polars-hash

Stable non-cryptographic and cryptographic hashing functions for Polars

These details have not been verified by PyPI

Project links

Project description

This plugin provides stable hashing functionality across different polars versions.

Examples

Cryptographic Hashers

import polars
import polars_hash as plh

df = pl.DataFrame({
    "foo":["hello_world"]
})

result = df.select(plh.col('foo').chash.sha256())

print(result)

┌──────────────────────────────────────────────────────────────────┐
│ foo                                                              │
│ ---                                                              │
│ str                                                              │
╞══════════════════════════════════════════════════════════════════╡
│ 35072c1ae546350e0bfa7ab11d49dc6f129e72ccd57ec7eb671225bbd197c8f1 │
└──────────────────────────────────────────────────────────────────┘

Non-cryptographic Hashers

df = pl.DataFrame({
    "foo":["hello_world"]
})

result = df.select(plh.col('foo').nchash.wyhash())
print(result)
┌──────────────────────┐
│ foo                  │
│ ---                  │
│ u64                  │
╞══════════════════════╡
│ 16737367591072095403 │
└──────────────────────┘

Geo Hashers

df = pl.DataFrame(
    {"coord": [{"longitude": -120.6623, "latitude": 35.3003}]},
    schema={
        "coord": pl.Struct(
            [pl.Field("longitude", pl.Float64), pl.Field("latitude", pl.Float64)]
        ),
    },
)

df.with_columns(
    plh.col('coord').geohash.from_coords().alias('geohash')
)
shape: (1, 2)
┌─────────────────────┬────────────┐
│ coord               ┆ geohash    │
│ ---                 ┆ ---        │
│ struct[2]           ┆ str        │
╞═════════════════════╪════════════╡
│ {-120.6623,35.3003} ┆ 9q60y60rhs │
└─────────────────────┴────────────┘


pl.select(pl.lit('9q60y60rhs').geohash.to_coords().alias('coordinates'))
shape: (1, 1)
┌───────────────────────┐
│ coordinates           │
│ ---                   │
│ struct[2]             │
╞═══════════════════════╡
│ {-120.6623,35.300298} │
└───────────────────────┘

Create hash from multiple columns

df = pl.DataFrame({
    "foo":["hello_world"],
    "bar": ["today"]
})

result = df.select(plh.concat_str('foo','bar').chash.sha256())

Project details

These details have not been verified by PyPI

Project links

Release history Release notifications | RSS feed

0.5.0

Nov 1, 2024

0.4.9

Oct 30, 2024

0.4.8

Apr 11, 2024

0.4.7

Mar 24, 2024

0.4.6

Mar 16, 2024

0.4.5

Mar 12, 2024

0.4.4

Mar 11, 2024

0.4.3

Feb 22, 2024

0.4.2

Feb 16, 2024

0.4.1

Feb 2, 2024

0.4.0

Jan 27, 2024

0.3.3

Jan 25, 2024

0.3.2

Jan 17, 2024

0.3.1

Jan 2, 2024

0.3.0

Dec 23, 2023

0.2.4

Dec 23, 2023

0.2.3

Dec 19, 2023

0.2.2

Dec 19, 2023

This version

0.2.1

Dec 18, 2023

0.2.0

Dec 16, 2023

0.1.2

Nov 19, 2023

0.1.1

Nov 1, 2023

0.1.0

Oct 27, 2023

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Source Distribution

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Hashes for polars_hash-0.2.1.tar.gz

Hashes for polars_hash-0.2.1.tar.gz
Algorithm	Hash digest
SHA256	`2ea407b22027c1ae71944b179a2f1cde6543eba7216c7454be222be3f2d2f12a`
MD5	`3354ee7866246a26c0854fb28e9d9c4e`
BLAKE2b-256	`0b7c381f0ffb7764e6be9e022a046f14ab1e846da74adfe8f762bd71cc667adb`

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`0d438ba3f35300ef8f3a7306ecd753d725cdae4e5ebe28331208ccb629268133`
MD5	`28a43d4037825270a64504102ce55757`
BLAKE2b-256	`3d516a893d2092fd255fb0923d3a651df083c8c83f202deb7b276bb58889cf92`

