16 November 2021 3 959 Report

I am working on a data mining project. The goal of this project is to implement an ID3 classifier and Naive Bayes Classifer.

I have to sets of data for ID3 the following test sets are provided

A2 training set

```

Venue,color,Model,Category,Location,Weight,Variety,Material,Volume 2,6,4,4,4,2.75,2,1.1,1 1,2,4,4,4,1.5,6,2.23,6 1,5,4,4,4,1.5,2,1.1,6 2,4,4,4,4,2.75,6,1.1,4 1,4,4,4,4,1.5,2,2.23,2 2,4,3,3,3,2.75,1,1.1,1 1,5,2,1,4,1.5,6,2.23,6 1,2,3,3,3,1.5,2,1.1,6 2,6,4,4,4,2.75,3,1.1,1 1,4,4,4,4,1.5,2,1.1,6 1,5,4,4,4,1.5,2,1.1,4 1,4,5,5,5,1.5,6,2.23,4 2,5,4,4,4,2.75,3,1.1,1 1,5,5,5,5,1.5,6,2.23,5 2,6,5,5,5,2.75,2,1.1,4 1,2,3,3,3,1.5,3,2.23,6 2,4,4,4,4,2.75,4,1.1,1 1,4,4,4,4,1.5,1,3.94,6 2,4,3,3,3,2.75,6,2.23,1 1,4,4,4,4,1.5,2,2.23,6 1,4,4,4,4,1.5,6,1.1,6 1,5,3,3,3,1.5,6,1.1,6 2,4,4,4,4,2.75,1,1.1,1 1,4,4,4,4,1.5,6,2.23,6 2,4,3,3,3,2.75,1,1.1,6 2,5,4,4,4,2.75,3,1.1,6 1,5,5,5,5,1.5,6,3.94,6 2,5,3,3,3,2.75,1,1.1,1 1,5,5,5,5,1.5,6,1.1,2 1,5,4,4,4,1.5,3,3.94,2 2,3,3,3,3,2.75,5,4.25,2 2,6,4,4,4,2.75,1,4.25,1 2,5,3,3,3,2.75,1,1.1,1 2,5,3,3,3,2.75,1,1.1,1 2,4,3,3,3,2.75,3,1.1,1 2,6,4,4,4,2.75,2,1.1,1 1,3,3,3,3,1.5,5,2.23,6 2,3,3,3,3,2.75,6,1.1,4 2,3,3,3,3,2.75,1,1.1,1 2,4,3,3,3,2.75,2,1.1,1 2,5,5,5,5,2.75,6,2.23,2 2,4,4,4,4,2.75,1,1.1,1 2,3,3,3,3,2.75,1,1.1,5 2,6,4,4,4,2.75,2,1.1,1 1,4,4,4,4,1.5,1,1.1,6 1,4,5,5,5,1.5,6,2.23,6 1,3,5,5,5,1.5,5,3.94,6 2,5,4,4,4,2.75,1,1.1,1 2,5,4,4,4,2.75,5,1.1,1 2,5,3,3,3,2.75,4,1.1,1 2,4,3,3,3,2.75,5,1.1,1 2,4,4,4,4,2.75,1,1.1,2 2,3,2,2,2,2.75,4,1.1,6 2,4,3,3,3,2.75,1,1.1,1 2,5,4,4,4,2.75,3,1.1,1 1,5,5,5,5,1.5,6,1.1,6 1,4,3,3,3,1.5,1,2.23,6 2,2,5,5,5,2.75,3,1.1,1 1,4,5,5,5,1.5,2,2.23,6 2,4,4,4,4,2.75,4,1.1,2 2,3,3,3,3,2.75,2,1.1,1 1,3,4,4,4,1.5,2,1.1,6 2,4,3,3,3,2.75,6,2.23,6 2,4,3,3,3,2.75,1,2.23,1 1,4,4,4,4,1.5,3,2.23,6 1,5,4,4,4,1.5,6,2.23,6 2,4,3,3,3,2.75,3,1.1,1 1,2,2,2,2,1.5,5,2.23,3 1,4,4,4,4,1.5,5,2.23,6 1,5,4,4,4,1.5,3,1.1,6 2,3,3,3,3,2.75,2,1.1,1 2,3,2,2,2,2.75,4,1.1,6 2,5,4,4,4,2.75,2,1.1,1 1,4,5,5,5,1.5,5,1.1,6 1,3,3,3,3,1.5,4,3.94,6 2,5,4,4,4,2.75,3,4.25,1 