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CSAI2026 labs: Lab-2..Lab-6 (Practical + Solution, data), Module-2..Module-6 notebooks and datasets

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2026-10-12 19:16:14 +07:00
commit 2fefa615cc
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Module-4/datasets-1/sms_spam_svm.csv
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type,suspect,neutral
ham,1,3
ham,49,30
spam,47,32
ham,46,31
ham,0,36
spam,4,39
ham,46,34
ham,0,34
spam,44,29
spam,49,31
ham,4,37
spam,48,34
spam,48,30
ham,43,30
ham,8,40
spam,7,44
ham,4,39
ham,1,3
ham,7,38
spam,1,38
ham,4,34
ham,1,37
ham,46,36
ham,1,33
ham,48,34
ham,0,30
ham,0,34
ham,2,3
ham,2,34
ham,47,32
ham,48,31
ham,4,34
ham,2,41
ham,0,42
spam,49,31
ham,0,32
ham,0,3
ham,49,36
ham,44,30
ham,1,34
ham,0,3
ham,4,23
spam,44,32
ham,0,3
ham,1,38
ham,48,30
ham,1,38
ham,46,32
ham,3,37
ham,0,33
ham,70,32
ham,64,32
ham,69,31
ham,0,23
spam,6,28
ham,7,28
spam,63,33
ham,49,24
ham,66,29
ham,2,27
ham,0,20
ham,9,30
ham,60,22
ham,61,29
ham,6,29
spam,67,31
ham,6,30
spam,8,27
spam,62,22
ham,6,2
ham,9,32
ham,61,28
ham,63,2
ham,61,28
ham,64,29
ham,66,30
ham,68,28
ham,67,30
ham,60,29
ham,7,26
ham,0,24
ham,0,24
ham,8,27
ham,60,27
ham,4,30
ham,60,34
ham,67,31
ham,63,23
ham,6,30
ham,0,2
ham,0,26
ham,61,30
ham,8,26
spam,0,23
ham,6,27
spam,7,30
ham,7,29
ham,62,29
ham,1,2
ham,7,28
ham,63,33
ham,8,27
ham,71,30
ham,63,29
ham,6,30
ham,76,30
ham,49,2
ham,73,29
ham,67,2
ham,72,36
ham,6,32
ham,64,27
ham,68,30
ham,7,2
spam,8,28
ham,64,32
ham,6,30
spam,77,38
ham,77,26
ham,60,22
spam,69,32
spam,6,28
ham,77,28
spam,63,27
ham,67,33
ham,72,32
ham,62,28
ham,61,30
ham,64,28
ham,72,30
ham,74,28
ham,79,38
ham,64,28
ham,63,28
spam,61,26
spam,77,30
ham,63,34
ham,64,31
ham,60,30
spam,69,31
ham,67,31
ham,69,31
ham,8,27
ham,68,32
ham,67,33
ham,67,30
ham,63,2
spam,6,30
ham,62,34
ham,9,30
1 type suspect neutral
2 ham 1 3
3 ham 49 30
4 spam 47 32
5 ham 46 31
6 ham 0 36
7 spam 4 39
8 ham 46 34
9 ham 0 34
10 spam 44 29
11 spam 49 31
12 ham 4 37
13 spam 48 34
14 spam 48 30
15 ham 43 30
16 ham 8 40
17 spam 7 44
18 ham 4 39
19 ham 1 3
20 ham 7 38
21 spam 1 38
22 ham 4 34
23 ham 1 37
24 ham 46 36
25 ham 1 33
26 ham 48 34
27 ham 0 30
28 ham 0 34
29 ham 2 3
30 ham 2 34
31 ham 47 32
32 ham 48 31
33 ham 4 34
34 ham 2 41
35 ham 0 42
36 spam 49 31
37 ham 0 32
38 ham 0 3
39 ham 49 36
40 ham 44 30
41 ham 1 34
42 ham 0 3
43 ham 4 23
44 spam 44 32
45 ham 0 3
46 ham 1 38
47 ham 48 30
48 ham 1 38
49 ham 46 32
50 ham 3 37
51 ham 0 33
52 ham 70 32
53 ham 64 32
54 ham 69 31
55 ham 0 23
56 spam 6 28
57 ham 7 28
58 spam 63 33
59 ham 49 24
60 ham 66 29
61 ham 2 27
62 ham 0 20
63 ham 9 30
64 ham 60 22
65 ham 61 29
66 ham 6 29
67 spam 67 31
68 ham 6 30
69 spam 8 27
70 spam 62 22
71 ham 6 2
72 ham 9 32
73 ham 61 28
74 ham 63 2
75 ham 61 28
76 ham 64 29
77 ham 66 30
78 ham 68 28
79 ham 67 30
80 ham 60 29
81 ham 7 26
82 ham 0 24
83 ham 0 24
84 ham 8 27
85 ham 60 27
86 ham 4 30
87 ham 60 34
88 ham 67 31
89 ham 63 23
90 ham 6 30
91 ham 0 2
92 ham 0 26
93 ham 61 30
94 ham 8 26
95 spam 0 23
96 ham 6 27
97 spam 7 30
98 ham 7 29
99 ham 62 29
100 ham 1 2
101 ham 7 28
102 ham 63 33
103 ham 8 27
104 ham 71 30
105 ham 63 29
106 ham 6 30
107 ham 76 30
108 ham 49 2
109 ham 73 29
110 ham 67 2
111 ham 72 36
112 ham 6 32
113 ham 64 27
114 ham 68 30
115 ham 7 2
116 spam 8 28
117 ham 64 32
118 ham 6 30
119 spam 77 38
120 ham 77 26
121 ham 60 22
122 spam 69 32
123 spam 6 28
124 ham 77 28
125 spam 63 27
126 ham 67 33
127 ham 72 32
128 ham 62 28
129 ham 61 30
130 ham 64 28
131 ham 72 30
132 ham 74 28
133 ham 79 38
134 ham 64 28
135 ham 63 28
136 spam 61 26
137 spam 77 30
138 ham 63 34
139 ham 64 31
140 ham 60 30
141 spam 69 31
142 ham 67 31
143 ham 69 31
144 ham 8 27
145 ham 68 32
146 ham 67 33
147 ham 67 30
148 ham 63 2
149 spam 6 30
150 ham 62 34
151 ham 9 30