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How many attributes are there in the dataset? How many are Nominal, Ordinal and Numeric?

INSTRUCTIONS TO CANDIDATES
ANSWER ALL QUESTIONS

 2: Answer to the following questions based on your dataset.

1.      How many attributes are there in the dataset? How many are Nominal, Ordinal and Numeric?

2.      How many records in your dataset?

3.      Are there any missing values? If yes, provide details like how many such records with missing values, which attribute has more number of missing values?

4.      Did you apply any data cleaning process in the dataset to improve its quality? Justify your answer.

5.      Give your problem statement (describe what is your aim in implementing a data mining model for this dataset). 

3: Divide your dataset into train and test set using the 80:20 method. Apply Decision tree and Naïve Bayesian classification algorithms on the dataset.

1.      Report the classification Accuracy, Error rate, Sensitivity, and Specificity. Display the confusion matrix.

2.      Is there class imbalance problem with your dataset? Justify your answer.

3.      Which classification algorithm in question 3 performs better with your dataset? 

4: For decision tree algorithm, try with three different attribute selection methods and report which performs better in your problem.

5: Plot the final tree obtained, with highest accuracy based on question 4, for your problem.

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