Version 0.4.2

CHANGELOG.md: Update changes
Remove pipenv
2025-05-10 15:16:01 +02:00 · 2020-07-06 14:04:34 +03:00 · 2020-07-06 14:00:21 +03:00 · 2020-07-06 13:59:49 +03:00 · 2020-07-06 13:59:11 +03:00 · 2020-07-06 13:57:07 +03:00
19 changed files with 1728 additions and 724 deletions
--- a/.build.yml
+++ b/.build.yml
@ -1,19 +1,15 @@
 image: archlinux
 packages:
-  - python-pipenv
+  - python-poetry
 sources:
  - https://git.sr.ht/~alanorth/csv-metadata-quality
 tasks:
  - setup: |
      cd csv-metadata-quality
-      pipenv install --dev
+      poetry install
  - pytest: |
      cd csv-metadata-quality
-      pipenv run pytest
+      poetry run pytest
  - testcli: |
      cd csv-metadata-quality
-      pipenv run pip install .
-      pipenv run csv-metadata-quality -i data/test.csv -o /tmp/test.csv -e -u --agrovoc-fields dc.subject,cg.coverage.country
-environment:
-  PIPENV_NOSPIN: 'True'
-  PIPENV_HIDE_EMOJIS: 'True'
+      poetry run csv-metadata-quality -i data/test.csv -o /tmp/test.csv -e -u --agrovoc-fields dc.subject,cg.coverage.country
--- a/.travis.yml
+++ b/.travis.yml
@ -1,11 +1,16 @@
-dist: xenial
+dist: bionic
 language: python
 python:
  - "3.6"
  - "3.7"
+  - "3.8"
+  - "3.8-dev"  # 3.8 development branch
+jobs:
+  allow_failures:
+    - python: "3.8-dev"
 install:
-  - "pip install pipenv --upgrade-strategy=only-if-needed"
-  - "pipenv install --dev"
+  - "pip install -r requirements.txt"
+  - "pip install -r requirements-dev.txt"
 script: pytest

 # vim: ts=2 sw=2 et
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@ -4,6 +4,35 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).

+## [0.4.2] - 2020-07-06
+### Changed
+- Add field name to the output for more fixes and checks to help identify where
+the error is
+- Minor optimizations to AGROVOC subject lookup
+- Use Poetry instead of Pipenv
+
+### Updated
+- Update python dependencies to latest versions
+
+## [0.4.1] - 2020-01-15
+### Changed
+- Reduce minimum Python version to 3.6 by working around the `is_normalized()`
+that only works in Python >= 3.8
+
+## [0.4.0] - 2020-01-15
+### Added
+- Unicode normalization (enable with `--unsafe-fixes`, see README.md)
+
+### Updated
+- Update python dependencies to latest versions, including numpy 1.18.1, pandas
+1.0.0rc0, flake8 3.7.9, pytest 5.3.2, and black 19.10b0
+- Regenerate requirements.txt and requirements-dev.txt
+
+### Changed
+- Use Python 3.8.0 for pipenv
+- Use Ubuntu 18.04 "Bionic" for TravisCI builds
+- Test Python 3.8 in TravisCI builds
+
 ## [0.3.1] - 2019-10-01
 ## Changed
 - Replace non-breaking spaces (U+00A0) with space instead of removing them
--- a/29
+++ b/29
@ -1,29 +0,0 @@
-[[source]]
-name = "pypi"
-url = "https://pypi.org/simple"
-verify_ssl = true
-
-[dev-packages]
-pytest = "*"
-ipython = "*"
-flake8 = "*"
-pytest-clarity = "*"
-black = "*"
-isort = "*"
-csvkit = "*"
-
-[packages]
-pandas = "*"
-python-stdnum = "*"
-xlrd = "*"
-requests = "*"
-requests-cache = "*"
-pycountry = "*"
-csv-metadata-quality = {editable = true,path = "."}
-langid = "*"
-
-[requires]
-python_version = "3.7"
-
-[pipenv]
-allow_prereleases = true
--- a/Pipfile.lock
+++ b/Pipfile.lock
@ -1,555 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "59562d8c59eb09e23b49475d6901687edbf605f5b84e283e90cc8e2de518641f"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.7"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "certifi": {
-            "hashes": [
-                "sha256:e4f3620cfea4f83eedc95b24abd9cd56f3c4b146dd0177e83a21b4eb49e21e50",
-                "sha256:fd7c7c74727ddcf00e9acd26bba8da604ffec95bf1c2144e67aff7a8b50e6cef"
-            ],
-            "version": "==2019.9.11"
-        },
-        "chardet": {
-            "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
-            ],
-            "version": "==3.0.4"
-        },
-        "csv-metadata-quality": {
-            "editable": true,
-            "path": "."
-        },
-        "idna": {
-            "hashes": [
-                "sha256:c357b3f628cf53ae2c4c05627ecc484553142ca23264e593d327bcde5e9c3407",
-                "sha256:ea8b7f6188e6fa117537c3df7da9fc686d485087abf6ac197f9c46432f7e4a3c"
-            ],
-            "version": "==2.8"
-        },
-        "langid": {
-            "hashes": [
-                "sha256:044bcae1912dab85c33d8e98f2811b8f4ff1213e5e9a9e9510137b84da2cb293"
-            ],
-            "index": "pypi",
-            "version": "==1.1.6"
-        },
-        "numpy": {
-            "hashes": [
-                "sha256:05dbfe72684cc14b92568de1bc1f41e5f62b00f714afc9adee42f6311738091f",
-                "sha256:0d82cb7271a577529d07bbb05cb58675f2deb09772175fab96dc8de025d8ac05",
-                "sha256:10132aa1fef99adc85a905d82e8497a580f83739837d7cbd234649f2e9b9dc58",
-                "sha256:12322df2e21f033a60c80319c25011194cd2a21294cc66fee0908aeae2c27832",
-                "sha256:16f19b3aa775dddc9814e02a46b8e6ae6a54ed8cf143962b4e53f0471dbd7b16",
-                "sha256:3d0b0989dd2d066db006158de7220802899a1e5c8cf622abe2d0bd158fd01c2c",
-                "sha256:438a3f0e7b681642898fd7993d38e2bf140a2d1eafaf3e89bb626db7f50db355",
-                "sha256:5fd214f482ab53f2cea57414c5fb3e58895b17df6e6f5bca5be6a0bb6aea23bb",
-                "sha256:73615d3edc84dd7c4aeb212fa3748fb83217e00d201875a47327f55363cef2df",
-                "sha256:7bd355ad7496f4ce1d235e9814ec81ee3d28308d591c067ce92e49f745ba2c2f",
-                "sha256:7d077f2976b8f3de08a0dcf5d72083f4af5411e8fddacd662aae27baa2601196",
-                "sha256:a4092682778dc48093e8bda8d26ee8360153e2047826f95a3f5eae09f0ae3abf",
-                "sha256:b458de8624c9f6034af492372eb2fee41a8e605f03f4732f43fc099e227858b2",
-                "sha256:e70fc8ff03a961f13363c2c95ef8285e0cf6a720f8271836f852cc0fa64e97c8",
-                "sha256:ee8e9d7cad5fe6dde50ede0d2e978d81eafeaa6233fb0b8719f60214cf226578",
-                "sha256:f4a4f6aba148858a5a5d546a99280f71f5ee6ec8182a7d195af1a914195b21a2"
-            ],
-            "version": "==1.17.2"
-        },
-        "pandas": {
-            "hashes": [
-                "sha256:18d91a9199d1dfaa01ad645f7540370ba630bdcef09daaf9edf45b4b1bca0232",
-                "sha256:3f26e5da310a0c0b83ea50da1fd397de2640b02b424aa69be7e0784228f656c9",
-                "sha256:4182e32f4456d2c64619e97c58571fa5ca0993d1e8c2d9ca44916185e1726e15",
-                "sha256:426e590e2eb0e60f765271d668a30cf38b582eaae5ec9b31229c8c3c10c5bc21",
-                "sha256:5eb934a8f0dc358f0e0cdf314072286bbac74e4c124b64371395e94644d5d919",
-                "sha256:717928808043d3ea55b9bcde636d4a52d2236c246f6df464163a66ff59980ad8",
-                "sha256:8145f97c5ed71827a6ec98ceaef35afed1377e2d19c4078f324d209ff253ecb5",
-                "sha256:8744c84c914dcc59cbbb2943b32b7664df1039d99e834e1034a3372acb89ea4d",
-                "sha256:c1ac1d9590d0c9314ebf01591bd40d4c03d710bfc84a3889e5263c97d7891dee",
-                "sha256:cb2e197b7b0687becb026b84d3c242482f20cbb29a9981e43604eb67576da9f6",
-                "sha256:d4001b71ad2c9b84ff18b182cea22b7b6cbf624216da3ea06fb7af28d1f93165",
-                "sha256:d8930772adccb2882989ab1493fa74bd87d47c8ac7417f5dd3dd834ba8c24dc9",
-                "sha256:dfbb0173ee2399bc4ed3caf2d236e5c0092f948aafd0a15fbe4a0e77ee61a958",
-                "sha256:eebfbba048f4fa8ac711b22c78516e16ff8117d05a580e7eeef6b0c2be554c18",
-                "sha256:f1b21bc5cf3dbea53d33615d1ead892dfdae9d7052fa8898083bec88be20dcd2"
-            ],
-            "index": "pypi",
-            "version": "==0.25.1"
-        },
-        "pycountry": {
-            "hashes": [
-                "sha256:3c57aa40adcf293d59bebaffbe60d8c39976fba78d846a018dc0c2ec9c6cb3cb"
-            ],
-            "index": "pypi",
-            "version": "==19.8.18"
-        },
-        "python-dateutil": {
-            "hashes": [
-                "sha256:7e6584c74aeed623791615e26efd690f29817a27c73085b78e4bad02493df2fb",
-                "sha256:c89805f6f4d64db21ed966fda138f8a5ed7a4fdbc1a8ee329ce1b74e3c74da9e"
-            ],
-            "version": "==2.8.0"
-        },
-        "python-stdnum": {
-            "hashes": [
-                "sha256:d5f0af1bee9ddd9a20b398b46ce062dbd4d41fcc9646940f2667256a44df3854",
-                "sha256:f445ec32bf5246c90389204cabba465f494545371c29a83fa2d30e6c872a6763"
-            ],
-            "index": "pypi",
-            "version": "==1.11"
-        },
-        "pytz": {
-            "hashes": [
-                "sha256:26c0b32e437e54a18161324a2fca3c4b9846b74a8dccddd843113109e1116b32",
-                "sha256:c894d57500a4cd2d5c71114aaab77dbab5eabd9022308ce5ac9bb93a60a6f0c7"
-            ],
-            "version": "==2019.2"
-        },
-        "requests": {
-            "hashes": [
-                "sha256:11e007a8a2aa0323f5a921e9e6a2d7e4e67d9877e85773fba9ba6419025cbeb4",
-                "sha256:9cf5292fcd0f598c671cfc1e0d7d1a7f13bb8085e9a590f48c010551dc6c4b31"
-            ],
-            "index": "pypi",
-            "version": "==2.22.0"
-        },
-        "requests-cache": {
-            "hashes": [
-                "sha256:813023269686045f8e01e2289cc1e7e9ae5ab22ddd1e2849a9093ab3ab7270eb",
-                "sha256:81e13559baee64677a7d73b85498a5a8f0639e204517b5d05ff378e44a57831a"
-            ],
-            "index": "pypi",
-            "version": "==0.5.2"
-        },
-        "six": {
-            "hashes": [
-                "sha256:3350809f0555b11f552448330d0b52d5f24c91a322ea4a15ef22629740f3761c",
-                "sha256:d16a0141ec1a18405cd4ce8b4613101da75da0e9a7aec5bdd4fa804d0e0eba73"
-            ],
-            "version": "==1.12.0"
-        },
-        "urllib3": {
-            "hashes": [
-                "sha256:3de946ffbed6e6746608990594d08faac602528ac7015ac28d33cee6a45b7398",
-                "sha256:9a107b99a5393caf59c7aa3c1249c16e6879447533d0887f4336dde834c7be86"
-            ],
-            "version": "==1.25.6"
-        },
-        "xlrd": {
-            "hashes": [
-                "sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2",
-                "sha256:e551fb498759fa3a5384a94ccd4c3c02eb7c00ea424426e212ac0c57be9dfbde"
-            ],
-            "index": "pypi",
-            "version": "==1.2.0"
-        }
-    },
-    "develop": {
-        "agate": {
-            "hashes": [
-                "sha256:48d6f80b35611c1ba25a642cbc5b90fcbdeeb2a54711c4a8d062ee2809334d1c",
-                "sha256:c93aaa500b439d71e4a5cf088d0006d2ce2c76f1950960c8843114e5f361dfd3"
-            ],
-            "version": "==1.6.1"
-        },
-        "agate-dbf": {
-            "hashes": [
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-            ],
-            "version": "==0.2.1"
-        },
-        "agate-excel": {
-            "hashes": [
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-            ],
-            "version": "==0.2.3"
