A python module for getting useful data out of ixbrl files.
Project description
ixbrl-parse
A python module for getting useful data out of ixbrl files. Developed for a project with Power to Change looking at how to extract data from financial documents of community businesses. The library is at an early stage.
Requirements
The module requires BeautifulSoup to parse the documents.
How to install
You can install from pypi using pip:
pip install ixbrlparse
How to use
Run the python module
You can run the module directly to extract data from an IXBRL file.
python -m ixbrlparse example_file.html
The various options for using this can be found through:
python -m ixbrlparse -h
# optional arguments:
# -h, --help show this help message and exit
# --outfile OUTFILE Where to output the file
# --format {csv,json,jsonlines,jsonl}
# format of the output
# --fields {numeric,nonnumeric,all}
# Which fields to output
Use as a python module
An example of usage is shown in test.py
.
Import the IXBRL
class which parses the file.
from ixbrlparse import IXBRL
Initialise an object and parse the file
You need to pass a file handle or other object with a .read()
method.
with open('sample_ixbrl.html', encoding="utf8") as a:
x = IXBRL(a)
If your IXBRL data comes as a string then use a io.StringIO
wrapper to
pass it to the class:
import io
from ixbrlparse import IXBRL
content = '''<some ixbrl content>'''
x = IXBRL(io.StringIO(content))
Get the contexts and units used in the data
These are held in the object. The contexts are stored as a dictionary with the context
id as the key, and a ixbrlContext
object as the value.
print(x.contexts)
# {
# "cfwd_2018_03_31": ixbrlContext(
# id="cfwd_2018_03_31",
# entity="0123456", # company number
# segments=[], # used for hypercubes
# instant="2018-03-31",
# startdate=None, # used for periods
# enddate=None, # used for periods
# ),
# ....
# }
The units are stored as key:value dictionary entries
print(x.units)
# {
# "GBP": "ISO4107:GBP"
# "shares": "shares"
# }
Get financial facts
Numeric facts are stored in x.numeric
as a list of ixbrlNumeric
objects.
The ixbrlNumeric.value
object contains the value as a parsed python number
(after the sign and scale formatting values have been applied).
ixbrlNumeric.context
holds the context object relating to this value.
The .name
and .schema
values give the key of this value, according to
the applied schema.
Non-numeric facts are stored in x.nonnumeric
as a list of ixbrlNonnumeric
objects, with similar .value
, .context
, .name
and .schema
values.
The value of .value
will be a string for non-numeric facts.
Check for any parsing errors
By default, the parser will throw an exception if it encounters an error when processing the document.
You can parse raise_on_error=False
to the initial object to suppress
these exceptions. You can then access a list of the errors (and the element)
that created them through the .errors
attribute. For example:
with open('sample_ixbrl.html', encoding="utf8") as a:
x = IXBRL(a, raise_on_error=False)
print(x.errors) # populated with any exceptions found
# [ eg...
# {
# "error": <NotImplementedError>,
# "element": <BeautifulSoupElement>
# }
# ]
Note that the error catching is only available for parsing of .nonnumeric
and numeric
items in the document. Any other errors with parsing will be
thrown as normal no matter what raise_on_error
is set to.
Run tests
Tests can be run with pytest
:
pip install -e . # install the package
pytest
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