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CIC-IDS2018

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train

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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      ("Could not convert '41702' with type str: tried to convert to int64", 'Conversion failed for column Dst Port with type object')
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1995, in _prepare_split_single
                  for _, table in generator:
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 797, in wrapped
                  for item in generator(*args, **kwargs):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/csv/csv.py", line 196, in _generate_tables
                  pa_table = pa.Table.from_pandas(df)
                File "pyarrow/table.pxi", line 3874, in pyarrow.lib.Table.from_pandas
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/pandas_compat.py", line 624, in dataframe_to_arrays
                  arrays[i] = maybe_fut.result()
                File "/usr/local/lib/python3.9/concurrent/futures/_base.py", line 439, in result
                  return self.__get_result()
                File "/usr/local/lib/python3.9/concurrent/futures/_base.py", line 391, in __get_result
                  raise self._exception
                File "/usr/local/lib/python3.9/concurrent/futures/thread.py", line 58, in run
                  result = self.fn(*self.args, **self.kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/pandas_compat.py", line 598, in convert_column
                  raise e
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/pandas_compat.py", line 592, in convert_column
                  result = pa.array(col, type=type_, from_pandas=True, safe=safe)
                File "pyarrow/array.pxi", line 339, in pyarrow.lib.array
                File "pyarrow/array.pxi", line 85, in pyarrow.lib._ndarray_to_array
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: ("Could not convert '41702' with type str: tried to convert to int64", 'Conversion failed for column Dst Port with type object')
              
              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 1524, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1099, in stream_convert_to_parquet
                  builder._prepare_split(
                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 2038, 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

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Dst Port int64	Protocol int64	Timestamp string	Flow Duration int64	Tot Fwd Pkts int64	Tot Bwd Pkts int64	TotLen Fwd Pkts int64	TotLen Bwd Pkts int64	Fwd Pkt Len Max int64	Fwd Pkt Len Min int64	Fwd Pkt Len Mean float64	Fwd Pkt Len Std float64	Bwd Pkt Len Max int64	Bwd Pkt Len Min int64	Bwd Pkt Len Mean float64	Bwd Pkt Len Std float64	Flow Byts/s float64	Flow Pkts/s float64	Flow IAT Mean float64	Flow IAT Std float64	Flow IAT Max float64	Flow IAT Min float64	Fwd IAT Tot float64	Fwd IAT Mean float64	Fwd IAT Std float64	Fwd IAT Max float64	Fwd IAT Min float64	Bwd IAT Tot float64	Bwd IAT Mean float64	Bwd IAT Std float64	Bwd IAT Max float64	Bwd IAT Min float64	Fwd PSH Flags int64	Fwd Header Len int64	Bwd Header Len int64	Fwd Pkts/s float64	Bwd Pkts/s float64	Pkt Len Min int64	Pkt Len Max int64	Pkt Len Mean float64	Pkt Len Std float64	Pkt Len Var float64	SYN Flag Cnt int64	RST Flag Cnt int64	PSH Flag Cnt int64	ACK Flag Cnt int64	ECE Flag Cnt int64	Down/Up Ratio int64	Pkt Size Avg float64	Fwd Seg Size Avg float64	Bwd Seg Size Avg float64	Subflow Fwd Pkts int64	Subflow Fwd Byts int64	Subflow Bwd Pkts int64	Subflow Bwd Byts int64	Init Fwd Win Byts int64	Init Bwd Win Byts int64	Fwd Act Data Pkts int64	Fwd Seg Size Min int64	Active Mean float64	Active Std float64	Active Max float64	Active Min float64	Idle Mean float64	Idle Std float64	Idle Max float64	Idle Min float64	Label string
443	6	02/03/2018 08:47:38	141,385	9	7	553	3,773	202	0	61.444444	87.534438	1,460	0	539	655.432936	30,597.30523	113.166178	9,425.666667	19,069.11685	73,403	1	141,385	17,673.125	23,965.32327	73,403	22	51,417	8,569.5	13,036.89082	31,525	1	0	192	152	63.655975	49.510203	0	1,460	254.470588	474.712955	225,352.3897	0	1	1	0	1	0	270.375	61.444444	539	9	553	7	3,773	8,192	119	4	20	0	0	0	0	0	0	0	0	Benign
