From 626042c5f0a83aad62aab8b76ff8c88deae58e80 Mon Sep 17 00:00:00 2001 From: Michael Plunkett <5885605+michplunkett@users.noreply.github.com> Date: Tue, 25 Jun 2024 23:27:44 -0500 Subject: [PATCH] Update logging and model (#58) ## Describe your changes Updated the level of various logging messages and the XGBoost model. ## Checklist before requesting a review - [x] The code runs successfully. ```commandline Accuracy Score: 0.7158848614072495 Precision Score: 0.8911951791094744 Recall Score: 0.7759801778166449 ``` --- .github/workflows/test.yml | 2 +- incident_scraper/__main__.py | 10 +- .../data/xgb_prediction_model.pkl | Bin 9281713 -> 9272093 bytes incident_scraper/data/xgb_types.pkl | Bin 6215 -> 6266 bytes incident_scraper/data/xgb_vectorizer.pkl | Bin 37342 -> 37338 bytes poetry.lock | 342 +++++++++--------- pyproject.toml | 2 +- requirements.txt | 311 ++++++++-------- 8 files changed, 323 insertions(+), 344 deletions(-) diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index e1e74d4..494fbb3 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -6,7 +6,7 @@ on: branches: [ main ] jobs: - Test: + test: runs-on: ubuntu-latest strategy: matrix: diff --git a/incident_scraper/__main__.py b/incident_scraper/__main__.py index 5b2166a..1208acd 100644 --- a/incident_scraper/__main__.py +++ b/incident_scraper/__main__.py @@ -177,7 +177,7 @@ def correct_location(nbd_client: GoogleNBD) -> None: corrected_locations += 1 updated_incidents.append(i) else: - logging.error( + logging.debug( "This incident failed to get a valid location with the " f"Geocoder: {i}" ) @@ -261,7 +261,7 @@ def parse_and_save_records( if len(i.keys()) != 6: void_malformed_incidents.append(i) - logging.error( + logging.debug( f"This incident has an insufficient number of keys: {i}" ) continue @@ -286,7 +286,7 @@ def parse_and_save_records( if not formatted_reported_value: void_malformed_incidents.append(i) - logging.error(f"This incident has a malformed date: {i}") + logging.debug(f"This incident has a malformed date: {i}") continue i[INCIDENT_KEY_TYPE] = Lemmatizer.process(i[INCIDENT_KEY_TYPE]) @@ -330,13 +330,13 @@ def parse_and_save_records( continue else: geocode_error_incidents.append(i) - logging.error( + logging.debug( "This incident failed to get a valid location with the " f"Geocoder: {i}" ) geocode_error_incidents.append(i) - logging.error( + logging.debug( "This incident failed to get a location with the GoogleMaps' " f"Geocoder: {i}" ) diff --git a/incident_scraper/data/xgb_prediction_model.pkl b/incident_scraper/data/xgb_prediction_model.pkl index b37e3dfe526c4de32b8f5fa76c700119d66e51af..a3cffbe83130572056f09503e97e840548b0d9d5 100644 GIT binary patch literal 9272093 zcmeFa2V4}n8#hi78z3MmB4Y2oS7wq0?27&DB28FDK)~J>P;986*n2|J(du${e~ zy|=TS{p|JLJlV~#yX>rb$ItiW|M`c{kTRJ}l6ju*Q<9n0ZsHTNqItIV$}lzVk4td zlbnWz21Z84#8%U{l$zw&wVAiMs~jTyafa2}wJ@DB=8hX?x)2~mfJ#gejox-Nys2KdLshD4E)JTZd;V*&<5g~P3!XbSEv 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cssselect==1.2.0 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:666b19839cfaddb9ce9d36bfe4c969132c647b92fc9088c4e23f786b30f1b3dc \ --hash=sha256:da1885f0c10b60c03ed5eccbb6b68d6eff248d91976fcde348f395d54c9fd35e distlib==0.3.8 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784 \ --hash=sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64 -filelock==3.14.0 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f \ - --hash=sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a -google-api-core==2.19.0 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:8661eec4078c35428fd3f69a2c7ee29e342896b70f01d1a1cbcb334372dd6251 \ - --hash=sha256:cf1b7c2694047886d2af1128a03ae99e391108a08804f87cfd35970e49c9cd10 -google-api-core[grpc]==2.19.0 ; python_version >= 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python_version < "4.0" \ + --hash=sha256:f12a9b8309b5e21d92483bbd47ce2c445861ec7d269ef6784ecc0ea8c1fa6125 \ + --hash=sha256:f4695f1e3650b316a795108a76a1c416e6afb036199d1c1f1f110916df479ffd +google-api-python-client==2.134.0 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:4a8f0bea651a212997cc83c0f271fc86f80ef93d1cee9d84de7dfaeef2a858b6 \ + --hash=sha256:ba05d60f6239990b7994f6328f17bb154c602d31860fb553016dc9f8ce886945 google-auth-httplib2==0.2.0 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05 \ --hash=sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d -google-auth==2.29.0 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:672dff332d073227550ffc7457868ac4218d6c500b155fe6cc17d2b13602c360 \ - --hash=sha256:d452ad095688cd52bae0ad6fafe027f6a6d6f560e810fec20914e17a09526415 +google-auth==2.30.0 ; python_version >= "3.11" and python_version < 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--hash=sha256:a54362f03d4dcfae63be455d0a7d4c1403673498b92c6bfe22157d935b57c7a9 \ - --hash=sha256:aca4f15427d2df592e0c8f3d38847e25135e4092d7f70f02452c0e90d6a02d6d \ - --hash=sha256:b2cbdfba18408389a1371f8c2af1659119e1831e5ed24c240cae9e27b4abc38d \ - --hash=sha256:b52e1ec7185512103dd47d41cf34ea78e7a7361ba460187ddd2416b480e0938c \ - --hash=sha256:c46fb6bfca17bfc49f011eb53416e61472fa96caa0979b4329176bdd38cbbf2a \ - --hash=sha256:c56c91bd2923ddb6e7ed28ebb66d15633b03e0df22206f22dfcdde08047e0a48 \ - --hash=sha256:cf4c8daed18ae2be2f1fc7d613a76ee2a2e28fdf2412d5c128be23144d28283d \ - --hash=sha256:d7b7bf346391dffa182fba42506adf3a84f4a718a05e445b37824136047686a1 \ - --hash=sha256:d9171f025a196f5bcfec7e8e7ffb7c3535f7d60aecd3503f9e250296c7cfc150 +grpcio==1.64.1 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:03b43d0ccf99c557ec671c7dede64f023c7da9bb632ac65dbc57f166e4970040 \ + --hash=sha256:0a12ddb1678ebc6a84ec6b0487feac020ee2b1659cbe69b80f06dbffdb249122 \ + 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--hash=sha256:73819689c169417a4f978e562d24f2def2be75739c4bed1992435d007819da1b \ + --hash=sha256:75dbbf415026d2862192fe1b28d71f209e2fd87079d98470db90bebe57b33179 \ + --hash=sha256:8caee47e970b92b3dd948371230fcceb80d3f2277b3bf7fbd7c0564e7d39068e \ + --hash=sha256:8d51dd1c59d5fa0f34266b80a3805ec29a1f26425c2a54736133f6d87fc4968a \ + --hash=sha256:940e3ec884520155f68a3b712d045e077d61c520a195d1a5932c531f11883489 \ + --hash=sha256:a011ac6c03cfe162ff2b727bcb530567826cec85eb8d4ad2bfb4bd023287a52d \ + --hash=sha256:a3a035c37ce7565b8f4f35ff683a4db34d24e53dc487e47438e434eb3f701b2a \ + --hash=sha256:a5e771d0252e871ce194d0fdcafd13971f1aae0ddacc5f25615030d5df55c3a2 \ + --hash=sha256:ac15b6c2c80a4d1338b04d42a02d376a53395ddf0ec9ab157cbaf44191f3ffdd \ + --hash=sha256:b1a82e0b9b3022799c336e1fc0f6210adc019ae84efb7321d668129d28ee1efb \ + --hash=sha256:bac71b4b28bc9af61efcdc7630b166440bbfbaa80940c9a697271b5e1dabbc61 \ + --hash=sha256:bbc5b1d78a7822b0a84c6f8917faa986c1a744e65d762ef6d8be9d75677af2ca \ + --hash=sha256:c1a786ac592b47573a5bb7e35665c08064a5d77ab88a076eec11f8ae86b3e3f6 \ + --hash=sha256:c84ad903d0d94311a2b7eea608da163dace97c5fe9412ea311e72c3684925602 \ + --hash=sha256:d4d29cc612e1332237877dfa7fe687157973aab1d63bd0f84cf06692f04c0367 \ + --hash=sha256:e3d9f8d1221baa0ced7ec7322a981e28deb23749c76eeeb3d33e18b72935ab62 \ + --hash=sha256:e7cd5c1325f6808b8ae31657d281aadb2a51ac11ab081ae335f4f7fc44c1721d \ + --hash=sha256:ed6091fa0adcc7e4ff944090cf203a52da35c37a130efa564ded02b7aff63bcd \ + --hash=sha256:ee73a2f5ca4ba44fa33b4d7d2c71e2c8a9e9f78d53f6507ad68e7d2ad5f64a22 \ + --hash=sha256:f10193c69fc9d3d726e83bbf0f3d316f1847c3071c8c93d8090cf5f326b14309 httplib2==0.22.0 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:14ae0a53c1ba8f3d37e9e27cf37eabb0fb9980f435ba405d546948b009dd64dc \ --hash=sha256:d7a10bc5ef5ab08322488bde8c726eeee5c8618723fdb399597ec58f3d82df81 @@ -416,9 +416,9 @@ neattext==0.1.3 ; python_version >= "3.11" and python_version < "4.0" \ nltk==3.8.1 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:1834da3d0682cba4f2cede2f9aad6b0fafb6461ba451db0efb6f9c39798d64d3 \ --hash=sha256:fd5c9109f976fa86bcadba8f91e47f5e9293bd034474752e92a520f81c93dda5 -nodeenv==1.8.0 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:d51e0c37e64fbf47d017feac3145cdbb58836d7eee8c6f6d3b6880c5456227d2 \ - --hash=sha256:df865724bb3c3adc86b3876fa209771517b0cfe596beff01a92700e0e8be4cec +nodeenv==1.9.1 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f \ + --hash=sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9 numpy==1.26.4 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b \ --hash=sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818 \ @@ -459,9 +459,9 @@ numpy==1.26.4 ; python_version >= "3.11" and python_version < "4.0" \ oauth2client==4.1.3 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:b8a81cc5d60e2d364f0b1b98f958dbd472887acaf1a5b05e21c28c31a2d6d3ac \ --hash=sha256:d486741e451287f69568a4d26d70d9acd73a2bbfa275746c535b4209891cccc6 -packaging==24.0 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:2ddfb553fdf02fb784c234c7ba6ccc288296ceabec964ad2eae3777778130bc5 \ - --hash=sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9 +packaging==24.1 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002 \ + --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124 pandas==2.2.2 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:001910ad31abc7bf06f49dcc903755d2f7f3a9186c0c040b827e522e9cef0863 \ --hash=sha256:0ca6377b8fca51815f382bd0b697a0814c8bda55115678cbc94c30aacbb6eff2 \ @@ -508,9 +508,9 @@ polars==0.19.19 ; python_version >= "3.11" and python_version < "4.0" \ pre-commit==3.7.1 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:8ca3ad567bc78a4972a3f1a477e94a79d4597e8140a6e0b651c5e33899c3654a \ --hash=sha256:fae36fd1d7ad7d6a5a1c0b0d5adb2ed1a3bda5a21bf6c3e5372073d7a11cd4c5 -proto-plus==1.23.0 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:89075171ef11988b3fa157f5dbd8b9cf09d65fffee97e29ce403cd8defba19d2 \ - --hash=sha256:a829c79e619e1cf632de091013a4173deed13a55f326ef84f05af6f50ff4c82c +proto-plus==1.24.0 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:30b72a5ecafe4406b0d339db35b56c4059064e69227b8c3bda7462397f966445 \ + --hash=sha256:402576830425e5f6ce4c2a6702400ac79897dab0b4343821aa5188b0fab81a12 protobuf==4.25.3 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:19b270aeaa0099f16d3ca02628546b8baefe2955bbe23224aaf856134eccf1e4 \ --hash=sha256:209ba4cc916bab46f64e56b85b090607a676f66b473e6b762e6f1d9d591eb2e8 \ @@ -641,9 +641,9 @@ pyyaml==6.0.1 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:fca0e3a251908a499833aa292323f32437106001d436eca0e6e7833256674585 \ --hash=sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d \ --hash=sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f -redis==5.0.4 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:7adc2835c7a9b5033b7ad8f8918d09b7344188228809c98df07af226d39dec91 \ - --hash=sha256:ec31f2ed9675cc54c21ba854cfe0462e6faf1d83c8ce5944709db8a4700b9c61 +redis==5.0.6 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:38473cd7c6389ad3e44a91f4c3eaf6bcb8a9f746007f29bf4fb20824ff0b2197 \ + --hash=sha256:c0d6d990850c627bbf7be01c5c4cbaadf67b48593e913bb71c9819c30df37eee regex==2024.5.15 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:0721931ad5fe0dda45d07f9820b90b2148ccdd8e45bb9e9b42a146cb4f695649 \ --hash=sha256:10002e86e6068d9e1c91eae8295ef690f02f913c57db120b58fdd35a6bb1af35 \ @@ -727,12 +727,12 @@ regex==2024.5.15 ; python_version >= "3.11" and python_version < "4.0" \ requests-toolbelt==0.10.1 ; python_version >= "3.11" and python_version < "4" \ --hash=sha256:18565aa58116d9951ac39baa288d3adb5b3ff975c4f25eee78555d89e8f247f7 \ --hash=sha256:62e09f7ff5ccbda92772a29f394a49c3ad6cb181d568b1337626b2abb628a63d -requests==2.32.2 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:dd951ff5ecf3e3b3aa26b40703ba77495dab41da839ae72ef3c8e5d8e2433289 \ - --hash=sha256:fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c -requests[security]==2.32.2 ; python_version >= "3.11" and python_version < "4" \ - --hash=sha256:dd951ff5ecf3e3b3aa26b40703ba77495dab41da839ae72ef3c8e5d8e2433289 \ - --hash=sha256:fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c +requests==2.32.3 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \ + --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6 +requests[security]==2.32.3 ; python_version >= "3.11" and python_version < "4" \ + --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \ + --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6 rsa==4.9 ; python_version >= "3.11" and python_version < "4" \ --hash=sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7 \ --hash=sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21 @@ -762,35 +762,32 @@ scikit-multilearn==0.2.0 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:068c652f22704a084ca252d05d21a655e7c9b248d0a4543847b74de5fca2b3f0 \ --hash=sha256:0a389600a6797db6567f2f6ca1d0dca30bebfaaa73f75de62d7ae40f8f03d4fb \ --hash=sha256:3179fed29b1492f6a69600696c23045b9f494d2b89d1796a8bdc43ccbb33712b -scipy==1.13.1 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:017367484ce5498445aade74b1d5ab377acdc65e27095155e448c88497755a5d \ - --hash=sha256:095a87a0312b08dfd6a6155cbbd310a8c51800fc931b8c0b84003014b874ed3c \ - --hash=sha256:20335853b85e9a49ff7572ab453794298bcf0354d8068c5f6775a0eabf350aca \ - --hash=sha256:27e52b09c0d3a1d5b63e1105f24177e544a222b43611aaf5bc44d4a0979e32f9 \ - --hash=sha256:2831f0dc9c5ea9edd6e51e6e769b655f08ec6db6e2e10f86ef39bd32eb11da54 \ - --hash=sha256:2ac65fb503dad64218c228e2dc2d0a0193f7904747db43014645ae139c8fad16 \ - --hash=sha256:392e4ec766654852c25ebad4f64e4e584cf19820b980bc04960bca0b0cd6eaa2 \ - --hash=sha256:436bbb42a94a8aeef855d755ce5a465479c721e9d684de76bf61a62e7c2b81d5 \ - --hash=sha256:45484bee6d65633752c490404513b9ef02475b4284c4cfab0ef946def50b3f59 \ - --hash=sha256:54f430b00f0133e2224c3ba42b805bfd0086fe488835effa33fa291561932326 \ - --hash=sha256:5713f62f781eebd8d597eb3f88b8bf9274e79eeabf63afb4a737abc6c84ad37b \ - 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--hash=sha256:eccfa1906eacc02de42d70ef4aecea45415f5be17e72b61bafcfd329bdc52e94 \ - --hash=sha256:f26264b282b9da0952a024ae34710c2aff7d27480ee91a2e82b7b7073c24722f -setuptools==70.0.0 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:54faa7f2e8d2d11bcd2c07bed282eef1046b5c080d1c32add737d7b5817b1ad4 \ - --hash=sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0 +scipy==1.14.0 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:076c27284c768b84a45dcf2e914d4000aac537da74236a0d45d82c6fa4b7b3c0 \ + --hash=sha256:07e179dc0205a50721022344fb85074f772eadbda1e1b3eecdc483f8033709b7 \ + --hash=sha256:176c6f0d0470a32f1b2efaf40c3d37a24876cebf447498a4cefb947a79c21e9d \ + --hash=sha256:42470ea0195336df319741e230626b6225a740fd9dce9642ca13e98f667047c0 \ + --hash=sha256:4c4161597c75043f7154238ef419c29a64ac4a7c889d588ea77690ac4d0d9b20 \ + --hash=sha256:5b083c8940028bb7e0b4172acafda6df762da1927b9091f9611b0bcd8676f2bc \ + 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--hash=sha256:ad36af9626d27a4326c8e884917b7ec321d8a1841cd6dacc67d2a9e90c2f0359 \ + --hash=sha256:b5923f48cb840380f9854339176ef21763118a7300a88203ccd0bdd26e58527b \ + --hash=sha256:bbc0471b5f22c11c389075d091d3885693fd3f5e9a54ce051b46308bc787e5d4 \ + --hash=sha256:bff2438ea1330e06e53c424893ec0072640dac00f29c6a43a575cbae4c99b2b9 \ + --hash=sha256:c40003d880f39c11c1edbae8144e3813904b10514cd3d3d00c277ae996488cdb \ + --hash=sha256:d91db2c41dd6c20646af280355d41dfa1ec7eead235642178bd57635a3f82209 \ + --hash=sha256:f0a50da861a7ec4573b7c716b2ebdcdf142b66b756a0d392c236ae568b3a93fb six==1.16.0 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \ --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254 @@ -815,9 +812,9 @@ uritemplate==4.1.1 ; python_version >= "3.11" and python_version < "4.0" \ urllib3==1.26.18 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:34b97092d7e0a3a8cf7cd10e386f401b3737364026c45e622aa02903dffe0f07 \ --hash=sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0 -virtualenv==20.26.2 ; python_version >= "3.11" and python_version < "4.0" \ - --hash=sha256:82bf0f4eebbb78d36ddaee0283d43fe5736b53880b8a8cdcd37390a07ac3741c \ - --hash=sha256:a624db5e94f01ad993d476b9ee5346fdf7b9de43ccaee0e0197012dc838a0e9b +virtualenv==20.26.3 ; python_version >= "3.11" and python_version < "4.0" \ + --hash=sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a \ + --hash=sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589 xgboost==2.0.3 ; python_version >= "3.11" and python_version < "4.0" \ --hash=sha256:2315a57b1883221e2f78dd514559aa9797e6c272d995d22e45495a04adac93cc \ --hash=sha256:30bd5f789fad467fd49e04e5d19e04238b931682c3951a514da5c2410b3bf59c \

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