2,4,4,4,4,2.75,4,4.25,3 1,4,4,4,4,1.5,6,4.25,6 1,4,3,3,3,1.5,6,4.25,6 2,3,3,3,3,2.75,1,4.25,4 2,5,4,4,4,2.75,2,4.25,4 2,5,3,3,3,2.75,2,4.25,1 1,4,4,4,4,1.5,6,2.23,6 1,4,4,4,4,1.5,4,1.1,6 2,4,3,3,3,2.75,3,1.1,1 2,4,3,3,3,2.75,1,1.1,3 2,4,4,4,4,2.75,3,1.1,6 2,3,3,3,3,2.75,4,1.1,1 2,4,4,4,4,2.75,2,2.23,6 2,6,4,4,4,2.75,6,1.1,2 1,4,3,3,3,1.5,3,2.23,6 1,3,4,4,4,1.5,3,2.23,4 2,4,4,4,4,2.75,6,1.1,2 1,4,4,4,4,1.5,6,2.23,6 1,4,4,4,4,1.5,6,2.23,3 2,4,4,4,4,2.75,3,1.1,1 1,4,4,4,4,1.5,6,2.23,6 2,4,4,4,4,2.75,6,1.1,2 2,6,5,5,5,2.75,3,1.1,6 2,3,3,3,3,2.75,3,1.1,4 1,5,4,4,4,1.5,6,2.23,6 1,3,3,3,3,1.5,6,3.94,6 2,4,4,4,4,2.75,4,1.1,6 2,5,4,4,4,2.75,3,1.1,1 2,4,3,3,3,2.75,4,1.1,1 2,5,4,4,4,2.75,1,1.1,1 1,4,3,3,3,1.5,6,2.23,6 1,4,4,4,4,1.5,3,1.1,3 2,3,3,3,3,2.75,1,1.1,1 1,3,2,2,2,1.5,2,2.23,6 1,4,4,4,4,1.5,2,1.1,6 1,4,4,4,4,1.5,6,1.1,6 2,4,4,4,4,2.75,6,1.1,1 1,3,3,3,3,1.5,2,2.23,6 1,4,4,4,4,1.5,4,1.1,6 1,4,4,4,4,1.5,2,1.1,6 1,3,3,3,3,1.5,6,1.1,6 2,4,4,4,4,2.75,6,1.1,5 2,4,5,5,5,2.75,1,1.1,1 2,4,3,3,3,2.75,3,1.1,4 1,6,4,4,4,1.5,1,1.1,6 2,4,3,3,3,2.75,2,1.1,5 2,4,4,4,4,2.75,3,1.1,4 2,5,3,3,3,2.75,1,1.1,1 1,3,3,3,3,1.5,2,1.1,5 1,3,3,3,3,1.5,3,1.1,5 2,4,3,3,3,2.75,5,2.23,1 2,4,4,4,4,2.75,2,1.1,1 2,4,4,4,4,2.75,2,1.1,3 2,4,3,3,3,2.75,3,1.1,5 2,3,3,3,3,2.75,4,1.1,5 2,4,4,4,4,2.75,3,1.1,3 2,4,3,3,3,2.75,1,1.1,1 1,4,4,4,4,1.5,4,1.1,2 2,3,4,4,4,2.75,3,1.1,1 2,3,3,3,3,2.75,1,2.23,1 2,4,3,3,3,2.75,1,1.1,6 2,4,5,5,5,2.75,1,1.1,4 2,4,4,4,4,2.75,2,1.1,2 2,4,3,3,3,2.75,1,2.23,2 2,5,5,5,5,2.75,1,1.1,2 1,3,2,2,2,1.5,1,1.1,5 1,3,3,3,3,1.5,6,2.23,5 1,5,5,5,5,1.5,6,1.1,5 1,2,3,3,3,1.5,6,2.23,6 2,4,5,5,5,2.75,3,4.25,2 2,3,2,2,2,2.75,3,4.25,2 2,4,3,3,3,2.75,5,4.25,3 2,4,5,5,5,2.75,5,4.25,2 2,4,4,4,4,2.75,3,1.1,1 2,3,3,3,3,2.75,5,1.1,1 2,4,3,3,3,2.75,2,1.1,1 1,3,3,3,3,1.5,6,1.1,5 2,4,4,4,4,2.75,2,2.23,1 2,4,4,4,4,2.75,6,2.23,1 2,4,4,4,4,2.75,2,1.1,1 2,4,3,3,3,2.75,6,2.23,1 2,4,4,4,4,2.75,2,1.1,2 2,3,4,4,4,2.75,5,3.94,2 2,4,3,3,3,2.75,1,1.1,4 1,5,4,4,4,1.5,6,4.25,4 2,3,5,5,5,2.75,6,2.23,4 1,3,4,4,4,1.5,6,2.23,4 2,2,2,1,4,2.75,6,2.23,4 2,3,3,3,3,2.75,5,1.1,1 