FRAUG (For Realistic AUGmentations) 🐸 library

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Project description

FRAUG

The GitHub repository of the FRAUG (For Realistic AUGmentations) 🐸 library!

🚧 WIP

TODO

Methods	Sub-method	Sub-submethod	Pseudo-code for French	Pseudo-code for multilingual	Rust	Example
Lexical substitution	Thesaurus	Dictionary of synonyms	🟢	🔴	🔴	🔴
		WordNet	🟢	🔴	🔴	🔴
		Wonef	🟢	🔴	🔴	🔴
	Word embedding	Gensim (Fauconnier)	🟢	🔴	🔴	🔴
		FastText	🟢	🔴	🔴	🔴
	Masked language model (BERT like)	Random	🟢	🔴	🔴	🔴
		POS	🔴	🔴	🔴	🔴
	TD-IDF		🔴	🔴	🔴	🔴
Back-translation	Marian (Helsinki-NLP models)		🟢	🔴	🔴	🔴
	M2M100		🟢	🔴	🔴	🔴
	See if other models have appeared since		🔴	🔴	🔴	🔴
Transformation of the text surface			Not relevant in French, will have to be done for English	🔴	🔴	🔴
Random noise injection	Spelling mistakes injection		🟢	🔴	🔴	🔴
	Typing errors injection		🟢	🔴	🔴	🔴
	Unigram noise injection		🔴	🔴	🔴	🔴
	Noise injection		🔴	🔴	🔴	🔴
	Mixed sentences		🔴	🔴	🔴	🔴
	Random insertion		🟢	🔴	🔴	🔴
	Random swap		🟢	🔴	🔴	🔴
	Random deletion		🟢	🔴	🔴	🔴
Cross-over augmentation			🔴	🔴	🔴	🔴
Manipulating the syntax tree	Time manipulation		🟠	🔴	🔴	🔴
	Gender manipulation		🟠	🔴	🔴	🔴
	Number manipulation		🟠	🔴	🔴	🔴
MixUp	Word Mix Up		🔴	🔴	🔴	🔴
	Sentence Mix Up		🔴	🔴	🔴	🔴
Generative methods	Generate paraphrases		🟠	🔴	🔴	🔴
	Complexification		🟠	🔴	🔴	🔴
Text simplification	Text summary		🟢	🔴	🔴	🔴
	Simplification		🟠	🔴	🔴	🔴

If you find the project useful, please consider giving it a star ⭐️.

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This version

0.0.1

Apr 24, 2023

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Hashes for fraug-0.0.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`c47e74dd4ee0d4194c283cdbe134bcced146482d2720f34fe6f78349b14f9f9c`
MD5	`8106aab762d6fdf0fa08ea77f3de5f44`
BLAKE2b-256	`46e3da9a083e32b82e8650dd492bf5c9fd53a507043f64f90f661a110feb728c`

Hashes for fraug-0.0.1-pp38-pypy38_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.whl

Hashes for fraug-0.0.1-pp38-pypy38_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`cd89e37a7aafdb1e315693954efbc7992127b07b88e4705f9fb47e842ab762a0`
MD5	`4fdda69b3da65a5d083f6fd57ca4276a`
BLAKE2b-256	`3c03cf6a30cf68d35bc8974e59aed3a5280c4cac6d8398b9b0277be6c2087934`

Hashes for fraug-0.0.1-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for fraug-0.0.1-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`19cc65764be4140eb34d725f5a9ff741e1c6a62dd71190e40b0c317204a46ce0`
MD5	`1d11958127169361a6bdeed3b5d18121`
BLAKE2b-256	`82e19b0501625b10a9fd16185451aa6ae427ae8b027ffa61835f0a3caf6319ed`

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`109626aa31b65266a7371577768b6495ef045cd268bad577e0979fc5d61e091c`
MD5	`00ef8153733817f5ffff060b14f60e4d`
BLAKE2b-256	`3b5665f5a781c38bb3a1bb4046eea53c124f4ad954a590b2f641d089496f56ed`

