JSON files
Polars can read and write both standard JSON and newline-delimited JSON (NDJSON).
Read
JSON
Reading a JSON file should look familiar:
{{code_block('user-guide/io/json','read',['read_json'])}}
Newline Delimited JSON
JSON objects that are delimited by newlines can be read into Polars in a much more performant way than standard json.
Polars can read an NDJSON file into a DataFrame
using the read_ndjson
function:
{{code_block('user-guide/io/json','readnd',['read_ndjson'])}}
Write
{{code_block('user-guide/io/json','write',['write_json','write_ndjson'])}}
Scan
Polars allows you to scan a JSON input only for newline delimited json. Scanning delays the actual parsing of the file and instead returns a lazy computation holder called a LazyFrame
.
{{code_block('user-guide/io/json','scan',['scan_ndjson'])}}