diff --git a/.flake8 b/.flake8
new file mode 100644
index 0000000..3176b4f
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,6 @@
+[flake8]
+exclude = .git,.tox,build,dist,venv,docs,*.egg-info,tests/conftest.py
+max-line-length = 120
+max-complexity = 10
+select = E,W,F,C
+ignore = E121,E123,E126,E226,E24,E704,W503,W504
diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 9c29011..4d9b3b7 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -1,6 +1,3 @@
-# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
-# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
-
 name: Python package
 
 on:
@@ -9,38 +6,71 @@ on:
   pull_request:
     branches: [ master ]
 
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+permissions:
+  contents: read
+
 jobs:
-  build:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+      - name: Install flake8
+        run: python -m pip install flake8
+      - name: Stop the build on syntax errors and undefined names
+        run: flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
+      - name: Report the other findings without failing
+        run: flake8 . --count --exit-zero --statistics
 
+  test:
     runs-on: ubuntu-latest
     strategy:
+      fail-fast: false
       matrix:
-        python-version: [3.7, 3.8]
+        python-version: ["3.10", "3.11", "3.12"]
+    env:
+      MPLBACKEND: Agg
+      TF_CPP_MIN_LOG_LEVEL: "2"
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+          cache: pip
+          cache-dependency-path: pyproject.toml
+      - name: Install the package and its test dependencies
+        run: python -m pip install -e ".[test]"
+      - name: Test with coverage and pytest
+        run: |
+          coverage run --source glmdisc/ -m pytest
+          coverage report
+          coverage xml
+      - name: Upload the coverage report
+        if: matrix.python-version == '3.12'
+        uses: codecov/codecov-action@v5
+        with:
+          files: coverage.xml
+          fail_ci_if_error: false
 
+  build:
+    runs-on: ubuntu-latest
     steps:
-    - uses: actions/checkout@v2
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v2
-      with:
-        python-version: ${{ matrix.python-version }}
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install pipenv
-        pipenv install --dev --skip-lock
-    - name: Lint with flake8
-      run: |
-        # stop the build if there are Python syntax errors or undefined names
-        pipenv run flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics --exclude=tests/conftest.py
-        # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
-        pipenv run flake8 . --count --exit-zero --extend-ignore=W503,W50 --max-complexity=10 --max-line-length=120 --statistics --exclude=tests/conftest.py
-    - name: Test with coverage and pytest
-      run: |
-        pipenv run coverage run --source glmdisc/ -m pytest
-        pipenv run coverage report
-    - name: Build and check package
-      run: |
-        pipenv run pipenv-setup sync --dev
-        pipenv run pip install --upgrade keyring keyrings.alt
-        python setup.py build sdist bdist_wheel
-        pipenv run twine check dist/*
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+      - name: Build and check the distributions
+        run: |
+          python -m pip install build twine
+          python -m build
+          twine check dist/*
+      - uses: actions/upload-artifact@v4
+        with:
+          name: dist
+          path: dist/
diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index 37a0e3b..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,21 +0,0 @@
-language: python
-python:
-  - "3.7"
-  - "3.8"
-install:
-  - python -m pip install --upgrade pip
-  - pip install pipenv
-  - pipenv install --dev
-script:
-  - pipenv run flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics --exclude=tests/conftest.py
-  - pipenv run flake8 . --count --exit-zero --extend-ignore=W503,W50 --max-complexity=10 --max-line-length=120 --statistics --exclude=tests/conftest.py
-  - pipenv run coverage run --source glmdisc/ -m pytest
-build:
-  - pipenv run pipenv-setup sync --dev
-  - pipenv run pip install --upgrade keyring keyrings.alt
-  - pipenv lock -r > requirements.txt
-  - python setup.py build sdist bdist_wheel
-  - pipenv run twine check dist/*
-
-after_sucess:
-  codecov
\ No newline at end of file
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index d4c02a1..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,31 +0,0 @@
-[[source]]
-name = "pypi"
-url = "https://pypi.org/simple"
-verify_ssl = true
-
-[dev-packages]
-pytest = "*"
-coverage = "*"
-sphinx = "*"
-sphinx-rtd-theme = "*"
-flake8 = "*"
-pipenv-setup = "*"
-numpydoc = "*"
-wheel = "*"
-codecov = "*"
-twine = "*"
-tox = "*"
-tox-pyenv = "*"
-
-[packages]
-scikit-learn = ">=0.21.2"
-numpy = ">=1.16.4"
-scipy = ">=1.3.1"
-pandas = ">=0.25.1"
-pygam = ">=0.8.0"
-matplotlib = ">=3.2"
-loguru = "*"
-tensorflow = ">=2.2.1"
-livelossplot = "*"
-ipykernel = "*"
-bokeh = "*"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index 8b2c6a1..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,1822 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "8aa93fed58da49c9cc1f669cff43f1aa3907c10c9242f198a52b8d603270ae3e"
-        },
-        "pipfile-spec": 6,
-        "requires": {},
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "absl-py": {
-            "hashes": [
-                "sha256:673cccb88d810e5627d0c1c818158485d106f65a583880e2f730c997399bcfa7",
-                "sha256:b3d9eb5119ff6e0a0125f6dabf2f9fae02f8acae7be70576002fac27235611c5"
-            ],
-            "version": "==0.11.0"
-        },
-        "astunparse": {
-            "hashes": [
-                "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872",
-                "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"
-            ],
-            "version": "==1.6.3"
-        },
-        "backcall": {
-            "hashes": [
-                "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e",
-                "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"
-            ],
-            "version": "==0.2.0"
-        },
-        "bokeh": {
-            "hashes": [
-                "sha256:c4a3f97afe5f525019dd58ee8c4e3d43f53fe1b1ac264ccaae9b02c07b2abc17"
-            ],
-            "index": "pypi",
-            "version": "==2.2.3"
-        },
-        "cachetools": {
-            "hashes": [
-                "sha256:513d4ff98dd27f85743a8dc0e92f55ddb1b49e060c2d5961512855cda2c01a98",
-                "sha256:bbaa39c3dede00175df2dc2b03d0cf18dd2d32a7de7beb68072d13043c9edb20"
-            ],
-            "markers": "python_version ~= '3.5'",
-            "version": "==4.1.1"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:1f422849db327d534e3d0c5f02a263458c3955ec0aae4ff09b95f195c59f4edd",
-                "sha256:f05def092c44fbf25834a51509ef6e631dc19765ab8a57b4e7ab85531f0a9cf4"
-            ],
-            "version": "==2020.11.8"
-        },
-        "chardet": {
-            "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
-            ],
-            "version": "==3.0.4"
-        },
-        "cycler": {
-            "hashes": [
-                "sha256:1d8a5ae1ff6c5cf9b93e8811e581232ad8920aeec647c37316ceac982b08cb2d",
-                "sha256:cd7b2d1018258d7247a71425e9f26463dfb444d411c39569972f4ce586b0c9d8"