49,684	6	02/03/2018 08:47:38	281	2	1	38	0	38	0	19	26.870058	0	0	0	0	135,231.3167	10,676.15658	140.5	174.655375	264	17	281	281	0	281	281	0	0	0	0	0	1	40	20	7,117.437722	3,558.718861	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	123	0	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:47:40	279,824	11	15	1,086	10,527	385	0	98.727273	129.392497	1,460	0	701.8	636.314186	41,501.0864	92.915547	11,192.96	24,379.44834	112,589	1	279,728	27,972.8	36,167.74032	112,589	94	258,924	18,494.57143	36,356.50372	133,669	1	0	232	312	39.310424	53.605123	0	1,460	430.111111	566.234209	320,621.1795	0	1	1	0	1	1	446.653846	98.727273	701.8	11	1,086	15	10,527	8,192	1,047	5	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:47:40	132	2	0	0	0	0	0	0	0	0	0	0	0	0	15,151.51515	132	0	132	132	132	132	0	132	132	0	0	0	0	0	0	40	0	15,151.51515	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	256	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:47:41	274,016	9	13	1,285	6,141	517	0	142.777778	183.887722	1,460	0	472.384615	611.180489	27,100.60726	80.287282	13,048.38095	26,311.62703	114,077	1	273,946	34,243.25	37,996.56546	114,077	201	252,994	21,082.83333	39,075.73819	135,611	1	0	192	272	32.844797	47.442485	0	1,460	322.869565	497.254764	247,262.3004	0	1	1	0	1	1	337.545455	142.777778	472.384615	9	1,285	13	6,141	8,192	1,047	5	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:47:41	250	2	0	0	0	0	0	0	0	0	0	0	0	0	8,000	250	0	250	250	250	250	0	250	250	0	0	0	0	0	0	40	0	8,000	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	251	-1	0	20	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:47:41	5,964,033	3	1	0	0	0	0	0	0	0	0	0	0	0	0.670687	1,988,011	3,425,209.65	5,943,084	19	5,964,033	2,982,016.5	4,187,581.818	5,943,084	20,949	0	0	0	0	0	0	72	32	0.503015	0.167672	0	0	0	0	0	0	1	1	0	1	0	0	0	0	3	0	1	0	8,192	29,200	0	20	0	0	0	0	0	0	0	0	Benign
49,690	6	02/03/2018 08:47:46	144	2	0	0	0	0	0	0	0	0	0	0	0	0	13,888.88889	144	0	144	144	144	144	0	144	144	0	0	0	0	0	0	40	0	13,888.88889	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	913	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:48:17	90,828	8	8	1,748	3,898	1,078	0	218.5	363.713388	1,460	0	487.25	639.506227	62,161.44801	176.157132	6,055.2	9,948.657879	23,343	1	69,438	9,919.714286	11,893.19116	23,365	48	69,553	9,936.142857	12,312.69524	23,723	1	0	172	172	88.078566	88.078566	0	1,460	332.117647	512.035873	262,180.7353	0	1	1	0	1	1	352.875	218.5	487.25	8	1,748	8	3,898	8,192	8,192	5	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:48:17	152	3	0	31	0	31	0	10.333333	17.897858	0	0	0	0	203,947.3684	19,736.84211	76	63.63961	121	31	152	76	63.63961	121	31	0	0	0	0	0	0	60	0	19,736.84211	0	0	31	7.75	15.5	240.25	0	0	0	1	0	0	10.333333	10.333333	0	3	31	0	0	257	-1	1	20	0	0	0	0	0	0	0	0	Benign
445	6	02/03/2018 08:48:35	234,228	3	1	0	0	0	0	0	0	0	0	0	0	0	17.077378	78,076	131,265.8661	229,627	76	234,228	117,114	159,224.8908	229,703	4,525	0	0	0	0	0	0	68	28	12.808033	4.269344	0	0	0	0	0	0	0	1	0	0	0	0	0	0	3	0	1	0	8,192	8,192	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:47:40	60,860,062	15	13	870	3,306	535	0	58	144.631552	1,460	0	254.307692	538.435757	68.616427	0.460072	2,254,076.37	4,220,283.566	10,000,000	1	60,900,000	4,347,147.286	5,134,036.59	10,100,000	2,138	60,800,000	5,065,870.5	5,234,966.454	10,100,000	1	0	312	264	0.246467	0.213605	0	1,460	144	380.866962	145,059.6429	0	1	1	0	1	0	149.142857	58	254.307692	15	870	13	3,306	8,192	31,088	9	20	130,201.6667	148,831.6544	434,003	69,408	10,000,000	16,330.68406	10,000,000	9,968,389	Benign
49,687	6	02/03/2018 08:48:41	68,899	2	0	0	0	0	0	0	0	0	0	0	0	0	29.027998	68,899	0	68,899	68,899	68,899	68,899	0	68,899	68,899	0	0	0	0	0	0	40	0	29.027998	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	31,088	-1	0	20	0	0	0	0	0	0	0	0	Benign
0	0	02/03/2018 08:47:31	119,250,445	72	0	0	0	0	0	0	0	0	0	0	0	0	0.603771	1,679,583.732	2,528,448.202	20,100,000	170,801	119,000,000	1,679,583.732	2,528,448.202	20,100,000	170,801	0	0	0	0	0	0	0	0	0.603771	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	72	0	0	0	-1	-1	0	0	46,400,000	20,900,000	61,100,000	31,600,000	13,300,000	9,720,570.758	20,100,000	6,381,385	Benign
443	6	02/03/2018 08:47:38	116,185,749	21	18	749	4,567	389	0	35.666667	94.42422	1,460	0	253.722222	516.505886	45.754321	0.335669	3,057,519.711	4,582,223.965	10,000,000	0	116,000,000	5,809,287.45	4,929,086.208	10,000,000	28	111,000,000	6,505,413	4,920,453.778	10,000,000	0	0	432	504	0.180745	0.154924	0	1,460	132.9	364.885567	133,141.4769	0	1	1	0	1	0	136.307692	35.666667	253.722222	21	749	18	4,567	8,192	980	15	20	46,760.16667	89,026.69707	329,454	20,847	9,635,383.25	1,279,465.907	10,000,000	5,572,867	Benign
443	6	02/03/2018 08:48:36	60,602,600	13	14	338	3,264	207	0	26	64.512273	1,460	0	233.142857	522.560686	59.436394	0.445525	2,330,869.231	4,280,721.113	10,000,000	0	60,600,000	5,050,216.667	5,223,517.717	10,100,000	637	60,500,000	4,656,495.385	5,204,710.91	10,100,000	0	0	272	284	0.214512	0.231013	0	1,460	128.642857	380.362519	144,675.6455	0	1	1	0	1	1	133.407407	26	233.142857	13	338	14	3,264	8,192	48,180	7	20	106,008.1667	92,770.95438	295,376	68,039	9,994,401.5	23,886.95478	10,000,000	9,959,152	Benign
80	6	02/03/2018 08:47:40	116,690,356	17	16	883	1,576	436	0	51.941176	144.555124	788	0	98.5	269.15324	21.072864	0.2828	3,646,573.625	4,802,617.578	10,000,000	16	117,000,000	7,292,436	4,410,906.134	10,000,000	143	117,000,000	7,778,611.133	4,123,216.976	10,000,000	528	0	352	464	0.145685	0.137115	0	788	72.323529	209.201037	43,765.07398	0	1	1	0	1	0	74.515152	51.941176	98.5	17	883	16	1,576	8,192	290	13	20	22,699.66667	26,978.00882	88,621	11,223	9,700,548.333	1,014,536.434	10,000,000	6,479,791	Benign
