wiseio/paratext
A library for reading text files over multiple cores. observed · 2026-08-28
Health v2 · maintenance only
32/100
- Activity 0
- Release rhythm 35
- Longevity 100
Flags: no_releases
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 3784
- days_rel: n/a
- days_push: 1093
- n_releases_24m: 0
Adoption not part of the score
1052 stars · 99 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
ParaText is a C++ library for reading text files in parallel across multiple cores, with Python bindings and a fast CSV reader. It can load CSV files directly into Pandas DataFrames with no dependencies beyond the C++ standard library.
Use cases
- read large csv files faster than pandas
- parse text files in parallel on multicore machines
- load csv into pandas dataframe quickly
- speed up csv ingestion for data science pipelines
- read big delimited text files with python
When to choose
- you need faster CSV loading than pandas' built-in reader
- you work with very large text/CSV files on multi-core machines
- you want a dependency-free C++ parsing library with Python bindings
When to avoid
- you need actively developed features or recent Python version support
- your files are small and pandas read_csv is fast enough
- you need formats beyond CSV/text files
Facets
library · maturity maintenance
parser etl data-science data-science files developer-tools cpp python windows cross-platform csv-reader parallel-io multicore pandas python-bindings linux macos
1 source
- readme: https://github.com/wiseio/paratext · fetched 2026-08-28 · 0cd8fe604036
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| wiseio/paratext | main | 32 |
For agents
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem