Back to DrivenData | Blog

Are these platelet donations?


#1

Hi,

I’m guessing maybe I’m not understanding what type of blood donation this data set is for (unless it’s platelet donation) because I’m wondering how some of the donors were able to donate so often. My understanding is that most organizations won’t let you donate more than once every 8 weeks, and for some other organizations it’s every 12 weeks.

For example in the training data set:

There are some cases like ID 474 (11 times in 11 months), ID 497 (8 times in 12 months) which seem too often. Then there are a lot of cases like 391, 471, and 377 which are listed as having donated twice but it says first donation and last donation are both 2 months ago. Then there is ID 313 who donate 5 times but first and last donations were both 14 months ago.

I don’t know much about donating blood but are these platelet donations or is it really possible to donate blood 5 times in one month?


#2

Hi Inversion,

Great question! We’d love to know what the answer is. :smile:

Admittedly, our area of expertise is not blood donations. As noted in the competition, this is where the data come from:
https://archive.ics.uci.edu/ml/datasets/Blood+Transfusion+Service+Center

As far as I can tell, the original paper that uses that data isn’t available outside of a paywall, so it may be a challenge to get more detail (though, I know some people have luck with #icanhazpdf on twitter.)

Sorry that’s not very satisfying, but we’d definitely be curious to hear any results you turn up. Thanks for bringing it up!

Peter


#3

You 100% need to wait 8 weeks between whole blood donations so it is not possible that this dataset is for whole blood donations only. I think it’s both platelets AND whole blood since the data source information says they “selected 748 donors at random from the donor database” so that includes people who donate any type of blood related thing!

I actually just donated blood this week and was asking about platelets–it was explained to me that “You can donate platelets once within a seven-day period. You may donate up to six times in an eight-week period and 24 times a year.” But according to the people at the Blood Center they suggest you donate platelets once every two weeks if you want to be a regular. And supposedly most platelet donors are very scheduled (unlike whole blood donors who are much more random in their donations).

Also, some people donate both. you can donate platelets 72 hours after donating whole blood. If you do the platelets first, 72 hours later, you can donate whole blood.