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This technique was applied to all the four datasets which in addition to reducing the number of data points, also helped in avoiding overfitting (Table 4).

Table 4

Size of different datasets before and after removing the repetitions

 With repetitionsWithout repetitions
Training 12,500 10,780 
Testing 5,120 4,436 
Validation 5,120 4,436 
Extrapolation 320 286 
 With repetitionsWithout repetitions
Training 12,500 10,780 
Testing 5,120 4,436 
Validation 5,120 4,436 
Extrapolation 320 286 
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