-        },
-        "agate-sql": {
-            "hashes": [
-                "sha256:9277490ba8b8e7c747a9ae3671f52fe486784b48d4a14e78ca197fb0e36f281b"
-            ],
-            "version": "==0.5.4"
-        },
-        "appdirs": {
-            "hashes": [
-                "sha256:9e5896d1372858f8dd3344faf4e5014d21849c756c8d5701f78f8a103b372d92",
-                "sha256:d8b24664561d0d34ddfaec54636d502d7cea6e29c3eaf68f3df6180863e2166e"
-            ],
-            "version": "==1.4.3"
-        },
-        "atomicwrites": {
-            "hashes": [
-                "sha256:03472c30eb2c5d1ba9227e4c2ca66ab8287fbfbbda3888aa93dc2e28fc6811b4",
-                "sha256:75a9445bac02d8d058d5e1fe689654ba5a6556a1dfd8ce6ec55a0ed79866cfa6"
-            ],
-            "version": "==1.3.0"
-        },
-        "attrs": {
-            "hashes": [
-                "sha256:69c0dbf2ed392de1cb5ec704444b08a5ef81680a61cb899dc08127123af36a79",
-                "sha256:f0b870f674851ecbfbbbd364d6b5cbdff9dcedbc7f3f5e18a6891057f21fe399"
-            ],
-            "version": "==19.1.0"
-        },
-        "babel": {
-            "hashes": [
-                "sha256:af92e6106cb7c55286b25b38ad7695f8b4efb36a90ba483d7f7a6628c46158ab",
-                "sha256:e86135ae101e31e2c8ec20a4e0c5220f4eed12487d5cf3f78be7e98d3a57fc28"
-            ],
-            "version": "==2.7.0"
-        },
-        "backcall": {
-            "hashes": [
-                "sha256:38ecd85be2c1e78f77fd91700c76e14667dc21e2713b63876c0eb901196e01e4",
-                "sha256:bbbf4b1e5cd2bdb08f915895b51081c041bac22394fdfcfdfbe9f14b77c08bf2"
-            ],
-            "version": "==0.1.0"
-        },
-        "black": {
-            "hashes": [
-                "sha256:09a9dcb7c46ed496a9850b76e4e825d6049ecd38b611f1224857a79bd985a8cf",
-                "sha256:68950ffd4d9169716bcb8719a56c07a2f4485354fec061cdd5910aa07369731c"
-            ],
-            "index": "pypi",
-            "version": "==19.3b0"
-        },
-        "click": {
-            "hashes": [
-                "sha256:2335065e6395b9e67ca716de5f7526736bfa6ceead690adf616d925bdc622b13",
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-            ],
-            "version": "==7.0"
-        },
-        "csvkit": {
-            "hashes": [
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-            ],
-            "index": "pypi",
-            "version": "==1.0.4"
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-        "dbfread": {
-            "hashes": [
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-            ],
-            "version": "==2.0.7"
-        },
-        "decorator": {
-            "hashes": [
-                "sha256:86156361c50488b84a3f148056ea716ca587df2f0de1d34750d35c21312725de",
-                "sha256:f069f3a01830ca754ba5258fde2278454a0b5b79e0d7f5c13b3b97e57d4acff6"
-            ],
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-        },
-        "entrypoints": {
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-                "sha256:589f874b313739ad35be6e0cd7efde2a4e9b6fea91edcc34e58ecbb8dbe56d19",
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-        "et-xmlfile": {
-            "hashes": [
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-            ],
-            "version": "==1.0.1"
-        },
-        "flake8": {
-            "hashes": [
-                "sha256:19241c1cbc971b9962473e4438a2ca19749a7dd002dd1a946eaba171b4114548",
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-            ],
-            "version": "==0.17.1"
-        },
-        "importlib-metadata": {
-            "hashes": [
-                "sha256:aa18d7378b00b40847790e7c27e11673d7fed219354109d0e7b9e5b25dc3ad26",
-                "sha256:d5f18a79777f3aa179c145737780282e27b508fc8fd688cb17c7a813e8bd39af"
-            ],
-            "markers": "python_version < '3.8'",
-            "version": "==0.23"
-        },
-        "ipython": {
-            "hashes": [
-                "sha256:c4ab005921641e40a68e405e286e7a1fcc464497e14d81b6914b4fd95e5dee9b",
-                "sha256:dd76831f065f17bddd7eaa5c781f5ea32de5ef217592cf019e34043b56895aa1"
-            ],
-            "index": "pypi",
-            "version": "==7.8.0"
-        },
-        "ipython-genutils": {
-            "hashes": [
-                "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8",
-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
-            ],
-            "version": "==0.2.0"
-        },
-        "isodate": {
-            "hashes": [
-                "sha256:2e364a3d5759479cdb2d37cce6b9376ea504db2ff90252a2e5b7cc89cc9ff2d8",
-                "sha256:aa4d33c06640f5352aca96e4b81afd8ab3b47337cc12089822d6f322ac772c81"
-            ],
-            "version": "==0.6.0"
-        },
-        "isort": {
-            "hashes": [
-                "sha256:54da7e92468955c4fceacd0c86bd0ec997b0e1ee80d97f67c35a78b719dccab1",
-                "sha256:6e811fcb295968434526407adb8796944f1988c5b65e8139058f2014cbe100fd"
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-            "index": "pypi",
-            "version": "==4.3.21"
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-            "version": "==1.4.1"
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-            "version": "==0.15.1"
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-        "leather": {
-            "hashes": [
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-                "sha256:e0bb36a6d5f59fbf3c1a6e75e7c8bee29e67f06f5b48c0134407dde612eba5e2"
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-            "version": "==0.3.3"
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-        "mccabe": {
-            "hashes": [
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-                "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"
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-            "version": "==0.6.1"
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-                "sha256:92b8c4b06dac4f0611c0729b2f2ede52b2e1bac1ab48f089c7ddc12e26bb60c4"
-            ],
-            "version": "==7.2.0"
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-        "openpyxl": {
-            "hashes": [
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-            ],
-            "version": "==3.0.0"
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-        "packaging": {
-            "hashes": [
-                "sha256:28b924174df7a2fa32c1953825ff29c61e2f5e082343165438812f00d3a7fc47",
-                "sha256:d9551545c6d761f3def1677baf08ab2a3ca17c56879e70fecba2fc4dde4ed108"
-            ],
-            "version": "==19.2"
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-        "parsedatetime": {
-            "hashes": [
-                "sha256:3d817c58fb9570d1eec1dd46fa9448cd644eeed4fb612684b02dfda3a79cb84b",
-                "sha256:9ee3529454bf35c40a77115f5a596771e59e1aee8c53306f346c461b8e913094"
-            ],
-            "version": "==2.4"
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-        "parso": {
-            "hashes": [
-                "sha256:63854233e1fadb5da97f2744b6b24346d2750b85965e7e399bec1620232797dc",
-                "sha256:666b0ee4a7a1220f65d367617f2cd3ffddff3e205f3f16a0284df30e774c2a9c"
-            ],
-            "version": "==0.5.1"
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-                "sha256:9e2c1fd0e6ee3a49b28f95d4b33bc389c89b20af6a1255906e90ff1262ce62eb"
-            ],
-            "markers": "sys_platform != 'win32'",
-            "version": "==4.7.0"
-        },
-        "pickleshare": {
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-                "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"
-            ],
-            "version": "==0.7.5"
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-        "pluggy": {
-            "hashes": [
-                "sha256:0db4b7601aae1d35b4a033282da476845aa19185c1e6964b25cf324b5e4ec3e6",
-                "sha256:fa5fa1622fa6dd5c030e9cad086fa19ef6a0cf6d7a2d12318e10cb49d6d68f34"
-            ],
-            "version": "==0.13.0"
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-        "prompt-toolkit": {
-            "hashes": [
-                "sha256:11adf3389a996a6d45cc277580d0d53e8a5afd281d0c9ec71b28e6f121463780",
-                "sha256:2519ad1d8038fd5fc8e770362237ad0364d16a7650fb5724af6997ed5515e3c1",
-                "sha256:977c6583ae813a37dc1c2e1b715892461fcbdaa57f6fc62f33a528c4886c8f55"
-            ],
-            "version": "==2.0.9"
-        },
-        "ptyprocess": {
-            "hashes": [
-                "sha256:923f299cc5ad920c68f2bc0bc98b75b9f838b93b599941a6b63ddbc2476394c0",
-                "sha256:d7cc528d76e76342423ca640335bd3633420dc1366f258cb31d05e865ef5ca1f"
-            ],
-            "version": "==0.6.0"
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-        "py": {
-            "hashes": [
-                "sha256:64f65755aee5b381cea27766a3a147c3f15b9b6b9ac88676de66ba2ae36793fa",
-                "sha256:dc639b046a6e2cff5bbe40194ad65936d6ba360b52b3c3fe1d08a82dd50b5e53"
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-            "version": "==1.8.0"
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-            "hashes": [
-                "sha256:95a2219d12372f05704562a14ec30bc76b05a5b297b21a5dfe3f6fac3491ae56",
-                "sha256:e40a936c9a450ad81df37f549d676d127b1b66000a6c500caa2b085bc0ca976c"
-            ],
-            "version": "==2.5.0"
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-        "pyflakes": {
-            "hashes": [
-                "sha256:17dbeb2e3f4d772725c777fabc446d5634d1038f234e77343108ce445ea69ce0",
-                "sha256:d976835886f8c5b31d47970ed689944a0262b5f3afa00a5a7b4dc81e5449f8a2"
-            ],
-            "version": "==2.1.1"
-        },
-        "pygments": {
-            "hashes": [
-                "sha256:71e430bc85c88a430f000ac1d9b331d2407f681d6f6aec95e8bcfbc3df5b0127",
-                "sha256:881c4c157e45f30af185c1ffe8d549d48ac9127433f2c380c24b84572ad66297"
-            ],
-            "version": "==2.4.2"
-        },
-        "pyparsing": {
-            "hashes": [
-                "sha256:6f98a7b9397e206d78cc01df10131398f1c8b8510a2f4d97d9abd82e1aacdd80",
-                "sha256:d9338df12903bbf5d65a0e4e87c2161968b10d2e489652bb47001d82a9b028b4"
-            ],
-            "version": "==2.4.2"
-        },
-        "pytest": {
-            "hashes": [
-                "sha256:813b99704b22c7d377bbd756ebe56c35252bb710937b46f207100e843440b3c2",
-                "sha256:cc6620b96bc667a0c8d4fa592a8c9c94178a1bd6cc799dbb057dfd9286d31a31"
-            ],
-            "index": "pypi",
-            "version": "==5.1.3"
-        },
-        "pytest-clarity": {
-            "hashes": [
