Python reader for Linked Data in HDF5 files

Related tags

Data Analysish5ld
Overview

h5ld: HDF5 Linked Data

Linked Data are becoming more popular for user-created metadata in HDF5 files. This Python package provides readers for the HDF5-based formats with such metadata . Entire linked data content is read in one operation and made available as an rdflib graph object.

Currently supported:

Installation

pip install git+https://github.com/HDFGroup/h5ld@{LABEL}

where {LABEL} is either master or a tag label.

Requirements:

  • Python >= 3.7
  • h5py >= 3.3.0
  • rdflib >= 5.0.0

License

This software is open source. See this file for details.

Quick Start

This package can be used either as a command-line tool or programmatically. On the command-line, the package dumps the link data of an input HDF5 file into several popular RDF formats supported by the rdflib package. For example:

python -m h5ld -f json-ld -o output.json INPUT.h5

will dump the input file's RDF data to a file output.json in the JSON-LD format. Omitting an output file prints out the same content so it can be ingested by another command-line tool. Full description is available from:

python -m h5ld --help

There is also a programmatic interface for integration into Python applications. Each h5ld reader will provide the following methods and attributes:

  • File format name.

    print(f"Input file format is: {reader.name}")
  • Short (usually an acronym) of the file format.

    print(f"File format acronym: {reader.short_name}")
  • Check if the reader is the right choice for the input file.

    with h5py.File("input.h5", mode="r") as f:
        if reader.verify_format(f):
            # Do something...
          else:
              print("Sorry but not the right h5ld reader.")
  • Check if there is linked data content in the input HDF5 file. Optionally, print an appropriate description of the data.

    with h5py.File("input.h5", mode="r") as f:
        reader.check_ld(f, report=True)
  • Read linked data and export it to a destination in the requested RDF format.

    with h5py.File("input.h5", mode="r") as f:
        reader(f).dump_ld("output.json", format="json-ld")
  • Read linked data and return either an rdflib.Graph or rdflib.ConjunctiveGraph object.

    with h5py.File("input.h5", mode="r") as f:
        graph = reader(f).get_ld()
  • A Python dictionary with the reader's namespace prefixes and their IRIs.

    with h5py.File("input.h5", mode="r") as f:
        rdr = reader(f)
        namespaces = rdr.namespaces
Owner
The HDF Group
Tools and technologies to support the Hierarchical Data Format (HDF)
The HDF Group
A data parser for the internal syncing data format used by Fog of World.

A data parser for the internal syncing data format used by Fog of World. The parser is not designed to be a well-coded library with good performance, it is more like a demo for showing the data struc

Zed(Zijun) Chen 40 Dec 12, 2022
Helper tools to construct probability distributions built from expert elicited data for use in monte carlo simulations.

Elicited Helper tools to construct probability distributions built from expert elicited data for use in monte carlo simulations. Credit to Brett Hoove

Ryan McGeehan 3 Nov 04, 2022
A multi-platform GUI for bit-based analysis, processing, and visualization

A multi-platform GUI for bit-based analysis, processing, and visualization

Mahlet 529 Dec 19, 2022
Data Analysis for First Year Laboratory at Imperial College, London.

Data Analysis for First Year Laboratory at Imperial College, London. For personal reference only, and to reference in lab reports and lab books.

Martin He 0 Aug 29, 2022
A lightweight interface for reading in output from the Weather Research and Forecasting (WRF) model into xarray Dataset

xwrf A lightweight interface for reading in output from the Weather Research and Forecasting (WRF) model into xarray Dataset. The primary objective of

National Center for Atmospheric Research 43 Nov 29, 2022
bigdata_analyse 大数据分析项目

bigdata_analyse 大数据分析项目 wish 采用不同的技术栈,通过对不同行业的数据集进行分析,期望达到以下目标: 了解不同领域的业务分析指标 深化数据处理、数据分析、数据可视化能力 增加大数据批处理、流处理的实践经验 增加数据挖掘的实践经验

Way 2.4k Dec 30, 2022
Containerized Demo of Apache Spark MLlib on a Data Lakehouse (2022)

Spark-DeltaLake-Demo Reliable, Scalable Machine Learning (2022) This project was completed in an attempt to become better acquainted with the latest b

8 Mar 21, 2022
X-news - Pipeline data use scrapy, kafka, spark streaming, spark ML and elasticsearch, Kibana

X-news - Pipeline data use scrapy, kafka, spark streaming, spark ML and elasticsearch, Kibana

Nguyễn Quang Huy 5 Sep 28, 2022
small package with utility functions for analyzing (fly) calcium imaging data

fly2p Tools for analyzing two-photon (2p) imaging data collected with Vidrio Scanimage software and micromanger. Loading scanimage data relies on scan

Hannah Haberkern 3 Dec 14, 2022
This is a tool for speculation of ancestral allel, calculation of sfs and drawing its bar plot.

superSFS This is a tool for speculation of ancestral allel, calculation of sfs and drawing its bar plot. It is easy-to-use and runing fast. What you s

3 Dec 16, 2022
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

Disclaimer This project is stable and being incubated for long-term support. It may contain new experimental code, for which APIs are subject to chang

Uber Open Source 1.6k Dec 29, 2022
Functional tensors for probabilistic programming

Funsor Funsor is a tensor-like library for functions and distributions. See Functional tensors for probabilistic programming for a system description.

208 Dec 29, 2022
Port of dplyr and other related R packages in python, using pipda.

Unlike other similar packages in python that just mimic the piping syntax, datar follows the API designs from the original packages as much as possible, and is tested thoroughly with the cases from t

179 Dec 21, 2022
Tokyo 2020 Paralympics, Analytics

Tokyo 2020 Paralympics, Analytics Thanks for checking out my app! It was built entirely using matplotlib and Tokyo 2020 Paralympics data. This applica

Petro Ivaniuk 1 Nov 18, 2021
Retail-Sim is python package to easily create synthetic dataset of retaile store.

Retailer's Sale Data Simulation Retail-Sim is python package to easily create synthetic dataset of retaile store. Simulation Model Simulator consists

Corca AI 7 Sep 30, 2022
Developed for analyzing the covariance for OrcVIO

about This repo is developed for analyzing the covariance for OrcVIO environment setup platform ubuntu 18.04 using conda conda env create --file envir

Sean 1 Dec 08, 2021
A pipeline that creates consensus sequences from a Nanopore reads. I

A pipeline that creates consensus sequences from a Nanopore reads. It clusters reads that are similar to each other and creates a consensus that is then identified using BLAST.

Ada Madejska 2 May 15, 2022
Data collection, enhancement, and metrics calculation.

l3_data_collection Data collection, enhancement, and metrics calculation. Summary Repository containing code for QuantDAO's JDT data collection task.

Ruiwyn 3 Dec 23, 2022
Wafer Fault Detection - Wafer circleci with python

Wafer Fault Detection Problem Statement: Wafer (In electronics), also called a slice or substrate, is a thin slice of semiconductor, such as a crystal

Avnish Yadav 14 Nov 21, 2022
Very useful and necessary functions that simplify working with data

Additional-function-for-pandas Very useful and necessary functions that simplify working with data random_fill_nan(module_name, nan) - Replaces all sp

Alexander Goldian 2 Dec 02, 2021