2024-11-25 07:10:17 +01:00
3 changed files with 444 additions and 87 deletions
--- a/README.md
+++ b/README.md
@ -1,4 +1,4 @@
-# CSV Metadata Quality ![GitHub Actions](https://github.com/ilri/csv-metadata-quality/workflows/Build%20and%20Test/badge.svg) [![Build Status](https://ci.mjanja.ch/api/badges/alanorth/csv-metadata-quality/status.svg)](https://ci.mjanja.ch/alanorth/csv-metadata-quality)
+# CSV Metadata Quality ![GitHub Actions](https://github.com/ilri/csv-metadata-quality/workflows/Build%20and%20Test/badge.svg) [![builds.sr.ht status](https://builds.sr.ht/~alanorth/csv-metadata-quality.svg)](https://builds.sr.ht/~alanorth/csv-metadata-quality?)
 A simple, but opinionated metadata quality checker and fixer designed to work with CSVs in the DSpace ecosystem (though it could theoretically work on any CSV that uses Dublin Core fields as columns). The implementation is essentially a pipeline of checks and fixes that begins with splitting multi-value fields on the standard DSpace "||" separator, trimming leading/trailing whitespace, and then proceeding to more specialized cases like ISSNs, ISBNs, languages, etc.

 Requires Python 3.7 or greater (3.8 recommended). CSV and Excel support comes from the [Pandas](https://pandas.pydata.org/) library, though your mileage may vary with Excel because this is much less tested.
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@ -1,71 +1,353 @@
-agate==1.6.1
-agate-dbf==0.2.2
-agate-excel==0.2.3
-agate-sql==0.5.5
-appdirs==1.4.4
-appnope==0.1.2; python_version >= "3.7" and python_version < "4.0" and sys_platform == "darwin"
-atomicwrites==1.4.0; sys_platform == "win32"
-attrs==20.3.0
-babel==2.9.0
-backcall==0.2.0; python_version >= "3.7" and python_version < "4.0"
-black==20.8b1
-certifi==2020.12.5
-chardet==4.0.0
-click==7.1.2
-colorama==0.4.4; python_version >= "3.7" and python_version < "4.0" and sys_platform == "win32" or sys_platform == "win32"
-csvkit==1.0.5
-dbfread==2.0.7
-decorator==4.4.2; python_version >= "3.7" and python_version < "4.0"
-et-xmlfile==1.0.1
-flake8==3.8.4
-idna==2.10
-iniconfig==1.1.1
-ipython==7.19.0; python_version >= "3.7" and python_version < "4.0"
-ipython-genutils==0.2.0; python_version >= "3.7" and python_version < "4.0"
-isodate==0.6.0
-isort==5.7.0
-jdcal==1.4.1
-jedi==0.18.0; python_version >= "3.7" and python_version < "4.0"
-langid==1.1.6
-leather==0.3.3
-mccabe==0.6.1
-mypy-extensions==0.4.3
-numpy==1.19.5
-openpyxl==3.0.6
-packaging==20.8
-pandas==1.2.1
-parsedatetime==2.6
-parso==0.8.1; python_version >= "3.7" and python_version < "4.0"
-pathspec==0.8.1
-pexpect==4.8.0; python_version >= "3.7" and python_version < "4.0" and sys_platform != "win32"
-pickleshare==0.7.5; python_version >= "3.7" and python_version < "4.0"
-pluggy==0.13.1
-prompt-toolkit==3.0.14; python_version >= "3.7" and python_version < "4.0"
-ptyprocess==0.7.0; python_version >= "3.7" and python_version < "4.0" and sys_platform != "win32"
-py==1.10.0
-pycodestyle==2.6.0
-pycountry==19.8.18
-pyflakes==2.2.0
-pygments==2.7.4; python_version >= "3.7" and python_version < "4.0"