80	6	02/03/2018 08:47:38	119,731,397	17	16	597	768	293	0	35.117647	97.064336	384	0	48	131.16097	11.400518	0.275617	3,741,606.156	4,889,656.525	10,000,000	17	120,000,000	7,482,496.75	4,439,470.787	10,000,000	564	120,000,000	7,981,337	4,130,418.387	10,000,000	303	0	352	464	0.141984	0.133632	0	384	40.147059	111.711244	12,479.40196	0	1	1	0	1	0	41.363636	35.117647	48	17	597	16	768	8,192	980	13	20	22,859	26,715.60238	82,791	11,324	9,953,803.333	138,400.2774	10,000,000	9,520,409	Benign
443	6	02/03/2018 08:47:38	118,281,864	36	83	1,022	108,156	250	0	28.388889	64.573448	1,460	0	1,303.084337	429.763866	923.032461	1.006071	1,002,388.678	7,643,655.563	59,000,000	0	118,000,000	3,379,481.829	13,900,000	59,000,000	133	118,000,000	1,441,514.171	9,159,139.287	59,000,000	0	0	732	1,672	0.304358	0.701714	0	1,460	909.816667	691.633871	478,357.4115	0	1	1	0	1	2	917.462185	28.388889	1,303.084337	36	1,022	83	108,156	8,192	131	8	20	134,521	79,961.04903	191,062	77,980	59,000,000	44,452.97491	59,000,000	58,900,000	Benign
443	6	02/03/2018 08:50:29	192	3	0	77	0	46	0	25.666667	23.459184	0	0	0	0	401,041.6667	15,625	96	110.308658	174	18	192	96	110.308658	174	18	0	0	0	0	0	1	60	0	15,625	0	0	46	30.75	21.685248	470.25	1	0	0	1	0	0	41	25.666667	0	3	77	0	0	256	-1	1	20	0	0	0	0	0	0	0	0	Benign
49,685	6	02/03/2018 08:50:29	30	2	0	0	0	0	0	0	0	0	0	0	0	0	66,666.66667	30	0	30	30	30	30	0	30	30	0	0	0	0	0	0	40	0	66,666.66667	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	131	-1	0	20	0	0	0	0	0	0	0	0	Benign
123	17	02/03/2018 08:48:22	64,031,632	2	2	96	96	48	48	48	0	48	48	48	0	2.998518	0.062469	21,300,000	36,900,000	64,000,000	18,132	64,000,000	64,000,000	0	64,000,000	64,000,000	64,000,000	64,000,000	0	64,000,000	64,000,000	0	16	16	0.031235	0.031235	48	48	48	0	0	0	0	0	0	0	1	60	48	48	2	96	2	96	-1	-1	1	8	18,132	0	18,132	18,132	64,000,000	0	64,000,000	64,000,000	Benign
80	6	02/03/2018 08:49:47	45,889,454	6	5	5	0	1	0	0.833333	0.408248	0	0	0	0	0.108957	0.239706	4,588,945.4	4,984,088.031	10,000,000	11,258	45,900,000	9,177,890.8	1,872,590.544	10,000,000	5,828,099	40,100,000	10,000,000	118.332864	10,000,000	10,000,000	0	120	160	0.130749	0.108957	0	1	0.5	0.522233	0.272727	0	0	0	1	0	0	0.545455	0.833333	0	6	5	5	0	256	290	4	20	11,343.75	93.217935	11,474	11,258	10,000,000	93.370231	10,000,000	10,000,000	Benign
80	6	02/03/2018 08:49:48	45,686,320	6	5	5	0	1	0	0.833333	0.408248	0	0	0	0	0.109442	0.240772	4,568,632	4,978,893.581	10,000,000	11,319	45,700,000	9,137,264	1,963,428.681	10,000,000	5,624,976	40,100,000	10,000,000	20.434856	10,000,000	10,000,000	0	120	160	0.13133	0.109442	0	1	0.5	0.522233	0.272727	0	0	0	1	0	0	0.545455	0.833333	0	6	5	5	0	253	980	4	20	11,404	63.953108	11,472	11,346	10,000,000	59.46988	10,000,000	10,000,000	Benign
445	6	02/03/2018 08:50:53	278,701	3	1	0	0	0	0	0	0	0	0	0	0	0	14.352299	92,900.33333	160,856.1386	278,641	0	278,701	139,350.5	197,071.367	278,701	0	0	0	0	0	0	0	72	32	10.764224	3.588075	0	0	0	0	0	0	0	1	0	0	0	0	0	0	3	0	1	0	8,192	8,192	0	20	0	0	0	0	0	0	0	0	Benign
445	6	02/03/2018 08:51:08	177,928	3	1	0	0	0	0	0	0	0	0	0	0	0	22.481004	59,309.33333	102,497.3105	177,663	56	177,928	88,964	125,518.5247	177,719	209	0	0	0	0	0	0	72	32	16.860753	5.620251	0	0	0	0	0	0	0	1	0	0	0	0	0	0	3	0	1	0	8,192	8,192	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:22	139,995	9	8	511	4,855	194	0	56.777778	83.277815	1,460	0	606.875	711.301712	38,329.94036	121.432908	8,749.6875	15,837.99355	55,617	1	139,995	17,499.375	19,158.26772	55,617	16	90,855	12,979.28571	27,145.93809	72,846	1	0	192	172	64.28801	57.144898	0	1,460	298.111111	540.852257	292,521.1634	0	1	1	0	1	0	315.647059	56.777778	606.875	9	511	8	4,855	8,192	30	4	20	0	0	0	0	0	0	0	0	Benign
49,728	6	02/03/2018 08:51:22	247	2	1	38	0	38	0	19	26.870058	0	0	0	0	153,846.1538	12,145.74899	123.5	150.613744	230	17	247	247	0	247	247	0	0	0	0	0	1	40	20	8,097.165992	4,048.582996	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	31	0	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:22	156,775	9	8	511	4,856	194	0	56.777778	83.277815	1,460	0	607	711.209634	34,233.77452	108.435656	9,798.4375	18,712.04258	69,099	0	156,775	19,596.875	23,224.59527	69,099	15	106,166	15,166.57143	32,269.01258	86,868	0	0	192	172	57.407112	51.028544	0	1,460	298.166667	540.835981	292,503.5588	0	1	1	0	1	0	315.705882	56.777778	607	9	511	8	4,856	8,192	30	4	20	0	0	0	0	0	0	0	0	Benign
49,729	6	02/03/2018 08:51:22	137	2	1	38	0	38	0	19	26.870058	0	0	0	0	277,372.2628	21,897.81022	68.5	77.074639	123	14	137	137	0	137	137	0	0	0	0	0	1	40	20	14,598.54015	7,299.270073	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	31	0	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:22	171,900	9	8	511	4,856	194	0	56.777778	83.277815	1,460	0	607	711.209634	31,221.64049	98.894706	10,743.75	20,546.40007	77,116	0	171,900	21,487.5	25,513.67466	77,116	15	118,173	16,881.85714	35,004.20308	94,125	0	0	192	172	52.356021	46.538685	0	1,460	298.166667	540.835981	292,503.5588	0	1	1	0	1	0	315.705882	56.777778	607	9	511	8	4,856	8,192	30	4	20	0	0	0	0	0	0	0	0	Benign