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`355a73b46c5933fb3d84c20683302e2ac6a5e88b419df19b5e94ed8e388766eb`
MD5	`cf774c3df70e65ccece18b154ede59f9`
BLAKE2b-256	`eb0b616dd57527c87bab917d2529a541e5182ba8b05758aacb1521660b51c76b`

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`786585b6d6dc861f42fcdc9d925e1668afb3024f2575438d63dbd9d5a7bbc01a`
MD5	`8871adda04a1f4c2dd3f1deda0a5b19e`
BLAKE2b-256	`fca28fb1e64a62abd11e4daeb5ed4c2f2182d0408bd84f43c1a35c6228e9022d`

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`741f81bbb802a715ef08d5c4ad22b9b928b882109c23906f3853a7e0c82dfac7`
MD5	`61f1b214651b6c8249777105d819b98b`
BLAKE2b-256	`b6c315740c0136e0215fa1d25452cb2c721286bdce2d573ebbe8015743456c6c`

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`b75a4c8551aa1b6513bb3fa99109f0f31ef17d49a8f3878b57442701e66f95da`
MD5	`2c9689cd15f6685c45de08c20e4f5401`
BLAKE2b-256	`c4d4259e0c8c3d91c221fcfd9d04c2765f23d128dbfa01550f997718be44cfe6`

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`8453699f0b5d3cd09c95b4142532153b0f3255a6603ee01194e828f25c7884b2`
MD5	`701e5896e42162a6631ad93dec038ee4`
BLAKE2b-256	`0ce7e59e0f66604c87a6aa22164f8f684a47f89a41ce7f62be5ccdeb654abb66`

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`f83c81cdf869cbd6061acb10d9ac28e47a81a173725ef74165c73d8d0c58cdf4`
MD5	`000d4e44f3383cf37cf8f4aeb1bf9302`
BLAKE2b-256	`aa3ce7675aa6ba6c8d33b05ec754d2b68e80744d9dabaf9c88a55a43968c1877`

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`db48dd039a9fa0124f2920aa51ed6e5ca6b1168e865b51d2a5e545e55f79fa69`
MD5	`dacb7ba0a103f3c39c5950be27f563c1`
BLAKE2b-256	`4b26b3619c5c353713e358fbd13440d2f97fde06e46a35441fa7b933de55371f`

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`8aff94d5ea78534b73ab883c82710a77fabd712fffba99104f1bae8782bf011b`
MD5	`2b298f8f6a12dbdac5b9e21f47bc43bc`
BLAKE2b-256	`f60916310dea7d10028ba3d20f9bf79af05750a57b8055a020cfc0f8f16c1b2d`

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`1dcc9b71ee5e7ff8c756b7fda35065401ac31e29b09c64d0b9b0f0ece1f1a329`
MD5	`8f5378ecfdcc387ad46a70850d4feae7`
BLAKE2b-256	`02df3f21772a244b71ddc2d8671a9c46de0805ae2c222c830ea52ef8a8b4d403`

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`f63af10c372ecb1bb6ee9e4a372fdcd30a1100b93d1996aff4f36174f2ad1b59`
MD5	`de9ca2b53a3e79952966f05c710693f5`
BLAKE2b-256	`8d54bab0e117fff0ea6a3129081b86fb68b147db880db6a0cb48b659e8a7a9f9`

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`f08fbe7e95e7b78c47799a89cbe62a554d16e2269167d6b4243143c3ea0dbe20`
MD5	`d6244e4234cfc4337f33c0cbacd40696`
BLAKE2b-256	`57dcb1ba3dd2d6d809006ded83c936a089b4db00335a901948cfbd0a8683cc18`

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`b1af58f7c06f7df840149309275c915146a3a60d2708ccc9a9455ef5ebec1495`
MD5	`423f6fac3b35ac71623ee68a162bcef6`
BLAKE2b-256	`0a3e650e3c03d45eaa107d32a72c627ed1630610bc1e3683c85b50bcd52773cd`

