[R] How to define proper breaks in RFM analysis

Hemant Sain hemantsain55 at gmail.com
Thu Oct 12 10:17:52 CEST 2017


Hello,
I'm working on RFM analysis and i wanted to define my own breaks but my
frequency distribution is not normally distributed so when I'm using
quartile its not giving the optimal results.
so I'm looking for a better approach where i can define breaks dynamically
because after visualization i can do it easily but i want to apply this
model so that it can automatically define the breaks according to data set.
I'm attaching sample data for reference.

Thanks

                           *Freq*
5
15
1
8
2
2
2
1
1
2
2
1
1
1
1
4
10
22
24
1
1
2
2
7
1
1
4
6
1
1
2
2
17
2
7
1
5
2
7
7
1
4
13
4
1
9
1
1
1
3
2
1
1
2
4
5
8
4
14
18
4
1
1
1
7
1
1
1
1
10
6
4
6
1
3
13
2
4
8
11
2
4
6
1
1
3
1
2
3
2
2
5
2
1
1
1
3
2
3
1
2
9
34
8
1
1
1
1
2
1
5
4
9
1
1
4
2
2
1
1
2
25
5
2
1
1
1
6
1
36
3
4
5
3
3
13
2
1
4
1
1
9
7
1
1
15
1
1
2
5
7
3
3
1
8
7
5
1
1
5
14
3
2
2
1
5
3
4
3
1
2
9
2
15
2
1
3
56
3
2
4
2
26
3
1
4
1
1
12
1
18
7
6
7
2
3
2
1
4
15
10
7
5
3
6
4
9
1
2
2
2
3
1
1
8
3
1
2
3
1
10
3
1
3
5
1
8
3
2
3
7
1
5
2
1
1
6
2
1
9
1
20
2
1
4
21
5
4
4
1
1
1
11
7
4
6
1
3
3
12
4
7
4
3
3
1
2
10
5
11
3
2
1
3
30
1
4
5
1
7
3
1
3
9
2
2
14
10
1
1
1
1
5
1
1
18
32
1
4
5
4
3
2
9
2
6
3
2
2
2
2
2
2
4
4
3
1
1
2
4
6
1
1
1
2
2
1
1
3
1
1
3
1
2
3
2
9
4
1
2
4
3
3
3
1
2
1
3
4
3
1
3
1
5
14
7
1
1
1
1
4
3
4
5
8
1
10
3
2
7
5
4
5
7
4
4
10
3
7
12
1
1
3
1
6
1
5
9
2
1
3
4
3
2
2
5
1
4
6
5
3
1
1
6
3
1
1
2
1
5
5
2
1
2
5
1
2
1
6
5
5
3
2
4
8
1
2
5
1
1
1
4
1
4
1
2
6
3
4
4
2
2
2
2
1
1
2
5
2
2
1
5
2
2
1
2
4
1
3
3
1
3
4
2
2
3
1
4
1
1
6
6
2
4
5
2
1
8
1
2
1
1
3
4
3
3
2
2
1
4
1
5
1
4
1
1
2
1
1
1
8
1
1
1
1
1
3
3
5
2
3
1
1
5
2
3
6
3
3
14
2
1
1
2
1
2
4
2
1
6
1
7
2
3
3
2
2
2
2
1
2
4
1
6
2
5
2
1
2
2
5
8
4
1
1
1
1
4
1
3
2
1
2
2
3
3
3
6
1
1
1
5
7
1
5
2
1
1
1
3
20
2
3
3
1
2
1
15
4
4
1
1
2
1
1
3
2
6
5
1
5
1
7
4
3
2
5
2
1
1
3
2
6
2
4
2
1
24
4
17
1
3
2
2
2
2
8
1
3
1
9
2
4
1
1
6
3
4
1
9
2
1
3
2
6
2
1
3
1
20
3
4
7
3
7
1
7
1
5
2
1
1
1
2
1
2
4
1
1
2
3
4
1
4
1
1
1
1
1
2
1
6
2
3
2
1
9
8
11
1
1
2
1
3
1
2
15
5
2
2
9
1
4
2
1
1
14
1
1
2
1
3
10
1
1
3
1
1
1
4
2
8
1
2
2
1
11
1
3
1
7
1
3
10
3
3
1
1
1
11
1
2
1
1
2
2
5
5
4
1
2
5
2
4
3
1
1
2
2
4
2
1
1
4
1
4
1
5
1
1
2
1
4
7
1
2
1
2
9
3
1
7
2
2
1
2
3
5
2
7
1
5
1
1
2
2
2
4
2
8
4
6
1
1
1
1
1
16
2
1
6
4
4
1
1
1
1
4
3
2
6
11
10
21
2
1
1
3
2
2
2
7
1
6
4
1
7
4
11
1
2
8
1
1
1
1
2
17
1
2
3
4
2
1
2
2
4
3
2
3
1
3
3
1
3
37
4
3
1
2
1
1
3
1
2
3
1
5
1
2
1
3
2
3
3
4
4
2
4
1
1
3
3
2
1
2
1
1
3
1
1
3
3
4
2
4
1
1
1
10
3
2
2
2
2
2
2
1
19
2
2
4
1
3
1
13
5
2
1
2
2
4
2
1
3
5
1
1
1
6
3
9
4
1
1
1
3
1
17
4
1
4
6
2
1
2
4
4
2
2
2
4
4
1
1
1
2
7
2
1
2
8
1
1
7
4
1
2
1
1
3
1
3
1
1
3
5
8
1
1
4
1
1
15
1
1
6
2
3
3
8
4
1
4
2
4
2
5
4
4
1
1
7
1
10
1
10
2
15
7
3
1
3
2
19
2
9
1
10
2
1
2
2
4
6
1
4
3
1
2
3
2
1
3
7
1
4
2
13
2
5
3
6
2
1
2
1
5
1


-- 
hemantsain.com

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