Commit e1c04c65 by Rahim Rasool

Add Blood transfusion dataset

parent f7f26f7f
Data Science Dojo <br/>
Copyright (c) 2016 - 2019
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**Level** Advanced <br/>
**Recommended Use:** Classification Models<br/>
**Domain:** Business<br/>
## Blood Transfusion Service Center Data Set
### Predict if a donor will give blood in March 2007
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![](hush-naidoo-1170844-unsplash.jpg)
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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:
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### 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
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 ,23,5750,58 ,0
0 ,3,750,4 ,0
2 ,10,2500,28 ,1
1 ,13,3250,47 ,0
2 ,6,1500,15 ,1
2 ,5,1250,11 ,1
2 ,14,3500,48 ,1
2 ,15,3750,49 ,1
2 ,6,1500,15 ,1
2 ,3,750,4 ,1
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4 ,11,2750,28 ,0
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2 ,6,1500,16 ,1
9 ,9,2250,16 ,0
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4 ,12,3000,34 ,1
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4 ,8,2000,21 ,0
1 ,14,3500,58 ,0
4 ,10,2500,28 ,1
4 ,10,2500,28 ,1
4 ,9,2250,26 ,1
2 ,16,4000,64 ,0
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2 ,12,3000,47 ,1
4 ,6,1500,16 ,1
2 ,14,3500,57 ,1
4 ,7,1750,22 ,1
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2 ,5,1250,16 ,0
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2 ,11,2750,46 ,1
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2 ,12,3000,52 ,0
4 ,5,1250,14 ,1
4 ,19,4750,69 ,1
4 ,8,2000,26 ,1
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2 ,16,4000,81 ,0
3 ,6,1500,21 ,0
2 ,7,1750,29 ,0
2 ,8,2000,35 ,1
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2 ,4,1000,14 ,1
0 ,2,500,4 ,0
4 ,7,1750,25 ,0
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2 ,2,500,4 ,0
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4 ,6,1500,23 ,1
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2 ,4,1000,16 ,0
2 ,4,1000,16 ,0
2 ,6,1500,28 ,1
2 ,6,1500,28 ,0
4 ,2,500,4 ,0
4 ,2,500,4 ,0
4 ,2,500,4 ,0
2 ,7,1750,35 ,1
4 ,2,500,4 ,1
4 ,2,500,4 ,0
4 ,2,500,4 ,0
4 ,2,500,4 ,0
12 ,11,2750,23 ,0
4 ,7,1750,28 ,0
3 ,17,4250,86 ,0
4 ,9,2250,38 ,1
4 ,4,1000,14 ,1
5 ,7,1750,26 ,1
4 ,8,2000,34 ,1
2 ,13,3250,76 ,1
4 ,9,2250,40 ,0
2 ,5,1250,26 ,0
2 ,5,1250,26 ,0
6 ,17,4250,70 ,0
0 ,8,2000,59 ,0
3 ,5,1250,26 ,0
2 ,3,750,14 ,0
2 ,10,2500,64 ,0
4 ,5,1250,23 ,1
4 ,9,2250,46 ,0
4 ,5,1250,23 ,0
4 ,8,2000,40 ,1
2 ,12,3000,82 ,0
11 ,24,6000,64 ,0
2 ,7,1750,46 ,1
4 ,11,2750,61 ,0
1 ,7,1750,57 ,0
2 ,11,2750,79 ,1
2 ,3,750,16 ,1
4 ,5,1250,26 ,1
2 ,6,1500,41 ,1
2 ,5,1250,33 ,1
2 ,4,1000,26 ,0
2 ,5,1250,34 ,0
4 ,8,2000,46 ,1
2 ,4,1000,26 ,0
4 ,8,2000,48 ,1
2 ,2,500,10 ,1
4 ,5,1250,28 ,0
2 ,12,3000,95 ,0
2 ,2,500,10 ,0
4 ,6,1500,35 ,0
2 ,11,2750,88 ,0
2 ,3,750,19 ,0
2 ,5,1250,37 ,0
2 ,12,3000,98 ,0
9 ,5,1250,19 ,0
2 ,2,500,11 ,0
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5 ,14,3500,86 ,0
4 ,3,750,16 ,0
4 ,3,750,16 ,0
4 ,2,500,9 ,1
4 ,3,750,16 ,1
6 ,3,750,14 ,0
2 ,2,500,11 ,0
2 ,2,500,11 ,1
2 ,2,500,11 ,0
2 ,7,1750,58 ,1
4 ,6,1500,39 ,0
4 ,11,2750,78 ,0
2 ,1,250,2 ,1
2 ,1,250,2 ,0
2 ,1,250,2 ,0
2 ,1,250,2 ,0
2 ,1,250,2 ,0
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2 ,1,250,2 ,0
2 ,1,250,2 ,0
2 ,1,250,2 ,1
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11 ,10,2500,35 ,0
11 ,4,1000,16 ,1
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2 ,3,750,22 ,0
4 ,4,1000,26 ,1
10 ,4,1000,16 ,0
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13 ,8,2000,26 ,0
11 ,9,2250,33 ,0
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4 ,4,1000,26 ,0
8 ,15,3750,77 ,0
4 ,5,1250,35 ,1
4 ,7,1750,52 ,0
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2 ,2,500,14 ,0
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9 ,8,2000,38 ,1
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6 ,2,500,11 ,1
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4 ,1,250,4 ,1
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16 ,16,4000,77 ,0
4 ,2,500,31 ,0
14 ,8,2000,50 ,0
11 ,3,750,26 ,0
14 ,7,1750,45 ,0
15 ,5,1250,33 ,0
16 ,2,500,16 ,0
16 ,3,750,21 ,0
11 ,8,2000,72 ,0
11 ,1,250,11 ,0
11 ,1,250,11 ,0
11 ,1,250,11 ,0
11 ,1,250,11 ,1
11 ,1,250,11 ,0
2 ,3,750,75 ,1
2 ,3,750,77 ,0
16 ,4,1000,28 ,0
16 ,15,3750,87 ,0
16 ,14,3500,83 ,0
16 ,10,2500,62 ,0
16 ,3,750,23 ,0
14 ,3,750,26 ,0
23 ,19,4750,62 ,0
11 ,7,1750,75 ,0
14 ,3,750,28 ,0
20 ,14,3500,69 ,1
4 ,2,500,46 ,0
11 ,2,500,25 ,0
11 ,3,750,37 ,0
16 ,4,1000,33 ,0
21 ,7,1750,38 ,0
13 ,7,1750,76 ,0
16 ,6,1500,50 ,0
14 ,3,750,33 ,0
14 ,1,250,14 ,0
14 ,1,250,14 ,0
14 ,1,250,14 ,0
14 ,1,250,14 ,0
14 ,1,250,14 ,0
14 ,1,250,14 ,0
17 ,7,1750,58 ,1
14 ,3,750,35 ,0
14 ,3,750,35 ,0
16 ,7,1750,64 ,0
21 ,2,500,21 ,0
16 ,3,750,35 ,0
16 ,1,250,16 ,0
16 ,1,250,16 ,0
16 ,1,250,16 ,0
16 ,1,250,16 ,0
16 ,1,250,16 ,0
14 ,2,500,29 ,0
11 ,4,1000,74 ,0
11 ,2,500,38 ,1
21 ,6,1500,48 ,0
23 ,2,500,23 ,0
23 ,6,1500,45 ,0
14 ,2,500,35 ,1
16 ,6,1500,81 ,0