ParquetFrame

High-performance data analytics with AI/ML capabilities

ParquetFrame is a unified data platform combining SQL, time series, geospatial, financial analysis, and AI/ML capabilities - all with familiar DataFrame interfaces.

✨ Features

SQL Engine: Query DataFrames with SQL (DataFusion/DuckDB)
Time Series: .ts accessor for resampling, rolling windows
GeoSpatial: .geo accessor for spatial operations
Financial: .fin accessor for technical indicators
AI/ML: Tetnus ML framework + RAG with Knowlogy knowledge graph
Cloud: S3, GCS, Azure Blob Storage support
Interactive CLI: Rich REPL with syntax highlighting

🚀 Quick Start

pip install parquetframe

import pandas as pd
import parquetframe as pf
import parquetframe.sql
import parquetframe.time
import parquetframe.finance

# SQL queries
result = pf.sql("SELECT * FROM df WHERE value > 100", df=df)

# Time series
daily = df.ts.resample('1D', agg='mean')

# Financial indicators
rsi = df.fin.rsi('close', 14)
macd = df.fin.macd('close')

📚 Documentation

🎯 Use Cases

Financial Analysis

import parquetframe.finance

prices = pd.read_csv("stock.csv", index_col='date', parse_dates=True)
prices['SMA_20'] = prices.fin.sma('close', 20)
prices['RSI'] = prices.fin.rsi('close', 14)

Time Series Forecasting

import parquetframe.time

sensor_data = df.ts.resample('1H', agg='mean')
smoothed = sensor_data.ts.rolling('24H', agg='mean')

GeoSpatial Analysis

import geopandas as gpd
import parquetframe.geo

cities = gpd.read_file("cities.geojson")
buffered = cities.geo.buffer(1000)

AI-Powered RAG

from parquetframe.ai import SimpleRagPipeline
from parquetframe import knowlogy

# Query knowledge graph
formula = knowlogy.get_formula("variance")

# RAG with formula grounding
result = pipeline.run_query("Explain variance", user_context="analyst")

🏗️ Architecture

ParquetFrame combines:

Rust Core: High-performance kernels (pf-time-core, pf-geo-core, pf-fin-core)
Python API: Familiar pandas-style accessors
AI/ML: Tetnus framework + Knowlogy knowledge graph
Cloud: Multi-cloud storage integration

🔗 Project Links

📄 License

Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International Public License

🙏 Acknowledgments

Built on top of:

Apache Arrow / Polars / pandas
DataFusion / DuckDB
GeoPandas / Shapely
PyTorch (Tetnus)

Metadata

Release files for parquetframe 2.0.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for parquetframe 2.0.0
File	Size	Uploaded
parquetframe-2.0.0.tar.gz	436.3 kB	Dec 8, 2025	Details

Built distributions (wheels)

Table of built distributions (wheels) for parquetframe 2.0.0
File	Interpreter	ABI	Platform	Reset
parquetframe-2.0.0-cp314-cp314-win_amd64.whl 24.1 MB Dec 8, 2025	CPython 3.14	CPython 3.14	Windows x86-64	Details
parquetframe-2.0.0-cp314-cp314-macosx_11_0_arm64.whl 19.7 MB Dec 8, 2025	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
parquetframe-2.0.0-cp313-cp313-win_amd64.whl 24.1 MB Dec 8, 2025	CPython 3.13	CPython 3.13	Windows x86-64	Details
parquetframe-2.0.0-cp313-cp313-macosx_11_0_arm64.whl 19.7 MB Dec 8, 2025	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
parquetframe-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl 21.7 MB Dec 8, 2025	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
parquetframe-2.0.0-cp312-cp312-win_amd64.whl 24.1 MB Dec 8, 2025	CPython 3.12	CPython 3.12	Windows x86-64	Details
parquetframe-2.0.0-cp312-cp312-manylinux_2_38_x86_64.whl 24.4 MB Dec 8, 2025	CPython 3.12	CPython 3.12	Linux glibc 2.38+ x86-64	Details
parquetframe-2.0.0-cp312-cp312-macosx_11_0_arm64.whl 19.7 MB Dec 8, 2025	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
parquetframe-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl 21.7 MB Dec 8, 2025	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details
parquetframe-2.0.0-cp311-cp311-win_amd64.whl 24.1 MB Dec 8, 2025	CPython 3.11	CPython 3.11	Windows x86-64	Details
parquetframe-2.0.0-cp311-cp311-manylinux_2_38_x86_64.whl 24.4 MB Dec 8, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.38+ x86-64	Details
parquetframe-2.0.0-cp311-cp311-manylinux_2_35_x86_64.whl 24.4 MB Dec 8, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.35+ x86-64	Details
parquetframe-2.0.0-cp311-cp311-macosx_11_0_arm64.whl 19.7 MB Dec 8, 2025	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
parquetframe-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl 21.7 MB Dec 8, 2025	CPython 3.11	CPython 3.11	macOS 10.12+ x86-64	Details

