Converting streams to billions
You are a data analyst at a record company. You have a Spotify dataset containing 25 popular albums with streaming metrics such as total plays, monthly listeners, and popularity scores. The streams column shows total plays as large integers that are hard to read, so you need to convert them to billions using a custom Python function.
polars is loaded as pl. The DataFrame spotify and a to_billions() function are preloaded for you.
Diese Übung ist Teil des Kurses
Data Transformation with Polars
Anleitung zur Übung
- Apply
to_billionsto thestreamscolumn to create a new column calledstreams_billions. - Specify the return type as
pl.Float64for explicit type control.
Interaktive Übung
Vervollständige den Beispielcode, um diese Übung erfolgreich abzuschließen.
# Apply to_billions to the streams column
result = spotify.with_columns(
pl.col("streams").____(
____, return_dtype=____
).alias("streams_billions")
)
print(result.head())