A collection of bias correction techniques written in Python - for climate sciences.

Nacrith — Lossless text compression via ensemble neural arithmetic coding. Combines SmolLM2-135M language model with context mixing, adaptive prediction, and high-precision CDF coding. 3.1x better than gzip, and outperforming CMIX, ts_zip, LLMZip and FineZip. Fully lossless. GPU accelerated.

Some methods to sampling data points from a given distribution.

Reference PyTorch implementation of "End-to-end optimized image compression with competition of prior distributions"

A package of scripts for replicating data between CDF tenants

An extractor utilized to extract datapoints stored in CSV format

Distributions visualized

Anaconda module for manipulating CDF (common data format) files

Chi-squared distribution cumulative distribution function (CDF).

BASIC IMAGE ANALYSIS AND PROCESSING USING PYTHON (ANACONDA)

Laplace distribution cumulative distribution function (CDF).

Planck (discrete exponential) distribution cumulative distribution function (CDF).

Degenerate distribution cumulative distribution function (CDF).

A data structure for accurate on-line accumulation of rank-based statistics.

Exponential distribution cumulative distribution function (CDF).

Degenerate distribution quantile function.

Degenerate distribution logarithm of cumulative distribution function (logCDF).

Cauchy distribution cumulative distribution function (CDF).

Uniform distribution quantile function.