2,3,3,3,3,2.75,2,1.1,4 2,3,3,3,3,2.75,6,1.1,1 2,3,3,3,3,2.75,2,2.23,1 1,5,4,4,4,1.5,6,1.1,1 1,3,2,2,2,1.5,6,2.23,2 2,4,5,5,5,2.75,5,1.1,1 1,4,4,4,4,1.5,3,2.23,2 1,4,4,4,4,1.5,3,1.1,1 2,4,3,3,3,2.75,3,1.1,1 1,5,2,1,4,1.5,4,2.23,2 1,3,4,4,4,1.5,6,2.23,2 2,4,3,3,3,2.75,3,2.23,1 2,3,2,2,2,2.75,1,1.1,6 2,4,3,3,3,2.75,1,2.23,3 2,4,3,3,3,2.75,3,1.1,1 2,3,3,3,3,2.75,4,2.23,6 2,3,3,3,3,2.75,1,2.23,6 1,3,2,2,2,1.5,6,3.94,6 2,3,3,3,3,2.75,3,2.23,1 2,4,4,4,4,2.75,4,1.1,1 1,3,3,3,3,1.5,1,1.1,6 1,3,3,3,3,1.5,1,2.23,6 2,3,4,4,4,2.75,5,1.1,2 2,4,4,4,4,2.75,5,1.1,1 1,4,4,4,4,1.5,3,1.1,6 1,3,3,3,3,1.5,6,1.1,4 2,4,3,3,3,2.75,2,2.23,1 2,3,3,3,3,2.75,3,1.1,1 2,4,3,3,3,2.75,3,1.1,1 2,4,4,4,4,2.75,4,2.23,2 1,4,3,3,3,1.5,1,2.23,4 2,5,5,5,5,2.75,4,1.1,1 2,3,3,3,3,2.75,1,1.1,4 1,5,4,4,4,1.5,2,1.1,2 1,4,4,4,4,1.5,6,1.1,4 2,4,4,4,4,2.75,4,1.1,4 2,4,3,3,3,2.75,4,1.1,4 1,3,3,3,3,1.5,1,2.23,3 2,3,3,3,3,2.75,3,1.1,2 1,6,5,5,5,1.5,6,1.1,6 2,2,2,2,2,2.75,2,1.1,6 2,5,4,4,4,2.75,3,1.1,5 1,2,2,2,2,1.5,4,2.23,6 1,3,4,4,4,1.5,5,3.94,2 1,3,4,4,4,1.5,2,3.94,6 2,3,2,2,2,2.75,1,1.1,6 1,3,2,2,2,1.5,1,3.94,6 2,3,3,3,3,2.75,2,2.23,1 2,3,3,3,3,2.75,1,1.1,1 1,2,3,3,3,1.5,3,2.23,6 1,2,3,3,3,1.5,5,3.94,1 1,2,3,3,3,1.5,3,3.94,6 2,2,3,3,3,2.75,2,2.23,4 1,2,3,3,3,1.5,3,3.94,6 2,2,3,3,3,2.75,3,2.23,2 2,2,3,3,3,2.75,5,1.1,4 2,2,3,3,3,2.75,4,2.23,1 1,3,4,4,4,1.5,6,2.23,3 1,2,3,3,3,1.5,1,4.25,6 2,3,4,4,4,2.75,3,4.25,6 2,2,3,3,3,2.75,2,4.25,1 1,2,3,3,3,1.5,1,3.94,5 1,2,3,3,3,1.5,6,1.1,3 2,2,3,3,3,2.75,4,2.23,2 1,3,4,4,4,1.5,6,1.1,4 1,2,3,3,3,1.5,1,3.94,4 2,2,3,3,3,2.75,4,2.23,2 2,2,3,3,3,2.75,5,4.25,6 1,3,4,4,4,1.5,4,2.23,6 2,3,3,3,3,2.75,6,2.23,6 2,2,3,3,3,2.75,3,1.1,3 1,2,3,3,3,1.5,6,2.23,4 1,3,4,4,4,1.5,6,2.23,6 2,3,3,3,3,2.75,6,3.94,3 1,2,3,3,3,1.5,4,4.25,3 1,2,3,3,3,1.5,4,4.25,6 1,2,3,3,3,1.5,6,2.23,6 2,2,3,3,3,2.75,5,2.23,3 1,3,2,1,4,1.5,6,2.23,6 1,2,3,3,3,1.5,5,3.94,6 1,2,3,3,3,1.5,6,2.23,6 1,2,3,3,3,1.5,6,3.94,6 1,2,3,3,3,1.5,1,3.94,6 2,2,4,4,4,2.75,2,2.23,2 2,3,4,4,4,2.75,3,2.23,2 1,3,3,3,3,1.5,4,2.23,4 2,1,1,1,1,2.75,2,3.94,3 2,2,4,4,4,2.75,6,2.23,3 2,2,3,3,3,2.75,4,1.1,3 1,2,3,3,3,1.5,6,2.23,3 2,2,3,3,3,2.75,3,4.25,4 1,2,4,4,4,1.5,6,2.23,6 1,2,3,3,3,1.5,5,2.23,6 1,2,3,3,3,1.5,4,3.94,5 2,2,3,3,3,2.75,3,1.1,1 1,2,4,4,4,1.5,1,3.94,4 1,2,2,2,2,1.5,6,4.25,5 1,1,3,3,3,1.5,6,3.94,5 1,3,4,4,4,1.5,6,3.94,5 1,2,1,3,3,1.5,3,3.94,5 1,3,1,3,3,1.5,6,3.94,2 1,3,1,3,3,1.5,3,3.94,6 1,2,1,3,3,1.5,1,2.23,6 1,2,1,3,3,1.5,6,2.23,6 1,3,1,3,3,1.5,6,2.23,6 1,3,1,3,3,1.5,2,3.94,6 1,2,4,4,4,1.5,5,3.94,2 1,2,3,3,3,1.5,4,1.1,2 1,2,5,5,5,1.5,6,2.23,6 2,2,3,3,3,2.75,5,1.1,3 1,4,4,4,4,1.5,6,2.23,6 1,2,4,4,4,1.5,4,2.23,6 2,2,3,3,3,2.75,4,2.23,3 2,3,3,3,3,2.75,4,2.23,6 2,2,3,3,3,2.75,4,1.1,2 1,3,5,5,5,1.5,5,2.23,2 1,2,2,2,2,1.5,1,3.94,5 1,3,4,4,4,1.5,6,2.23,6 2,2,3,3,3,2.75,3,3.94,5 1,3,5,5,5,1.5,6,3.94,6 1,2,3,3,3,1.5,4,1.1,6 1,2,3,3,3,1.5,6,2.23,6 1,2,3,3,3,1.5,6,2.23,6 1,2,2,2,2,1.5,4,2.23,6 2,2,3,3,3,2.75,2,2.23,6 2,2,4,4,4,2.75,4,2.23,3 2,2,3,3,3,2.75,3,3.94,5 1,3,2,2,2,1.5,2,3.94,5 2,2,3,3,3,2.75,4,1.1,5 2,2,3,3,3,2.75,1,1.1,2 2,2,2,2,2,2.75,5,3.94,4 2,2,4,4,4,2.75,2,1.1,2 2,3,2,2,2,2.75,6,2.23,4 2,2,2,2,2,2.75,2,2.23,3 1,2,3,3,3,1.5,3,2.23,3 1,2,3,3,3,1.5,3,3.94,3 2,2,3,3,3,2.75,5,1.1,3 1,2,3,3,3,1.5,4,2.23,3 1,2,3,3,3,1.5,6,3.94,2 1,1,3,3,3,1.5,6,3.94,2 1,2,4,4,4,1.5,4,2.23,2 1,2,3,3,3,1.5,5,2.23,6 1,2,3,3,3,1.5,4,2.23,6 2,2,3,3,3,2.75,6,1.1,6 2,1,1,1,1,2.75,1,2.23,6 1,3,4,4,4,1.5,6,2.23,4 1,2,1,3,3,1.5,2,3.94,3 1,3,1,3,3,1.5,2,3.94,6 1,2,1,3,3,1.5,4,2.23,6 1,2,3,3,3,1.5,5,2.23,3 2,3,4,4,4,2.75,6,2.23,3 1,2,3,3,3,1.5,6,2.23,3 2,2,2,2,2,2.75,4,3.94,3 1,2,4,4,4,1.5,6,3.94,6 1,2,2,3,3,1.5,3,2.23,6 1,2,2,3,3,1.5,5,2.23,6 1,2,2,3,3,1.5,5,2.23,2 2,2,2,3,3,2.75,3,1.1,6 2,2,2,3,3,2.75,4,1.1,2 2,2,2,3,3,2.75,4,2.23,1 2,2,2,3,3,2.75,2,2.23,4 2,3,2,3,3,2.75,4,2.23,5 1,2,2,3,3,1.5,4,2.23,5 2,2,1,3,3,2.75,5,1.1,3 2,2,4,3,3,2.75,6,1.1,6 1,2,4,3,3,1.5,3,2.23,6 1,3,2,1,4,1.5,6,2.23,4 2,3,5,5,5,2.75,5,1.1,4 1,2,1,3,3,1.5,6,3.94,2 1,2,1,3,3,1.5,5,2.23,2 1,2,1,3,3,1.5,6,3.94,2 2,2,1,3,3,2.75,6,3.94,3 1,2,1,3,3,1.5,6,3.94,6 1,2,3,3,3,1.5,2,2.23,6 2,2,3,3,3,2.75,6,3.94,6 2,2,3,3,3,2.75,3,3.94,2 1,2,4,4,4,1.5,6,3.94,6 2,2,2,3,3,2.75,5,3.94,5 