49,731	6	02/03/2018 08:51:22	15	2	0	0	0	0	0	0	0	0	0	0	0	0	133,333.3333	15	0	15	15	15	15	0	15	15	0	0	0	0	0	0	40	0	133,333.3333	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	31	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:23	62,670	9	7	557	3,773	206	0	61.888889	88.34371	1,460	0	539	655.432936	69,092.06957	255.305569	4,178	5,949.235125	16,491	1	62,670	7,833.75	7,116.47898	19,003	18	44,059	7,343.166667	10,684.85606	24,747	1	0	192	152	143.609383	111.696186	0	1,460	254.705882	474.686313	225,327.0956	0	1	1	0	1	0	270.625	61.888889	539	9	557	7	3,773	8,192	119	4	20	0	0	0	0	0	0	0	0	Benign
49,733	6	02/03/2018 08:51:23	10,593	2	1	38	0	38	0	19	26.870058	0	0	0	0	3,587.274615	283.205891	5,296.5	7,469.16893	10,578	15	10,593	10,593	0	10,593	10,593	0	0	0	0	0	1	40	20	188.803927	94.401964	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	123	0	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:23	325,271	9	6	524	2,879	206	0	58.222222	86.004037	1,430	0	479.833333	624.514665	10,462.04549	46.115393	23,233.64286	37,578.35994	94,696	1	325,271	40,658.875	42,685.03702	95,005	18	230,254	46,050.8	64,466.4917	134,995	1	0	192	132	27.669236	18.446157	0	1,430	212.6875	424.062844	179,829.2958	0	1	1	0	1	0	226.866667	58.222222	479.833333	9	524	6	2,879	8,192	242	4	20	0	0	0	0	0	0	0	0	Benign
49,739	6	02/03/2018 08:51:23	17,222	2	1	38	0	38	0	19	26.870058	0	0	0	0	2,206.480084	174.195796	8,611	12,150.92293	17,203	19	17,222	17,222	0	17,222	17,222	0	0	0	0	0	1	40	20	116.130531	58.065265	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	246	0	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:23	309,608	9	6	522	2,877	204	0	58	85.57599	1,430	0	479.5	624.120421	10,978.39849	48.448361	22,114.85714	40,812.23305	97,540	2	309,608	38,701	48,687.24896	97,799	16	211,852	42,370.4	58,138.05713	113,739	2	0	192	132	29.069016	19.379344	0	1,430	212.4375	423.787678	179,595.9958	0	1	1	0	1	0	226.6	58	479.5	9	522	6	2,877	8,192	172	4	20	0	0	0	0	0	0	0	0	Benign
49,745	6	02/03/2018 08:51:24	96,328	2	1	38	0	38	0	19	26.870058	0	0	0	0	394.485508	31.143593	48,164	68,088.72617	96,310	18	96,328	96,328	0	96,328	96,328	0	0	0	0	0	1	40	20	20.762395	10.381198	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	176	0	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:24	116,036	9	6	520	3,062	202	0	57.777778	85.15101	1,430	0	510.333333	663.855004	30,869.73008	129.270227	8,288.285714	11,006.59293	34,508	1	116,036	14,504.5	13,578.109	34,508	17	83,410	16,682	21,805.46668	53,025	1	0	192	132	77.562136	51.708091	0	1,430	223.875	451.094059	203,485.85	0	1	1	0	1	0	238.8	57.777778	510.333333	9	520	6	3,062	8,192	172	4	20	0	0	0	0	0	0	0	0	Benign
49,748	6	02/03/2018 08:51:24	390	2	1	38	0	38	0	19	26.870058	0	0	0	0	97,435.89744	7,692.307692	195	251.730014	373	17	390	390	0	390	390	0	0	0	0	0	1	40	20	5,128.205128	2,564.102564	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	176	0	0	20	0	0	0	0	0	0	0	0	Benign
53	17	02/03/2018 08:47:40	1,405	1	1	35	83	35	35	35	0	83	83	83	0	83,985.76512	1,423.487544	1,405	0	1,405	1,405	0	0	0	0	0	0	0	0	0	0	0	8	8	711.743772	711.743772	35	83	51	27.712813	768	0	0	0	0	0	1	76.5	35	83	1	35	1	83	-1	-1	0	8	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:51:25	23,880	3	5	428	2,267	428	0	142.666667	247.105915	1,460	0	453.4	662.380404	112,855.9464	335.008375	3,411.428571	5,587.879021	11,607	0	11,771	5,885.5	8,111.221887	11,621	150	12,273	3,068.25	5,780.139351	11,730	0	0	72	112	125.628141	209.380235	0	1,460	299.444444	519.498583	269,878.7778	0	1	1	0	1	1	336.875	142.666667	453.4	3	428	5	2,267	8,192	237	1	20	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:51:25	177	2	0	0	0	0	0	0	0	0	0	0	0	0	11,299.43503	177	0	177	177	177	177	0	177	177	0	0	0	0	0	0	40	0	11,299.43503	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	256	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:24	119,966	6	7	1,176	4,360	645	0	196	260.082295	1,336	0	622.857143	633.846572	46,146.40815	108.364037	9,997.166667	13,323.41402	30,371	0	89,901	17,980.2	15,424.40008	35,612	163	94,654	15,775.66667	17,592.52736	35,306	0	0	132	152	50.014171	58.349866	0	1,336	395.428571	519.307485	269,680.2637	0	1	1	0	1	1	425.846154	196	622.857143	6	1,176	7	4,360	8,192	5,840	3	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:25	2,206	3	0	53	0	53	0	17.666667	30.599564	0	0	0	0	24,025.38531	1,359.927471	1,103	1,537.250142	2,190	16	2,206	1,103	1,537.250142	2,190	16	0	0	0	0	0	0	60	0	1,359.927471	0	0	53	13.25	26.5	702.25	0	0	0	1	0	0	17.666667	17.666667	0	3	53	0	0	254	-1	1	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:24	328,806	9	6	515	2,878	197	0	57.222222	84.102286	1,430	0	479.666667	624.317441	10,319.15476	45.619605	23,486.14286	36,235.40968	94,069	1	328,806	41,100.75	40,410.66518	94,836	17	234,501	46,900.2	64,034.6875	123,540	1	0	192	132	27.371763	18.247842	0	1,430	212.0625	423.939378	179,724.5958	0	1	1	0	1	0	226.2	57.222222	479.666667	9	515	6	2,878	8,192	172	4	