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`bf8c4fa94b69c28ded3e8a0a5b67c3e442cf7dd16155a1ddfa6ba08dfbdca1ec`
MD5	`7e07305298100e94ae98d9506557c2f2`
BLAKE2b-256	`9b425cecc1039e23ee1e368e5885544afc1d6a8c52cb818b9bcf57f1592e6bf4`

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`3d45a5d614535335e7693c92a7367d3bcad02b093849b2f75aae36e461e45894`
MD5	`6e1b79e0856212464cd5153325c34bb8`
BLAKE2b-256	`8da54812ced9fb44fd633a124f524226b4cbecc7dd7261a578f505c4b6595bbb`

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`f33782e4f7f9218cd384a699d6b7862c43cbfb956a3d270874ada172fee6b9f3`
MD5	`34d8f0c8392b03a5fb104731121b935c`
BLAKE2b-256	`2172baff4e093d93e96b9d930c7fa63f7d3294ff6b2dfef6553135e9e701253b`

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.whl

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`cf9ece513167932a4a36917dc0c67cfe47741ed794ffeab4428367b9919fa463`
MD5	`c452ebcc5fc88b519d499d3b5993203d`
BLAKE2b-256	`ea9520b4118a7a8e12a61a91c4faa4f5196b2112ea43df178de86751fdbe919b`

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for fraug-0.0.1-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`f636f5e26da6b4b934ddda70541b7f213ec049d184d76f1516bb0f0ec80bc61a`
MD5	`6eb81af8104f30cd34e5eaff6de337cd`
BLAKE2b-256	`6a59f34c50e8a4d200467fff34ed5d2923b547415cc06c88ee741e45f501b773`

Hashes for fraug-0.0.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for fraug-0.0.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`596d007bd17771da48a14f27e7ab5509accdfa014e5289cc2a4d12f1b4e42453`
MD5	`acf944b282bea84e9d04a96e679ab3da`
BLAKE2b-256	`ae0d98134541730816678ef312518b4ef8b079b9a90c8bf3df17d397ace90e81`

Hashes for fraug-0.0.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for fraug-0.0.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`355b6b936d281d1863340782ca0eec4e5d4f1cf1ba3326cf20aa0c27a14502bc`
MD5	`6d435e9ba57e3034db36dc4838f3aeec`
BLAKE2b-256	`8aa85bd16b1d0e07d3209555f0c5de6ed0478156046642240f61d07b19950781`

Hashes for fraug-0.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fraug-0.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`f52d3c851802b180c6e3805c2d038a402de57332e057034370699520801b31ba`
MD5	`a22ee7e6df4b524d259321e8f5476742`
BLAKE2b-256	`1380cf7e70e86503c5b6369582a987b0cbc86c969abdfaa3ea60cb7823a7d051`

Hashes for fraug-0.0.1-cp311-none-win_amd64.whl

Hashes for fraug-0.0.1-cp311-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`31567aa77d0bc28da5a101624f162528865e88c9513682c8720a6130cb2b48a0`
MD5	`84b3c56c75c0e8f01d73a7e32a07da95`
BLAKE2b-256	`774c8b149a443bebb5e313cfb97646acadfe117cc0a19936eae3b6e62eb8aa41`

Hashes for fraug-0.0.1-cp311-none-win32.whl

Hashes for fraug-0.0.1-cp311-none-win32.whl
Algorithm	Hash digest
SHA256	`442d0b57923c0feb57302e55e0d0597cd0a1785464aaf3e3b205169a32347ba1`
MD5	`46bb90c7852e660e931bc992681b89e5`
BLAKE2b-256	`28a5d8185bb51064433b5cfed176a02c2af77a96f442ddfd460772aae693d4d5`

