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2. Data UnderstandingSummarize important observations from the data set (5 Marks)Some pointers which would help you, but don’t be limited by thesea. What are the number of rows; no. & types of variables (continuous, categorical etc.)b. Calculate five point summary for numerical variablesc. Summarize observations for categorical variables – no. of categories, % observations in each category

Question

  1. Data UnderstandingSummarize important observations from the data set (5 Marks)Some pointers which would help you, but don’t be limited by thesea. What are the number of rows; no. & types of variables (continuous, categorical etc.)b. Calculate five point summary for numerical variablesc. Summarize observations for categorical variables – no. of categories, % observations in each category
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Solution

To summarize important observations from the data set, we can follow these steps:

a. First, we need to determine the number of rows in the data set and identify the types of variables present. This will help us understand the size and structure of the data.

b. For numerical variables, we can calculate the five-point summary. This includes the minimum value, first quartile (25th percentile), median (50th percentile), third quartile (75th percentile), and maximum value. These statistics provide a summary of the distribution and range of the numerical variables.

c. Next, we can summarize observations for categorical variables. This involves determining the number of categories present in each variable and calculating the percentage of observations in each category. This information helps us understand the distribution and prevalence of different categories within the data set.

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