-pyparsing==2.4.7
-pytest==6.2.2
-pytest-clarity==0.3.0a0
-python-dateutil==2.8.1
-python-slugify==4.0.1
-python-stdnum==1.15
-pytimeparse==1.1.8
-pytz==2020.5
-regex==2020.11.13
-requests==2.25.1
-requests-cache==0.5.2
-six==1.15.0
-sqlalchemy==1.3.22
-termcolor==1.1.0
-text-unidecode==1.3
-toml==0.10.2
-traitlets==5.0.5; python_version >= "3.7" and python_version < "4.0"
-typed-ast==1.4.2
-typing-extensions==3.7.4.3
-urllib3==1.26.2
-wcwidth==0.2.5; python_version >= "3.7" and python_version < "4.0"
-xlrd==1.2.0
+agate==1.6.1 \
+    --hash=sha256:48d6f80b35611c1ba25a642cbc5b90fcbdeeb2a54711c4a8d062ee2809334d1c \
+    --hash=sha256:c93aaa500b439d71e4a5cf088d0006d2ce2c76f1950960c8843114e5f361dfd3
+agate-dbf==0.2.2 \
+    --hash=sha256:589682b78c5c03f2dc8511e6e3edb659fb7336cd118e248896bb0b44c2f1917b
+agate-excel==0.2.3 \
+    --hash=sha256:8f255ef2c87c436b7132049e1dd86c8e08bf82d8c773aea86f3069b461a17d52
+agate-sql==0.5.5 \
+    --hash=sha256:50a39754babef6cd0d1b1e75763324a49593394fe46ab1ea9546791b5e6b69a7
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128 \
+    --hash=sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41
+appnope==0.1.2; python_version >= "3.7" and python_version < "4.0" and sys_platform == "darwin" \
+    --hash=sha256:93aa393e9d6c54c5cd570ccadd8edad61ea0c4b9ea7a01409020c9aa019eb442 \
+    --hash=sha256:dd83cd4b5b460958838f6eb3000c660b1f9caf2a5b1de4264e941512f603258a
+atomicwrites==1.4.0; sys_platform == "win32" \
+    --hash=sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197 \
+    --hash=sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a
+attrs==20.3.0 \
+    --hash=sha256:31b2eced602aa8423c2aea9c76a724617ed67cf9513173fd3a4f03e3a929c7e6 \
+    --hash=sha256:832aa3cde19744e49938b91fea06d69ecb9e649c93ba974535d08ad92164f700
+babel==2.9.0 \
+    --hash=sha256:9d35c22fcc79893c3ecc85ac4a56cde1ecf3f19c540bba0922308a6c06ca6fa5 \
+    --hash=sha256:da031ab54472314f210b0adcff1588ee5d1d1d0ba4dbd07b94dba82bde791e05
+backcall==0.2.0; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255 \
+    --hash=sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e
+black==20.8b1 \
+    --hash=sha256:1c02557aa099101b9d21496f8a914e9ed2222ef70336404eeeac8edba836fbea
+certifi==2020.12.5 \
+    --hash=sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830 \
+    --hash=sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c
+chardet==4.0.0 \
+    --hash=sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5 \
+    --hash=sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa
+click==7.1.2 \
+    --hash=sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc \
+    --hash=sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a
+colorama==0.4.4; python_version >= "3.7" and python_version < "4.0" and sys_platform == "win32" or sys_platform == "win32" \
+    --hash=sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2 \
+    --hash=sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b
+csvkit==1.0.5 \
+    --hash=sha256:7bd390f4d300e45dc9ed67a32af762a916bae7d9a85087a10fd4f64ce65fd5b9
