Streaming newline delimited JSON I/O.
Project description
Streaming newline delimited JSON I/O.
Example
Calling newlinejson.open() returns a file-like object that behaves like Python’s io.TextIOWrapper:
import newlinejson as nlj
with nlj.open('sample-data/dictionaries.json') as src, \
with nlj.open('out.json', 'w') as dst:
for line in src:
dst.write(line)
with open('out.json') as f:
print(f.read()))
{'field2': 'l1f2', 'field3': 'l1f3', 'field1': 'l1f1'}
{'field2': 'l2f2', 'field3': 'l2f3', 'field1': 'l2f1'}
{'field2': 'l3f2', 'field3': 'l3f3', 'field1': 'l3f1'}
{'field2': 'l4f2', 'field3': 'l4f3', 'field1': 'l4f1'}
{'field2': 'l5f2', 'field3': 'l5f3', 'field1': 'l5f1'}
Command Line Interface
Rather than provide another utility, the CLI is accessed from python -m newlinejson:
$ python -m newlinejson --help
Usage: newlinejson [OPTIONS] COMMAND [ARGS]...
NewlineJSON commandline interface.
Common simple ETL commands for homogeneous data.
Options:
--version Show the version and exit.
--help Show this message and exit.
Commands:
csv2nlj Convert a CSV to newline JSON dictionaries.
insp Open a file and launch a Python interpreter.
nlj2csv Convert newline JSON dictionaries to a CSV.
The included utilities are for working with homogeneous data, meaning that every line has the same fields. The goal is to provide simple data translation tools rather than a more comprehensive suite.
Can’t I do everything this module does with one function?
Pretty much - this is the simplest newline delimited JSON API:
import json
def reader(stream):
for line in stream:
yield json.loads(line)
with open('sample-data/lists.json') as src, open('outfile.json', 'w') as dst:
for line in reader(src):
dst.write(json.dumps(line))
But it doesn’t handle failures and every time it needs to be used it has to be re-written, which means it needs to be packaged, which means it needs unittests, may as well be a little more Pythonic, and now we’re back to this module. It’s easier and more Pythonic to just import newlinejson and know that it will work rather than solve the exact same problem multiple times.
Why is this better than MsgPack, Protobuf, or any other packed-binary format?
It probably isn’t. If you’re looking for a module to incorporate into a high capacity data pipeline or bandwidth limited environment you definitely want a packed-binary format. If you’re working with a small amount of local data to produce a one-off product, proofing a workflow, or want to provide additional I/O capabilities to a commandline application reading/writing from/to stdin/stdout, this module is pretty easy to work with.
The goal of this module is to fill a gap in the Python ecosystem in an easy to use and intuitive manner, not to provide highly optimized I/O. If Python’s built-in JSON library isn’t fast enough but newline delimited JSON is the right answer to your problem, one of many faster JSON libraries can be used globally with newlinejson.core.JSON_LIB = module or by setting json_lib=module as a keyword argument in open(), load(), etc.
Installing
Via pip:
$ pip install NewlineJSON
>From master:
$ git clone https://github.com/geowurster/NewlineJSON.git
$ cd NewlineJSON
$ python setup.py install
Developing
Install:
$ pip install virtualenv
$ git clone https://github.com/geowurster/NewlineJSON
$ cd NewlineJSON
$ virtualenv venv
$ source venv/bin/activate
$ pip install -e .[test]
$ py.test tests --cov newlinejson --cov-report term-missing
$ pep8 --max-line-length=95 newlinejson
License
See LICENSE.txt
Changelog
See CHANGES.md
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