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`5767959b47e38e04068ea3a1659d5c5b780baf5f08b01b0b62f94f002a7155c9`
MD5	`adbc0e52d12b98ac153c1506fd81985c`
BLAKE2b-256	`3ef7dea209485f202142ec796a0087e4aa1f995db028d87ca28845dad933af07`

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`349000341ab89ccdcc0c1d2b7b589eea04f4c4603e0ae89b6b43c197ef974032`
MD5	`383f794d5120eb2faee6944b309c7508`
BLAKE2b-256	`139329fd801a2451cc7c4d25fde14f07d998e3024dbfdacbde6ea0b52680082c`

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`804ce86581bb795f0e5be91b73863a44c30a1106f7089cbd92b24a8f0e531807`
MD5	`089ca5fee167ee04c3cc7436f979c993`
BLAKE2b-256	`3b966d36a8f67f8d020a3a913ec53b835dc9f22eae5127f535b71faa99480ef3`

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`8facb6c1867126745a9b9bc7f300d1d42e036e5cc56f42a56bc36ea2edc78acd`
MD5	`7ea33fb1c1ecdf95c667f6bb70117e56`
BLAKE2b-256	`29247b235008c13f230943de492da7c3b734d9f8c8becb67c766f426e0b8f121`

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`af5da93f47735ac5030b12755be6ef54d3a8b8b9f0014f67bc37468546a54c6f`
MD5	`fd79ea5ac3a691b2c656654ac0de3963`
BLAKE2b-256	`431dfed1c555869872f1387870f0d4c94e5c367e0fb76153a312c43066b681ac`

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`d558e034f6d8575b3c3085652823cc10ec91d4287ee3845b99b28acb044e6b4a`
MD5	`ebcda397ce6f6d2024a128682abb365c`
BLAKE2b-256	`448ee0844177caeacf6f08be66cdf9f8bf4a533a2a27a8888ac898c42d956354`

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`ece62ab53da7db800369a550816a4b14dfbd3399a1513fd8d5e724b56b0f9a6b`
MD5	`4ef04b7e3cd1be589aa94fbafa179680`
BLAKE2b-256	`71585387d1f6a4278916982eae13cbdc2e536f0cbe3e1db11c793f9fa3912aa3`

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`b2beb2087c06f010a8bc91905f7618f6fcc2ca11d912910b0dade0afbdce8c79`
MD5	`d0869a647e440d26cf9817668fe49588`
BLAKE2b-256	`0959ff34a63e3c62f83a8e40528377dfe76ed414933ff164bb658f1cfda1e012`

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`ceac0f36fa7bb35c4a521246ec95e0d85219d432ad419faab029f59572463f20`
MD5	`eb973d341c257a357cbba00314f52c33`
BLAKE2b-256	`7a6f128d6428b914fad563ad417980bc32b899e22f6beb7777ee7bd2db71d3d7`

Hashes for polars_hash-0.2.1-cp312-none-win_amd64.whl

Hashes for polars_hash-0.2.1-cp312-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`90be7e51060da2fbf399af3bf9557337ee91a9ca25c26c3523296558cf02cc5f`
MD5	`55e46e5618a4dbefbbcf20ad3f0b7d36`
BLAKE2b-256	`d6bfa345629a7e7b245143f04a877cd46686062c99558919ef2595fc893e564c`

Hashes for polars_hash-0.2.1-cp312-none-win32.whl

Hashes for polars_hash-0.2.1-cp312-none-win32.whl
Algorithm	Hash digest
SHA256	`6b83656f5923cf7c3103a40f66b8d57eec548ac7ed0384c40f1bd6d18a6336de`
MD5	`f404467b91180809c283711fc7ee76c7`
BLAKE2b-256	`b17c010e2c1fdec93b48636c0650e4f971a05a24aeb8502713e46e4d168f8bd1`

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`1945b420bb04cca57cdbbbf917eacf48306e14d4af63e679a620d9a1fd7a1182`
MD5	`d28d886600349621cedbdb5cf4dbd8b0`
BLAKE2b-256	`7b6a531091d35122b8194ec0e14374271321dc65f666d2d9d4244e27ac358f36`