1,2,2,3,3,1.5,4,2.23,6 1,1,3,3,3,1.5,3,2.23,5 1,1,2,2,2,1.5,4,2.23,6 2,4,4,4,4,2.75,3,3.94,4 1,2,3,3,1,1.5,3,4.25,2 1,2,3,3,1,1.5,5,4.25,4 1,2,3,3,1,1.5,6,2.23,1 1,2,3,3,1,1.5,6,1.1,6 1,2,3,3,1,1.5,3,2.23,6 1,2,4,4,4,1.5,4,3.94,6 2,2,3,3,1,2.75,2,2.23,2 2,2,4,4,4,2.75,3,1.1,1 2,2,3,3,3,2.75,2,2.23,2 2,2,1,3,1,2.75,6,3.94,2 1,2,1,3,1,1.5,4,2.23,2 1,2,1,3,1,1.5,6,2.23,4 1,2,2,4,1,1.5,6,2.23,4 1,2,3,3,1,1.5,4,3.94,2 1,2,3,3,2,1.5,3,3.94,4 1,2,2,4,4,1.5,6,3.94,2 2,3,1,3,3,1.5,4,3.94,4 2,2,1,3,3,1.5,2,2.23,6

```

A2 test set

```

Venue,color,Model,Category,Location,Weight,Variety,Material,Volume 1,6,4,4,4,1.5,1,1.1,6 2,5,4,4,4,2.75,6,1.1,1 1,6,2,1,4,1.5,4,2.23,4 1,6,2,1,4,1.5,2,1.1,2 2,6,5,5,5,2.75,2,1.1,2 1,5,4,4,4,1.5,6,2.23,2 1,3,3,3,3,1.5,6,2.23,2 1,5,2,1,1,1.5,2,1.1,2 1,4,4,4,1,1.5,5,3.94,6 1,4,4,4,4,1.5,6,4.25,6 2,5,4,4,4,2.75,4,4.25,1 2,4,3,3,3,2.75,1,1.1,1 2,6,5,5,5,1.5,4,2.23,1 1,4,4,4,4,1.5,6,1.1,6 1,4,3,3,3,1.5,1,3.94,6 2,4,4,4,1,2.75,2,3.94,1 1,3,4,4,4,1.5,4,3.94,6 1,4,3,3,3,1.5,6,3.94,6 1,4,3,3,3,1.5,6,1.1,2 2,5,4,4,1,2.75,3,1.1,1 2,4,4,4,4,2.75,1,2.23,1 2,4,4,4,1,2.75,3,2.23,1 1,3,3,3,3,1.5,1,2.23,6 2,5,5,5,5,2.75,3,1.1,4 2,4,5,5,1,2.75,2,1.1,4 1,4,4,4,4,1.5,2,2.23,6 2,5,4,4,4,1.5,2,1.1,1 2,5,4,4,2,2.75,4,1.1,1 1,3,3,3,3,1.5,4,2.23,6 1,4,4,4,4,1.5,6,1.1,6 1,4,3,3,3,1.5,6,2.23,6 1,5,5,5,5,1.5,2,3.94,6 2,2,2,2,2,2.75,6,3.94,6 2,3,3,3,3,2.75,4,3.94,3 2,2,2,2,2,2.75,6,3.94,3 1,1,1,3,3,1.5,6,2.23,3 2,3,1,3,3,2.75,6,2.23,4 2,2,1,3,3,2.75,6,2.23,3 2,3,3,3,3,2.75,4,1.1,5 2,2,4,4,4,2.75,3,1.1,3 1,4,1,3,3,1.5,6,2.23,5 1,4,1,3,3,1.5,6,2.23,5 2,6,1,5,4,2.75,6,3.94,6

```

I don't know how to get started in this since the data is complex. I am familiar with decision trees, but it has been some time since I last implemented the algorithm .

I need to use the training set shown above to extract rules and test them against the test set. Any help with this would be greatly appreciated.

Program outline:

```