-            ],
-            "version": "==0.10.0"
-        },
-        "decorator": {
-            "hashes": [
-                "sha256:41fa54c2a0cc4ba648be4fd43cff00aedf5b9465c9bf18d64325bc225f08f760",
-                "sha256:e3a62f0520172440ca0dcc823749319382e377f37f140a0b99ef45fecb84bfe7"
-            ],
-            "version": "==4.4.2"
-        },
-        "future": {
-            "hashes": [
-                "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==0.18.2"
-        },
-        "gast": {
-            "hashes": [
-                "sha256:8f46f5be57ae6889a4e16e2ca113b1703ef17f2b0abceb83793eaba9e1351a45",
-                "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.3.3"
-        },
-        "google-auth": {
-            "hashes": [
-                "sha256:5176db85f1e7e837a646cd9cede72c3c404ccf2e3373d9ee14b2db88febad440",
-                "sha256:b728625ff5dfce8f9e56a499c8a4eb51443a67f20f6d28b67d5774c310ec4b6b"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.23.0"
-        },
-        "google-auth-oauthlib": {
-            "hashes": [
-                "sha256:65b65bc39ad8cab15039b35e5898455d3d66296d0584d96fe0e79d67d04c51d9",
-                "sha256:d4d98c831ea21d574699978827490a41b94f05d565c617fe1b420e88f1fc8d8d"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.4.2"
-        },
-        "google-pasta": {
-            "hashes": [
-                "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954",
-                "sha256:b32482794a366b5366a32c92a9a9201b107821889935a02b3e51f6b432ea84ed",
-                "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"
-            ],
-            "version": "==0.2.0"
-        },
-        "grpcio": {
-            "hashes": [
-                "sha256:02a4a637a774382d6ac8e65c0a7af4f7f4b9704c980a0a9f4f7bbc1e97c5b733",
-                "sha256:08b6a58c8a83e71af5650f8f879fe14b7b84dce0c4969f3817b42c72989dacf0",
-                "sha256:0aeed3558a0eec0b31700af6072f1c90e8fd5701427849e76bc469554a14b4f5",
-                "sha256:0cebba3907441d5c620f7b491a780ed155140fbd590da0886ecfb1df6ad947b9",
-                "sha256:143b4fe72c01000fc0667bf62ace402a6518939b3511b3c2bec04d44b1d7591c",
-                "sha256:21265511880056d19ce4f809ce3fbe2a3fa98ec1fc7167dbdf30a80d3276202e",
-                "sha256:289671cfe441069f617bf23c41b1fa07053a31ff64de918d1016ac73adda2f73",
-                "sha256:2d5124284f9d29e4f06f674a12ebeb23fc16ce0f96f78a80a6036930642ae5ab",
-                "sha256:2f2eabfd514af8945ee415083a0f849eea6cb3af444999453bb6666fadc10f54",
-                "sha256:3ac453387add933b6cfbc67cc8635f91ff9895299130fc612c3c4b904e91d82a",
-                "sha256:407b4d869ce5c6a20af5b96bb885e3ecaf383e3fb008375919eb26cf8f10d9cd",
-                "sha256:4bb771c4c2411196b778871b519c7e12e87f3fa72b0517b22f952c64ead07958",
-                "sha256:4cef3eb2df338abd9b6164427ede961d351c6bf39b4a01448a65f9e795f56575",
-                "sha256:514b4a6790d6597fc95608f49f2f13fe38329b2058538095f0502b734b98ffd2",
-                "sha256:52143467237bfa77331ed1979dc3e203a1c12511ee37b3ddd9ff41b05804fb10",
-                "sha256:56e2a985efdba8e2282e856470b684e83a3cadd920f04fcd360b4b826ced0dd3",
-                "sha256:592656b10528aa327058d2007f7ab175dc9eb3754b289e24cac36e09129a2f6b",
-                "sha256:5b21d3de520a699cb631cfd3a773a57debeb36b131be366bf832153405cc5404",
-                "sha256:62ce7e86f11e8c4ff772e63c282fb5a7904274258be0034adf37aa679cf96ba0",
-                "sha256:65b06fa2db2edd1b779f9b256e270f7a58d60e40121660d8b5fd6e8b88f122ed",
-                "sha256:6a1b5b7e47600edcaeaa42983b1c19e7a5892c6b98bcde32ae2aa509a99e0436",