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:24	344,202	9	6	515	2,877	197	0	57.222222	84.102286	1,430	0	479.5	624.120421	9,854.678357	43.579061	24,585.85714	37,491.07703	94,129	1	344,202	43,025.25	46,148.06816	109,938	18	249,897	49,979.4	61,729.64723	123,459	1	0	192	132	26.147437	17.431624	0	1,430	212	423.800582	179,606.9333	0	1	1	0	1	0	226.133333	57.222222	479.5	9	515	6	2,877	8,192	172	4	20	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:51:25	46,844	3	4	436	858	436	0	145.333333	251.724717	858	0	214.5	429	27,623.60174	149.432158	7,807.333333	11,905.65356	23,193	18	23,387	11,693.5	16,288.2047	23,211	176	23,651	7,883.666667	13,399.07853	23,355	31	0	72	92	64.042353	85.389804	0	858	161.75	320.034708	102,422.2143	0	1	1	0	1	1	184.857143	145.333333	214.5	3	436	4	858	8,192	31	1	20	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:51:25	174	2	0	0	0	0	0	0	0	0	0	0	0	0	11,494.25287	174	0	174	174	174	174	0	174	174	0	0	0	0	0	0	40	0	11,494.25287	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	253	-1	0	20	0	0	0	0	0	0	0	0	Benign
49,755	6	02/03/2018 08:51:25	75,237	2	1	38	0	38	0	19	26.870058	0	0	0	0	505.070643	39.873998	37,618.5	53,176.55127	75,220	17	75,237	75,237	0	75,237	75,237	0	0	0	0	0	1	40	20	26.582665	13.291333	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	176	0	0	20	0	0	0	0	0	0	0	0	Benign
49,756	6	02/03/2018 08:51:25	87,494	2	1	38	0	38	0	19	26.870058	0	0	0	0	434.315496	34.288065	43,747	61,847.80172	87,480	14	87,494	87,494	0	87,494	87,494	0	0	0	0	0	1	40	20	22.85871	11.429355	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	176	0	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:25	309,739	8	9	1,023	6,086	697	0	127.875	242.271652	1,460	0	676.222222	623.482513	22,951.58182	54.884919	19,358.6875	33,256.99291	130,108	1	282,131	40,304.42857	46,645.97023	130,108	3,144	286,355	35,794.375	72,744.66428	211,457	1	0	172	192	25.828197	29.056722	0	1,460	394.944444	540.117468	291,726.8791	0	1	1	0	1	1	418.176471	127.875	676.222222	8	1,023	9	6,086	8,192	248	3	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:25	160	3	0	31	0	31	0	10.333333	17.897858	0	0	0	0	193,750	18,750	80	89.095454	143	17	160	80	89.095454	143	17	0	0	0	0	0	0	60	0	18,750	0	0	31	7.75	15.5	240.25	0	0	0	1	0	0	10.333333	10.333333	0	3	31	0	0	256	-1	1	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:25	709,517	7	8	1,693	4,712	565	0	241.857143	256.512137	1,336	0	589	631.740679	9,027.267846	21.141143	50,679.78571	109,580.0197	363,696	0	320,505	53,417.5	91,691.10136	238,733	214	684,262	97,751.71429	151,000.3822	363,696	0	0	152	172	9.865866	11.275276	0	1,336	400.3125	503.937525	253,953.0292	0	1	1	0	1	1	427	241.857143	589	7	1,693	8	4,712	8,192	5,840	4	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:26	275	3	0	53	0	53	0	17.666667	30.599564	0	0	0	0	192,727.2727	10,909.09091	137.5	168.998521	257	18	275	137.5	168.998521	257	18	0	0	0	0	0	0	60	0	10,909.09091	0	0	53	13.25	26.5	702.25	0	0	0	1	0	0	17.666667	17.666667	0	3	53	0	0	253	-1	1	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:22	5,158,022	6	8	321	3,727	195	0	53.5	85.705892	1,460	0	465.875	638.628539	784.796963	2.714219	396,770.9231	1,360,016.007	4,922,385	0	235,636	47,127.2	38,630.6801	94,304	170	5,097,548	728,221.1429	1,864,460.169	4,955,796	0	0	132	172	1.163237	1.550982	0	1,460	269.866667	503.751762	253,765.8381	0	1	1	0	1	1	289.142857	53.5	465.875	6	321	8	3,727	8,192	123	2	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:27	265,314	2	0	0	0	0	0	0	0	0	0	0	0	0	7.538238	265,314	0	265,314	265,314	265,314	265,314	0	265,314	265,314	0	0	0	0	0	0	40	0	7.538238	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	255	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:24	5,075,758	7	8	1,037	3,761	720	0	148.142857	263.67052	1,460	0	470.125	644.715538	945.277533	2.955224	362,554.1429	1,334,517.408	4,999,135	0	76,623	12,770.5	10,132.99949	29,467	184	5,063,478	723,354	1,885,485.395	4,999,149	0	0	152	172	1.379104	1.576119	0	1,460	299.875	503.964533	253,980.25	0	1	1	0	1	1	319.866667	148.142857	470.125	7	1,037	8	3,761	8,192	62	3	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:30	138	2	0	0	0	0	0	0	0	0	0	0	0	0	14,492.75362	138	0	138	138	138	138	0	138	138	0	0	0	0	0	0	40	0	14,492.75362	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	253	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:22	10,320,700	9	14	826	10,231	504	0	91.777778	170.334067	1,460	0	730.785714	683.9854	1,071.34206	2.228531	469,122.7273	2,129,280.839	10,000,000	0	10,300,000	1,289,242.5	3,520,531.839	10,000,000	195	10,300,000	789,252.6923	2,770,268.29	10,000,000	0	0	192	292	0.872034	1.356497	0	1,460	460.708333	617.583051	381,408.8243	0	1	1	0	1	1	480.73913	91.777778	730.785714	9	826	14	10,231	8,192	131	4	20	312,074	0	312,074	312,074	10,000,000	0	10,000,000	10,000,000	Benign