+dbfread==2.0.7 \
+    --hash=sha256:f604def58c59694fa0160d7be5d0b8d594467278d2bb6a47d46daf7162c84cec \
+    --hash=sha256:07c8a9af06ffad3f6f03e8fe91ad7d2733e31a26d2b72c4dd4cfbae07ee3b73d
+decorator==4.4.2; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760 \
+    --hash=sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7
+et-xmlfile==1.0.1 \
+    --hash=sha256:614d9722d572f6246302c4491846d2c393c199cfa4edc9af593437691683335b
+flake8==3.8.4 \
+    --hash=sha256:749dbbd6bfd0cf1318af27bf97a14e28e5ff548ef8e5b1566ccfb25a11e7c839 \
+    --hash=sha256:aadae8761ec651813c24be05c6f7b4680857ef6afaae4651a4eccaef97ce6c3b
+idna==2.10 \
+    --hash=sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0 \
+    --hash=sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6
+iniconfig==1.1.1 \
+    --hash=sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3 \
+    --hash=sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32
+ipython==7.19.0; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:c987e8178ced651532b3b1ff9965925bfd445c279239697052561a9ab806d28f \
+    --hash=sha256:cbb2ef3d5961d44e6a963b9817d4ea4e1fa2eb589c371a470fed14d8d40cbd6a
+ipython-genutils==0.2.0; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8 \
+    --hash=sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8
+isodate==0.6.0 \
+    --hash=sha256:aa4d33c06640f5352aca96e4b81afd8ab3b47337cc12089822d6f322ac772c81 \
+    --hash=sha256:2e364a3d5759479cdb2d37cce6b9376ea504db2ff90252a2e5b7cc89cc9ff2d8
+isort==5.7.0 \
+    --hash=sha256:fff4f0c04e1825522ce6949973e83110a6e907750cd92d128b0d14aaaadbffdc \
+    --hash=sha256:c729845434366216d320e936b8ad6f9d681aab72dc7cbc2d51bedc3582f3ad1e
+jdcal==1.4.1 \
+    --hash=sha256:1abf1305fce18b4e8aa248cf8fe0c56ce2032392bc64bbd61b5dff2a19ec8bba \
+    --hash=sha256:472872e096eb8df219c23f2689fc336668bdb43d194094b5cc1707e1640acfc8
+jedi==0.18.0; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:18456d83f65f400ab0c2d3319e48520420ef43b23a086fdc05dff34132f0fb93 \
+    --hash=sha256:92550a404bad8afed881a137ec9a461fed49eca661414be45059329614ed0707
+langid==1.1.6 \
+    --hash=sha256:044bcae1912dab85c33d8e98f2811b8f4ff1213e5e9a9e9510137b84da2cb293
+leather==0.3.3 \
+    --hash=sha256:e0bb36a6d5f59fbf3c1a6e75e7c8bee29e67f06f5b48c0134407dde612eba5e2 \
+    --hash=sha256:076d1603b5281488285718ce1a5ce78cf1027fe1e76adf9c548caf83c519b988
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+    --hash=sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42 \
+    --hash=sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f
+mypy-extensions==0.4.3 \
+    --hash=sha256:090fedd75945a69ae91ce1303b5824f428daf5a028d2f6ab8a299250a846f15d \
+    --hash=sha256:2d82818f5bb3e369420cb3c4060a7970edba416647068eb4c5343488a6c604a8
+numpy==1.19.5 \
+    --hash=sha256:cc6bd4fd593cb261332568485e20a0712883cf631f6f5e8e86a52caa8b2b50ff \
+    --hash=sha256:aeb9ed923be74e659984e321f609b9ba54a48354bfd168d21a2b072ed1e833ea \
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+    --hash=sha256:1a4b3869c2500b5c713e8e28341cdada49ecfcff1b10cd9006945f5bcefc090d \