-                "sha256:3f40d5ae7cb21cc95e622fc4f50d9466f80ae0f91460225b8c95c07afbf93e20"
-            ],
-            "index": "pypi",
-            "version": "==0.2.0a1"
-        },
-        "python-slugify": {
-            "hashes": [
-                "sha256:575d03256a132fc1efb4c52966c6eb11c57a13b071618f0b26076057a23f6937"
-            ],
-            "version": "==3.0.4"
-        },
-        "pytimeparse": {
-            "hashes": [
-                "sha256:04b7be6cc8bd9f5647a6325444926c3ac34ee6bc7e69da4367ba282f076036bd",
-                "sha256:e86136477be924d7e670646a98561957e8ca7308d44841e21f5ddea757556a0a"
-            ],
-            "version": "==1.1.8"
-        },
-        "pytz": {
-            "hashes": [
-                "sha256:26c0b32e437e54a18161324a2fca3c4b9846b74a8dccddd843113109e1116b32",
-                "sha256:c894d57500a4cd2d5c71114aaab77dbab5eabd9022308ce5ac9bb93a60a6f0c7"
-            ],
-            "version": "==2019.2"
-        },
-        "six": {
-            "hashes": [
-                "sha256:3350809f0555b11f552448330d0b52d5f24c91a322ea4a15ef22629740f3761c",
-                "sha256:d16a0141ec1a18405cd4ce8b4613101da75da0e9a7aec5bdd4fa804d0e0eba73"
-            ],
-            "version": "==1.12.0"
-        },
-        "sqlalchemy": {
-            "hashes": [
-                "sha256:2f8ff566a4d3a92246d367f2e9cd6ed3edeef670dcd6dda6dfdc9efed88bcd80"
-            ],
-            "version": "==1.3.8"
-        },
-        "termcolor": {
-            "hashes": [
-                "sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b"
-            ],
-            "version": "==1.1.0"
-        },
-        "text-unidecode": {
-            "hashes": [
-                "sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8",
-                "sha256:bad6603bb14d279193107714b288be206cac565dfa49aa5b105294dd5c4aab93"
-            ],
-            "version": "==1.3"
-        },
-        "toml": {
-            "hashes": [
-                "sha256:229f81c57791a41d65e399fc06bf0848bab550a9dfd5ed66df18ce5f05e73d5c",
-                "sha256:235682dd292d5899d361a811df37e04a8828a5b1da3115886b73cf81ebc9100e"
-            ],
-            "version": "==0.10.0"
-        },
-        "traitlets": {
-            "hashes": [
-                "sha256:262089114405f22f4833be96b31e143ab906d7764a22c04c71fee0bbda4787ba",
-                "sha256:6ad5b30dacd5e2424c46cc94a0aeab990d98ae17d181acea2cc4272ac3409fca"
-            ],
-            "version": "==4.3.3.dev0"
-        },
-        "wcwidth": {
-            "hashes": [
-                "sha256:3df37372226d6e63e1b1e1eda15c594bca98a22d33a23832a90998faa96bc65e",
-                "sha256:f4ebe71925af7b40a864553f761ed559b43544f8f71746c2d756c7fe788ade7c"
-            ],
-            "version": "==0.1.7"
-        },
-        "xlrd": {
-            "hashes": [
-                "sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2",
-                "sha256:e551fb498759fa3a5384a94ccd4c3c02eb7c00ea424426e212ac0c57be9dfbde"
-            ],
-            "index": "pypi",
-            "version": "==1.2.0"
-        },
-        "zipp": {
-            "hashes": [
-                "sha256:3718b1cbcd963c7d4c5511a8240812904164b7f381b647143a89d3b98f9bcd8e",
-                "sha256:f06903e9f1f43b12d371004b4ac7b06ab39a44adc747266928ae6debfa7b3335"
-            ],
-            "version": "==0.6.0"
-        }
-    }
-}
--- a/README.md
+++ b/README.md
@ -1,7 +1,7 @@
 # CSV Metadata Quality [![Build Status](https://travis-ci.org/ilri/csv-metadata-quality.svg?branch=master)](https://travis-ci.org/ilri/csv-metadata-quality) [![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 3.6 or greater. 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.
+Requires Python 3.8 or greater. 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.

 ## Functionality

@ -15,18 +15,19 @@ Requires Python 3.6 or greater. CSV and Excel support comes from the [Pandas](ht
 - Remove unnecessary Unicode like [non-breaking spaces](https://en.wikipedia.org/wiki/Non-breaking_space), [replacement characters](https://en.wikipedia.org/wiki/Specials_(Unicode_block)#Replacement_character), etc
 - Check for "suspicious" characters that indicate encoding or copy/paste issues, for example "foreˆt" should be "forêt"
 - Remove duplicate metadata values
+- Perform [Unicode normalization](https://withblue.ink/2019/03/11/why-you-need-to-normalize-unicode-strings.html) on strings using `--unsafe-fixes`

 ## Installation
-The easiest way to install CSV Metadata Quality is with [pipenv](https://github.com/pypa/pipenv):
+The easiest way to install CSV Metadata Quality is with [poetry](https://python-poetry.org):

 ```
 $ git clone https://github.com/ilri/csv-metadata-quality.git
 $ cd csv-metadata-quality
-$ pipenv install
-$ pipenv shell
+$ poetry install
+$ poetry shell
 ```

-Otherwise, if you don't have pipenv, you can use a vanilla Python virtual environment:
+Otherwise, if you don't have poetry, you can use a vanilla Python virtual environment:

 ```
 $ git clone https://github.com/ilri/csv-metadata-quality.git
@ -58,6 +59,14 @@ This is considered "unsafe" because it is *theoretically* possible for a single
 ### Newlines
 This is considered "unsafe" because some systems give special importance to vertical space and render it properly. DSpace does not support rendering newlines in its XMLUI and has, at times, suffered from parsing errors that cause the import process to fail if an input file had newlines. The `--unsafe-fixes` option strips Unix line feeds (U+000A).

+### Unicode Normalization
+[Unicode](https://en.wikipedia.org/wiki/Unicode) is a standard for encoding text. As the standard aims to support most of the world's languages, characters can often be represented in different ways and still be valid Unicode. This leads to interesting problems that can be confusing unless you know what's going on behind the scenes. For example, the characters `é` and `é` *look* the same, but are not — technically they refer to different code points in the Unicode standard:
+
+- `é` is the Unicode code point `U+00E9`
+- `é` is the Unicode code points `U+0065` + `U+0301`
+
+Read more about [Unicode normalization](https://withblue.ink/2019/03/11/why-you-need-to-normalize-unicode-strings.html).
+
 ## AGROVOC Validation
 You can enable validation of metadata values in certain fields against the AGROVOC REST API with the `--agrovoc-fields` option. For example, in addition to agricultural subjects, many countries and regions are also present AGROVOC. Enable this validation by specifying a comma-separated list of fields:

--- a/csv_metadata_quality/app.py
+++ b/csv_metadata_quality/app.py
@ -21,7 +21,8 @@ def parse_args(argv):
    parser.add_argument(
        "--experimental-checks",
        "-e",
-        help="Enable experimental checks like language detection", action="store_true"
+        help="Enable experimental checks like language detection",
+        action="store_true",
    )
    parser.add_argument(
        "--input-file",
@ -81,7 +82,7 @@ def run(argv):
                continue

        # Fix: whitespace
-        df[column] = df[column].apply(fix.whitespace)
+        df[column] = df[column].apply(fix.whitespace, field_name=column)

        # Fix: newlines
        if args.unsafe_fixes:
@ -94,23 +95,28 @@ def run(argv):
            if match is not None:
                df[column] = df[column].apply(fix.comma_space, field_name=column)

+        # Fix: perform Unicode normalization (NFC) to convert decomposed
+        # characters into their canonical forms.
+        if args.unsafe_fixes:
+            df[column] = df[column].apply(fix.normalize_unicode, field_name=column)
+
        # Fix: unnecessary Unicode
        df[column] = df[column].apply(fix.unnecessary_unicode)

        # Check: invalid multi-value separator
-        df[column] = df[column].apply(check.separators)
+        df[column] = df[column].apply(check.separators, field_name=column)

        # Check: suspicious characters
        df[column] = df[column].apply(check.suspicious_characters, field_name=column)

        # Fix: invalid multi-value separator
        if args.unsafe_fixes:
-            df[column] = df[column].apply(fix.separators)
+            df[column] = df[column].apply(fix.separators, field_name=column)
            # Run whitespace fix again after fixing invalid separators
-            df[column] = df[column].apply(fix.whitespace)
+            df[column] = df[column].apply(fix.whitespace, field_name=column)

        # Fix: duplicate metadata values
-        df[column] = df[column].apply(fix.duplicates)
+        df[column] = df[column].apply(fix.duplicates, field_name=column)

        # Check: invalid AGROVOC subject
        if args.agrovoc_fields:
--- a/csv_metadata_quality/check.py
+++ b/csv_metadata_quality/check.py
@ -51,7 +51,7 @@ def isbn(field):
    return field


-def separators(field):
+def separators(field, field_name):
    """Check for invalid multi-value separators (ie "|" or "|||").

    Prints the field with the invalid multi-value separator.
@ -70,7 +70,7 @@ def separators(field):
        match = re.findall(r"^.*?\|.*$", value)

        if match:
-            print(f"Invalid multi-value separator: {field}")
+            print(f"Invalid multi-value separator ({field_name}): {field}")

    return field

@ -221,22 +221,21 @@ def agrovoc(field, field_name):
    if pd.isna(field):
        return

+    # enable transparent request cache with thirty days expiry
+    expire_after = timedelta(days=30)
+    requests_cache.install_cache(
+        "agrovoc-response-cache", expire_after=expire_after
+    )
+
+    # prune old cache entries
+    requests_cache.core.remove_expired_responses()
+
    # Try to split multi-value field on "||" separator
    for value in field.split("||"):
-        request_url = (
-            f"http://agrovoc.uniroma2.it/agrovoc/rest/v1/agrovoc/search?query={value}"
-        )
+        request_url = "http://agrovoc.uniroma2.it/agrovoc/rest/v1/agrovoc/search"
+        request_params = {"query": value}

-        # enable transparent request cache with thirty days expiry
-        expire_after = timedelta(days=30)
-        requests_cache.install_cache(
-            "agrovoc-response-cache", expire_after=expire_after
-        )
-
-        request = requests.get(request_url)
-
-        # prune old cache entries
-        requests_cache.core.remove_expired_responses()
+        request = requests.get(request_url, params=request_params)

        if request.status_code == requests.codes.ok:
            data = request.json()
--- a/csv_metadata_quality/fix.py
+++ b/csv_metadata_quality/fix.py
@ -3,7 +3,7 @@ import re
 import pandas as pd


-def whitespace(field):
+def whitespace(field, field_name):
    """Fix whitespace issues.

    Return string with leading, trailing, and consecutive whitespace trimmed.
@ -26,7 +26,7 @@ def whitespace(field):
        match = re.findall(pattern, value)

        if match:
-            print(f"Removing excessive whitespace: {value}")
+            print(f"Removing excessive whitespace ({field_name}): {value}")
            value = re.sub(pattern, " ", value)

        # Save cleaned value
@ -38,7 +38,7 @@ def whitespace(field):
    return new_field


-def separators(field):
+def separators(field, field_name):
    """Fix for invalid multi-value separators (ie "|")."""

    # Skip fields with missing values
@ -55,7 +55,7 @@ def separators(field):
        match = re.findall(pattern, value)

        if match:
-            print(f"Fixing invalid multi-value separator: {value}")
+            print(f"Fixing invalid multi-value separator ({field_name}): {value}")

            value = re.sub(pattern, "||", value)

@ -121,7 +121,7 @@ def unnecessary_unicode(field):
    return field


-def duplicates(field):
+def duplicates(field, field_name):
    """Remove duplicate metadata values."""

    # Skip fields with missing values
@ -140,7 +140,7 @@ def duplicates(field):
        if value not in new_values:
            new_values.append(value)
        else:
-            print(f"Removing duplicate value: {value}")
+            print(f"Removing duplicate value ({field_name}): {value}")

    # Create a new field consisting of all values joined with "||"
    new_field = "||".join(new_values)
@ -201,3 +201,27 @@ def comma_space(field, field_name):
        field = re.sub(r",(\w)", r", \1", field)

    return field
+
+
+def normalize_unicode(field, field_name):
+    """Fix occurrences of decomposed Unicode characters by normalizing them
+    with NFC to their canonical forms, for example:
+
+    Ouédraogo, Mathieu → Ouédraogo, Mathieu
+
+    Return normalized string.
+    """
+
+    from csv_metadata_quality.util import is_nfc
+    from unicodedata import normalize
+
+    # Skip fields with missing values
+    if pd.isna(field):
+        return
+
+    # Check if the current string is using normalized Unicode (NFC)
+    if not is_nfc(field):
+        print(f"Normalizing Unicode ({field_name}): {field}")
+        field = normalize("NFC", field)
+
+    return field
--- a/csv_metadata_quality/util.py
+++ b/csv_metadata_quality/util.py
@ -0,0 +1,14 @@
+def is_nfc(field):
+    """Utility function to check whether a string is using normalized Unicode.
+    Python's built-in unicodedata library has the is_normalized() function, but
+    it was only introduced in Python 3.8. By using a simple utility function we
+    are able to run on Python >= 3.6 again.
+
+    See: https://docs.python.org/3/library/unicodedata.html
+
+    Return boolean.
+    """
+
+    from unicodedata import normalize
+
+    return field == normalize("NFC", field)
--- a/csv_metadata_quality/version.py
+++ b/csv_metadata_quality/version.py
@ -1 +1 @@
-VERSION = "0.3.1"
+VERSION = "0.4.2"
--- a/data/test.csv
+++ b/data/test.csv
@ -26,3 +26,5 @@ Unneccesary unicode (U+002D + U+00AD),2019-08-10,,978-92-9043-823-6,,,,
 "Missing space,after comma",2019-08-27,,,,,,
 Incorrect ISO 639-1 language,2019-09-26,,,es,,,
 Incorrect ISO 639-3 language,2019-09-26,,,spa,,,
+Composéd Unicode,2020-01-14,,,,,,
+Decomposéd Unicode,2020-01-14,,,,,,
--- a/poetry.lock
+++ b/poetry.lock
--- a/pyproject.toml
+++ b/pyproject.toml
@ -0,0 +1,31 @@
+[tool.poetry]
+name = "csv-metadata-quality"
+version = "0.4.2"
+description="A simple, but opinionated CSV quality checking and fixing pipeline for CSVs in the DSpace ecosystem."
+authors = ["Alan Orth <alan.orth@gmail.com>"]
+license="GPL-3.0-only"
+repository = "https://github.com/ilri/csv-metadata-quality"
+homepage = "https://github.com/ilri/csv-metadata-quality"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+pandas = "^1.0.4"
+python-stdnum = "^1.13"
+xlrd = "^1.2.0"
+requests = "^2.23.0"
+requests-cache = "^0.5.2"
+pycountry = "^19.8.18"
+langid = "^1.1.6"
+
+[tool.poetry.dev-dependencies]
+pytest = "^5.4.2"
+ipython = "^7.15.0"
+flake8 = "^3.8.2"
+pytest-clarity = "^0.3.0-alpha.0"
+black = "^19.10b0"
+isort = "^4.3.21"
+csvkit = "^1.0.5"
+
+[build-system]
+requires = ["poetry>=0.12"]
+build-backend = "poetry.masonry.api"
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@ -1,57 +1,300 @@
-i https://pypi.org/simple
-agate-dbf==0.2.1
-agate-excel==0.2.3
-agate-sql==0.5.4
-agate==1.6.1
-appdirs==1.4.3
-atomicwrites==1.3.0
-attrs==19.1.0
-babel==2.7.0
-backcall==0.1.0
-black==19.3b0
-click==7.0
-csvkit==1.0.4
-dbfread==2.0.7
-decorator==4.4.0
-entrypoints==0.3
-et-xmlfile==1.0.1
-flake8==3.7.8
-future==0.17.1
-importlib-metadata==0.23 ; python_version < '3.8'
-ipython-genutils==0.2.0
-ipython==7.8.0
-isodate==0.6.0
-isort==4.3.21
-jdcal==1.4.1
-jedi==0.15.1
-leather==0.3.3
-mccabe==0.6.1
-more-itertools==7.2.0
-openpyxl==3.0.0
-packaging==19.2
-parsedatetime==2.4
-parso==0.5.1
-pexpect==4.7.0 ; sys_platform != 'win32'
-pickleshare==0.7.5
-pluggy==0.13.0
-prompt-toolkit==2.0.9
-ptyprocess==0.6.0
-py==1.8.0
-pycodestyle==2.5.0
-pyflakes==2.1.1
-pygments==2.4.2
-pyparsing==2.4.2
-pytest-clarity==0.2.0a1
-pytest==5.1.3
-python-slugify==3.0.4
-pytimeparse==1.1.8
-pytz==2019.2
-six==1.12.0
-sqlalchemy==1.3.8
-termcolor==1.1.0
-text-unidecode==1.3
-toml==0.10.0
-traitlets==4.3.3.dev0
-wcwidth==0.1.7
-xlrd==1.2.0
-zipp==0.6.0
+agate==1.6.1 \
+    --hash=sha256:48d6f80b35611c1ba25a642cbc5b90fcbdeeb2a54711c4a8d062ee2809334d1c \
+    --hash=sha256:c93aaa500b439d71e4a5cf088d0006d2ce2c76f1950960c8843114e5f361dfd3
+agate-dbf==0.2.1 \
+    --hash=sha256:00c93c498ec9a04cc587bf63dd7340e67e2541f0df4c9a7259d7cb3dd4ce372f \
+    --hash=sha256:f618fadb413d41468c90d72fca945681d82d9e4d1b3d89f9bda52e607b828c0b
+agate-excel==0.2.3 \
+    --hash=sha256:8f255ef2c87c436b7132049e1dd86c8e08bf82d8c773aea86f3069b461a17d52
+agate-sql==0.5.4 \
+    --hash=sha256:9277490ba8b8e7c747a9ae3671f52fe486784b48d4a14e78ca197fb0e36f281b
+appdirs==1.4.4 \
+    --hash=sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128 \
+    --hash=sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41
+appnope==0.1.0; sys_platform == "darwin" \
+    --hash=sha256:5b26757dc6f79a3b7dc9fab95359328d5747fcb2409d331ea66d0272b90ab2a0 \
+    --hash=sha256:8b995ffe925347a2138d7ac0fe77155e4311a0ea6d6da4f5128fe4b3cbe5ed71
+atomicwrites==1.4.0; sys_platform == "win32" \
+    --hash=sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197 \
+    --hash=sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a
+attrs==19.3.0 \
+    --hash=sha256:08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c \
+    --hash=sha256:f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72
+babel==2.8.0 \
+    --hash=sha256:d670ea0b10f8b723672d3a6abeb87b565b244da220d76b4dba1b66269ec152d4 \
+    --hash=sha256:1aac2ae2d0d8ea368fa90906567f5c08463d98ade155c0c4bfedd6a0f7160e38
+backcall==0.2.0 \
+    --hash=sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255 \
+    --hash=sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e
+black==19.10b0 \
+    --hash=sha256:1b30e59be925fafc1ee4565e5e08abef6b03fe455102883820fe5ee2e4734e0b \
+    --hash=sha256:c2edb73a08e9e0e6f65a0e6af18b059b8b1cdd5bef997d7a0b181df93dc81539
+certifi==2020.6.20 \
+    --hash=sha256:8fc0819f1f30ba15bdb34cceffb9ef04d99f420f68eb75d901e9560b8749fc41 \
+    --hash=sha256:5930595817496dd21bb8dc35dad090f1c2cd0adfaf21204bf6732ca5d8ee34d3
+chardet==3.0.4 \
+    --hash=sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691 \
+    --hash=sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae
+click==7.1.2 \
+    --hash=sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc \
+    --hash=sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a
+colorama==0.4.3; sys_platform == "win32" \
+    --hash=sha256:7d73d2a99753107a36ac6b455ee49046802e59d9d076ef8e47b61499fa29afff \
+    --hash=sha256:e96da0d330793e2cb9485e9ddfd918d456036c7149416295932478192f4436a1
+csvkit==1.0.5 \
+    --hash=sha256:7bd390f4d300e45dc9ed67a32af762a916bae7d9a85087a10fd4f64ce65fd5b9
+dbfread==2.0.7 \
+    --hash=sha256:f604def58c59694fa0160d7be5d0b8d594467278d2bb6a47d46daf7162c84cec \
+    --hash=sha256:07c8a9af06ffad3f6f03e8fe91ad7d2733e31a26d2b72c4dd4cfbae07ee3b73d
+decorator==4.4.2 \
+    --hash=sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760 \
+    --hash=sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7
+et-xmlfile==1.0.1 \
+    --hash=sha256:614d9722d572f6246302c4491846d2c393c199cfa4edc9af593437691683335b
+flake8==3.8.3 \
+    --hash=sha256:15e351d19611c887e482fb960eae4d44845013cc142d42896e9862f775d8cf5c \
+    --hash=sha256:f04b9fcbac03b0a3e58c0ab3a0ecc462e023a9faf046d57794184028123aa208
+idna==2.10 \
+    --hash=sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0 \