Total release size: 314.1 MB

Release files / parquetframe-2.0.0.tar.gz

Download URL	parquetframe-2.0.0.tar.gz
Size	436.3 kB
Tags	Source
SHA-256 checksum How to use checksums	`4134cab85473e01cad354481501613e877937bba0612618de690b150fa7b16d5`
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
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Release files / parquetframe-2.0.0-cp314-cp314-win_amd64.whl

Download URL	parquetframe-2.0.0-cp314-cp314-win_amd64.whl
Size	24.1 MB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`fb1b5bfdcd50c902a9ddca26aa1860287023ced37f466f9d58095766be581ed4`
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Release files / parquetframe-2.0.0-cp314-cp314-macosx_11_0_arm64.whl

Download URL	parquetframe-2.0.0-cp314-cp314-macosx_11_0_arm64.whl
Size	19.7 MB
Tags	CPython 3.14 macOS 11.0+ ARM64
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Release files / parquetframe-2.0.0-cp313-cp313-win_amd64.whl

Download URL	parquetframe-2.0.0-cp313-cp313-win_amd64.whl
Size	24.1 MB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`ac58f525d6c2196ed42c594b162ee75e100d970d5637f084f8221c8c02c9e842`
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
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Release files / parquetframe-2.0.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	parquetframe-2.0.0-cp313-cp313-macosx_11_0_arm64.whl
Size	19.7 MB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`a5e2d97a4e34fe6d9c4430cd722fd25cca711413f72588803e11e4f1884a3272`
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Upload date	Dec 8, 2025
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Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
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Release files / parquetframe-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl

Download URL	parquetframe-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl
Size	21.7 MB
Tags	CPython 3.13 macOS 10.12+ x86-64
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

Workflow

Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
Publishing logs: github.com/leechristophermurray/parquetframe/actions/runs/20011410776/attempts/1

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Subject: parquetframe-2.0.0-cp313-cp313-macosx_10_12_x86_64.whl
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Release files / parquetframe-2.0.0-cp312-cp312-win_amd64.whl

Download URL	parquetframe-2.0.0-cp312-cp312-win_amd64.whl
Size	24.1 MB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`e6abd51c69d6f62b72a7975937fef199da4dd922933abc6d136a4929b6e6bcd4`
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

Workflow

Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
Publishing logs: github.com/leechristophermurray/parquetframe/actions/runs/20011410776/attempts/1

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Subject: parquetframe-2.0.0-cp312-cp312-win_amd64.whl
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Release files / parquetframe-2.0.0-cp312-cp312-manylinux_2_38_x86_64.whl

Download URL	parquetframe-2.0.0-cp312-cp312-manylinux_2_38_x86_64.whl
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
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Release files / parquetframe-2.0.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	parquetframe-2.0.0-cp312-cp312-macosx_11_0_arm64.whl
Size	19.7 MB
Tags	CPython 3.12 macOS 11.0+ ARM64
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

Workflow

Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
Publishing logs: github.com/leechristophermurray/parquetframe/actions/runs/20011410776/attempts/1

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Subject: parquetframe-2.0.0-cp312-cp312-macosx_11_0_arm64.whl
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Release files / parquetframe-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl

Download URL	parquetframe-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl
Size	21.7 MB
Tags	CPython 3.12 macOS 10.12+ x86-64
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
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Subject: parquetframe-2.0.0-cp312-cp312-macosx_10_12_x86_64.whl
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Release files / parquetframe-2.0.0-cp311-cp311-win_amd64.whl

Download URL	parquetframe-2.0.0-cp311-cp311-win_amd64.whl
Size	24.1 MB
Tags	CPython 3.11 Windows x86-64
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
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Subject: parquetframe-2.0.0-cp311-cp311-win_amd64.whl
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Release files / parquetframe-2.0.0-cp311-cp311-manylinux_2_38_x86_64.whl

Download URL	parquetframe-2.0.0-cp311-cp311-manylinux_2_38_x86_64.whl
Size	24.4 MB
Tags	CPython 3.11 Linux glibc 2.38+ x86-64
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Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

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Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

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Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
Publishing logs: github.com/leechristophermurray/parquetframe/actions/runs/20011410776/attempts/1

Artifact

Subject: parquetframe-2.0.0-cp311-cp311-manylinux_2_38_x86_64.whl
SHA-256 checksum: 257b419a11e0012086668b4da398a6cdedae9d4cd59f9e675177a591e86d64eb Verifying attestations

Release files / parquetframe-2.0.0-cp311-cp311-manylinux_2_35_x86_64.whl

Download URL	parquetframe-2.0.0-cp311-cp311-manylinux_2_35_x86_64.whl
Size	24.4 MB
Tags	CPython 3.11 Linux glibc 2.35+ x86-64
SHA-256 checksum How to use checksums	`19ac71fd2d9d5db153497c60b4104ab6a022209e6ecf55b49f5a5a932688df7c`
BLAKE2b-256 checksum How to use checksums	`bb205916df81e5f0ca0a7503899176022dc626023cbd3bcb64d79292f15f2426`
Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

Workflow

Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
Publishing logs: github.com/leechristophermurray/parquetframe/actions/runs/20011410776/attempts/1

Artifact

Subject: parquetframe-2.0.0-cp311-cp311-manylinux_2_35_x86_64.whl
SHA-256 checksum: 19ac71fd2d9d5db153497c60b4104ab6a022209e6ecf55b49f5a5a932688df7c Verifying attestations

Release files / parquetframe-2.0.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	parquetframe-2.0.0-cp311-cp311-macosx_11_0_arm64.whl
Size	19.7 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`be0b4d227b9f9f7fcda28fe18d0c56cf72c1436a8d24e902ea8a7713665d32e4`
BLAKE2b-256 checksum How to use checksums	`3d4c75bf8b533d2217138bdb40b840f2bdb3b93254f550f215625a2cadfef6c1`
Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

Workflow

Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
Publishing logs: github.com/leechristophermurray/parquetframe/actions/runs/20011410776/attempts/1

Artifact

Subject: parquetframe-2.0.0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: be0b4d227b9f9f7fcda28fe18d0c56cf72c1436a8d24e902ea8a7713665d32e4 Verifying attestations

Release files / parquetframe-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl

Download URL	parquetframe-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl
Size	21.7 MB
Tags	CPython 3.11 macOS 10.12+ x86-64
SHA-256 checksum How to use checksums	`3a393bea4836fe7c6b5a55868e7f7b82e97d29a7bb3a3d4ebf0cab7cafbc22f7`
BLAKE2b-256 checksum How to use checksums	`5bcfb6ebf4213c3607c743d62cd609ed4f284f32fd6b833f2ab5be753b112ed9`
Upload date	Dec 8, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.7`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/leechristophermurray/parquetframe
Publishing commit: github.com/leechristophermurray/parquetframe/tree/1498acd5806c2dd56f66fd8bdefc022bae907ffe

Workflow

Publishing configuration: github.com/leechristophermurray/parquetframe/blob/1498acd5806c2dd56f66fd8bdefc022bae907ffe/.github/workflows/release.yml
Publishing logs: github.com/leechristophermurray/parquetframe/actions/runs/20011410776/attempts/1

Artifact

Subject: parquetframe-2.0.0-cp311-cp311-macosx_10_12_x86_64.whl
SHA-256 checksum: 3a393bea4836fe7c6b5a55868e7f7b82e97d29a7bb3a3d4ebf0cab7cafbc22f7 Verifying attestations