quilt3distribute 0.1.2

A small wrapper around quilt3 to make distributing manifest style datasets even easier.

quilt3distribute

People commonly work with tabular datasets, people want to share their data, this makes that easier through Quilt3.

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Features

• Automatically determines which files to upload based off CSV headers. (Explicit override available)
• Simple interface for attaching metadata to each file based off the manifest contents.
• Groups metadata for files that are referenced multiple times.
• Validates and runs basic cleaning operations on your dataset manifest CSV.
• Optionally add license details and usage instructions to your dataset README.
• Parses README for any referenced files and packages them up as well.
• Support for adding extra files not contained in the manifest.
• Constructs an "associates" map that is placed into each files metadata for quick navigation around the package.
• Enforces that the metadata attached to each file is standardized across the package for each file column.

Quick Start

Construct a csv (or pandas dataframe) dataset manifest (Example):

CellId	Structure	2dReadPath	3dReadPath
1	lysosome	2d/1.png	3d/1.tiff
2	laminb1	2d/2.png	3d/2.tiff
3	golgi	2d/3.png	3d/3.tiff
4	myosin	2d/4.png	3d/4.tiff

from quilt3distribute import Dataset

# Create the dataset
ds = Dataset(
    dataset="single_cell_examples.csv",
    name="single_cell_examples",
    package_owner="jacksonb",
    readme_path="single_cell_examples.md"
)

# Optionally add common additional requirements
ds.add_usage_doc("https://docs.quiltdata.com/walkthrough/reading-from-a-package")
ds.add_license("https://www.allencell.org/terms-of-use.html")

# Optionally indicate column values to use for file metadata
ds.set_metadata_columns(["CellId", "Structure"])

# Optionally rename the columns on the package level
ds.set_column_names_map({
    "2dReadPath": "images_2d",
    "3dReadPath": "images_3d"
})

# Distribute
pkg = ds.distribute(push_uri="s3://quilt-jacksonb", message="Initial dataset example")

Returns:

(remote Package)
 └─README.md
 └─images_2d
   └─03cdf019_1.png
   └─148ddc09_2.png
   └─2b2cf361_3.png
   └─312a0367_4.png
 └─images_3d
   └─a0ce6e01_1.tiff
   └─c360072c_2.tiff
   └─d9b55cba_3.tiff
   └─eb29e6b3_4.tiff
 └─metadata.csv
 └─referenced_files
   └─some_file_referenced_by_the_readme.png

Example Metadata:

pkg["images_2d"]["03cdf019_1.png"].meta

{
    "CellId": 1,
    "Structure": "lysosome",
    "associates": {
        "images_2d": "images_2d/03cdf019_1.png",
        "images_3d": "images_3d/a0ce6e01_1.tiff"
    }
}

Installation

Stable Release: pip install quilt3distribute
Development Head: pip install git+https://github.com/AllenCellModeling/quilt3distribute.git

Credits

This package was created with Cookiecutter. Original repository

Free software: Allen Institute Software License