Conventions used

There are a number of text conventions used throughout this book.

CodeInText: Indicates code words in text, database table names, folder names, filenames, file extensions, pathnames, dummy URLs, user input, and Twitter handles. Here is an example: "The variable named Defaultin2yrs is the output variable that we need to predict."

A block of code is set as follows:

data['DebtRatio_newoutlier']=np.where(data['DebtRatio']>1,1,0)
data['DebtRatio']=np.where(data['DebtRatio']>1,1,data['DebtRatio'])

Bold: Indicates a new term, an important word, or words that you see onscreen.