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`22e122b3e959de737ba5523b7a68eae247e4decd5d9c2a2aa58ac0ef55377339`
MD5	`31592ee0c45da0963ebd41bf878bb72a`
BLAKE2b-256	`3c26d026c9710858cd66a63a0ec71f87655026a1041d1c4059182d1a951ab805`

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`65ef39feddf0a71d1376424d3cc0fd4a4657f08268bacd06e890d249454ff076`
MD5	`822f77f7c590a383d6c174af7ab859e9`
BLAKE2b-256	`c09ff181efce936f6c5b2964a388c3c01d44b8e3c444fc7c0be6910a51412d8f`

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`0e4ac00699c5656b456f16d3c4e5ee41e65b571cd91d3199d6c9e5d2e2201047`
MD5	`b4bff5eb0942653e833cf8c4c8e48f01`
BLAKE2b-256	`20faf17544dd49194d280a3074a600d70c7bffed9fecb9fe58d3b8dcce1d4bf3`

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`b87634c14e12c76953a89f17c8519c2940ae75324a034a10a338968dd2d2524f`
MD5	`70948185cb7241ccaf30b29fbea7379d`
BLAKE2b-256	`ae2dd93260d957a40c4246f25ad8cc566c6027e8f219fd495313da63339e9201`

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`d72452fb934b3a1dfeff6300694e95d08275248b4fb11f5840933300fc972d6e`
MD5	`d1bae3a2afdc3d7ad9177f3fa872fe2a`
BLAKE2b-256	`b6b6059ef3da4c84e4e324edeb058c6b000ededd6e26e13f9fbadc01c7344371`

Hashes for polars_hash-0.2.1-cp312-cp312-macosx_11_0_arm64.whl

Hashes for polars_hash-0.2.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`3ab95f762d47ebd3d6ed6ee095a59ed09e06c1250df7f696a7811b6ef56492fd`
MD5	`85a9683d53939ce51a27344ce972acbe`
BLAKE2b-256	`eb6bac057b8fc7e6def45925239ed03116840f32203d960d8535e7ecfefc538f`

Hashes for polars_hash-0.2.1-cp312-cp312-macosx_10_7_x86_64.whl

Hashes for polars_hash-0.2.1-cp312-cp312-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`390207c30020a0cb6a9a4301737cb02ef5b716e93d0bfbee4dd11a9b6990c076`
MD5	`9232fa4793dcc28c84352f8058c7746e`
BLAKE2b-256	`053f6533ffc473460e6db23cf97414aad9bf01130d6dd2f7cf56b4d8281597a8`

Hashes for polars_hash-0.2.1-cp311-none-win_amd64.whl

Hashes for polars_hash-0.2.1-cp311-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`868c0a9c8702ef716fd5d7ccea95c2f76fccc79278eaa26a5c2e8eee8888d468`
MD5	`8b6c01182c6dd6298c910ad5ee94c173`
BLAKE2b-256	`78e6c922077087310db9af4eebefcf77d949ebb8ee7ccd8aab80b83f55f4277e`

Hashes for polars_hash-0.2.1-cp311-none-win32.whl

Hashes for polars_hash-0.2.1-cp311-none-win32.whl
Algorithm	Hash digest
SHA256	`ac5c484e18cb85c60a2ee387070b0ccc027e0861fe501d8ad13a13c8aacd81c1`
MD5	`671eaee230ac7c396ee26bd36a522347`
BLAKE2b-256	`da585713241f5d288014ffb2af8712aa9a4db36c1fe8dc38bdc76659603c9bcc`

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`ee7d2b98ff1ab4a33af10fbc9595fdbf3c0c59cf05a4c39d50c6fe11630def38`
MD5	`9b134611233b58a5e6eef3a0e039de64`
BLAKE2b-256	`99f19935b3523aeb517e220ce0cf707c97396fb8c23f821953db3db1ecc42add`

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`88794c75d86311c9f37731c83d58f2eb933c41929bb14dd20606bf47dcc7c67e`
MD5	`75943ef0d8c367331f56ef36a9831807`
BLAKE2b-256	`7e143a1b80e7bdb11fc4e4b78ea8e4c4f9f79302be48ac485f3afb05390b1866`

