R tip: Reshape data with tidyr

R tip: Reshape data with tidyr

Assessment

Interactive Video

Architecture, Social Studies, Geography, Science

University

Hard

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The video tutorial covers reshaping data using the Tidyr package in R. It explains the need to convert data between wide and long formats for better analysis and visualization. The tutorial provides examples of using the gather function to transform wide data into long format, which is more suitable for ggplot2 graphing. It also introduces the Direct labels package for labeling graphs and demonstrates converting long data back to wide format using the spread function.

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7 questions

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1.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What is the primary reason for reshaping data using the Tidyr package?

To convert data into a format suitable for analysis

To improve data security

To enhance data encryption

To reduce data size

2.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

In the context of data formats, what does 'wide format' mean?

Data with all values in a single column

Data with multiple observations per row

Data with each variable in a separate column

Data with a single observation per row

3.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Why is the wide format not ideal for plotting with ggplot2?

It is too complex to understand

It does not allow easy grouping by variables

It is not compatible with ggplot2

It requires more memory

4.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What is the purpose of the gather function in the Tidyr package?

To encrypt data

To convert data from long to wide format

To delete unnecessary data

To convert data from wide to long format

5.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

Which argument in the gather function specifies the new category column name?

Column

Value

Key

Data

6.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

What is the opposite function of gather in the Tidyr package?

Spread

Split

Join

Merge

7.

MULTIPLE CHOICE QUESTION

30 sec • 1 pt

In the spread function, what does the 'key' argument represent?

The column to be used as new column headers

The data frame to be spread

The index of the data frame

The values to be spread across new columns