rainbow

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rainbow provides programmatic access to the raw data encoded in chromatography and mass spectrometry binary files. This library supports the following vendors and detectors:

Container File Data Parse with
Agilent .D .uv UV spectrum (supports incomplete files)
.ch UV, FID, CAD, and ELSD channels
.ms MS (supports incomplete files)
MSProfile.bin HRMS and ICP-MS profile spectrum hrms=True
MSPeak.bin centroid (peak-picked) spectrum centroid=True
Agilent .dx (OpenLab CDS) .UV DAD spectrum
.CH single-wavelength UV/DAD signals
.IT instrument telemetry, as analog data telemetry=True
Waters .raw CHRO CAD and ELSD, plus miscellaneous analog data
FUNC UV and MS

There is documentation for rainbow that also details the structure of each binary file format.

Installation

pip install rainbow-api

That installs everything needed to read a file. Four things are separate, because most callers never reach them:

Extra Install What it adds
plot pip install rainbow-api[plot] matplotlib, for DataFile.plot
waters pip install rainbow-api[waters] pandas, for the Waters compound transition table
hrms pip install rainbow-api[hrms] python-lzf, for LZF-compressed MassHunter MSProfile.bin
validate pip install rainbow-api[validate] jsonschema and rfc3339-validator, for the opt-in ASM conformance tests. Both: without the second, timestamp formats are not actually checked

Each says which extra to install if you call it without one, so nothing fails mysteriously.

Prebuilt wheels include an optional compiled accelerator (see Performance); installation never requires a compiler, and rainbow works the same with or without it.

Usage

The easiest way to get started is to give rainbow a directory path. Assume that we have a directory mydata.D that contains a binary file DAD1.uv with UV data.

import rainbow as rb
datadir = rb.read("mydata.D")
datafile = datadir.get_file("DAD1A.uv")

Here, the datadir DataDirectory object contains a DataFile object for DAD1A.uv.

rainbow normally infers the vendor from the path suffix (.D/.dx for Agilent, .raw for Waters). A directory whose name lacks that suffix is identified from its contents instead, so renamed datasets still parse. To force a parser explicitly, pass format:

datadir = rb.read("Caffeine 3", format="waters")

The raw UV data is contained in numpy arrays that are attributes of datafile. Users may find the following particularly useful:

  • datafile.xlabels - 1D numpy array with retention times
  • datafile.ylabels - 1D numpy array with wavelengths
  • datafile.data - 2D numpy array with absorbances

There is a tutorial available. There are also example snippets for basic tasks. Or just check out the full API.

A whole sequence at once

A sequence directory, one injection subdirectory per sample, reads in one call. Injections come back in sorted-name order, which for the names ChemStation writes by default is the order they ran.

sequence = rb.read_sequence("Caffeine_Stability")
first = sequence[0]
one = sequence.get_injection("008-D1F-A1-sample_01.D")

See Sequences.

Getting the data out of the vendor's format

Any run, or any sequence, exports to the Allotrope Simple Model: an open, published JSON format that other tools read, so the data stops depending on rainbow or on the instrument vendor. It reads back, and it validates against the published Allotrope schemas once the run's UTC offset is known: most vendor formats record local wall clock with no offset, and rainbow will not invent one, so pass utc_offset= if you know where the instrument was.

datadir.export_asm("caffeine.asm.json")           # one run
sequence.export_asm("stability.asm.json")         # the whole sequence
back = rb.from_asm(json.load(open("caffeine.asm.json")))

A full-scan MS channel is a 2D grid the format cannot hold faithfully, so ask for the ions you want: datadir.to_asm(ions=[195.1]). See ASM export.

The metadata the normal read leaves behind

A vendor run ships sidecar files the data parsers never touch, holding the acquisition context: module serials, firmware versions, the operator, method details, vial positions, timestamps. rainbow.debug decodes them on demand, and costs nothing if you never call it.

from rainbow import debug
debug.fields("mydata.D")     # one merged record of the whole run
debug.inspect("mydata.D")    # every recognized sidecar, in full

See Debug metadata.

Performance

A few inherently-sequential decode loops are sped up by optional compiled (Cython) extensions: roughly 100x faster, bit-identical, with a transparent pure-Python fallback when no compiler is available (prebuilt PyPI wheels include them). See the Performance page in the documentation for the optimization strategies behind rainbow and the considerations for adding a new format.

Contents

  • rainbow/ contains the code of the Python library.
  • docs/ contains code for generating documentation. To build documentation locally, you will need the packages in docs/requirements.txt (pip install -r docs/requirements.txt); myst-parser is required as well as sphinx and sphinx-rtd-theme, since part of the documentation is Markdown. Then, move to the docs/ directory and run make html. The docpages will be generated under docs/_build.
  • tests/ contains unit tests for the library. These can be run with pytest from the repository root (install the test dependency with pip install -e .[test]).

For development, an editable install (pip install -e .) compiles the optional accelerator in place if a C compiler and Cython are available; otherwise the pure-Python fallback is used. The parity between the two paths is checked by tests/test_accelerator.py.

Project links

Data verified by PyPI on Aug 27, 2026
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  • Released:
Newer release available (1.5.1)

3 maintainers

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Avatar for ekwan17 from gravatar.com ekwan17 Avatar for evanyeyeye from gravatar.com evanyeyeye Avatar for jmarvi3 from gravatar.com jmarvi3

Credits

Author: Evan Shi and Eugene Kwan

GitHub Statistics

Data verified by PyPI on Aug 27, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

GNU Lesser General Public License v3 (LGPLv3) (LGPL-3.0-or-later)

Requires

Python >=3.8

Provides Extra

test hrms validate plot waters

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Release history Release notifications | RSS feed

1.5.1

19 files

This release

1.5.0 This release

19 files

1.4.0

19 files

1.3.1

19 files

1.3.0

19 files

1.2.0

19 files

1.1.0

19 files

1.0.16

19 files

1.0.15

19 files

1.0.14

19 files

1.0.13

19 files

1.0.12

2 files

1.0.11

2 files

1.0.10

2 files

1.0.9

2 files

1.0.8

2 files

1.0.7

2 files

1.0.6

2 files

1.0.5

2 files

1.0.4

2 files

1.0.3

2 files

1.0.2

2 files

1.0.1

2 files

1.0.0

2 files

0.1.0

2 files

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