Juq470 -
juq470 is a lightweight, open‑source utility library designed for high‑performance data transformation in Python. It focuses on providing a concise API for common operations such as filtering, mapping, aggregation, and streaming large datasets with minimal memory overhead.
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| Problem | Matrix size (N) | Sparsity (nnz/row) | Condition number (\kappa) | |---------|-------------------|-------------------|----------------------------| | 2‑D Poisson (finite‑difference) | (10^6) | 5 | (1.2\times10^3) | | Maxwell curl‑curl (edge elements) | (3\times10^6) | 7 | (2.4\times10^4) | | Random graph Laplacian (Erdős‑Rényi, p=0.001) | (5\times10^6) | 5 | (3.7\times10^2) | | 3‑D Elasticity (tetrahedral mesh) | (8\times10^6) | 15 | (9.1\times10^3) | This paper serves as a warning for the
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