[Retracted] Classification and Prediction of Software Incidents Using Machine Learning Techniques

Table 1

Clustered and visualized data.

Number	Instance_	Source	Event ID	Task Category	Clusters
1	0	ReasonBy	10	None	Cluster1
2	1	App-configuration	7000	None	Cluster0
3	2	App-configuration	7009	None	Cluster0
4	3	Rtop service	1002	Address	Cluster2
5	4	Rtop service	219	−212	Cluster2
6	5	Rtop service	4001	None	Cluster1
7	6	ReasonBy	10	None	Cluster1
8	7	Network	4	None	Cluster1
9	8	Ending	37	−7	Cluster2
10	9	Ending	37	−7	Cluster2
11	10	Rtop service	37	−7	Cluster2
12	11	Rtop service	37	−7	Cluster2
13	12	App-configuration	7000	None	Cluster0
14	13	App-configuration	7009	None	Cluster0
15	14	Ending	219	−212	Cluster2
16	15	Rtop service	4001	None	Cluster1
17	16	Ending	4621	Event Sys1	Cluster0
18	17	App-configuration	7000	None	Cluster0
19	18	App-configuration	None	Cluster0
20	19	Rtop service	1002	Address	Cluster2
21	20	Rtop service	219	−212	Cluster2
22	21	Ending	4001	None	Cluster1
23	22	Rtop service	4001	None	Cluster1
24	23	ReasonBy	10	None	Cluster1
25	24	App-configuration		None	Cluster0
26	25	Rtop service	1002	Address	Cluster2
27	26	Ending	219	−212	Cluster2
28	27	ReasonBy	10	None	Cluster1
29	26	App-configuration	7000	None	Cluster0
30	31	App-configuration	7009	None	Cluster0
31	30	Rtop service	1002	Address	Cluster2
32	31	Software	219	−212	Cluster2
33	32	Rtop service	4001	None	Cluster1
34	33	Rtop service	4621	Event Sys1	Cluster2
35	34	Rtop service	4001	None	Cluster1
36	35	Network	4	None	Cluster1
37	36	Rtop service	1002	Address	Cluster2
38	37	App-configuration	7000	None	Cluster0
39	38	App-configuration	7009	None	Cluster0
40	39	Rtop service	4001	None	Cluster1
41	40	ReasonBy	10	None	Cluster1
42	41	Network	4	None	Cluster1
43	42	Software	219	None	Cluster1
44	43	Software	219	None	Cluster2
45	44	App-configuration	7000	None	Cluster0
46	45	Rtop service	4001	None	Cluster1
47	46	Ending	4621	Event Sys1	Cluster0
48	47	Software	219	-212	Cluster2
16	15	Rtop service	4001	None	Cluster1
50	49	Need upd	1002	Address	Cluster2
51	50	Ending	4621	Event Sys1	Cluster0
52	51	App-configuration	7000	None	Cluster0
53	52	Microsoft	1002	Address	Cluster2
54	53	Initialization	219	−212	Cluster2
55	54	App-configuration	7000	None	Cluster0
56	55	App-configuration	7009	None	Cluster0
57	56	Rtop service	4001	None	Cluster1
58	57	ReasonBy	10	None	Cluster1
59	58	Network	4	None	Cluster1
60	59	Software	219	−212	Cluster2
61	60	Rtop service	4001	None	Cluster1
62	61	ReasonBy	10	None	Cluster1
63	62	Application	1000	−100	Cluster2
64	63	Application	1000	−100	Cluster2
65	64	Rtop service	4001	None	Cluster1
66	65	Need upd	4	None	Cluster2
67	66	Software	1101	Event Sys1	Cluster2
68	67	ReasonBy	10	None	Cluster1
69	68	Application	1000	−100	Cluster2
70	69	Application	1000	−100	Cluster2
71	70	Ending	1014	None	Cluster2
72	71	Software	1014	None	Cluster0
73	72	Software	1002	Address	Cluster2
74	73	ReasonBy	10	None	Cluster1
75	74	Ending	1014	None	Cluster2
76	75	Microsoft	1014	None	Cluster1
77	76	Microsoft	1014	None	Cluster1
78	77	Need upd	4	None	Cluster1
79	78	Network	4	None	Cluster1
80	79	Software	4621	Event Sys1	Cluster0
81	80	Rtop service	4001	None	Cluster1
82	81	Microsoft	52	None	Cluster1
83	82	Software	4	None	Cluster0
84	83	Software	5	None	Cluster0
85	84	Duplicate	4001	None	Cluster1
86	85	Software	219	−212	Cluster2
87	86	Rtop service	4001	None	Cluster1
88	87	Rtop service	4621	Event Sys1	Cluster2
89	88	Rtop service	4001	None	Cluster1
90	89	Network	4	None	Cluster1
91	90	Rtop service	1002	Address	Cluster2
92	91	App-configuration	7000	None	Cluster0
93	92	Network	4	None	Cluster1
94	93	Rtop service	4001	None	Cluster1
95	94	Microsoft	4001	None	Cluster0
96	95	ReasonBy	10	None	Cluster1
97	96	Ending	1014	None	Cluster2
98	97	Microsoft	1014	None	Cluster1
99	98	Network	4	None	Cluster1
100	99	Need upd	4	None	Cluster1
101	100	Rtop service	37	−7	Cluster0
102	101	Ending	219	−212	Cluster2
103	102	Network	4	None	Cluster1
104	103	Software	4621	Event Sys1	Cluster0