+    --hash=sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6
+ipython==7.16.1 \
+    --hash=sha256:2dbcc8c27ca7d3cfe4fcdff7f45b27f9a8d3edfa70ff8024a71c7a8eb5f09d64 \
+    --hash=sha256:9f4fcb31d3b2c533333893b9172264e4821c1ac91839500f31bd43f2c59b3ccf
+ipython-genutils==0.2.0 \
+    --hash=sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8 \
+    --hash=sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8
+isodate==0.6.0 \
+    --hash=sha256:aa4d33c06640f5352aca96e4b81afd8ab3b47337cc12089822d6f322ac772c81 \
+    --hash=sha256:2e364a3d5759479cdb2d37cce6b9376ea504db2ff90252a2e5b7cc89cc9ff2d8
+isort==4.3.21 \
+    --hash=sha256:6e811fcb295968434526407adb8796944f1988c5b65e8139058f2014cbe100fd \
+    --hash=sha256:54da7e92468955c4fceacd0c86bd0ec997b0e1ee80d97f67c35a78b719dccab1
+jdcal==1.4.1 \
+    --hash=sha256:1abf1305fce18b4e8aa248cf8fe0c56ce2032392bc64bbd61b5dff2a19ec8bba \
+    --hash=sha256:472872e096eb8df219c23f2689fc336668bdb43d194094b5cc1707e1640acfc8
+jedi==0.17.1 \
+    --hash=sha256:1ddb0ec78059e8e27ec9eb5098360b4ea0a3dd840bedf21415ea820c21b40a22 \
+    --hash=sha256:807d5d4f96711a2bcfdd5dfa3b1ae6d09aa53832b182090b222b5efb81f52f63
+langid==1.1.6 \
+    --hash=sha256:044bcae1912dab85c33d8e98f2811b8f4ff1213e5e9a9e9510137b84da2cb293
+leather==0.3.3 \
+    --hash=sha256:e0bb36a6d5f59fbf3c1a6e75e7c8bee29e67f06f5b48c0134407dde612eba5e2 \
+    --hash=sha256:076d1603b5281488285718ce1a5ce78cf1027fe1e76adf9c548caf83c519b988
+mccabe==0.6.1 \
+    --hash=sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42 \
+    --hash=sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f
+more-itertools==8.4.0 \
+    --hash=sha256:68c70cc7167bdf5c7c9d8f6954a7837089c6a36bf565383919bb595efb8a17e5 \
+    --hash=sha256:b78134b2063dd214000685165d81c154522c3ee0a1c0d4d113c80361c234c5a2
+numpy==1.19.0 \
+    --hash=sha256:63d971bb211ad3ca37b2adecdd5365f40f3b741a455beecba70fd0dde8b2a4cb \
+    --hash=sha256:b6aaeadf1e4866ca0fdf7bb4eed25e521ae21a7947c59f78154b24fc7abbe1dd \
+    --hash=sha256:13af0184177469192d80db9bd02619f6fa8b922f9f327e077d6f2a6acb1ce1c0 \
+    --hash=sha256:356f96c9fbec59974a592452ab6a036cd6f180822a60b529a975c9467fcd5f23 \
+    --hash=sha256:fa1fe75b4a9e18b66ae7f0b122543c42debcf800aaafa0212aaff3ad273c2596 \
+    --hash=sha256:cbe326f6d364375a8e5a8ccb7e9cd73f4b2f6dc3b2ed205633a0db8243e2a96a \
+    --hash=sha256:a2e3a39f43f0ce95204beb8fe0831199542ccab1e0c6e486a0b4947256215632 \
+    --hash=sha256:7b852817800eb02e109ae4a9cef2beda8dd50d98b76b6cfb7b5c0099d27b52d4 \
+    --hash=sha256:d97a86937cf9970453c3b62abb55a6475f173347b4cde7f8dcdb48c8e1b9952d \
+    --hash=sha256:a86c962e211f37edd61d6e11bb4df7eddc4a519a38a856e20a6498c319efa6b0 \
+    --hash=sha256:d34fbb98ad0d6b563b95de852a284074514331e6b9da0a9fc894fb1cdae7a79e \
+    --hash=sha256:658624a11f6e1c252b2cd170d94bf28c8f9410acab9f2fd4369e11e1cd4e1aaf \
+    --hash=sha256:4d054f013a1983551254e2379385e359884e5af105e3efe00418977d02f634a7 \
+    --hash=sha256:26a45798ca2a4e168d00de75d4a524abf5907949231512f372b217ede3429e98 \
+    --hash=sha256:3c40c827d36c6d1c3cf413694d7dc843d50997ebffbc7c87d888a203ed6403a7 \
+    --hash=sha256:be62aeff8f2f054eff7725f502f6228298891fd648dc2630e03e44bf63e8cee0 \
+    --hash=sha256:dd53d7c4a69e766e4900f29db5872f5824a06827d594427cf1a4aa542818b796 \
+    --hash=sha256:30a59fb41bb6b8c465ab50d60a1b298d1cd7b85274e71f38af5a75d6c475d2d2 \
+    --hash=sha256:df1889701e2dfd8ba4dc9b1a010f0a60950077fb5242bb92c8b5c7f1a6f2668a \
+    --hash=sha256:33c623ef9ca5e19e05991f127c1be5aeb1ab5cdf30cb1c5cf3960752e58b599b \
+    --hash=sha256:26f509450db547e4dfa3ec739419b31edad646d21fb8d0ed0734188b35ff6b27 \
+    --hash=sha256:7b57f26e5e6ee2f14f960db46bd58ffdca25ca06dd997729b1b179fddd35f5a3 \
+    --hash=sha256:a8705c5073fe3fcc297fb8e0b31aa794e05af6a329e81b7ca4ffecab7f2b95ef \
+    --hash=sha256:c2edbb783c841e36ca0fa159f0ae97a88ce8137fb3a6cd82eae77349ba4b607b \
+    --hash=sha256:8cde829f14bd38f6da7b2954be0f2837043e8b8d7a9110ec5e318ae6bf706610 \
+    --hash=sha256:76766cc80d6128750075378d3bb7812cf146415bd29b588616f72c943c00d598
+openpyxl==3.0.4 \
+    --hash=sha256:6e62f058d19b09b95d20ebfbfb04857ad08d0833190516c1660675f699c6186f \
+    --hash=sha256:d88dd1480668019684c66cfff3e52a5de4ed41e9df5dd52e008cbf27af0dbf87
+packaging==20.4 \
+    --hash=sha256:998416ba6962ae7fbd6596850b80e17859a5753ba17c32284f67bfff33784181 \
+    --hash=sha256:4357f74f47b9c12db93624a82154e9b120fa8293699949152b22065d556079f8
+pandas==1.0.5 \
+    --hash=sha256:faa42a78d1350b02a7d2f0dbe3c80791cf785663d6997891549d0f86dc49125e \
+    --hash=sha256:9c31d52f1a7dd2bb4681d9f62646c7aa554f19e8e9addc17e8b1b20011d7522d \
+    --hash=sha256:8778a5cc5a8437a561e3276b85367412e10ae9fff07db1eed986e427d9a674f8 \
+    --hash=sha256:9871ef5ee17f388f1cb35f76dc6106d40cb8165c562d573470672f4cdefa59ef \
+    --hash=sha256:35b670b0abcfed7cad76f2834041dcf7ae47fd9b22b63622d67cdc933d79f453 \
+    --hash=sha256:c9410ce8a3dee77653bc0684cfa1535a7f9c291663bd7ad79e39f5ab58f67ab3 \
+    --hash=sha256:02f1e8f71cd994ed7fcb9a35b6ddddeb4314822a0e09a9c5b2d278f8cb5d4096 \
+    --hash=sha256:b3c4f93fcb6e97d993bf87cdd917883b7dab7d20c627699f360a8fb49e9e0b91 \
+    --hash=sha256:5759edf0b686b6f25a5d4a447ea588983a33afc8a0081a0954184a4a87fd0dd7 \
+    --hash=sha256:ab8173a8efe5418bbe50e43f321994ac6673afc5c7c4839014cf6401bbdd0705 \
+    --hash=sha256:13f75fb18486759da3ff40f5345d9dd20e7d78f2a39c5884d013456cec9876f0 \
+    --hash=sha256:5a7cf6044467c1356b2b49ef69e50bf4d231e773c3ca0558807cdba56b76820b \
+    --hash=sha256:ae961f1f0e270f1e4e2273f6a539b2ea33248e0e3a11ffb479d757918a5e03a9 \
+    --hash=sha256:f69e0f7b7c09f1f612b1f8f59e2df72faa8a6b41c5a436dde5b615aaf948f107 \
+    --hash=sha256:4c73f373b0800eb3062ffd13d4a7a2a6d522792fa6eb204d67a4fad0a40f03dc \
+    --hash=sha256:69c5d920a0b2a9838e677f78f4dde506b95ea8e4d30da25859db6469ded84fa8
+parsedatetime==2.6 \
+    --hash=sha256:cb96edd7016872f58479e35879294258c71437195760746faffedb692aef000b \
+    --hash=sha256:4cb368fbb18a0b7231f4d76119165451c8d2e35951455dfee97c62a87b04d455
+parso==0.7.0 \
+    --hash=sha256:158c140fc04112dc45bca311633ae5033c2c2a7b732fa33d0955bad8152a8dd0 \
+    --hash=sha256:908e9fae2144a076d72ae4e25539143d40b8e3eafbaeae03c1bfe226f4cdf12c
+pathspec==0.8.0 \
+    --hash=sha256:7d91249d21749788d07a2d0f94147accd8f845507400749ea19c1ec9054a12b0 \
+    --hash=sha256:da45173eb3a6f2a5a487efba21f050af2b41948be6ab52b6a1e3ff22bb8b7061
+pexpect==4.8.0; sys_platform != "win32" \
+    --hash=sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937 \
+    --hash=sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c
+pickleshare==0.7.5 \
+    --hash=sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56 \
+    --hash=sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca
+pluggy==0.13.1 \
+    --hash=sha256:966c145cd83c96502c3c3868f50408687b38434af77734af1e9ca461a4081d2d \
+    --hash=sha256:15b2acde666561e1298d71b523007ed7364de07029219b604cf808bfa1c765b0
+prompt-toolkit==3.0.5 \
+    --hash=sha256:df7e9e63aea609b1da3a65641ceaf5bc7d05e0a04de5bd45d05dbeffbabf9e04 \
+    --hash=sha256:563d1a4140b63ff9dd587bda9557cffb2fe73650205ab6f4383092fb882e7dc8
+ptyprocess==0.6.0; sys_platform != "win32" \
+    --hash=sha256:d7cc528d76e76342423ca640335bd3633420dc1366f258cb31d05e865ef5ca1f \
+    --hash=sha256:923f299cc5ad920c68f2bc0bc98b75b9f838b93b599941a6b63ddbc2476394c0
+py==1.9.0 \
+    --hash=sha256:366389d1db726cd2fcfc79732e75410e5fe4d31db13692115529d34069a043c2 \
+    --hash=sha256:9ca6883ce56b4e8da7e79ac18787889fa5206c79dcc67fb065376cd2fe03f342
+pycodestyle==2.6.0 \
+    --hash=sha256:2295e7b2f6b5bd100585ebcb1f616591b652db8a741695b3d8f5d28bdc934367 \
+    --hash=sha256:c58a7d2815e0e8d7972bf1803331fb0152f867bd89adf8a01dfd55085434192e
+pycountry==19.8.18 \
+    --hash=sha256:3c57aa40adcf293d59bebaffbe60d8c39976fba78d846a018dc0c2ec9c6cb3cb
+pyflakes==2.2.0 \
+    --hash=sha256:0d94e0e05a19e57a99444b6ddcf9a6eb2e5c68d3ca1e98e90707af8152c90a92 \
+    --hash=sha256:35b2d75ee967ea93b55750aa9edbbf72813e06a66ba54438df2cfac9e3c27fc8
+pygments==2.6.1 \
+    --hash=sha256:ff7a40b4860b727ab48fad6360eb351cc1b33cbf9b15a0f689ca5353e9463324 \
+    --hash=sha256:647344a061c249a3b74e230c739f434d7ea4d8b1d5f3721bc0f3558049b38f44
+pyparsing==2.4.7 \
+    --hash=sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b \
+    --hash=sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1
+pytest==5.4.3 \
+    --hash=sha256:5c0db86b698e8f170ba4582a492248919255fcd4c79b1ee64ace34301fb589a1 \
+    --hash=sha256:7979331bfcba207414f5e1263b5a0f8f521d0f457318836a7355531ed1a4c7d8
+pytest-clarity==0.3.0a0 \
+    --hash=sha256:5cc99e3d9b7969dfe17e5f6072d45a917c59d363b679686d3c958a1ded2e4dcf
+python-dateutil==2.8.1 \