+    --hash=sha256:b229112b46e158b910a5d1b270b212c42773d39cab24e8db527f775b82afc041
+packaging==20.8 \
+    --hash=sha256:24e0da08660a87484d1602c30bb4902d74816b6985b93de36926f5bc95741858 \
+    --hash=sha256:78598185a7008a470d64526a8059de9aaa449238f280fc9eb6b13ba6c4109093
+pandas==1.2.1 \
+    --hash=sha256:50e6c0a17ef7f831b5565fd0394dbf9bfd5d615ee4dd4bb60a3d8c9d2e872323 \
+    --hash=sha256:324e60bea729cf3b55c1bf9e88fe8b9932c26f8669d13b928e3c96b3a1453dff \
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+    --hash=sha256:cfd237865d878da9b65cfee883da5e0067f5e2ff839e459466fb90565a77bda3 \
+    --hash=sha256:050ed2c9d825ef36738e018454e6d055c63d947c1d52010fbadd7584f09df5db \
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+    --hash=sha256:5527c5475d955c0bc9689c56865aaa2a7b13c504d6c44f0aadbf57b565af5ebd
+parsedatetime==2.6 \
+    --hash=sha256:cb96edd7016872f58479e35879294258c71437195760746faffedb692aef000b \
+    --hash=sha256:4cb368fbb18a0b7231f4d76119165451c8d2e35951455dfee97c62a87b04d455
+parso==0.8.1; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:15b00182f472319383252c18d5913b69269590616c947747bc50bf4ac768f410 \
+    --hash=sha256:8519430ad07087d4c997fda3a7918f7cfa27cb58972a8c89c2a0295a1c940e9e
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+    --hash=sha256:86379d6b86d75816baba717e64b1a3a3469deb93bb76d613c9ce79edc5cb68fd
+pexpect==4.8.0; python_version >= "3.7" and python_version < "4.0" and sys_platform != "win32" \
+    --hash=sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937 \
+    --hash=sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c
+pickleshare==0.7.5; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56 \
+    --hash=sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca
+pluggy==0.13.1 \
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+    --hash=sha256:15b2acde666561e1298d71b523007ed7364de07029219b604cf808bfa1c765b0
+prompt-toolkit==3.0.14; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:c96b30925025a7635471dc083ffb6af0cc67482a00611bd81aeaeeeb7e5a5e12 \
+    --hash=sha256:7e966747c18ececaec785699626b771c1ba8344c8d31759a1915d6b12fad6525
+ptyprocess==0.7.0; python_version >= "3.7" and python_version < "4.0" and sys_platform != "win32" \
+    --hash=sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35 \
+    --hash=sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220
+py==1.10.0 \
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+    --hash=sha256:21b81bda15b66ef5e1a777a21c4dcd9c20ad3efd0b3f817e7a809035269e1bd3
+pycodestyle==2.6.0 \
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+    --hash=sha256:c58a7d2815e0e8d7972bf1803331fb0152f867bd89adf8a01dfd55085434192e
+pycountry==19.8.18 \
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+pyflakes==2.2.0 \
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+    --hash=sha256:35b2d75ee967ea93b55750aa9edbbf72813e06a66ba54438df2cfac9e3c27fc8
+pygments==2.7.4; python_version >= "3.7" and python_version < "4.0" \