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`fb0dbdd66e4823cf363fbb95d3f3bb7c2ba6d0230888008e100569fba9b18622`
MD5	`dfb51ebeb12c49533cc66b1d0d0f564b`
BLAKE2b-256	`1f2c77888cf88a459ca47fb37a946c3dc19dfb7fa82e1102558c5a3b88e29eb4`

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`0412a4dc5c941896b4094801d37c5107da2b3a792adc00a5d6a14bdeae886d48`
MD5	`da28238bd9070c2b0f6f2fffd8dc1825`
BLAKE2b-256	`58d50d51b66357cf90b62850f77781e4e0579d18e408cebee3ae29bce137889a`

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`9626187a7a1bd1776b8db82437e098b915053f0145a4b8a2585e20b045e63038`
MD5	`b972882c71652a4d43be62b8689d565b`
BLAKE2b-256	`310fa554655b8866589124b1a536e3f4657ab7984e8c10db86ba20667b37856a`

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`910bbe3c165f0f843cc8605dd96b35a73393a462b803aef94eb54d6ff001f52d`
MD5	`47d235ea48de94eb55a90cb1d8598d3b`
BLAKE2b-256	`319d2a96b8b867e6eef0708aaaf584056614b85d6bf5418a15e3520d6b7ba78f`

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.whl

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`b8522de805bf97c570e86cdc5ad6fb217dec235b49e93b1cb05cbc713e1e9a79`
MD5	`3413159222620ea56cd736188a443210`
BLAKE2b-256	`b8718905ac76895f347552363124b1ce6d913c36c29b4db542ef8ad5c73e43d7`

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for fraug-0.0.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`3cf15308e768f3ec7fa36d525a21ca5df53bafd66ae26335b0e4a70e2896838c`
MD5	`94b4723a1b148dfd5739ed8ea87148e1`
BLAKE2b-256	`7d4fefffaad00bcea3c491e3ed440b16e73672f4c45f79ae51dc657582bb2e70`

Hashes for fraug-0.0.1-cp311-cp311-macosx_11_0_arm64.whl

Hashes for fraug-0.0.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`7c51b26cdb775b0ee141ed45a2fbc425b7921460e33580fa06df286b5c5d57a5`
MD5	`1141bff9e042d266a10e0bec9fb8d0db`
BLAKE2b-256	`4d2129a49e6a8511e37d8c7852aae5f2f114ec6903bd66012865ee0e87ef14d7`

Hashes for fraug-0.0.1-cp311-cp311-macosx_10_7_x86_64.whl

Hashes for fraug-0.0.1-cp311-cp311-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`302a76e545e0e0d13165844521085ab5840747ad0ce05355a25e0e01e353682e`
MD5	`580883cdc78fa8ba1721791501f1d48a`
BLAKE2b-256	`1c48f07b86c9d6a3476a6cc2ecba92c81404c3f1d33157ec757a19b26034d1da`

Hashes for fraug-0.0.1-cp310-none-win_amd64.whl

Hashes for fraug-0.0.1-cp310-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`5454a1dfc54161f7a51f9e6459b15d61ba560c11dc20aa302e285718c9746824`
MD5	`4cc696615174c0618988869f7283e2a7`
BLAKE2b-256	`9f62b9f07ae480d40656ddbf37eebf2fef8608a163a5d64536fcd36b4e0e39fa`

Hashes for fraug-0.0.1-cp310-none-win32.whl

Hashes for fraug-0.0.1-cp310-none-win32.whl
Algorithm	Hash digest
SHA256	`ffd756ecb66f8f201a7ad92b59113acca512c21b2817bdbbcbb095ef8a5aa2e5`
MD5	`46332d639b0a916e630a7834cddec974`
BLAKE2b-256	`4b7f48b4b063949d32d781c8b98e04925a421e3f50c41263589f78fa1918e737`

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`1f53536b16fc379a505208263b0275abf3f77c183caa8cb40a65ee78d746303c`
MD5	`bb842df8f4b0970910fe72cab87bec12`
BLAKE2b-256	`4545594e1866fa9fefb18848f53ad8151880d04351500d215d4cbb877cb72d6b`