+    --hash=sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c \
+    --hash=sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a
+python-slugify==4.0.1 \
+    --hash=sha256:69a517766e00c1268e5bbfc0d010a0a8508de0b18d30ad5a1ff357f8ae724270
+python-stdnum==1.13 \
+    --hash=sha256:120f83d33fb8b8be1b282f20dd755a892d5facf84f54fa21f75bbd2633128160 \
+    --hash=sha256:3d5d4430579cba88211d3ba4855a16faff235352a25a01d6ab70024686a75823
+pytimeparse==1.1.8 \
+    --hash=sha256:04b7be6cc8bd9f5647a6325444926c3ac34ee6bc7e69da4367ba282f076036bd \
+    --hash=sha256:e86136477be924d7e670646a98561957e8ca7308d44841e21f5ddea757556a0a
+pytz==2020.1 \
+    --hash=sha256:a494d53b6d39c3c6e44c3bec237336e14305e4f29bbf800b599253057fbb79ed \
+    --hash=sha256:c35965d010ce31b23eeb663ed3cc8c906275d6be1a34393a1d73a41febf4a048
+regex==2020.6.8 \
+    --hash=sha256:fbff901c54c22425a5b809b914a3bfaf4b9570eee0e5ce8186ac71eb2025191c \
+    --hash=sha256:112e34adf95e45158c597feea65d06a8124898bdeac975c9087fe71b572bd938 \
+    --hash=sha256:92d8a043a4241a710c1cf7593f5577fbb832cf6c3a00ff3fc1ff2052aff5dd89 \
+    --hash=sha256:bae83f2a56ab30d5353b47f9b2a33e4aac4de9401fb582b55c42b132a8ac3868 \
+    --hash=sha256:b2ba0f78b3ef375114856cbdaa30559914d081c416b431f2437f83ce4f8b7f2f \
+    --hash=sha256:95fa7726d073c87141f7bbfb04c284901f8328e2d430eeb71b8ffdd5742a5ded \
+    --hash=sha256:e3cdc9423808f7e1bb9c2e0bdb1c9dc37b0607b30d646ff6faf0d4e41ee8fee3 \
+    --hash=sha256:c78e66a922de1c95a208e4ec02e2e5cf0bb83a36ceececc10a72841e53fbf2bd \
+    --hash=sha256:08997a37b221a3e27d68ffb601e45abfb0093d39ee770e4257bd2f5115e8cb0a \
+    --hash=sha256:2f6f211633ee8d3f7706953e9d3edc7ce63a1d6aad0be5dcee1ece127eea13ae \
+    --hash=sha256:55b4c25cbb3b29f8d5e63aeed27b49fa0f8476b0d4e1b3171d85db891938cc3a \
+    --hash=sha256:89cda1a5d3e33ec9e231ece7307afc101b5217523d55ef4dc7fb2abd6de71ba3 \
+    --hash=sha256:690f858d9a94d903cf5cada62ce069b5d93b313d7d05456dbcd99420856562d9 \
+    --hash=sha256:1700419d8a18c26ff396b3b06ace315b5f2a6e780dad387e4c48717a12a22c29 \
+    --hash=sha256:654cb773b2792e50151f0e22be0f2b6e1c3a04c5328ff1d9d59c0398d37ef610 \
+    --hash=sha256:52e1b4bef02f4040b2fd547357a170fc1146e60ab310cdbdd098db86e929b387 \
+    --hash=sha256:cf59bbf282b627130f5ba68b7fa3abdb96372b24b66bdf72a4920e8153fc7910 \
+    --hash=sha256:5aaa5928b039ae440d775acea11d01e42ff26e1561c0ffcd3d805750973c6baf \
+    --hash=sha256:97712e0d0af05febd8ab63d2ef0ab2d0cd9deddf4476f7aa153f76feef4b2754 \
+    --hash=sha256:6ad8663c17db4c5ef438141f99e291c4d4edfeaacc0ce28b5bba2b0bf273d9b5 \
+    --hash=sha256:e9b64e609d37438f7d6e68c2546d2cb8062f3adb27e6336bc129b51be20773ac
+requests==2.24.0 \
+    --hash=sha256:fe75cc94a9443b9246fc7049224f75604b113c36acb93f87b80ed42c44cbb898 \
+    --hash=sha256:b3559a131db72c33ee969480840fff4bb6dd111de7dd27c8ee1f820f4f00231b
+requests-cache==0.5.2 \
+    --hash=sha256:813023269686045f8e01e2289cc1e7e9ae5ab22ddd1e2849a9093ab3ab7270eb \
+    --hash=sha256:81e13559baee64677a7d73b85498a5a8f0639e204517b5d05ff378e44a57831a
+six==1.15.0 \
+    --hash=sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced \
+    --hash=sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259
+sqlalchemy==1.3.18 \
+    --hash=sha256:f11c2437fb5f812d020932119ba02d9e2bc29a6eca01a055233a8b449e3e1e7d \
+    --hash=sha256:0ec575db1b54909750332c2e335c2bb11257883914a03bc5a3306a4488ecc772 \
+    --hash=sha256:f57be5673e12763dd400fea568608700a63ce1c6bd5bdbc3cc3a2c5fdb045274 \
+    --hash=sha256:8cac7bb373a5f1423e28de3fd5fc8063b9c8ffe8957dc1b1a59cb90453db6da1 \
+    --hash=sha256:adad60eea2c4c2a1875eb6305a0b6e61a83163f8e233586a4d6a55221ef984fe \
+    --hash=sha256:57aa843b783179ab72e863512e14bdcba186641daf69e4e3a5761d705dcc35b1 \
+    --hash=sha256:621f58cd921cd71ba6215c42954ffaa8a918eecd8c535d97befa1a8acad986dd \
+    --hash=sha256:fc728ece3d5c772c196fd338a99798e7efac7a04f9cb6416299a3638ee9a94cd \
+    --hash=sha256:736d41cfebedecc6f159fc4ac0769dc89528a989471dc1d378ba07d29a60ba1c \
+    --hash=sha256:427273b08efc16a85aa2b39892817e78e3ed074fcb89b2a51c4979bae7e7ba98 \
+    --hash=sha256:cbe1324ef52ff26ccde2cb84b8593c8bf930069dfc06c1e616f1bfd4e47f48a3 \
+    --hash=sha256:8fd452dc3d49b3cc54483e033de6c006c304432e6f84b74d7b2c68afa2569ae5 \
+    --hash=sha256:e89e0d9e106f8a9180a4ca92a6adde60c58b1b0299e1b43bd5e0312f535fbf33 \
+    --hash=sha256:6ac2558631a81b85e7fb7a44e5035347938b0a73f5fdc27a8566777d0792a6a4 \
+    --hash=sha256:87fad64529cde4f1914a5b9c383628e1a8f9e3930304c09cf22c2ae118a1280e \
+    --hash=sha256:e4624d7edb2576cd72bb83636cd71c8ce544d8e272f308bd80885056972ca299 \
+    --hash=sha256:89494df7f93b1836cae210c42864b292f9b31eeabca4810193761990dc689cce \
+    --hash=sha256:716754d0b5490bdcf68e1e4925edc02ac07209883314ad01a137642ddb2056f1 \
+    --hash=sha256:50c4ee32f0e1581828843267d8de35c3298e86ceecd5e9017dc45788be70a864 \
+    --hash=sha256:d98bc827a1293ae767c8f2f18be3bb5151fd37ddcd7da2a5f9581baeeb7a3fa1 \
+    --hash=sha256:0942a3a0df3f6131580eddd26d99071b48cfe5aaf3eab2783076fbc5a1c1882e \
+    --hash=sha256:16593fd748944726540cd20f7e83afec816c2ac96b082e26ae226e8f7e9688cf \
+    --hash=sha256:c26f95e7609b821b5f08a72dab929baa0d685406b953efd7c89423a511d5c413 \
+    --hash=sha256:512a85c3c8c3995cc91af3e90f38f460da5d3cade8dc3a229c8e0879037547c9 \
+    --hash=sha256:d05c4adae06bd0c7f696ae3ec8d993ed8ffcc4e11a76b1b35a5af8a099bd2284 \
+    --hash=sha256:109581ccc8915001e8037b73c29590e78ce74be49ca0a3630a23831f9e3ed6c7 \
+    --hash=sha256:8619b86cb68b185a778635be5b3e6018623c0761dde4df2f112896424aa27bd8 \
+    --hash=sha256:da2fb75f64792c1fc64c82313a00c728a7c301efe6a60b7a9fe35b16b4368ce7
+termcolor==1.1.0 \
+    --hash=sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b
+text-unidecode==1.3 \
+    --hash=sha256:bad6603bb14d279193107714b288be206cac565dfa49aa5b105294dd5c4aab93 \
+    --hash=sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8
+toml==0.10.1 \
+    --hash=sha256:bda89d5935c2eac546d648028b9901107a595863cb36bae0c73ac804a9b4ce88 \
+    --hash=sha256:926b612be1e5ce0634a2ca03470f95169cf16f939018233a670519cb4ac58b0f
+traitlets==4.3.3 \
+    --hash=sha256:70b4c6a1d9019d7b4f6846832288f86998aa3b9207c6821f3578a6a6a467fe44 \
+    --hash=sha256:d023ee369ddd2763310e4c3eae1ff649689440d4ae59d7485eb4cfbbe3e359f7
+typed-ast==1.4.1 \
+    --hash=sha256:73d785a950fc82dd2a25897d525d003f6378d1cb23ab305578394694202a58c3 \
+    --hash=sha256:aaee9905aee35ba5905cfb3c62f3e83b3bec7b39413f0a7f19be4e547ea01ebb \
+    --hash=sha256:0c2c07682d61a629b68433afb159376e24e5b2fd4641d35424e462169c0a7919 \
+    --hash=sha256:4083861b0aa07990b619bd7ddc365eb7fa4b817e99cf5f8d9cf21a42780f6e01 \
+    --hash=sha256:269151951236b0f9a6f04015a9004084a5ab0d5f19b57de779f908621e7d8b75 \
+    --hash=sha256:24995c843eb0ad11a4527b026b4dde3da70e1f2d8806c99b7b4a7cf491612652 \
+    --hash=sha256:fe460b922ec15dd205595c9b5b99e2f056fd98ae8f9f56b888e7a17dc2b757e7 \
+    --hash=sha256:4e3e5da80ccbebfff202a67bf900d081906c358ccc3d5e3c8aea42fdfdfd51c1 \
+    --hash=sha256:249862707802d40f7f29f6e1aad8d84b5aa9e44552d2cc17384b209f091276aa \
+    --hash=sha256:8ce678dbaf790dbdb3eba24056d5364fb45944f33553dd5869b7580cdbb83614 \
+    --hash=sha256:c9e348e02e4d2b4a8b2eedb48210430658df6951fa484e59de33ff773fbd4b41 \
+    --hash=sha256:bcd3b13b56ea479b3650b82cabd6b5343a625b0ced5429e4ccad28a8973f301b \
+    --hash=sha256:d5d33e9e7af3b34a40dc05f498939f0ebf187f07c385fd58d591c533ad8562fe \
+    --hash=sha256:0666aa36131496aed8f7be0410ff974562ab7eeac11ef351def9ea6fa28f6355 \
+    --hash=sha256:d205b1b46085271b4e15f670058ce182bd1199e56b317bf2ec004b6a44f911f6 \
+    --hash=sha256:6daac9731f172c2a22ade6ed0c00197ee7cc1221aa84cfdf9c31defeb059a907 \
+    --hash=sha256:498b0f36cc7054c1fead3d7fc59d2150f4d5c6c56ba7fb150c013fbc683a8d2d \
+    --hash=sha256:715ff2f2df46121071622063fc7543d9b1fd19ebfc4f5c8895af64a77a8c852c \
+    --hash=sha256:fc0fea399acb12edbf8a628ba8d2312f583bdbdb3335635db062fa98cf71fca4 \
+    --hash=sha256:d43943ef777f9a1c42bf4e552ba23ac77a6351de620aa9acf64ad54933ad4d34 \
+    --hash=sha256:8c8aaad94455178e3187ab22c8b01a3837f8ee50e09cf31f1ba129eb293ec30b
+urllib3==1.25.9 \
+    --hash=sha256:88206b0eb87e6d677d424843ac5209e3fb9d0190d0ee169599165ec25e9d9115 \
+    --hash=sha256:3018294ebefce6572a474f0604c2021e33b3fd8006ecd11d62107a5d2a963527
+wcwidth==0.2.5 \
+    --hash=sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784 \
+    --hash=sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83
+xlrd==1.2.0 \
+    --hash=sha256:e551fb498759fa3a5384a94ccd4c3c02eb7c00ea424426e212ac0c57be9dfbde \
+    --hash=sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2
--- a/requirements.txt
+++ b/requirements.txt
@ -1,17 +1,81 @@
-i https://pypi.org/simple
-e .