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+    --hash=sha256:df49d09b498e83c1a73128295860250b0b7edd4c723a32e9bc0d295c7c2ec337
+pyparsing==2.4.7 \
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+    --hash=sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1
+pytest==6.2.2 \
+    --hash=sha256:b574b57423e818210672e07ca1fa90aaf194a4f63f3ab909a2c67ebb22913839 \
+    --hash=sha256:9d1edf9e7d0b84d72ea3dbcdfd22b35fb543a5e8f2a60092dd578936bf63d7f9
+pytest-clarity==0.3.0a0 \
+    --hash=sha256:5cc99e3d9b7969dfe17e5f6072d45a917c59d363b679686d3c958a1ded2e4dcf
+python-dateutil==2.8.1 \
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+    --hash=sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a
+python-slugify==4.0.1 \
+    --hash=sha256:69a517766e00c1268e5bbfc0d010a0a8508de0b18d30ad5a1ff357f8ae724270
+python-stdnum==1.15 \
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+    --hash=sha256:46c05dff2d5ff89b12cc63ab54cca1e4788e4e3087c163a1b7434a53fa926f28
+pytimeparse==1.1.8 \
+    --hash=sha256:04b7be6cc8bd9f5647a6325444926c3ac34ee6bc7e69da4367ba282f076036bd \
+    --hash=sha256:e86136477be924d7e670646a98561957e8ca7308d44841e21f5ddea757556a0a
+pytz==2020.5 \
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+    --hash=sha256:180befebb1927b16f6b57101720075a984c019ac16b1b7575673bea42c6c3da5
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+    --hash=sha256:9fc0b3cb5d1720e7141d103cf4819aea239f7d136acf9ee4a69b047b7986175a
+typing-extensions==3.7.4.3 \
+    --hash=sha256:dafc7639cde7f1b6e1acc0f457842a83e722ccca8eef5270af2d74792619a89f \
+    --hash=sha256:7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918 \
+    --hash=sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c
+urllib3==1.26.2 \
+    --hash=sha256:d8ff90d979214d7b4f8ce956e80f4028fc6860e4431f731ea4a8c08f23f99473 \
+    --hash=sha256:19188f96923873c92ccb987120ec4acaa12f0461fa9ce5d3d0772bc965a39e08
+wcwidth==0.2.5; python_version >= "3.7" and python_version < "4.0" \
+    --hash=sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784 \
+    --hash=sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83
+xlrd==1.2.0 \
+    --hash=sha256:e551fb498759fa3a5384a94ccd4c3c02eb7c00ea424426e212ac0c57be9dfbde \
+    --hash=sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2
--- a/requirements.txt
+++ b/requirements.txt
@ -1,15 +1,90 @@
-certifi==2020.12.5
-chardet==4.0.0
-idna==2.10
-langid==1.1.6
-numpy==1.19.5
-pandas==1.2.1
-pycountry==19.8.18
-python-dateutil==2.8.1
-python-stdnum==1.15
-pytz==2020.5
-requests==2.25.1
-requests-cache==0.5.2
-six==1.15.0
-urllib3==1.26.2
-xlrd==1.2.0
+certifi==2020.12.5 \
+    --hash=sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830 \
+    --hash=sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c
+chardet==4.0.0 \
+    --hash=sha256:f864054d66fd9118f2e67044ac8981a54775ec5b67aed0441892edb553d21da5 \
+    --hash=sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa
+idna==2.10 \
+    --hash=sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0 \