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`6d4a3d81167b94ea3313994d1c56b2a7b2514af28f3a56ca1674bca045bb6a1a`
MD5	`9db2394c27dfab4453d6cdcbd2089f9f`
BLAKE2b-256	`e21683b933d57df80b53c3a003d8d10a6966f7f16f747cfce4191eb529f27bef`

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`414dbfb6136420033541cac0f56dcf6dd011d22c6332074378051cba23e265ab`
MD5	`a0b0b492228bced48abd85dd4a40dd77`
BLAKE2b-256	`f842830d7a4a959aa4516b982b845ec83e198bd3fe954a097d4d40f78573ae5a`

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`3a0758daa982fbf84a396171ef902de81b147ae00a919a99292a506b2235fa90`
MD5	`f0a1f7cc7025c96ed557c0aa28fd84f2`
BLAKE2b-256	`5fa018cd99284c2b6548e13937a7559344c065962276e3dc526d745ebf3ecf2e`

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.whl

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`4a740de5d6ec89752875d1658621e26ad76fb9c6a86e7c868e3423a6742f3764`
MD5	`6f06d0ff235ebc2e3f6719883b9f8fee`
BLAKE2b-256	`ed492fed63e9dcb08ef08bcdad1a00a00cff2177c693dbf4a22f692b1d7db1b7`

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for fraug-0.0.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`ae23a0aee1ee16bbcb1727d0e364e568264efa1c714f2858a14f96384cd668bf`
MD5	`45054fd9775afd015ed9c95dc51bd1b0`
BLAKE2b-256	`e2bacb3ab1a471221c989b0243ae3474101c9fbb3a4a3fb533b4a5e36fb7928e`

Hashes for fraug-0.0.1-cp310-cp310-macosx_11_0_arm64.whl

Hashes for fraug-0.0.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm	Hash digest
SHA256	`b3deb1b15b70b35793dccf3e89ec07f803f4f7aba8db8426753d0815c03966e3`
MD5	`1318f3a15df5c2fac6dae3efd0ab33eb`
BLAKE2b-256	`74c0a9b6def02167766e5a245b748a0739978de04f78b92cdee0d141e2d7d413`

Hashes for fraug-0.0.1-cp310-cp310-macosx_10_7_x86_64.whl

Hashes for fraug-0.0.1-cp310-cp310-macosx_10_7_x86_64.whl
Algorithm	Hash digest
SHA256	`a9a10c472d9d5c607e46440e97c6d2bcba54cd236c1f836ebae5b5200dca6d41`
MD5	`7c9bcd2001ff4bc9f91158a68857d8a4`
BLAKE2b-256	`680aa536bbea61018f202ecac77f6bf10cb1b69442c11a4473f1d1f70b262889`

Hashes for fraug-0.0.1-cp39-none-win_amd64.whl

Hashes for fraug-0.0.1-cp39-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`9d903fc2cbbb05674fb6b75da0055eb60475f331f1544d49f13e1ab581f80716`
MD5	`4fc7236198130bc2d38681eb228fb80f`
BLAKE2b-256	`603026c497233f8e640dec6986fd8ec6ff90a0d06cc400a07179f5210f0a7008`

Hashes for fraug-0.0.1-cp39-none-win32.whl

Hashes for fraug-0.0.1-cp39-none-win32.whl
Algorithm	Hash digest
SHA256	`b571eea04f93bbdb0c663909c74482e76a76ee77ea990df8afd8a740258a44fb`
MD5	`e9b088c0835d859853e23b42e12b3b1b`
BLAKE2b-256	`e4c1460f977fa2ebd89d152b01619050ef2e45fa82e77e2065833369ed1de782`

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`16b6240e812924a71a94108e4f538e306a4383337b7864ba4aaa9eb1943d5c09`
MD5	`68b12e205aa875788987cb814bf8ee87`
BLAKE2b-256	`cf833c5db98e75988a985619b1f4b526ff3aa480ef0179b403077b4cff44dac4`