-certifi==2019.9.11
-chardet==3.0.4
-idna==2.8
-langid==1.1.6
-numpy==1.17.2
-pandas==0.25.1
-pycountry==19.8.18
-python-dateutil==2.8.0
-python-stdnum==1.11
-pytz==2019.2
-requests-cache==0.5.2
-requests==2.22.0
-six==1.12.0
-urllib3==1.25.6
-xlrd==1.2.0
+certifi==2020.6.20 \
+    --hash=sha256:8fc0819f1f30ba15bdb34cceffb9ef04d99f420f68eb75d901e9560b8749fc41 \
+    --hash=sha256:5930595817496dd21bb8dc35dad090f1c2cd0adfaf21204bf6732ca5d8ee34d3
+chardet==3.0.4 \
+    --hash=sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691 \
+    --hash=sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae
+idna==2.10 \
+    --hash=sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0 \
+    --hash=sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6
+langid==1.1.6 \
+    --hash=sha256:044bcae1912dab85c33d8e98f2811b8f4ff1213e5e9a9e9510137b84da2cb293
+numpy==1.19.0 \
+    --hash=sha256:63d971bb211ad3ca37b2adecdd5365f40f3b741a455beecba70fd0dde8b2a4cb \
+    --hash=sha256:b6aaeadf1e4866ca0fdf7bb4eed25e521ae21a7947c59f78154b24fc7abbe1dd \
+    --hash=sha256:13af0184177469192d80db9bd02619f6fa8b922f9f327e077d6f2a6acb1ce1c0 \
+    --hash=sha256:356f96c9fbec59974a592452ab6a036cd6f180822a60b529a975c9467fcd5f23 \
+    --hash=sha256:fa1fe75b4a9e18b66ae7f0b122543c42debcf800aaafa0212aaff3ad273c2596 \
+    --hash=sha256:cbe326f6d364375a8e5a8ccb7e9cd73f4b2f6dc3b2ed205633a0db8243e2a96a \
+    --hash=sha256:a2e3a39f43f0ce95204beb8fe0831199542ccab1e0c6e486a0b4947256215632 \
+    --hash=sha256:7b852817800eb02e109ae4a9cef2beda8dd50d98b76b6cfb7b5c0099d27b52d4 \
+    --hash=sha256:d97a86937cf9970453c3b62abb55a6475f173347b4cde7f8dcdb48c8e1b9952d \
+    --hash=sha256:a86c962e211f37edd61d6e11bb4df7eddc4a519a38a856e20a6498c319efa6b0 \
+    --hash=sha256:d34fbb98ad0d6b563b95de852a284074514331e6b9da0a9fc894fb1cdae7a79e \
+    --hash=sha256:658624a11f6e1c252b2cd170d94bf28c8f9410acab9f2fd4369e11e1cd4e1aaf \
+    --hash=sha256:4d054f013a1983551254e2379385e359884e5af105e3efe00418977d02f634a7 \
+    --hash=sha256:26a45798ca2a4e168d00de75d4a524abf5907949231512f372b217ede3429e98 \
+    --hash=sha256:3c40c827d36c6d1c3cf413694d7dc843d50997ebffbc7c87d888a203ed6403a7 \
+    --hash=sha256:be62aeff8f2f054eff7725f502f6228298891fd648dc2630e03e44bf63e8cee0 \
+    --hash=sha256:dd53d7c4a69e766e4900f29db5872f5824a06827d594427cf1a4aa542818b796 \
+    --hash=sha256:30a59fb41bb6b8c465ab50d60a1b298d1cd7b85274e71f38af5a75d6c475d2d2 \
+    --hash=sha256:df1889701e2dfd8ba4dc9b1a010f0a60950077fb5242bb92c8b5c7f1a6f2668a \
+    --hash=sha256:33c623ef9ca5e19e05991f127c1be5aeb1ab5cdf30cb1c5cf3960752e58b599b \
+    --hash=sha256:26f509450db547e4dfa3ec739419b31edad646d21fb8d0ed0734188b35ff6b27 \
+    --hash=sha256:7b57f26e5e6ee2f14f960db46bd58ffdca25ca06dd997729b1b179fddd35f5a3 \
+    --hash=sha256:a8705c5073fe3fcc297fb8e0b31aa794e05af6a329e81b7ca4ffecab7f2b95ef \
+    --hash=sha256:c2edbb783c841e36ca0fa159f0ae97a88ce8137fb3a6cd82eae77349ba4b607b \
+    --hash=sha256:8cde829f14bd38f6da7b2954be0f2837043e8b8d7a9110ec5e318ae6bf706610 \
+    --hash=sha256:76766cc80d6128750075378d3bb7812cf146415bd29b588616f72c943c00d598
+pandas==1.0.5 \
+    --hash=sha256:faa42a78d1350b02a7d2f0dbe3c80791cf785663d6997891549d0f86dc49125e \
+    --hash=sha256:9c31d52f1a7dd2bb4681d9f62646c7aa554f19e8e9addc17e8b1b20011d7522d \
+    --hash=sha256:8778a5cc5a8437a561e3276b85367412e10ae9fff07db1eed986e427d9a674f8 \
+    --hash=sha256:9871ef5ee17f388f1cb35f76dc6106d40cb8165c562d573470672f4cdefa59ef \
+    --hash=sha256:35b670b0abcfed7cad76f2834041dcf7ae47fd9b22b63622d67cdc933d79f453 \
+    --hash=sha256:c9410ce8a3dee77653bc0684cfa1535a7f9c291663bd7ad79e39f5ab58f67ab3 \
+    --hash=sha256:02f1e8f71cd994ed7fcb9a35b6ddddeb4314822a0e09a9c5b2d278f8cb5d4096 \
+    --hash=sha256:b3c4f93fcb6e97d993bf87cdd917883b7dab7d20c627699f360a8fb49e9e0b91 \
+    --hash=sha256:5759edf0b686b6f25a5d4a447ea588983a33afc8a0081a0954184a4a87fd0dd7 \
+    --hash=sha256:ab8173a8efe5418bbe50e43f321994ac6673afc5c7c4839014cf6401bbdd0705 \
+    --hash=sha256:13f75fb18486759da3ff40f5345d9dd20e7d78f2a39c5884d013456cec9876f0 \
+    --hash=sha256:5a7cf6044467c1356b2b49ef69e50bf4d231e773c3ca0558807cdba56b76820b \
+    --hash=sha256:ae961f1f0e270f1e4e2273f6a539b2ea33248e0e3a11ffb479d757918a5e03a9 \
+    --hash=sha256:f69e0f7b7c09f1f612b1f8f59e2df72faa8a6b41c5a436dde5b615aaf948f107 \
+    --hash=sha256:4c73f373b0800eb3062ffd13d4a7a2a6d522792fa6eb204d67a4fad0a40f03dc \
+    --hash=sha256:69c5d920a0b2a9838e677f78f4dde506b95ea8e4d30da25859db6469ded84fa8
+pycountry==19.8.18 \
+    --hash=sha256:3c57aa40adcf293d59bebaffbe60d8c39976fba78d846a018dc0c2ec9c6cb3cb
+python-dateutil==2.8.1 \
+    --hash=sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c \
+    --hash=sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a
+python-stdnum==1.13 \
+    --hash=sha256:120f83d33fb8b8be1b282f20dd755a892d5facf84f54fa21f75bbd2633128160 \
+    --hash=sha256:3d5d4430579cba88211d3ba4855a16faff235352a25a01d6ab70024686a75823
+pytz==2020.1 \
+    --hash=sha256:a494d53b6d39c3c6e44c3bec237336e14305e4f29bbf800b599253057fbb79ed \
+    --hash=sha256:c35965d010ce31b23eeb663ed3cc8c906275d6be1a34393a1d73a41febf4a048
+requests==2.24.0 \
+    --hash=sha256:fe75cc94a9443b9246fc7049224f75604b113c36acb93f87b80ed42c44cbb898 \
+    --hash=sha256:b3559a131db72c33ee969480840fff4bb6dd111de7dd27c8ee1f820f4f00231b
+requests-cache==0.5.2 \
+    --hash=sha256:813023269686045f8e01e2289cc1e7e9ae5ab22ddd1e2849a9093ab3ab7270eb \
+    --hash=sha256:81e13559baee64677a7d73b85498a5a8f0639e204517b5d05ff378e44a57831a
+six==1.15.0 \
+    --hash=sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced \
+    --hash=sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259
+urllib3==1.25.9 \
+    --hash=sha256:88206b0eb87e6d677d424843ac5209e3fb9d0190d0ee169599165ec25e9d9115 \
+    --hash=sha256:3018294ebefce6572a474f0604c2021e33b3fd8006ecd11d62107a5d2a963527
+xlrd==1.2.0 \
+    --hash=sha256:e551fb498759fa3a5384a94ccd4c3c02eb7c00ea424426e212ac0c57be9dfbde \
+    --hash=sha256:546eb36cee8db40c3eaa46c351e67ffee6eeb5fa2650b71bc4c758a29a1b29b2
--- a/setup.py
+++ b/setup.py
@ -4,17 +4,17 @@ with open("README.md", "r") as fh:
    long_description = fh.read()

 install_requires = [
-    'pandas',
-    'python-stdnum',
-    'requests',
-    'requests-cache',
-    'pycountry',
-    'langid'
+    "pandas",
+    "python-stdnum",
+    "requests",
+    "requests-cache",
+    "pycountry",
+    "langid",
 ]

 setuptools.setup(
    name="csv-metadata-quality",
-    version="0.3.1",
+    version="0.4.2",
    author="Alan Orth",
    author_email="aorth@mjanja.ch",
    description="A simple, but opinionated CSV quality checking and fixing pipeline for CSVs in the DSpace ecosystem.",
@ -25,15 +25,14 @@ setuptools.setup(
    classifiers=[
        "Programming Language :: Python :: 3.6",
        "Programming Language :: Python :: 3.7",
+        "Programming Language :: Python :: 3.8",
        "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
        "Operating System :: OS Independent",
-        "Development Status :: 4 - Beta"
+        "Development Status :: 4 - Beta",
    ],
-    packages=['csv_metadata_quality'],
+    packages=["csv_metadata_quality"],
    entry_points={
-        'console_scripts': [
-            'csv-metadata-quality = csv_metadata_quality.__main__:main'
-        ]
+        "console_scripts": ["csv-metadata-quality = csv_metadata_quality.__main__:main"]
    },
-    install_requires=install_requires
+    install_requires=install_requires,
 )
--- a/tests/test_check.py
+++ b/tests/test_check.py
@ -1,6 +1,7 @@
+import pandas as pd
+
 import csv_metadata_quality.check as check
 import csv_metadata_quality.experimental as experimental
-import pandas as pd


 def test_check_invalid_issn(capsys):
@ -50,10 +51,12 @@ def test_check_invalid_separators(capsys):

    value = "Alan|Orth"

-    check.separators(value)
+    field_name = "dc.contributor.author"
+
+    check.separators(value, field_name)

    captured = capsys.readouterr()
-    assert captured.out == f"Invalid multi-value separator: {value}\n"
+    assert captured.out == f"Invalid multi-value separator ({field_name}): {value}\n"


 def test_check_valid_separators():
@ -61,7 +64,9 @@ def test_check_valid_separators():

    value = "Alan||Orth"

-    result = check.separators(value)
+    field_name = "dc.contributor.author"
+
+    result = check.separators(value, field_name)

    assert result == value

--- a/tests/test_fix.py
+++ b/tests/test_fix.py
@ -6,7 +6,9 @@ def test_fix_leading_whitespace():

    value = " Alan"

-    assert fix.whitespace(value) == "Alan"
+    field_name = "dc.contributor.author"
+
+    assert fix.whitespace(value, field_name) == "Alan"


 def test_fix_trailing_whitespace():
@ -14,7 +16,9 @@ def test_fix_trailing_whitespace():

    value = "Alan "

-    assert fix.whitespace(value) == "Alan"
+    field_name = "dc.contributor.author"
+
+    assert fix.whitespace(value, field_name) == "Alan"


 def test_fix_excessive_whitespace():
@ -22,7 +26,9 @@ def test_fix_excessive_whitespace():

    value = "Alan  Orth"

-    assert fix.whitespace(value) == "Alan Orth"
+    field_name = "dc.contributor.author"
+
+    assert fix.whitespace(value, field_name) == "Alan Orth"


 def test_fix_invalid_separators():
@ -30,7 +36,9 @@ def test_fix_invalid_separators():

    value = "Alan|Orth"

-    assert fix.separators(value) == "Alan||Orth"
+    field_name = "dc.contributor.author"
+
+    assert fix.separators(value, field_name) == "Alan||Orth"


 def test_fix_unnecessary_unicode():
@ -46,7 +54,9 @@ def test_fix_duplicates():

    value = "Kenya||Kenya"

-    assert fix.duplicates(value) == "Kenya"
+    field_name = "dc.contributor.author"
+
+    assert fix.duplicates(value, field_name) == "Kenya"


 def test_fix_newlines():
@ -66,3 +76,25 @@ def test_fix_comma_space():
    field_name = "dc.contributor.author"

    assert fix.comma_space(value, field_name) == "Orth, Alan S."