# prompt user to select either ID3 or Bayes classifier. # use the training set to predict the test set. # use the Assignment 2--Training set to extract rules and test the quality of the extracted rules against the Assignment 2-- Test set for ID3. # leaf generated from the decision tree. F1 = 0 # define c1 count of records w/ dominant class in F1 # How do I determine the number of records w/ dominant class in F1? c1 = 0 # alpha = c1/ |F1| # F1 is one of the unique values of a given attribute. alpha = c1/ abs(F1) # the number of records in the test set that are correctly classified by the rules extracted from the tree before removal. # How do I determine the number of records in test set that are correctly classified by rules extracted from the tree before removal? N = 0 # the number of records in the test set that are correctly classified by the rules extracted from the tree. # How do I determine the number of records in the test set that are correctly classified by the rules extracted from the tree? M = 0 # the parameter and 0

More Evan Gertis's questions See All
Is study location indexed in bibliometrics?

This seems essential, especially in ecology, but does not appear to be one of the metrics indexed by Web of Science or Scopus in published papers. Am I missing something? If not, can we start a...

17 October 2023 2,457 4 View

Can anyone give insight on the space charge layer in solid electrolyte-electrode interface?

Is it just a theoretical concept? If so, how is it modeled? Is it a consequence of poor physical contact?

01 August 2023 6,168 2 View

I seem to have accidentally created a duplicate account, can you delete it?

Hi - I accidentally just said "Yes" to something and seem to have created a duplicate account. Please delete the duplicate account.

18 April 2023 6,595 2 View

How can I decrease non-specific fluorescence in glutaraldehyde fixed tissue?

I am doing immunohistochemistry on auditory nerve fibers in the mouse brain. I am perfusing with 0.1% glutaraldehyde, 4% paraformaldehyde to fix the tissue, with the plan of taking confocal images...

13 March 2023 5,050 2 View

How can we prove the limit for the fibonacci sequence?