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`0bb6240c65149657857dfb2ef4f77795cfecbbcbb7021b56c34ab8c19846096a`
MD5	`65ac3df0c9506cd73cf783f1e78dd0c4`
BLAKE2b-256	`ff1a1114f913bd27d5de65a32777a4c82e042b83ed1187c069a6b4797732a022`

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`6772a88d2e4eda9b3651acb726762e3e1da021f52811ab4d8f3ee31168a3d75d`
MD5	`0a79f88aa9e78b255ee90cdb4c58220a`
BLAKE2b-256	`3a7701beca22c657f6646ed4ff49bb06ee50f4c4d593eb1a4ea1f93ce24ecc7c`

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`daf038d48d3d157bb97c1ddb5d6a99bbd5f808959bdd2c98fa54f71df6f43b81`
MD5	`5e6771555ea5999e03da7bd61d502c18`
BLAKE2b-256	`4d930ea3a73a09a9ab061dbd0323a7251696550253c20212c9b315b509af1eac`

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`2c40c283090ea796ad71cf6731ed93af9a3d5acc95a1f28dfbe38dc07b5f4dc4`
MD5	`5162b9246d9e90a32f50fc0188a9ef5a`
BLAKE2b-256	`da0a548294ce64c2759eea738e169b7fd1ba6b486fda3ceddd6cf433a1182443`

Hashes for polars_hash-0.2.1-cp311-cp311-macosx_11_0_arm64.whl

Hashes for polars_hash-0.2.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`62ef9b90dc9955e5f08b2810c3ae40299374ed19bd9476f73e0f488e142a261c`
MD5	`1e090251fbf4d4e9bcafa9a44852f8b5`
BLAKE2b-256	`c6134f22662b828495c48d0a6bfb784326c1d6bb475e9bdc382ba54c0e5035e3`

Hashes for polars_hash-0.2.1-cp311-cp311-macosx_10_7_x86_64.whl

Hashes for polars_hash-0.2.1-cp311-cp311-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`f797a582be360eebdf7a6668192d6da75f54973976f6414ece9ea7c3fa07f606`
MD5	`70be5500a73f7e6bd4f8f8582dec726c`
BLAKE2b-256	`ae1b60a927bb9de4913ce1bc4cc0db67afc70ac9e8b40631e9f92c11c613b892`

Hashes for polars_hash-0.2.1-cp310-none-win_amd64.whl

Hashes for polars_hash-0.2.1-cp310-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`53bfeec412f8228342bd85ee3f64a651976d2f82940366d840225595b14dcb1c`
MD5	`a7e27bd29bbc1986c5c48623f84c3113`
BLAKE2b-256	`8b67f55f8cf86ec7a55d4a4cee9a7ce8d65b296a67a401bf21dc6a9e915aba5d`

Hashes for polars_hash-0.2.1-cp310-none-win32.whl

Hashes for polars_hash-0.2.1-cp310-none-win32.whl
Algorithm	Hash digest
SHA256	`84b1f23be85d61cd924efeef69d9f5b89cd48f76ae6ef26125dac2e1307c54a2`
MD5	`f743ed27c1168c9538c5874e19ee1628`
BLAKE2b-256	`d6e0d3f7ea3a780b3b448b63d82b0fb151a7e1b4ad6c03e40d0a79eb7ba9b737`

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`890ed83d9a791b32834d687214ea2b8bb36818f74923c2ba2e91d4ed95d9e868`
MD5	`f1d45efa224f988a4a20d2e0ddaefb5c`
BLAKE2b-256	`502015d9bbc077f6df0c1c264aa86d405868541bc2f21b49f432573a4c1e33c0`

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`25ea2e46c5fb565cee775814f737c7725c78c7b36e6cc46d1379b4bc1ddfca24`
MD5	`6f1614603f3e60244d68cc630ea8b26d`
BLAKE2b-256	`4984f0d78eb0583f50ae0efb778d15aed0619b9d32c5663b7809f5b7f9c1806a`

