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This is a tool to run notebooks with input values. When you write the notebook, these are defined in the first code cell - or a cell with a 'parameters' cell tag - with regular assignments like this:

stock = 'YHOO'
days_back = 600

Nbparameterise handles finding and extracting these parameters, and replacing them with input values. You can then run the notebook with the new values. This can be used for:

  • Batch processing: run the same code on a list of different inputs. See examples/batch.py.
  • Simple user interfaces: build an input form based on the parameters, and run the notebook when the user submits the form. See examples/webapp.py for an implementation of this with an HTML form.

Nbparameterise can identify and replace numbers, strings, booleans (True/False), lists and dicts - the types which can be represented in JSON (apart from None). It's designed to change parameter values but keep their types, although this isn't enforced.

Extra information about the parameters, such as names to display in a user interface, can be stored in notebook metadata.

Nbparameterise is written in Python 3, but it can handle notebooks that use Python 2.

Usage:

import nbclient
import nbformat
from nbparameterise import (
    extract_parameters, replace_definitions, parameter_values
)

with open("Stock display.ipynb") as f:
    nb = nbformat.read(f, as_version=4)

# Get a list of Parameter objects
orig_parameters = extract_parameters(nb)

# Update one or more parameters
params = parameter_values(orig_parameters, stock='GOOG')

# Make a notebook object with these definitions
new_nb = replace_definitions(nb, params)

# Execute the notebook with the new parameters
nbclient.execute(new_nb)

If you are interested in using your parameterized Jupyter notebooks through a command line interface, have a look at nbclick.

Changes

0.6.1

2024-05-15

  • nbparameterise no longer requires nbconvert, and loads it only if you pass the deprecated execute=True option.

0.6

2023-02-28

  • The parameters cell no longer needs to be the first code cell: if you add a cell tag 'parameters' to another cell, parameters will be extracted from and replaced in that cell. Capitalisation doesn't matter. (PR #27).
  • Only the parameter values are replaced: other code in the parameter cell will now be preserved unchanged (PR #19). The comment= parameter now has no effect, and it may be removed in a future version.
  • The execute= parameter for replace_definitions() is now deprecated. Please use nbclient to execute your notebook after substituting parameters.
  • nbparameterise now requires Python 3.8 or above.