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Level Intermediate
Recommended Use: Classification Models
Domain: Business
Blood Transfusion Service Center Data Set
Find out if a donor will give blood in March 2007
This intermediate level data set has 748 instances and 5 attributes. This data set is recommended for learning and practicing your skills in exploratory data analysis, data visualization, and classification modelling techniques. Feel free to explore the data set with multiple supervised and unsupervised learning techniques.
Following is the information about the Data Set provided in the source:
To demonstrate the RFMTC marketing model (a modified version of RFM), this study adopted the donor database of Blood Transfusion Service Center in Hsin-Chu City in Taiwan. The center passes their blood transfusion service bus to one university in Hsin-Chu City to gather blood donated about every three months. To build a FRMTC model, we selected 748 donors at random from the donor database. These 748 donor data, each one included R (Recency - months since last donation), F (Frequency - total number of donation), M (Monetary - total blood donated in c.c.), T (Time - months since first donation), and a binary variable representing whether he/she donated blood in March 2007 (1 stand for donating blood; 0 stands for not donating blood)
The Following data dictionary gives more details on this data set:
Data Dictionary
Column Position | Atrribute Name | Definition | Data Type | Example | % Null Ratios |
---|---|---|---|---|---|
1 | Recency (months) | Number of months since the particular donor's most recent donation | Quantitative | 5, 0, 2 | 0 |
2 | Frequency (times) | Total number of donations that the donor has made | Quantitative | 50, 10, 9 | 0 |
3 | Monetary (c.c. blood) | Total amound of blood that the donor has donated (cubic centimeters) | Quantitative | 4000, 2750, 500 | 0 |
4 | Time (months) | Number of months since the donor's first donation | Quantitative | 16, 58, 69 | 0 |
5 | whether he/she donated blood in March 2007 | This is a binary variable which represents whether the donor donated blood in March 2007: (1, 0) | Quantitative | 1, 0 | 0 |
Acknowledgement
This data set has been sourced from the Machine Learning Repository of University of California, Irvine Blood Transfusion Service Center Data Set (UC Irvine). The UCI page mentions Blood Transfusion Service Center, Hsin-Chu City, Taiwan as the original source of the data set.