Question

i have my dataset which looks like below:

 Customer Sales
        1    15
        2    14
        3    13
        4    11
        5    12
        6    18
        7    21

I need to sort customers by % Sales and then assign them into "high", "medium", "low" buckets....

 Customer Sales  %Sales
        7    21     20%
        6    18     17%
        1    15     14%
        2    14     13%
        3    13     13%
        5    12     12%
        4    11     11%

And the buckets need to be based on cumulative frequency:

 Customer Sales %Sales CumFreq Bucket
        7    21    20%     20%   High
        6    18    17%     38% Medium
        1    15    14%     52% Medium
        2    14    13%     65% Medium
        3    13    13%     78%    Low
        5    12    12%     89%    Low
        4    11    11%    100%    Low

So, as you can see anyone in top 33% of sales will be a high bucket, mid 33% will be a medium bucket and bottom 33% will be a low bucket

Était-ce utile?

La solution

So you need to sum the column, sort the data set, then calculate the cumulative percent. Use a custom format to create your Bucket column.

data sales;
input  Customer Sales;
datalines;
        1    15
        2    14
        3    13
        4    11
        5    12
        6    18
        7    21
;
run;

proc sort data=sales;
by descending sales ;
run;

proc sql noprint;
select sum(sales) format=best32. into :s from sales;
quit;

proc format;
value pctSales
    0-.33='High'
    .33-.67='Medium'
    .67-1='Low';
run;

data sales;
set sales;
retain total 0;
format pctSales percent8.2;
total = total + sales;
pctSales = total/&s;
bucket = put(pctSales,pctSales.);
drop total;
run;

Autres conseils

/*untested: don't have access to SAS right now*/

PROC SQL noprint;
/*1st get the total no. of sales and stick it into a macro variable*/
select sum(sales) into: TotalSales
from someCustomertable;

create table topCustomers as 
select 
a.Customer
, a.sales
, a.sales/&TotalSales as salesPerc format=percent11.2
, case
    when calculated salesPerc <=1/3 then "High"
    when calculated salesPerc <=2/3 then "Medium"
    else "Low"
  end as Bucket
from someCustomertable as a
order by 3
QUIT;
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