443	6	02/03/2018 08:51:32	126	2	0	0	0	0	0	0	0	0	0	0	0	0	15,873.01587	126	0	126	126	126	126	0	126	126	0	0	0	0	0	0	40	0	15,873.01587	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	256	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:35	315,851	9	6	520	2,878	202	0	57.777778	85.15101	1,430	0	479.666667	624.317441	10,758.23727	47.490747	22,560.78571	38,950.68201	94,221	1	315,851	39,481.375	50,075.70473	110,984	20	221,292	44,258.4	53,671.03383	110,030	1	0	192	132	28.494448	18.996299	0	1,430	212.375	423.929377	179,716.1167	0	1	1	0	1	0	226.533333	57.777778	479.666667	9	520	6	2,878	8,192	172	4	20	0	0	0	0	0	0	0	0	Benign
49,764	6	02/03/2018 08:51:35	92,870	2	1	38	0	38	0	19	26.870058	0	0	0	0	409.174114	32.30322	46,435	65,646.37935	92,854	16	92,870	92,870	0	92,870	92,870	0	0	0	0	0	1	40	20	21.53548	10.76774	0	38	19	21.93931	481.333333	1	0	0	1	0	0	25.333333	19	0	2	38	1	0	176	0	0	20	0	0	0	0	0	0	0	0	Benign
0	0	02/03/2018 08:49:31	97,997,142	61	0	0	0	0	0	0	0	0	0	0	0	0	0.622467	1,633,285.7	1,684,396.889	9,206,775	396,125	98,000,000	1,633,285.7	1,684,396.889	9,206,775	396,125	0	0	0	0	0	0	0	0	0.622467	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	61	0	0	0	-1	-1	0	0	76,500,000	0	76,500,000	76,500,000	8,460,883	1,054,850.582	9,206,775	7,714,991	Benign
80	6	02/03/2018 08:51:22	46,036,339	8	9	452	2,090	448	0	56.5	158.190663	1,460	0	232.222222	505.365654	55.217249	0.369273	2,877,271.188	4,495,053.345	10,000,000	2	40,100,000	5,733,902.714	5,351,344.023	10,000,000	140	46,000,000	5,752,417.875	4,959,560.565	10,000,000	2	0	172	240	0.173776	0.195498	0	1,460	141.222222	373.396266	139,424.7712	0	1	1	0	1	1	149.529412	56.5	232.222222	8	452	9	2,090	8,192	30	5	20	22,568	11,130.77323	39,264	16,936	10,000,000	4,375.414599	10,000,000	10,000,000	Benign
80	6	02/03/2018 08:52:08	105	2	0	0	0	0	0	0	0	0	0	0	0	0	19,047.61905	105	0	105	105	105	105	0	105	105	0	0	0	0	0	0	40	0	19,047.61905	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	256	-1	0	20	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:51:22	46,039,328	8	9	452	2,090	448	0	56.5	158.190663	1,460	0	232.222222	505.365654	55.213664	0.36925	2,877,458	4,494,932.512	10,000,000	1	40,100,000	5,733,610.857	5,350,694.981	10,000,000	116	46,000,000	5,752,816.375	4,958,930.916	10,000,000	1	0	172	240	0.173764	0.195485	0	1,460	141.222222	373.396266	139,424.7712	0	1	1	0	1	1	149.529412	56.5	232.222222	8	452	9	2,090	8,192	30	5	20	22,803.25	11,783.46246	40,478	16,836	10,000,000	6,046.978991	10,000,000	10,000,000	Benign
80	6	02/03/2018 08:52:08	44	2	0	0	0	0	0	0	0	0	0	0	0	0	45,454.54545	44	0	44	44	44	44	0	44	44	0	0	0	0	0	0	40	0	45,454.54545	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	256	-1	0	20	0	0	0	0	0	0	0	0	Benign
445	6	02/03/2018 08:52:10	271,077	3	1	0	0	0	0	0	0	0	0	0	0	0	14.755955	90,359	156,140.1316	270,654	52	271,077	135,538.5	191,155.7117	270,706	371	0	0	0	0	0	0	72	32	11.066966	3.688989	0	0	0	0	0	0	0	1	0	0	0	0	0	0	3	0	1	0	8,192	8,192	0	20	0	0	0	0	0	0	0	0	Benign
445	6	02/03/2018 08:52:37	149,367	3	1	0	0	0	0	0	0	0	0	0	0	0	26.779677	49,789	86,181.65797	149,303	0	149,367	74,683.5	105,618.4186	149,367	0	0	0	0	0	0	0	72	32	20.084758	6.694919	0	0	0	0	0	0	0	1	0	0	0	0	0	0	3	0	1	0	8,192	8,192	0	20	0	0	0	0	0	0	0	0	Benign
123	17	02/03/2018 08:50:30	64,032,556	2	2	96	96	48	48	48	0	48	48	48	0	2.998475	0.062468	21,300,000	36,900,000	64,000,000	18,600	64,000,000	64,000,000	0	64,000,000	64,000,000	64,000,000	64,000,000	0	64,000,000	64,000,000	0	16	16	0.031234	0.031234	48	48	48	0	0	0	0	0	0	0	1	60	48	48	2	96	2	96	-1	-1	1	8	18,600	0	18,600	18,600	64,000,000	0	64,000,000	64,000,000	Benign
445	6	02/03/2018 08:53:12	133,419	3	1	0	0	0	0	0	0	0	0	0	0	0	29.980737	44,473	76,955.02025	133,333	22	133,419	66,709.5	94,310.36694	133,397	22	0	0	0	0	0	0	72	32	22.485553	7.495184	0	0	0	0	0	0	0	1	0	0	0	0	0	0	3	0	1	0	8,192	8,192	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:52:13	60,103,748	8	6	1,088	3,852	785	0	136	272.817574	1,460	0	642	683.68677	82.191214	0.232931	4,623,365.231	16,600,000	60,000,000	1	60,100,000	8,586,249.714	22,600,000	60,000,000	1,618	79,883	15,976.6	14,692.68826	29,037	1	0	172	132	0.133103	0.099827	0	1,460	329.333333	524.553506	275,156.381	0	1	1	0	1	0	352.857143	136	642	8	1,088	6	3,852	8,192	1,023	3	20	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:51:23	115,627,713	18	15	883	1,576	436	0	49.055556	140.772437	788	0	105.066667	277.270231	21.266528	0.285399	3,613,366.031	4,777,288.483	10,000,000	16	116,000,000	6,801,630.176	4,618,291.792	10,000,000	172	111,000,000	7,898,623	4,208,147.5	10,000,000	385	0	372	444	0.155672	0.129727	0	788	72.323529	209.201037	43,765.07398	0	1	1	0	1	0	74.515152	49.055556	105.066667	18	883	15	1,576	8,192	290	13	20	53,556	139,595.4301	474,452	11,381	9,999,229.909	15,383.72391	10,000,000	9,952,847	Benign
443	6	02/03/2018 08:51:22	116,106,019	21	18	879	4,491	514	0	41.857143	118.966502	1,460	0	249.5	498.6738	46.250832	0.3359	3,055,421.553	4,576,325.474	10,000,000	0	116,000,000	5,805,300.95	4,909,706.476	10,000,000	14	111,000,000	6,508,980.294	4,894,609.729	10,000,000	0	0	432	504	0.180869	0.155031	0	1,460	134.25	356.151779	126,844.0897	0	1	1	0	1	0	137.692308	41.857143	249.5	21	879	18	4,491	8,192	290	15	20	55,926.08333	154,458.9673	546,399	11,235	9,619,574.333	1,315,635.2	10,000,000	5,442,132	Benign
