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In: Statistics and Probability

Researchers want to study Drug-induced liver injury (DILI). DILIscore in the data set indicates how serious...

Researchers want to study Drug-induced liver injury (DILI). DILIscore in the data set indicates how serious the injury is. From the data, please answer the following questions(you can use R):

1. Report descriptive statistics (Summary statistics, histogram and boxplots for numerical variables and frequency table for categorical variables) and outliers (if there is any).

2. Use correlation analysis to find if DILIscore is significantly correlated with patient age? Is DILIscore significantly correlated with drug dose?

3. Use T test to find if there is any significant difference in DILIscore for male and female? Is there any significant difference in DILIscore for positive RO2 and negative RO2? Use anova to find if there is any difference in DILIscore among racial groups.

4. Build a multiple regression model for DILIscore and summarize your results.

PatientGender Race PatientAge DILIscore_dose RO2 Daily Dose (mg/day)
Female White 76 0.43 Negative 10
Female Black 76 0.43 Negative 10
Female White 34 0.66 Negative 1.5
Female White 67 1.38 Negative 10
Male White 83 1.38 Negative 10
Male White 64 1.39 Negative 10
Female Black 49 1.71 Negative 10
Female Black 33 1.98 Negative 10
Male Black 55 2.05 Negative 40
Female White 74 2.44 Negative 20
Female White 30 2.54 Negative 20
Male Asian 44 2.6 Negative 75
Male Asian 32 2.73 Negative 100
Male Hispanic 59 2.74 Negative 50
Female Hispanic 67 3.08 Negative 500
Male White 32 3.08 Negative 300
Male White 43 3.08 Negative 300
Male White 32 3.23 Negative 200
Male White 45 3.29 Negative 400
Male White 36 3.29 Negative 400
Female White 10 3.29 Negative 400
Female Asian 32 3.33 Negative 1
Female Asian 12 3.45 Negative 80
Male Asian 58 3.5 Negative 35
Male Asian 66 3.5 Negative 35
Male Asian 53 3.7 Negative 1000
Male Black 26 3.73 Negative 400
Male White 48 3.81 Negative 600
Male White 39 3.81 Negative 600
Male White 61 3.82 Negative 6
Male White 55 4.02 Negative 10
Female Black 73 4.08 Positive 300
Female Asian 62 4.08 Positive 300
Female White 74 4.12 Positive 400
Female Black 74 4.14 Negative 500
Female White 80 4.16 Negative 1000
Female Black 84 4.16 Negative 1000
Male White 63 4.16 Negative 500
Female White 43 4.17 Negative 10
Male White 48 4.17 Positive 300
Male Asian 45 4.19 Negative 400
Male White 69 4.26 Positive 300
Female White 69 4.26 Positive 300
Male Black 61 4.3 Positive 200
Female White 74 4.3 Positive 200
Female White 34 4.56 Positive 300
Female White 26 4.56 Positive 300
Male White 41 4.59 Negative 2000
Female Hispanic 47 4.67 Negative

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