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`00aea889a8fcb1cbcad227366b29cbcf11e758400cfc1e8b72997b6bc4e91131`
MD5	`086566904034b4ab3ce5715564e1cf8d`
BLAKE2b-256	`6c9319db00c135cf4ca35b3f68dc7d4635940d5aacb02fc18178223ac60c3208`

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`644931e0df77376ccb848adf90dfc27b8688a715ca5e3de12e6ab52f5eb02ebc`
MD5	`794dd6305b6c79b282ebb1d3cfb91258`
BLAKE2b-256	`a7a31b12b4ccbfd6a84ccc6d0f387644ca0d90bc9bfdc3a0ea9b79c20de13742`

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`76be3264bee35403fbffd6282d6189f207848db312157aac5767c6a596a39cc0`
MD5	`19c6904cba5e3b57a2f97cc430dd0123`
BLAKE2b-256	`a360a5c6b12022c0093dcffdcb7776b3b53a91e390211ba0aae0102a236d3961`

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`aafce1445ef25d7fd499e631419a2555ae1c53cc926836b2433220de4fa03a16`
MD5	`a9bcd0559e9215f7d73bb3e7454a1174`
BLAKE2b-256	`05f0c21b35df25e53efaeb850c010f8352c044e596364eb024c23e940b47b7e3`

Hashes for polars_hash-0.2.1-cp310-cp310-macosx_11_0_arm64.whl

Hashes for polars_hash-0.2.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`d5f33507b5ffd497619d68f8e3906e50d5cd5d2badb01ec18b7fc4a05d830056`
MD5	`16c9470239abb79b543156271ee54ba2`
BLAKE2b-256	`158963568eea395d8dbef40fb97c2632d025985290cccda991c637e17c45793e`

Hashes for polars_hash-0.2.1-cp310-cp310-macosx_10_7_x86_64.whl

Hashes for polars_hash-0.2.1-cp310-cp310-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`dbc0939f0a9e3cf2dad94a94adb43314d15fe307407b1310a525c58a3b5e29f6`
MD5	`10cba6ca37e17273724448dbbe811081`
BLAKE2b-256	`9db0c1af9c23b71644b5f3a3ec9fa472f74d9189cd0a67fd60b1d0eb3a9064ae`

Hashes for polars_hash-0.2.1-cp39-none-win_amd64.whl

Hashes for polars_hash-0.2.1-cp39-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`b08416a8229daaef01f921e56c2f32630d1c064dfff5b1e249d6c0f8c12a420b`
MD5	`e044e7a6f1145cab43f6d58f3bcac6b7`
BLAKE2b-256	`ad67b9ab5631a5b79e32e50a1fb20cd6eab3c5a6db43ca9eea518f5088213717`

Hashes for polars_hash-0.2.1-cp39-none-win32.whl

Hashes for polars_hash-0.2.1-cp39-none-win32.whl
Algorithm	Hash digest
SHA256	`776e701cc2b7e9284bdb364055dc827519d6982d8ba63fe156b58d7482bfec68`
MD5	`744f9b24e5d9dd719558efa6882af595`
BLAKE2b-256	`615608e6c4b0088c87a1646d341c4a4fcb53449c56d55c4036b096a9efac6e5a`

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`6e931411a3a1fe0f9472cc2e6958f647cfb59d8ed2e0115e449a7b8c51cd7a29`
MD5	`975c05988038d34d20fd72dcb6ae0184`
BLAKE2b-256	`613d9d01d44daa4ae4634d236b5e602daef0a0a8d7a002613dd3d87dbb861252`

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`dcab26a0d29824b2671dfe552aa57d285f71f542cda7ee59a0064f7ba476785b`
MD5	`3486eb578c2ec455b22489f42f6c5077`
BLAKE2b-256	`e07930965eec7b27d9a30e11dba0f86262665998ba96c02910d3c95512cb1381`

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`b78d746b7724525b823998630ca3b76fcc3f6b1692523bfde441e89086fc2d29`
MD5	`ca92fb1427915399c8c310ff90ff35fa`
BLAKE2b-256	`1fa54418700b0bc7ef44c2b6645f666049dc144a3c7fa5ffb9c75e6a49702ad9`

