polars-pairing 0.1.0

Creator: bradpython12

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Description:

polarspairing 0.1.0

polars-pairing
This plugin provides pairing functions to Polars. These functions encode two natural numbers into a single natural number.
Installation
pip install polars-pairing

Functionality and usage
This plugin implements three pairing functions (Hagen[^1], Szudzik[^2], and Cantor[^3]), along with their corresponding unpairing functions, as Polars expressions. The pairing functions take two integer columns as input and produce a single column containing the encoded pair. Conversely, the unpairing functions accept a single column as input and generate a struct column containing the values of the original pair.
>>> import polars as pl
>>> import polars_pairing as plp

>>> df = pl.DataFrame({
... "a": [1, 2, 38, 4],
... "b": [5, 6, 77, 80]
... })
>>> df.select(plp.col("b").pairing.pair(plp.col("b")).alias("pair"))
shape: (4, 1)
┌──────┐
│ pair │
│ --- │
│ u64 │
╞══════╡
│ 35 │
│ 48 │
│ 6083 │
│ 6560 │
└──────┘

# By default, the Hagen pairing function is used, but you can specify alternative functions:
>>> df.select(
... plp.col("a").pairing.pair(plp.col("b"), method="hagen").alias("hagen_pair"),
... plp.col("a").pairing.pair(plp.col("b"), method="szudzik").alias("szudzik_pair"),
... plp.col("a").pairing.pair(plp.col("b"), method="cantor").alias("cantor_pair")
)
shape: (4, 3)
┌────────────┬──────────────┬─────────────┐
│ hagen_pair ┆ szudzik_pair ┆ cantor_pair │
│ --- ┆ --- ┆ --- │
│ u64 ┆ u64 ┆ u64 │
╞════════════╪══════════════╪═════════════╡
│ 28 ┆ 26 ┆ 26 │
│ 40 ┆ 38 ┆ 42 │
│ 6006 ┆ 5967 ┆ 6747 │
│ 6408 ┆ 6404 ┆ 3650 │
└────────────┴──────────────┴─────────────┘

# The corresponding unpairing functions are also available:
>>> df = pl.DataFrame({"p": [28, 40, 6006, 6408]})
>>> df.select(plp.col("p").pairing.unpair().alias("unpair"))
shape: (4, 1)
┌───────────┐
│ unpair │
│ --- │
│ struct[2] │
╞═══════════╡
│ {1,5} │
│ {2,6} │
│ {38,77} │
│ {4,80} │
└───────────┘

>>> df = pl.DataFrame({"p": [26, 38, 5967, 6404]})
>>> df.select(
... plp.col("p").pairing.unpair(method="szudzik").alias("unpair")
... ).unnest("unpair")
shape: (4, 2)
┌──────┬───────┐
│ Left ┆ Right │
│ --- ┆ --- │
│ u64 ┆ u64 │
╞══════╪═══════╡
│ 1 ┆ 5 │
│ 2 ┆ 6 │
│ 38 ┆ 77 │
│ 4 ┆ 80 │
└──────┴───────┘

[^1]: Hagen, D. R. Superior Pairing Function. https://drhagen.com/blog/superior-pairing-function/ (2018).
[^2]: Szudzik, Matthew. "An elegant pairing function." Wolfram Research (ed.) Special NKS 2006 Wolfram Science Conference. 2006.
[^3]: Cantor, G. Ein Beitrag zur Mannigfaltigkeitslehre. Journal für die reine und angewandte Mathematik 1878, 242–258 (1878).

License

For personal and professional use. You cannot resell or redistribute these repositories in their original state.

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