Question 25:  Use the scaled data data1scale, perform k mean…

Question 25:  Use the scaled data data1scale, perform k means clustering analysis, with k=4, and draw the cluster plot using R function >fviz_cluster() in the R package “factoextra”. Please screenshot your figure here. If your “factoextra” package does not load well, you may use R function >plotcluster() in the R package “fpc” instead.

A 55-year-old Black male presents for evaluation of newly di…

A 55-year-old Black male presents for evaluation of newly diagnosed hypertension. His blood pressure readings average 152/94 mm Hg over multiple visits. He has no history of chronic kidney disease, diabetes, or cardiovascular disease. Which of the following agents are the most appropriate initial pharmacologic therapy for this patient? (Select all that apply)  

A 46-year-old female with moderate persistent asthma present…

A 46-year-old female with moderate persistent asthma presents for follow-up. She reports daily symptoms and nighttime awakenings 3–4 times per week despite adherence to medium-dose inhaled fluticasone/formoterol.  She uses her albuterol inhaler daily. Spirometry shows FEV₁ 68% predicted. Eosinophil count is 420 cells/µL. She has required two oral corticosteroid bursts in the past year. Which of the following is the most appropriate next step in pharmacologic management? (Select all that apply)