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`2d0430f00abde11d69915f91547043d16bf58c076ad6ef269afa220ef68ed574`
MD5	`5d08f6b3b46789586a0bdfcc2dc2d1aa`
BLAKE2b-256	`c222781f933053f46f388f19470cae0935f5334b05f01cdc935640e030542381`

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`0871f8ae6f3fbb219cde255a471033b4aa49fbb4b443ef498e28ad7c802a3ec4`
MD5	`fc624a87e80fd742d2bad8266bdd524b`
BLAKE2b-256	`17a1ed573c7b3e713b8ce1d35c87d02a2bbb7c5aaaedbc19ec4970c34c4f3331`

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`d7008f9365af5743260ab84dc7bcad97498d14de8941e18ae525dd254e8ae69a`
MD5	`1d5c034c07effb66e5e8f9c02eeddce7`
BLAKE2b-256	`504495da58b0bec45931e25426832f0b0f69dcce4e8a456e82c1f638d130cc2e`

Hashes for polars_hash-0.2.1-cp38-none-win_amd64.whl

Hashes for polars_hash-0.2.1-cp38-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`864bf48e497638ee5884caea903120967e38b8505f6fc93432d63cfb4fb4ee1e`
MD5	`d94c105fe0d79940dcf899a3544efce6`
BLAKE2b-256	`5801ca85c6f3a467b770d31b514c310d1fe3e8a45bfabc86b5d5430539e6acd9`

Hashes for polars_hash-0.2.1-cp38-none-win32.whl

Hashes for polars_hash-0.2.1-cp38-none-win32.whl
Algorithm	Hash digest
SHA256	`d49e8453a83b76d283a1a94cd894c4c69beb3cb3dad602059b2c8272db2d1921`
MD5	`cbdec7c17ad8c2a7d87b6e2beaa80266`
BLAKE2b-256	`0f481ef4ed03edca3400a6efc4a8750e7b79f68913d1ab03ee44d58bbc0140df`

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm	Hash digest
SHA256	`931641ea3cd40e3faf37923bda6cd79996edb420f095a75c9ee84318f449aae0`
MD5	`a8f1c467bd9dc2ab7c57d8cf9d7ac7af`
BLAKE2b-256	`7eda4aeedf7075f272ec29d2566a9364d0564f482540c7279936913947887fbe`

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`ffc8f0fcc947c2dfae49b734ef5fb02cfe0ab658de7c8f863f21004cb92332e5`
MD5	`e611eda48457ec3127e41bb2f44eeb96`
BLAKE2b-256	`50e734f57a89fd62021d12947c1ec6fdab023ed834f1666e3bcfbd9b6eade27f`

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`3e1968278e817ada5773bc88b1c79156052b3dd9ff5fa28ce77d614c1576d25a`
MD5	`c0966e151876236c3e6da59da8561dea`
BLAKE2b-256	`fa5d45a30ad7ef60c6fde45f5eaa6c659fffb83dd41b98f2f7003e61710f2729`

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm	Hash digest
SHA256	`edee1a985bd80ec7b8c134f4c0b2cb048cef7ae86bff61ee5fd5ff46e2a1c11c`
MD5	`89cba36135597ee975958198f49f6267`
BLAKE2b-256	`e065c6f841faa406e56731c397a3a50553b6c3fad2c4c945beda5196672d160a`

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`14cd5a2c07681dd9a96d1b4b9d392724da0e0c26752e29c5349124dff70a4153`
MD5	`d0c25fd160ab3181675e00a30624e45f`
BLAKE2b-256	`1890747cb083fa3e70a4c32cdf2087fff84c6d64deff0985976bc191139d38f3`

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for polars_hash-0.2.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`6edcdbf6005377351ee260d7dd11dc7f7d354e05dd40d14b1a790255bf121e13`
MD5	`fabba7953fe31764223b387fea63e198`
BLAKE2b-256	`75763622783fb26e1bcccfd329195251c13d2074fe833f525863e1623212b550`