+    --hash=sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6
+langid==1.1.6 \
+    --hash=sha256:044bcae1912dab85c33d8e98f2811b8f4ff1213e5e9a9e9510137b84da2cb293
+numpy==1.19.5 \
+    --hash=sha256:cc6bd4fd593cb261332568485e20a0712883cf631f6f5e8e86a52caa8b2b50ff \
+    --hash=sha256:aeb9ed923be74e659984e321f609b9ba54a48354bfd168d21a2b072ed1e833ea \
+    --hash=sha256:8b5e972b43c8fc27d56550b4120fe6257fdc15f9301914380b27f74856299fea \
+    --hash=sha256:43d4c81d5ffdff6bae58d66a3cd7f54a7acd9a0e7b18d97abb255defc09e3140 \
+    --hash=sha256:a4646724fba402aa7504cd48b4b50e783296b5e10a524c7a6da62e4a8ac9698d \
+    --hash=sha256:2e55195bc1c6b705bfd8ad6f288b38b11b1af32f3c8289d6c50d47f950c12e76 \
+    --hash=sha256:39b70c19ec771805081578cc936bbe95336798b7edf4732ed102e7a43ec5c07a \
+    --hash=sha256:dbd18bcf4889b720ba13a27ec2f2aac1981bd41203b3a3b27ba7a33f88ae4827 \
+    --hash=sha256:603aa0706be710eea8884af807b1b3bc9fb2e49b9f4da439e76000f3b3c6ff0f \
+    --hash=sha256:cae865b1cae1ec2663d8ea56ef6ff185bad091a5e33ebbadd98de2cfa3fa668f \
+    --hash=sha256:36674959eed6957e61f11c912f71e78857a8d0604171dfd9ce9ad5cbf41c511c \
+    --hash=sha256:06fab248a088e439402141ea04f0fffb203723148f6ee791e9c75b3e9e82f080 \
+    --hash=sha256:6149a185cece5ee78d1d196938b2a8f9d09f5a5ebfbba66969302a778d5ddd1d \
+    --hash=sha256:50a4a0ad0111cc1b71fa32dedd05fa239f7fb5a43a40663269bb5dc7877cfd28 \
+    --hash=sha256:d051ec1c64b85ecc69531e1137bb9751c6830772ee5c1c426dbcfe98ef5788d7 \
+    --hash=sha256:a12ff4c8ddfee61f90a1633a4c4afd3f7bcb32b11c52026c92a12e1325922d0d \
+    --hash=sha256:cf2402002d3d9f91c8b01e66fbb436a4ed01c6498fffed0e4c7566da1d40ee1e \
+    --hash=sha256:1ded4fce9cfaaf24e7a0ab51b7a87be9038ea1ace7f34b841fe3b6894c721d1c \
+    --hash=sha256:012426a41bc9ab63bb158635aecccc7610e3eff5d31d1eb43bc099debc979d94 \
+    --hash=sha256:759e4095edc3c1b3ac031f34d9459fa781777a93ccc633a472a5468587a190ff \
+    --hash=sha256:a9d17f2be3b427fbb2bce61e596cf555d6f8a56c222bd2ca148baeeb5e5c783c \
+    --hash=sha256:99abf4f353c3d1a0c7a5f27699482c987cf663b1eac20db59b8c7b061eabd7fc \
+    --hash=sha256:384ec0463d1c2671170901994aeb6dce126de0a95ccc3976c43b0038a37329c2 \
+    --hash=sha256:811daee36a58dc79cf3d8bdd4a490e4277d0e4b7d103a001a4e73ddb48e7e6aa \
+    --hash=sha256:c843b3f50d1ab7361ca4f0b3639bf691569493a56808a0b0c54a051d260b7dbd \
+    --hash=sha256:d6631f2e867676b13026e2846180e2c13c1e11289d67da08d71cacb2cd93d4aa \
+    --hash=sha256:7fb43004bce0ca31d8f13a6eb5e943fa73371381e53f7074ed21a4cb786c32f8 \
+    --hash=sha256:2ea52bd92ab9f768cc64a4c3ef8f4b2580a17af0a5436f6126b08efbd1838371 \
+    --hash=sha256:400580cbd3cff6ffa6293df2278c75aef2d58d8d93d3c5614cd67981dae68ceb \
+    --hash=sha256:df609c82f18c5b9f6cb97271f03315ff0dbe481a2a02e56aeb1b1a985ce38e60 \
+    --hash=sha256:ab83f24d5c52d60dbc8cd0528759532736b56db58adaa7b5f1f76ad551416a1e \
+    --hash=sha256:0eef32ca3132a48e43f6a0f5a82cb508f22ce5a3d6f67a8329c81c8e226d3f6e \
+    --hash=sha256:a0d53e51a6cb6f0d9082decb7a4cb6dfb33055308c4c44f53103c073f649af73 \
+    --hash=sha256:a76f502430dd98d7546e1ea2250a7360c065a5fdea52b2dffe8ae7180909b6f4