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`77cefd5b57210abb891d5306cf9d7bf4924190bf0aecfc697834bdcf45cd9713`
MD5	`a279c638b868e93b8c39df2802739cea`
BLAKE2b-256	`dfa07825852ad581853409e0f924eac12080cec7f4f23a9aa1d6fcc7f2ff6432`

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`7c90d9c60c70f80c9a9d14ce70566cf49fb16b1d482a503c7e9350a01bf4bb3e`
MD5	`50f1863209d55a2a031d888d9b417a22`
BLAKE2b-256	`c664755109a61659e5c2d5accdd419a9aa2b8d51dd7e680cabbd8bf0c090a029`

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`741ffabfb345568ff8911c176a0ee14efded45bc93a2962a11097b6dfe271c54`
MD5	`be0810a87d9e7a8651e52cf35ab7a4ca`
BLAKE2b-256	`07d5a944008f62c20cf6ff029470c60338b14c1f201b9ffaeaa4d836fd47911c`

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`d5ad17317bee199fbc26bbf3fcd929e4df5c9b4effc4aa46398d4a231afed39e`
MD5	`1ab79f549a75ef1a48f97b0c41533238`
BLAKE2b-256	`be4b5a1b11647114100497e0aff024f66b9e348820ad85217cb40863b71da38d`

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for fraug-0.0.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`86ff7ff9243497cf984f33782b16a29885ab22f237ba8f1cdcf2e669562ec6f1`
MD5	`d875e1c049c6e25c29f6c9e0d9912ed9`
BLAKE2b-256	`666d77aae07f47e2366427602836a83f3ca90d14fd382acf9cab05dcbc4230bb`

Hashes for fraug-0.0.1-cp38-none-win_amd64.whl

Hashes for fraug-0.0.1-cp38-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`6ba39f8fe289352c7722d11a584946c96491bfd6e722484e83a301020f96d992`
MD5	`687464f903d14e96e3819fce4321aef5`
BLAKE2b-256	`19ec7678cb67d68ac615f695ba00f58fb483244559c56fbf760713588226a06d`

Hashes for fraug-0.0.1-cp38-none-win32.whl

Hashes for fraug-0.0.1-cp38-none-win32.whl
Algorithm	Hash digest
SHA256	`d7cc8a90690439526f8ba95c0bbdcb33339cf5a1933a9263f263f9204ed814b1`
MD5	`5f0e4bd235592c7c386200d0f348ab00`
BLAKE2b-256	`8936fc02bd928e8e83c7d459f2aa274d5df17ddc7765edf5010860a688cc5b89`

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`aa2c4f96c9e8233c1e76066916900f0d0a67b7b4eee7d9ddd71c96e86d129a1a`
MD5	`10672c5a5e33076019f0f7f947b79133`
BLAKE2b-256	`e0322e703ace7809eaa35095a505f18dcdf78c492a12f47df4e5e9447d610774`

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`c54c23f71abb01030e6190073990862c85eecc4a30eff71ba7e0b35147d5a770`
MD5	`7b001d370e586e6e8e0a40f82ceb312e`
BLAKE2b-256	`7de1dcab2d90d4a756aa5f1710abe9ba3962e7a1100f0e7a138a8887b96a91c5`

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`b41fdcc968e933a6914070ec8bad63aa8bfcdfe803f5142549d8181f7ea31344`
MD5	`250f5d1586b6c9d17ac335f33d751403`
BLAKE2b-256	`91d3603afc3a1ca6f17a88ad73301775b367c3274f3809f227d297f0cb9efa73`

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`bc6b352a4178e7fcdfe8d20a681d52592401da51d8692e386737ee6f20b051fa`
MD5	`972da51f0e14f4de1d30505b4abc0207`
BLAKE2b-256	`b9e6ba9a4158d42c17c988093cba04f052eff1722a3f496e20415eb41197fd1b`