49,730	6	02/03/2018 08:53:18	2	3	0	31	0	31	0	10.333333	17.897858	0	0	0	0	15,500,000	1,500,000	1	1.414214	2	0	2	1	1.414214	2	0	0	0	0	0	0	0	60	0	1,500,000	0	0	31	7.75	15.5	240.25	0	0	0	1	0	0	10.333333	10.333333	0	3	31	0	0	290	-1	1	20	0	0	0	0	0	0	0	0	Benign
80	6	02/03/2018 08:51:23	115,897,444	18	15	879	1,412	434	0	48.833333	140.125679	706	0	94.133333	248.417237	19.767476	0.284734	3,621,795.125	4,769,207.168	10,000,000	15	116,000,000	6,817,496.706	4,590,074.271	10,000,000	145	111,000,000	7,921,235.571	4,163,631.348	10,000,000	11,354	0	372	444	0.15531	0.129425	0	706	67.382353	192.213741	36,946.1221	0	1	1	0	1	0	69.424242	48.833333	94.133333	18	879	15	1,412	8,192	176	13	20	83,570	239,866.2663	806,794	11,207	9,998,008.545	20,157.32654	10,000,000	9,937,232	Benign
80	6	02/03/2018 08:51:23	116,310,665	18	15	875	1,412	432	0	48.611111	139.478921	706	0	94.133333	248.417237	19.662857	0.283723	3,634,708.281	4,764,248.467	10,000,000	17	116,000,000	6,841,803.824	4,562,522.879	10,000,000	3,329	111,000,000	7,945,181.429	4,120,451.56	10,000,000	12,704	0	372	444	0.154758	0.128965	0	706	67.264706	191.983003	36,857.47326	0	1	1	0	1	0	69.30303	48.611111	94.133333	18	875	15	1,412	8,192	176	13	20	112,934.1818	336,075.8526	1,126,241	11,549	9,999,103.455	15,343.22889	10,000,000	9,952,842	Benign
80	6	02/03/2018 08:51:23	117,310,257	20	16	1,307	2,118	432	0	65.35	158.025739	706	0	132.375	284.597699	29.196083	0.306879	3,351,721.629	4,659,741.111	10,000,000	11	117,000,000	6,174,224.053	4,770,202.842	10,000,000	3,299	112,000,000	7,449,871.533	4,409,196.316	10,000,000	12,552	0	412	464	0.170488	0.13639	0	706	92.567568	219.731344	48,281.86336	0	1	1	0	1	0	95.138889	65.35	132.375	20	1,307	16	2,118	8,192	180	14	20	161,130.7273	496,156.8846	1,657,100	11,451	9,997,750.545	20,067.93084	10,000,000	9,937,244	Benign
80	6	02/03/2018 08:51:23	117,310,468	18	15	875	1,412	432	0	48.611111	139.478921	706	0	94.133333	248.417237	19.495276	0.281305	3,665,952.125	4,766,126.546	10,000,000	8	117,000,000	6,900,615.765	4,521,981.057	10,000,000	3,379	112,000,000	7,969,717.071	4,078,501.494	10,000,000	12,660	0	372	444	0.153439	0.127866	0	706	67.264706	191.983003	36,857.47326	0	1	1	0	1	0	69.30303	48.611111	94.133333	18	875	15	1,412	8,192	176	13	20	144,069.2727	439,688.1774	1,469,779	11,456	9,999,201.455	15,371.10925	10,000,000	9,952,856	Benign
80	6	02/03/2018 08:51:25	115,851,802	16	14	449	788	438	0	28.0625	109.317561	788	0	56.285714	210.601859	10.677434	0.258952	3,994,889.724	4,888,358.698	10,000,000	13	116,000,000	7,723,453.467	4,136,324.28	10,000,000	183	110,000,000	8,475,371.615	3,758,797.665	10,000,000	613	0	332	424	0.138107	0.120844	0	788	39.903226	159.524158	25,447.95699	0	1	1	0	1	0	41.233333	28.0625	56.285714	16	449	14	788	8,192	288	12	20	17,005.45455	18,761.04032	73,572	11,299	9,999,337.636	15,414.94103	10,000,000	9,952,860	Benign
49,759	6	02/03/2018 08:53:20	36,725	2	0	0	0	0	0	0	0	0	0	0	0	0	54.458816	36,725	0	36,725	36,725	36,725	36,725	0	36,725	36,725	0	0	0	0	0	0	40	0	54.458816	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	288	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:24	108,980,748	27	34	1,513	4,713	205	0	56.037037	71.17826	1,430	0	138.617647	308.732798	57.129356	0.559732	1,816,345.8	8,472,384.355	57,900,000	1	109,000,000	4,191,567.231	12,700,000	58,000,000	105	109,000,000	3,297,759.636	11,300,000	58,000,000	1	0	552	692	0.24775	0.311982	0	1,430	100.419355	235.741909	55,574.24749	0	1	1	0	1	1	102.065574	56.037037	138.617647	27	1,513	34	4,713	8,192	246	14	20	324,781	164,909.4277	571,263	232,501	26,900,000	22,700,000	57,900,000	9,730,061	Benign
0	0	02/03/2018 08:51:41	108,407,124	62	0	0	0	0	0	0	0	0	0	0	0	0	0.571918	1,777,165.967	3,046,828.969	23,700,000	34,295	108,000,000	1,777,165.967	3,046,828.969	23,700,000	34,295	0	0	0	0	0	0	0	0	0.571918	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	62	0	0	0	-1	-1	0	0	79,900,000	0	79,900,000	79,900,000	23,700,000	0	23,700,000	23,700,000	Benign
445	6	02/03/2018 08:54:06	139,264	3	1	0	0	0	0	0	0	0	0	0	0	0	28.722426	46,421.33333	80,309.71125	139,155	50	139,264	69,632	98,403.8081	139,214	50	0	0	0	0	0	0	72	32	21.54182	7.180607	0	0	0	0	0	0	0	1	0	0	0	0	0	0	3	0	1	0	8,192	8,192	0	20	0	0	0	0	0	0	0	0	Benign
138	17	02/03/2018 08:48:13	119,448,840	2	0	402	0	201	201	201	0	0	0	0	0	3.365458	0.016744	119,000,000	0	119,000,000	119,000,000	119,000,000	119,000,000	0	119,000,000	119,000,000	0	0	0	0	0	0	16	0	0.016744	0	201	201	201	0	0	0	0	0	0	0	0	301.5	201	0	2	402	0	0	-1	-1	1	8	0	0	0	0	119,000,000	0	119,000,000	119,000,000	Benign
443	6	02/03/2018 08:51:22	117,068,282	12	12	593	4,958	193	0	49.416667	69.804218	1,460	0	413.166667	635.73148	47.416772	0.205009	5,089,925.304	16,800,000	58,700,000	0	117,000,000	10,600,000	23,600,000	58,800,000	169	117,000,000	10,600,000	23,600,000	58,700,000	0	0	252	252	0.102504	0.102504	0	1,460	222.04	471.899484	222,689.1233	0	1	1	0	1	1	231.291667	49.416667	413.166667	12	593	12	4,958	8,192	31	6	20	132,374	76,989.78634	186,814	77,934	58,400,000	471,020.0904	58,700,000	58,000,000	Benign