+pandas==1.2.1 \
+    --hash=sha256:50e6c0a17ef7f831b5565fd0394dbf9bfd5d615ee4dd4bb60a3d8c9d2e872323 \
+    --hash=sha256:324e60bea729cf3b55c1bf9e88fe8b9932c26f8669d13b928e3c96b3a1453dff \
+    --hash=sha256:37443199f451f8badfe0add666e43cdb817c59fa36bceedafd9c543a42f236ca \
+    --hash=sha256:23ac77a3a222d9304cb2a7934bb7b4805ff43d513add7a42d1a22dc7df14edd2 \
+    --hash=sha256:496fcc29321e9a804d56d5aa5d7ec1320edfd1898eee2f451aa70171cf1d5a29 \
+    --hash=sha256:30e9e8bc8c5c17c03d943e8d6f778313efff59e413b8dbdd8214c2ed9aa165f6 \
+    --hash=sha256:055647e7f4c5e66ba92c2a7dcae6c2c57898b605a3fb007745df61cc4015937f \
+    --hash=sha256:9d45f58b03af1fea4b48e44aa38a819a33dccb9821ef9e1d68f529995f8a632f \
+    --hash=sha256:b26e2dabda73d347c7af3e6fed58483161c7b87a886a4e06d76ccfe55a044aa9 \
+    --hash=sha256:47ec0808a8357ab3890ce0eca39a63f79dcf941e2e7f494470fe1c9ec43f6091 \
+    --hash=sha256:57d5c7ac62925a8d2ab43ea442b297a56cc8452015e71e24f4aa7e4ed6be3d77 \
+    --hash=sha256:d7cca42dba13bfee369e2944ae31f6549a55831cba3117e17636955176004088 \
+    --hash=sha256:cfd237865d878da9b65cfee883da5e0067f5e2ff839e459466fb90565a77bda3 \
+    --hash=sha256:050ed2c9d825ef36738e018454e6d055c63d947c1d52010fbadd7584f09df5db \
+    --hash=sha256:fe7de6fed43e7d086e3d947651ec89e55ddf00102f9dd5758763d56d182f0564 \
+    --hash=sha256:2de012a36cc507debd9c3351b4d757f828d5a784a5fc4e6766eafc2b56e4b0f5 \
+    --hash=sha256:5527c5475d955c0bc9689c56865aaa2a7b13c504d6c44f0aadbf57b565af5ebd
+pycountry==19.8.18 \
+    --hash=sha256:3c57aa40adcf293d59bebaffbe60d8c39976fba78d846a018dc0c2ec9c6cb3cb
+python-dateutil==2.8.1 \
+    --hash=sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c \
+    --hash=sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a
+python-stdnum==1.15 \
+    --hash=sha256:ff0e4d2b8731711cf2a73d22964139208088b4bd1a3e3b0c4f78d6e823dd8923 \
+    --hash=sha256:46c05dff2d5ff89b12cc63ab54cca1e4788e4e3087c163a1b7434a53fa926f28
+pytz==2020.5 \
+    --hash=sha256:16962c5fb8db4a8f63a26646d8886e9d769b6c511543557bc84e9569fb9a9cb4 \
+    --hash=sha256:180befebb1927b16f6b57101720075a984c019ac16b1b7575673bea42c6c3da5
+requests==2.25.1 \
+    --hash=sha256:c210084e36a42ae6b9219e00e48287def368a26d03a048ddad7bfee44f75871e \
+    --hash=sha256:27973dd4a904a4f13b263a19c866c13b92a39ed1c964655f025f3f8d3d75b804
+requests-cache==0.5.2 \
+    --hash=sha256:813023269686045f8e01e2289cc1e7e9ae5ab22ddd1e2849a9093ab3ab7270eb \
+    --hash=sha256:81e13559baee64677a7d73b85498a5a8f0639e204517b5d05ff378e44a57831a
+six==1.15.0 \
+    --hash=sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced \
+    --hash=sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259
+urllib3==1.26.2 \
+    --hash=sha256:d8ff90d979214d7b4f8ce956e80f4028fc6860e4431f731ea4a8c08f23f99473 \
+    --hash=sha256:19188f96923873c92ccb987120ec4acaa12f0461fa9ce5d3d0772bc965a39e08
+xlrd==1.2.0 \
+    --hash=sha256:e551fb498759fa3a5384a94ccd4c3c02eb7c00ea424426e212ac0c57be9dfbde \
+    --hash=sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2