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`da447877bdeca2f5e97947fc2a1b1fe99339b3d5bb411fbd03f12ba0c8c2be94`
MD5	`ea2e25f7092b36c963af0eb0fc229744`
BLAKE2b-256	`a0a17219dfcae3743cbb51b8784e64e6a804410d30bd065ca97b836aac11b7ad`

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for fraug-0.0.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`cfcab890d7abbc49464a5f180c2f2abc95a571c30df8e313aa1ddf3551add865`
MD5	`84a1a32e0a313ef465471fb6f2a0abee`
BLAKE2b-256	`a15390db558ec5c5c1d886b75219af6b8a7efaf62bca6ac3e828face423c9e31`

Hashes for fraug-0.0.1-cp37-none-win_amd64.whl

Hashes for fraug-0.0.1-cp37-none-win_amd64.whl
Algorithm	Hash digest
SHA256	`594bdc3324ead930a11f8f557d1852ce227edbc09988c7934b51abfcb6ef5812`
MD5	`2ccb20225e4ce2d9c03374d1eaefc53f`
BLAKE2b-256	`10b9a360ce470ff1891f5de8b643ff979930b32368137d638753d870640c76f2`

Hashes for fraug-0.0.1-cp37-none-win32.whl

Hashes for fraug-0.0.1-cp37-none-win32.whl
Algorithm	Hash digest
SHA256	`7023d750a78611b23d05205049c7fdf218157aa288339adf874db1683948b61e`
MD5	`611ad40c4073b19b5f6bc85436808e25`
BLAKE2b-256	`5ecfd1f69f9f04174643b25fc4341b1e2b05d16f74bf5bccede7df9b34736781`

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm	Hash digest
SHA256	`4b3ac96fcaa4796e450070215c3ed2dfcb3501e312fbda70f183f23ae24ecb13`
MD5	`1a4f21a2a3b0517caee3e5bd04e4be5e`
BLAKE2b-256	`e85fea6e992323dd8f383ee8a8a797da74f8247eb7736bd3467452b10649a023`

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm	Hash digest
SHA256	`0f41b0050a2b73366720a153564dcfe612c5256e34628b2e118afff18b6d9f1a`
MD5	`759e660ef5180316e8297c0faf013db9`
BLAKE2b-256	`fb968c1d687fc1cc5b66d95cc0da7ef8ae742cb2864dc88bf725c2704dfe336a`

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm	Hash digest
SHA256	`ef83d48a537045240e27f7f1820179324e1a1d06fa8919b0184fcb0e3f89d2b2`
MD5	`eeec119a2facc2a6cf6cf06674311f12`
BLAKE2b-256	`d3cad0b387e15208e22cd7fa2be145ccd830d260625ee19b6b9a6e745763ea3e`

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm	Hash digest
SHA256	`d43fb20f41acce57993e0ad702f7181cbe7e15d8cbecf519b7a60c91fde12002`
MD5	`1b863402d21d10cd515709b0bd6c226d`
BLAKE2b-256	`373fd0206804309afbe153576243f36a980c10bb36da2803273026e927cf58ab`

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl
Algorithm	Hash digest
SHA256	`8744f1ab85331d3c9a050c6d717586bdc924f8028087c7a129e11f2fa7d1e43d`
MD5	`71fce47c18c2ddd28dade798b9972b74`
BLAKE2b-256	`3c62342eb8c3f5f7c7ddef988e682f32dfd04a71d5951e81728131dff121bca3`

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl

Hashes for fraug-0.0.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm	Hash digest
SHA256	`2600d0ed80e588f160ef522e8095eafebc5214594c11c6556dc29fc285588e13`
MD5	`b9eee1780d6a1f49ee1a192950e714bb`
BLAKE2b-256	`96a2394c153ddb615602b6ad66b7030002755d5489e401f490ae0530a2bd67ee`