Use iris flower dataset from sklearn library and try to form clusters of flowers using petal width and length features. Drop other two features for simplicity. 2. Figure out if any preprocessing such as scaling would help here 3. Draw elbow plot and from that figure out optimal value of k
Use iris flower dataset from sklearn library and try to form clusters of flowers using petal width and length features. Drop other two features for simplicity. 2. Figure out if any preprocessing such as scaling would help here 3. Draw elbow plot and from that figure out optimal value of k
Computer Networking: A Top-Down Approach (7th Edition)
7th Edition
ISBN:9780133594140
Author:James Kurose, Keith Ross
Publisher:James Kurose, Keith Ross
Chapter1: Computer Networks And The Internet
Section: Chapter Questions
Problem R1RQ: What is the difference between a host and an end system? List several different types of end...
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Question:
1. Use iris flower dataset from sklearn library and try to form clusters of flowers using petal width and length features. Drop other two features for simplicity.
2. Figure out if any preprocessing such as scaling would help here
3. Draw elbow plot and from that figure out optimal value of k
![Id
SepalLengiSepalWidthPetallengtl PetalWidth species
1.4
1
5.1
3.5
0.2 Iris-setosa
1.4
1.3
1.5
4.9
3
0.2 Iris-setosa
3
4.7
3.2
0.2 Iris-setosa
4
4.6
3.1
0.2 Iris-setosa
5
3.6
3.9
1.4
0.2 Iris-setosa
5.4
1.7
0.4 Iris-setosa
7
4.6
3.4
1.4
0.3 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.1 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.1 Iris-setosa
0.1 Iris-setosa
0.2 Iris-setosa
3.4
1.5
9
4.4
2.9
1.4
10
4.9
3.1
1.5
11
5.4
3.7
1.5
1.6
12
13
14
15
16
4.8
3.4
4.8
3
1.4
4.3
3
1.1
5.8
4
1.2
1.5
1.3
1.4
5.7
4.4
0.4 Iris-setosa
17
5.4
3.9
3.5
3.8
3.8
0.4 Iris-setosa
18
19
20
5.1
0.3 Iris-setosa
5.7
1.7
0.3 Iris-setosa
5.1
1.5
0.3 Iris-setosa
0.2 Iris-setosa
0.4 Iris-setosa
21
5.4
3.4
1.7
1.5
22
5.1
3.7
23
4.6
3.6
3.3
1
0.2 Iris-setosa
24
5.1
1.7
0.5 Iris-setosa
25
4.8
3.4
1.9
0.2 Iris-setosa
26
3
1.6
1.6
1.5
0.2 Iris-setosa
27
28
29
30
31
32
33
3.4
3.5
3.4
3.2
3.1
3.4
4.1
0.4 Iris-setosa
5.2
5.2
4.7
4.8
0.2 Iris-setosa
1.4
0.2 Iris-setosa
1.6
1.6
1.5
1.5
0.2 Iris-setosa
0.2 Iris-setosa
5.4
0.4 Iris-setosa
5.2
5.5
4.9
0.1 Iris-setosa
34
4.2
3.1
3.2
3.5
3.1
3
3.4
3.5
2.3
3.2
3.5
3.8
1.4
0.2 Iris-setosa
35
36
37
38
39
40
41
1.5
1.2
1.3
1.5
1.3
1.5
1.3
1.3
1.3
1.6
1.9
1.4
1.6
0.1 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.1 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.3 Iris-setosa
0.3 Iris-setosa
0.2 Iris-setosa
0.6 Iris-setosa
0.4 Iris-setosa
0.3 Iris-setosa
0.2 Iris-setosa
5.5
4.9
4.4
5.1
42
43
4.5
4.4
44
45
46
47
5.1
4.8
5.1
3.8
3 45 3250o m o
919 65
8552N270
O54 +555 4
544 6.](/v2/_next/image?url=https%3A%2F%2Fcontent.bartleby.com%2Fqna-images%2Fquestion%2F9231f7ed-2665-4e9c-abbb-824baada51ca%2F22411432-b77e-49b4-bef9-54ba85e84eec%2Fp924s0d_processed.png&w=3840&q=75)
Transcribed Image Text:Id
SepalLengiSepalWidthPetallengtl PetalWidth species
1.4
1
5.1
3.5
0.2 Iris-setosa
1.4
1.3
1.5
4.9
3
0.2 Iris-setosa
3
4.7
3.2
0.2 Iris-setosa
4
4.6
3.1
0.2 Iris-setosa
5
3.6
3.9
1.4
0.2 Iris-setosa
5.4
1.7
0.4 Iris-setosa
7
4.6
3.4
1.4
0.3 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.1 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.1 Iris-setosa
0.1 Iris-setosa
0.2 Iris-setosa
3.4
1.5
9
4.4
2.9
1.4
10
4.9
3.1
1.5
11
5.4
3.7
1.5
1.6
12
13
14
15
16
4.8
3.4
4.8
3
1.4
4.3
3
1.1
5.8
4
1.2
1.5
1.3
1.4
5.7
4.4
0.4 Iris-setosa
17
5.4
3.9
3.5
3.8
3.8
0.4 Iris-setosa
18
19
20
5.1
0.3 Iris-setosa
5.7
1.7
0.3 Iris-setosa
5.1
1.5
0.3 Iris-setosa
0.2 Iris-setosa
0.4 Iris-setosa
21
5.4
3.4
1.7
1.5
22
5.1
3.7
23
4.6
3.6
3.3
1
0.2 Iris-setosa
24
5.1
1.7
0.5 Iris-setosa
25
4.8
3.4
1.9
0.2 Iris-setosa
26
3
1.6
1.6
1.5
0.2 Iris-setosa
27
28
29
30
31
32
33
3.4
3.5
3.4
3.2
3.1
3.4
4.1
0.4 Iris-setosa
5.2
5.2
4.7
4.8
0.2 Iris-setosa
1.4
0.2 Iris-setosa
1.6
1.6
1.5
1.5
0.2 Iris-setosa
0.2 Iris-setosa
5.4
0.4 Iris-setosa
5.2
5.5
4.9
0.1 Iris-setosa
34
4.2
3.1
3.2
3.5
3.1
3
3.4
3.5
2.3
3.2
3.5
3.8
1.4
0.2 Iris-setosa
35
36
37
38
39
40
41
1.5
1.2
1.3
1.5
1.3
1.5
1.3
1.3
1.3
1.6
1.9
1.4
1.6
0.1 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.1 Iris-setosa
0.2 Iris-setosa
0.2 Iris-setosa
0.3 Iris-setosa
0.3 Iris-setosa
0.2 Iris-setosa
0.6 Iris-setosa
0.4 Iris-setosa
0.3 Iris-setosa
0.2 Iris-setosa
5.5
4.9
4.4
5.1
42
43
4.5
4.4
44
45
46
47
5.1
4.8
5.1
3.8
3 45 3250o m o
919 65
8552N270
O54 +555 4
544 6.
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