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Suppose you are asked to predict if a student will be accepted or rejected from the University of Data Science. For this task, you will be working with the Students dataset, containing a binary outcome ‘Accepted’ of 19 students. There are 5 predictors including ‘GPA’, ‘SAT Math Score’, ‘SAT Reading Score’, ‘Sex’, and ‘State’. You may assume that the following import statements have already been included: import pandas as pdimport numpy as npimport matplotlib.pyplot as pltimport graphvizimport seaborn as snsfrom IPython.display import Imageimport pydotplusfrom sklearn import tree  We need to binarize the response variable and one hot encode the categorical features. Which of the following would accomplish this goal?

Regarding spironolactone:                                                                                                                                               1.           Used to treat hypoaldosteronism2.           Agonizes aldosterone synthesis3.           Used to treat hypertension4.           Hypokalaemia is an adverse effect5.            Promotes water retention

Match the following drugs with their classes below. Each answer can be used more than once or not at all:   

Examples of selective estrogenic receptor modulators(SERMs) include:                                                                    1.           Fludrocortisone2.           Aldosterone3.           Calcitonin4.           Tamoxifen5.            Levothyroxine

The following are indications of metronidazole except:                                                                                                 1.            Amoebiasis2.            Giardiasis3.            Trichomoniasis4.            Necrotising ulcerative gingivitis5.            Leishmaniasis

The following is classified as a selective inhibitor of cyclooxygenase-2:                                                                      1.            Lornoxicam 2.            Indometacin 3.            Aspirin 4.            Ibuprufen 5.            Azathioprine

When the medicine is administered into the spinal cavity, this route is known as:                                                                    1.       Intrathecal2.       Intra-peritoneal3.       Intravenous4.       Intra-osseous5.       Subdermal 

The following drug inhibits lipolysis in adipose tissues:                                                                                              1.            Lovastatin2.            Fenofibrate 3.            Eicosapentaenoic acid4.            Ezetimibe5.            Acipimox

The following are local oral side effects of clotrimazole except:                                                                                   1.            Burning sensation2.            Bleeding gums3.            Mouth pain4.            Dry mouth5.            Nausea and vomiting

Match the following drugs to their classification. Each answer may be used more than once or not at all: (5)