diff --git a/Blood Transfusion Service Center/README.md b/Blood Transfusion Service Center/README.md new file mode 100644 index 0000000..9e82892 --- /dev/null +++ b/Blood Transfusion Service Center/README.md @@ -0,0 +1,50 @@ +Data Science Dojo
+Copyright (c) 2016 - 2019 + +--- + +**Level** Advanced
+**Recommended Use:** Classification Models
+**Domain:** Business
+ +## Blood Transfusion Service Center Data Set + +### Predict if a donor will give blood in March 2007 + + +--- +![](hush-naidoo-1170844-unsplash.jpg) +--- + +This *advanced* 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)](https://archive.ics.uci.edu/ml/datasets/Blood+Transfusion+Service+Center). The UCI page mentions Blood Transfusion Service Center, Hsin-Chu City, Taiwan as the original source of the data set. \ No newline at end of file diff --git a/Blood Transfusion Service Center/hush-naidoo-1170844-unsplash.jpg b/Blood Transfusion Service Center/hush-naidoo-1170844-unsplash.jpg new file mode 100644 index 0000000..d3ae90f Binary files /dev/null and b/Blood Transfusion Service Center/hush-naidoo-1170844-unsplash.jpg differ diff --git a/Blood Transfusion Service Center/transfusion.data.csv b/Blood Transfusion Service Center/transfusion.data.csv new file mode 100644 index 0000000..1a35bfe --- /dev/null +++ b/Blood Transfusion Service Center/transfusion.data.csv @@ -0,0 +1,749 @@ +Recency (months),Frequency (times),Monetary (c.c. blood),Time (months),"whether he/she donated blood in March 2007" +2 ,50,12500,98 ,1 +0 ,13,3250,28 ,1 +1 ,16,4000,35 ,1 +2 ,20,5000,45 ,1 +1 ,24,6000,77 ,0 +4 ,4,1000,4 ,0 +2 ,7,1750,14 ,1 +1 ,12,3000,35 ,0 +2 ,9,2250,22 ,1 +5 ,46,11500,98 ,1 +4 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