+
+
+def test_fix_normalized_unicode():
+    """Test fixing a string that is already in its normalized (NFC) Unicode form."""
+
+    # string using the normalized canonical form of é
+    value = "Ouédraogo, Mathieu"
+
+    field_name = "dc.contributor.author"
+
+    assert fix.normalize_unicode(value, field_name) == "Ouédraogo, Mathieu"
+
+
+def test_fix_decomposed_unicode():
+    """Test fixing a string that contains Unicode string."""
+
+    # string using the decomposed form of é
+    value = "Ouédraogo, Mathieu"
+
+    field_name = "dc.contributor.author"
+
+    assert fix.normalize_unicode(value, field_name) == "Ouédraogo, Mathieu"
Author	SHA1	Message	Date
Alan Orth	cb07d357d4	Version 0.4.2	2020-07-06 14:04:34 +03:00
Alan Orth	65cd48a26f	CHANGELOG.md: Update changes	2020-07-06 14:00:21 +03:00
Alan Orth	0f883f640c	Remove pipenv	2020-07-06 13:59:49 +03:00
Alan Orth	f4c5c5781e	README.md: Switch to poetry	2020-07-06 13:59:11 +03:00
Alan Orth	6aa784ad8c	Update requirements Generated with poetry export: $ poetry export -f requirements.txt > requirements.txt $ poetry export --dev -f requirements.txt > requirements-dev.txt	2020-07-06 13:57:07 +03:00
Alan Orth	7b8da94f41	poetry.lock: Update Python dependencies	2020-07-06 13:56:31 +03:00
Alan Orth	2a1566af62	csv_metadata_quality/check.py: Parameterize AGROVOC request	2020-07-06 13:44:46 +03:00
Alan Orth	5fcaa63bd5	csv_metadata_quality/check.py: Prune requests cache once We only need to prune the requests cache once before using it, not for every value we check.	2020-07-06 13:42:19 +03:00
Alan Orth	aa9e23b46c	pyproject.toml: Update license specifier We need to use valid SPDX license identifiers.	2020-06-09 14:22:53 +03:00
Alan Orth	73acb1661f	Update requirements Generated with poetry export: $ poetry export -f requirements.txt > requirements.txt $ poetry export --dev -f requirements.txt > requirements-dev.txt	2020-05-31 17:51:16 +03:00
Alan Orth	2a068fddc4	.build.yml: Fix test	2020-05-31 17:44:37 +03:00
Alan Orth	c6c2f13e88	.build.yml: Fix poetry install invocation Poetry apparently installs dev dependencies by default.	2020-05-31 17:37:09 +03:00
Alan Orth	56f16e37ed	.build.yml: Use poetry in SourceHut CI	2020-05-31 17:35:04 +03:00
Alan Orth	0c44b967b6	Add poetry project file and lock I want to try to use poetry instead of pipenv because pipenv takes forever to do dependency resolution sometimes. Also, I have had a few issues with Python modules like black that don't have releases other than pre-releases, and even including the project itself in the dependencies (pip install -e . ...?). My initial experience is that poetry handles this better.	2020-05-31 17:33:40 +03:00
Alan Orth	8a267bb40b	.travis.yml: Try to build with Python 3.8-dev But allow failures.	2020-03-29 16:40:11 +03:00
Alan Orth	8fda8f1ef1	Pipfile.lock: Run pipenv update All tests still passing.	2020-03-20 16:22:04 +02:00
Alan Orth	5e471813e8	CHANGELOG.md: Add note about python dependencies	2020-01-29 12:41:43 +02:00
Alan Orth	79244b9ac3	Pipfile.lock: Run pipenv update	2020-01-29 12:39:12 +02:00
Alan Orth	5e81a33482	CHANGELOG.md: Add note about field names	2020-01-16 12:37:11 +02:00
Alan Orth	28b5996aa6	Output field name for more fixes and checks This helps identify which field has the error.	2020-01-16 12:35:11 +02:00
Alan Orth	40ba9bae6c	README.md: Adjust heading size	2020-01-15 12:26:11 +02:00
Alan Orth	0b2d211455	Version 0.4.1	2020-01-15 12:19:42 +02:00
Alan Orth	7f1df0b47c	Support Python 3.6 and 3.7 again	2020-01-15 12:19:17 +02:00
Alan Orth	365ecda324	Add utility function to check normalization Python's built-in unicodedata library includes the is_normalized() function starting with Python 3.8. This utility function allows us to do the same thing with earlier Python versions. See: https://docs.python.org/3/library/unicodedata.html	2020-01-15 12:17:52 +02:00
Alan Orth	550ce7fb7e	.travis.yml: Only test Python 3.8 The Unicode normalization feature requires Python 3.8 because the unicodedata.is_normalized() function only appears there. If I find another way to check if a string is normalized without normalizing it first I will drop the requirements back down to Python 3.6. See: https://docs.python.org/3/library/unicodedata.html	2020-01-15 11:57:21 +02:00
Alan Orth	705127fd28	Version 0.4.0	2020-01-15 11:44:56 +02:00
Alan Orth	894e0a196d	setup.py: Change Python requirements The `unicodedata.is_normalized()` function requires Python 3.8. See: https://docs.python.org/3/library/unicodedata.html	2020-01-15 11:43:25 +02:00
Alan Orth	87181bc7b8	Run black, isort, and flake8.	2020-01-15 11:41:31 +02:00
Alan Orth	8de5d862b6	CHANGELOG.md: Add note about Unicode normalization	2020-01-15 11:40:40 +02:00
Alan Orth	49e3543878	Add Unicode normalization This will check all strings for un-normalized Unicode characters. Normalization is done using NFC. This includes tests and updated sample data (data/test.csv). See: https://withblue.ink/2019/03/11/why-you-need-to-normalize-unicode-strings.html	2020-01-15 11:37:54 +02:00
Alan Orth	403b253762	CHANGELOG.md: Update python library versions	2020-01-15 10:58:44 +02:00
Alan Orth	c5fbaf407a	Update python requirements Generated using pipenv: $ pipenv lock -r > requirements.txt $ pipenv lock -r -d > requirements-dev.txt	2020-01-15 10:51:58 +02:00
Alan Orth	4f81f6c83c	Pipfile.lock: Run pipenv update	2020-01-15 10:51:19 +02:00
Alan Orth	4b9d1e060f	setup.py: Add Python 3.8 classifier	2019-12-14 12:56:11 +02:00
Alan Orth	c8a71e3143	Pipfile.lock: Run pipenv update	2019-12-14 12:53:39 +02:00
Alan Orth	7964d98ca5	Pipfile: Specify exact version of black Black only releases pre-release versions, which causes issues with pipenv. Instead of always running pipenv with "--pre" and potenti- ally letting in some other pre-release versions for other depende- ncies, I would rather specify the latest black version explicitly. See: https://github.com/psf/black/issues/517 See: https://github.com/microsoft/vscode-python/issues/5171	2019-12-14 12:41:28 +02:00
Alan Orth	64ffc2f1da	.travis.yml: Install packages from requirements.txt too	2019-11-14 23:42:28 +02:00
Alan Orth	7b1bc29a92	.travis.yml: Try using pip instead of pipenv The Pipfile knows it was created with Python 3.8, yet we're running with multiple Python versions on Travis. I'm curious if would work better to use pip to install dependencies instead of pipenv in this case.	2019-11-14 23:37:25 +02:00
Alan Orth	f0110d8e74	CHANGELOG.md: Add note about requirements	2019-11-14 23:30:26 +02:00
Alan Orth	86498deee8	Update python requirements Generated using pipenv: $ pipenv lock -r > requirements.txt $ pipenv lock -r -d > requirements-dev.txt	2019-11-14 23:28:42 +02:00
Alan Orth	251647a15f	CHANGELOG.md: Add TravisCI changes	2019-11-14 23:24:08 +02:00
Alan Orth	0bd28e22ec	.travis.yml: Test Python 3.8	2019-11-14 23:22:37 +02:00
Alan Orth	63fdce7d13	.travis.yml: Use Ubuntu 18.04 "Bionic"	2019-11-14 23:22:19 +02:00
Alan Orth	f068c0e16a	CHANGELOG.md: Use Python 3.8.0 for pipenv	2019-11-14 23:11:43 +02:00
Alan Orth	79b8f62a85	Use Python 3.8 for pipenv Python 3.8.0 entered Arch Linux core repositories now and all tests pass with Python 3.8.0 so it's time...	2019-11-14 23:10:20 +02:00
Alan Orth	6c1e132531	CHANGELOG.md: Add unreleased changes	2019-11-14 09:19:19 +02:00
Alan Orth	c0f3c866bd	Pipfile.lock: Run pipenv update Updates the following dependencies: - numpy 1.17.2→1.17.4 - pandas 0.25.1→0.25.3 - flake8 3.7.8→3.7.9 - pytest 5.1.3→5.2.2 - black 19.3b0→19.10b0	2019-11-14 09:17:31 +02:00