443	6	02/03/2018 08:51:22	117,052,185	12	14	625	6,326	192	0	52.083333	72.10656	1,460	0	451.857143	664.818872	59.38377	0.222123	4,682,087.4	16,200,000	58,700,000	0	117,000,000	10,600,000	23,600,000	58,800,000	1,187	117,000,000	8,999,235.692	21,900,000	58,700,000	0	0	252	292	0.102518	0.119605	0	1,460	257.444444	515.322553	265,557.3333	0	1	1	0	1	1	267.346154	52.083333	451.857143	12	625	14	6,326	8,192	31	6	20	122,086.5	84,659.77359	181,950	62,223	58,400,000	463,082.1097	58,700,000	58,000,000	Benign
443	6	02/03/2018 08:54:12	186	3	0	77	0	46	0	25.666667	23.459184	0	0	0	0	413,978.4946	16,129.03226	93	110.308658	171	15	186	93	110.308658	171	15	0	0	0	0	0	1	60	0	16,129.03226	0	0	46	30.75	21.685248	470.25	1	0	0	1	0	0	41	25.666667	0	3	77	0	0	254	-1	1	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:54:12	464	3	0	77	0	46	0	25.666667	23.459184	0	0	0	0	165,948.2759	6,465.517241	232	306.884343	449	15	464	232	306.884343	449	15	0	0	0	0	0	1	60	0	6,465.517241	0	0	46	30.75	21.685248	470.25	1	0	0	1	0	0	41	25.666667	0	3	77	0	0	254	-1	1	20	0	0	0	0	0	0	0	0	Benign
49,727	6	02/03/2018 08:54:12	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	40	0	2,000,000	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	31	-1	0	20	0	0	0	0	0	0	0	0	Benign
49,726	6	02/03/2018 08:54:12	12	2	0	0	0	0	0	0	0	0	0	0	0	0	166,666.6667	12	0	12	12	12	12	0	12	12	0	0	0	0	0	0	40	0	166,666.6667	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	31	-1	0	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:51:23	116,677,268	20	26	1,031	17,145	405	0	51.55	102.855788	1,410	0	659.423077	636.140121	155.78013	0.39425	2,592,828.178	12,100,000	58,200,000	0	117,000,000	6,140,908.842	18,300,000	58,200,000	26	117,000,000	4,666,117.44	16,100,000	58,200,000	0	0	448	532	0.171413	0.222837	0	1,410	386.723404	564.295163	318,429.0305	0	1	1	0	1	1	395.130435	51.55	659.423077	20	1,031	26	17,145	8,192	123	7	20	182,158	118,001.9796	265,598	98,718	58,100,000	138,713.8444	58,200,000	58,000,000	Benign
443	6	02/03/2018 08:51:23	116,818,504	13	12	639	3,903	206	0	49.153846	72.97699	1,460	0	325.25	551.64434	38.880827	0.214007	4,867,437.667	16,400,000	58,500,000	1	117,000,000	9,734,875.333	22,700,000	58,500,000	181	117,000,000	10,600,000	23,600,000	58,500,000	1	0	272	252	0.111284	0.102723	0	1,460	174.692308	395.916231	156,749.6615	0	1	1	0	1	0	181.68	49.153846	325.25	13	639	12	3,903	8,192	123	6	20	98,305	28,895.21151	118,737	77,873	58,300,000	342,536.6669	58,500,000	58,000,000	Benign
443	6	02/03/2018 08:51:23	117,608,743	15	17	1,234	3,843	587	0	82.266667	153.814112	1,430	0	226.058824	463.054461	43.168559	0.272089	3,793,830.419	14,600,000	58,700,000	1	118,000,000	8,400,624.5	21,200,000	58,800,000	64	117,000,000	7,340,804.5	19,900,000	58,800,000	1	0	312	352	0.127542	0.144547	0	1,430	153.848485	351.385928	123,472.0701	0	1	1	0	1	1	158.65625	82.266667	226.058824	15	1,234	17	3,843	8,192	181	8	20	405,245.5	352,496.266	654,498	155,993	58,300,000	522,481.2006	58,700,000	58,000,000	Benign
443	6	02/03/2018 08:54:13	186	3	0	77	0	46	0	25.666667	23.459184	0	0	0	0	413,978.4946	16,129.03226	93	103.23759	166	20	186	93	103.23759	166	20	0	0	0	0	0	1	60	0	16,129.03226	0	0	46	30.75	21.685248	470.25	1	0	0	1	0	0	41	25.666667	0	3	77	0	0	254	-1	1	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:54:13	676	3	0	77	0	46	0	25.666667	23.459184	0	0	0	0	113,905.3254	4,437.869822	338	455.376767	660	16	676	338	455.376767	660	16	0	0	0	0	0	1	60	0	4,437.869822	0	0	46	30.75	21.685248	470.25	1	0	0	1	0	0	41	25.666667	0	3	77	0	0	257	-1	1	20	0	0	0	0	0	0	0	0	Benign
443	6	02/03/2018 08:54:13	713	3	0	77	0	46	0	25.666667	23.459184	0	0	0	0	107,994.3899	4,207.573633	356.5	485.782359	700	13	713	356.5	485.782359	700	13	0	0	0	0	0	1	60	0	4,207.573633	0	0	46	30.75	21.685248	470.25	1	0	0	1	0	0	41	25.666667	0	3	77	0	0	252	-1	1	20	0	0	0	0	0	0	0	0	Benign
49,732	6	02/03/2018 08:54:13	109	2	0	0	0	0	0	0	0	0	0	0	0	0	18,348.62385	109	0	109	109	109	109	0	109	109	0	0	0	0	0	0	40	0	18,348.62385	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	123	-1	0	20	0	0	0	0	0	0	0	0	Benign
49,735	6	02/03/2018 08:54:13	45	3	1	77	0	46	0	25.666667	23.459184	0	0	0	0	1,711,111.111	88,888.88889	15	3.605551	19	12	45	22.5	4.949747	26	19	0	0	0	0	0	1	60	20	66,666.66667	22,222.22222	0	46	24.6	23.276598	541.8	1	0	0	1	0	0	30.75	25.666667	0	3	77	1	0	123	0	1	20	0	0	0	0	0	0	0	0	Benign

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LICENSE

You may redistribute, republish, and mirror the CSE-CIC-IDS2018 dataset in any form. However, any use or redistribution of the data must include a citation to the CSE-CIC-IDS2018 dataset and a link to this page in AWS.

Research paper outlining the details of analyzing the similar IDS/IPS dataset and related 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

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