The Fibonacci numbers are defined with the recursive formula: F0 =1,F1 =1,Fn =Fn−1+Fn−2 I have tried using induction to show that Fn ≤ 1.7^(n) for all n ≥ 0. However, I got to a point where I was...

17 January 2023 8,066 8 View

Where can I find bilateral FDI data? UNCTAD FDI Database doesn't provide it anymore?

I am currently conducting a research regarding the effect of an FTA formation on the FDI of the FTA member states (which include ASEAN countries). I have read that people used to be able to find...

09 August 2022 4,266 4 View

Is my stain-free total protein normalization technique correct?

I am monitoring the expression of mitochondrial membrane-bound proteins in European pear peel tissue via quantitative fluorescent western blot analysis. I am normalizing on membrane with...

28 February 2022 8,072 1 View

How to apply the Apriori Algorithm?

I am interested in understanding the applications behind the Apriori Algorithm. Given a datasource with a transaction id column and a list of items. How can we use the Apriori algorithm for...

04 November 2021 1,007 0 View

How to create a datawarehouse?

My goal in this project is create a datawarehouse. I am primarily using online communities and platforms to teach myself the concepts of data warehousing. For...

01 November 2021 3,234 3 View

How to limit cell death after differentiation of hESCs to definitive endoderm cells?

We are experiencing a significant amount of cell death upon differentiation of h9 hESCs to definitive endoderm cells. We grow h9 cells in feeder free conditions and induce differentiation to...

07 September 2021 9,795 1 View

Similar questions and discussions
Strugglling with m6A dot blot any suugesstion ?

I have been doing the m6A dot blot for a while with no improvement, I am extracting the RNA, and I can see the dots although the three biological replicas give a different reading on the memberan...

10 August 2024 8,539 5 View

How can I use the cif data obtained from rietveld refinement extracted via gsas2, for microstructural analysis using ETEX software?

How can I use the cif data obtained from rietveld refinement extracted via gsas2, for microstructural analysis using ETEX software?

09 August 2024 7,718 0 View

The aqueous fraction of the hydroethanolic extract is showing the presence of palmitic acid. What is the mechanism responsible ?

Palmitic acid presence in aqueous fraction

05 August 2024 8,624 4 View

Which solvent is better to dissolve with secondary metabolites extracted from fungi?

I work on MCF7 cell cell for anticaner purpose and I wa to do drug preperation the drug ( secondary metabolites extracted from Aspergillus) My question which solvent is better with these secodary...

03 August 2024 4,725 2 View

Training for new staff?

I am looking for some training for new staff that will be starting in a self contained classroom with students with ASD. Most new staff have little to no experience working with students with ASD....

03 August 2024 6,717 3 View

For systematic review data extraction, should I use ITT or PP analysis, and count all randomized participants or only those who completed the study?

I am conducting a systematic review and meta analysis; as I am extracting data I realized there is a consort diagram that shows the number of patients from randomization till end of the study. So...

01 August 2024 9,993 3 View

For the moringa oleifera extract using ethanol as the solvent,what is the alternative method to concentrate the extract other than rotary evaporation?

99% pure ethanol was used for maceration also alternate methods along with the temperature and time to concentrate the extract can be specified

31 July 2024 5,113 4 View

What are the factors that causes the sample to have higher efficacy at lower concentration?

We conducted an antibacterial study of a plant extract. Varying concentrations of crude extract were subjected to microbroth dilution assay. The result showed that only the lowest concentration of...

31 July 2024 8,666 3 View

A Question about Phd thesis?

Hello everyone What is your opinion about the introduction of an expert decision support system in which the rules are extracted from existing data without human intervention, instead of being...

31 July 2024 5,785 4 View

What Are the Best Alternatives to the MTT Assay for Assessing Cell Toxicity of Colored Herbal Extracts?

I am currently investigating the cytotoxicity of a series of herbal extracts, and like many studies, I have been using the MTT assay to evaluate cell viability. However, I am encountering a...

31 July 2024 193 4 View

Our partners will collect data and use cookies for ad personalization and measurement. Learn how we and our ad partner Google, collect and use data. Agree & close