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Pandasdata~20 mins

Writing to CSV with to_csv in Pandas - Practice Problems & Coding Challenges

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Challenge - 5 Problems
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CSV Writing Master
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Test your skills under time pressure!
Predict Output
intermediate
2:00remaining
What is the content of the CSV file after running this code?

Consider the following Python code using pandas to write a DataFrame to a CSV file. What will be the content of the CSV file?

Pandas
import pandas as pd

df = pd.DataFrame({'Name': ['Alice', 'Bob'], 'Age': [25, 30]})
df.to_csv('output.csv', index=False)
A"Name;Age\nAlice;25\nBob;30\n"
B",Name,Age\n0,Alice,25\n1,Bob,30\n"
C"Name,Age\n0,Alice,25\n1,Bob,30\n"
D"Name,Age\nAlice,25\nBob,30\n"
Attempts:
2 left
💡 Hint

Check the index parameter in to_csv and the default separator.

data_output
intermediate
1:30remaining
How many rows will the CSV file contain after this code runs?

This code writes a DataFrame to a CSV file. How many rows (including header) will the CSV file have?

Pandas
import pandas as pd

df = pd.DataFrame({'City': ['NY', 'LA', 'Chicago'], 'Population': [8000000, 4000000, 2700000]})
df.to_csv('cities.csv', index=True)
A3
B4
C5
D2
Attempts:
2 left
💡 Hint

Remember that index=True adds an index column and the header row is also counted.

🔧 Debug
advanced
2:00remaining
What error does this code raise when writing to CSV?

Look at this code snippet. What error will it raise when executed?

Pandas
import pandas as pd

df = pd.DataFrame({'A': [1, 2], 'B': [3, 4]})
df.to_csv('data.csv', sep=';')
df.to_csv('data.csv', sep=',', header=False, index=False, mode='x')
AFileExistsError
BValueError
CNo error, runs successfully
DTypeError
Attempts:
2 left
💡 Hint

Check the meaning of mode='x' when opening files.

🚀 Application
advanced
1:30remaining
Which option correctly writes a DataFrame to CSV with tab separator and no header?

You want to save a DataFrame to a CSV file using a tab character as separator and without writing the header row. Which code does this correctly?

Pandas
import pandas as pd

df = pd.DataFrame({'X': [10, 20], 'Y': [30, 40]})
Adf.to_csv('file.tsv', sep='\t', header=False)
Bdf.to_csv('file.tsv', sep='\t', index=False, header=True)
Cdf.to_csv('file.tsv', sep='\t', header=False, index=True)
Ddf.to_csv('file.tsv', sep='\t', index=False)
Attempts:
2 left
💡 Hint

Check the parameters sep and header in to_csv.

🧠 Conceptual
expert
2:30remaining
What is the effect of using line_terminator='\r\n' in to_csv?

When writing a CSV file with pandas to_csv, what does setting line_terminator='\r\n' do?

AIt adds extra blank lines between rows in the CSV file.
BIt causes an error because <code>line_terminator</code> only accepts single characters.
CIt changes the line ending to Windows style CRLF instead of the default LF.
DIt removes all line breaks, writing the CSV as a single line.
Attempts:
2 left
💡 Hint

Think about different operating systems and their line ending conventions.