Lydia Wen
Lydia Wen

Reputation: 95

Convert pyspark dataframe into list of python dictionaries

Hi I'm new to pyspark and I'm trying to convert pyspark.sql.dataframe into list of dictionaries.

Below is my dataframe, the type is <class 'pyspark.sql.dataframe.DataFrame'>:

+------------------+----------+------------------------+
|             title|imdb_score|Worldwide_Gross(dollars)|
+------------------+----------+------------------------+
| The Eight Hundred|       7.2|               460699653|
| Bad Boys for Life|       6.6|               426505244|
|             Tenet|       7.8|               334000000|
|Sonic the Hedgehog|       6.5|               308439401|
|          Dolittle|       5.6|               245229088|
+------------------+----------+------------------------+

I would like to convert it into:

[{"title":"The Eight Hundred", "imdb_score":7.2, "Worldwide_Gross(dollars)":460699653},
 {"title":"Bad Boys for Life", "imdb_score":6.6, "Worldwide_Gross(dollars)":426505244},
 {"title":"Tenet", "imdb_score":7.8, "Worldwide_Gross(dollars)":334000000},
 {"title":"Sonic the Hedgehog", "imdb_score":6.5, "Worldwide_Gross(dollars)":308439401},
 {"title":"Dolittle", "imdb_score":5.6, "Worldwide_Gross(dollars)":245229088}]

How should I do this? Thanks in advance!

Upvotes: 8

Views: 7417

Answers (1)

mck
mck

Reputation: 42352

You can map each row into a dictionary and collect the results:

df.rdd.map(lambda row: row.asDict()).collect()

Upvotes: 9

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