101,000,000
7,771,321.154
18,900,000
58,600,000
1
101,000,000
9,176,957.273
20,300,000
58,600,000
1
1
0
0
0
448
384
0.138577
0.11878
0
460
76.518519
136.739047
18,697.56695
0
1
0
0
1
0
0
0
0
79.461538
73.5
82.583333
448
0
0
0
0
0
0
14
1,029
12
991
428
407
5
32
1,048,172
1,296,391.188
1,964,859
131,485
49,400,000
12,900,000
58,500,000
40,300,000
BENIGN
53
330
2
2
74
198
37
37
37
0
99
99
99
0
824,242.4242
12,121.21212
110
187.928178
327
1
1
1
0
1
1
2
2
0
2
2
0
0
0
0
40
40
6,060.606061
6,060.606061
37
99
61.8
33.958799
1,153.2
0
0
0
0
0
0
0
0
1
77.25
37
99
40
0
0
0
0
0
0
2
74
2
198
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
221
2
2
74
106
37
37
37
0
53
53
53
0
814,479.638
18,099.54751
73.666667
87.11678
171
3
47
47
0
47
47
3
3
0
3
3
0
0
0
0
40
40
9,049.773756
9,049.773756
37
53
43.4
8.763561
76.8
0
0
0
0
0
0
0
0
1
54.25
37
53
40
0
0
0
0
0
0
2
74
2
106
-1
-1
1
20
0
0
0
0
0
0
0
0
BENIGN
53
302
2
2
70
460
35
35
35
0
230
230
230
0
1,754,966.887
13,245.03311
100.666667
133.061389
252
2
2
2
0
2
2
48
48
0
48
48
0
0
0
0
64
80
6,622.516556
6,622.516556
35
230
113
106.805899
11,407.5
0
0
0
0
0
0
0
0
1
141.25
35
230
64
0
0
0
0
0
0
2
70
2
460
-1
-1
1
32
0
0
0
0
0
0
0
0
BENIGN
End of preview.

CIC-IDS

This dataset is a dataset that sorts multiple tracks that are attacked by the network.

The data on that dataset are as follows.

자료

The types of Attacks are as follows.

  • DDoS
  • Web_Attack_�_Brute_Force
  • Infiltration
  • DoS_GoldenEye
  • DoS_Hulk
  • Heartbleed
  • Bot
  • DoS_Slowhttptest
  • Web_Attack_�_XSS
  • DoS_slowloris
  • FTP-Patator
  • SSH-Patator
  • Web_Attack_�_Sql_Injection
  • PortScan

The percentage of attack attempts is as follows. image-20230926151821430

Detailed Attack Rate Chart

image-20230926152655774

image-20230926152729901

A dataset made up of .

In addition, the data set is configured with files as follows.

File Name the manner of attack weight of attack (%)
Friday-WorkingHours-Afternoon-DDos.pcap_ISCX.csv DDoS 56
Tuesday-WorkingHours.pcap_ISCX.csv FTP-Patator, SSH-Patator 3
Friday-WorkingHours-Afternoon-PortScan.pcap_ISCX.csv PortScan 55
Thursday-WorkingHours-Afternoon-Infilteration.pcap_ISCX.csv Infiltration 0.01
Wednesday-workingHours.pcap_ISCX.csv DoS_Hulk, DoS_Slowhttptest, DoS_GoldenEye, Heartbleed, DoS_slowloris 36
Friday-WorkingHours-Morning.pcap_ISCX.csv Bot 1.02
Thursday-WorkingHours-Morning-WebAttacks.pcap_ISCX.csv Web_Attack_�_XSS, Web_Attack_�_Brute_Force, Web_Attack_�_Sql_Injection 1.27
  • License

The CICIDS2017 dataset consists of labeled network flows, including full packet payloads in pcap format, the corresponding profiles and the labeled flows (GeneratedLabelledFlows.zip) and CSV files for machine and deep learning purpose (MachineLearningCSV.zip) are publicly available for researchers. If you are using our dataset, you should cite our related paper which outlining the details of the dataset and its underlying principles:

Iman Sharafaldin, Arash Habibi Lashkari, and Ali A. Ghorbani, “Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization”, 4th International Conference on Information Systems Security and Privacy (ICISSP), Portugal, January 2018

Downloads last month
70