-                "sha256:703da25278ee7318acb766be1c6d3b67d392920d002b2d0304e7f3431b74f6c1",
-                "sha256:7744468ee48be3265db798f27e66e118c324d7831a34fd39d5775bcd5a70a2c4",
-                "sha256:7c1ea6ea6daa82031af6eb5b7d1ab56b1193840389ea7cf46d80e98636f8aff5",
-                "sha256:7d292dabf7ded9c062357f8207e20e94095a397d487ffd25aa213a2c3dff0ab4",
-                "sha256:7f727b8b6d9f92fcab19dbc62ec956d8352c6767b97b8ab18754b2dfa84d784f",
-                "sha256:7fda62846ef8d86caf06bd1ecfddcae2c7e59479a4ee28808120e170064d36cc",
-                "sha256:85e56ab125b35b1373205b3802f58119e70ffedfe0d7e2821999126058f7c44f",
-                "sha256:88f2a102cbc67e91f42b4323cec13348bf6255b25f80426088079872bd4f3c5c",
-                "sha256:89add4f4cda9546f61cb8a6988bc5b22101dd8ca4af610dff6f28105d1f78695",
-                "sha256:8cf67b8493bff50fa12b4bc30ab40ce1f1f216eb54145962b525852959b0ab3d",
-                "sha256:a8c84db387907e8d800c383e4c92f39996343adedf635ae5206a684f94df8311",
-                "sha256:abaf30d18874310d4439a23a0afb6e4b5709c4266966401de7c4ae345cc810ee",
-                "sha256:affbb739fde390710190e3540acc9f3e65df25bd192cc0aa554f368288ee0ea2",
-                "sha256:b412f43c99ca72769306293ba83811b241d41b62ca8f358e47e0fdaf7b6fbbd7",
-                "sha256:b581ddb8df619402c377c81f186ad7f5e2726ad9f8d57047144b352f83f37522",
-                "sha256:bf7de9e847d2d14a0efcd48b290ee181fdbffb2ae54dfa2ec2a935a093730bac",
-                "sha256:c5030be8a60fb18de1fc8d93d130d57e4296c02f229200df814f6578da00429e",
-                "sha256:c89510381cbf8c8317e14e747a8b53988ad226f0ed240824064a9297b65f921d",
-                "sha256:d386630af995fd4de225d550b6806507ca09f5a650f227fddb29299335cda55e",
-                "sha256:d51ddfb3d481a6a3439db09d4b08447fb9f6b60d862ab301238f37bea8f60a6d",
-                "sha256:dd47fac2878f6102efa211461eb6fa0a6dd7b4899cd1ade6cdcb9fa9748363eb",
-                "sha256:eff55d318a114742ed2a06972f5daacfe3d5ad0c0c0d9146bcaf10acb427e6be",
-                "sha256:f2673c51e8535401c68806d331faba614bcff3ee16373481158a2e74f510b7f6",
-                "sha256:fa78bd55ec652d4a88ba254c8dae623c9992e2ce647bd17ba1a37ca2b7b42222",
-                "sha256:ffec0b854d2ed6ee98776c7168c778cdd18503642a68d36c00ba0f96d4ccff7c"
-            ],
-            "version": "==1.33.2"
-        },
-        "h5py": {
-            "hashes": [
-                "sha256:063947eaed5f271679ed4ffa36bb96f57bc14f44dd4336a827d9a02702e6ce6b",
-                "sha256:13c87efa24768a5e24e360a40e0bc4c49bcb7ce1bb13a3a7f9902cec302ccd36",
-                "sha256:16ead3c57141101e3296ebeed79c9c143c32bdd0e82a61a2fc67e8e6d493e9d1",
-                "sha256:3dad1730b6470fad853ef56d755d06bb916ee68a3d8272b3bab0c1ddf83bb99e",
-                "sha256:51ae56894c6c93159086ffa2c94b5b3388c0400548ab26555c143e7cfa05b8e5",
-                "sha256:54817b696e87eb9e403e42643305f142cd8b940fe9b3b490bbf98c3b8a894cf4",
-                "sha256:549ad124df27c056b2e255ea1c44d30fb7a17d17676d03096ad5cd85edb32dc1",
-                "sha256:64f74da4a1dd0d2042e7d04cf8294e04ddad686f8eba9bb79e517ae582f6668d",
-                "sha256:6998be619c695910cb0effe5eb15d3a511d3d1a5d217d4bd0bebad1151ec2262",
-                "sha256:6ef7ab1089e3ef53ca099038f3c0a94d03e3560e6aff0e9d6c64c55fb13fc681",
-                "sha256:769e141512b54dee14ec76ed354fcacfc7d97fea5a7646b709f7400cf1838630",
-                "sha256:79b23f47c6524d61f899254f5cd5e486e19868f1823298bc0c29d345c2447172",
-                "sha256:7be5754a159236e95bd196419485343e2b5875e806fe68919e087b6351f40a70",
-                "sha256:84412798925dc870ffd7107f045d7659e60f5d46d1c70c700375248bf6bf512d",
-                "sha256:86868dc07b9cc8cb7627372a2e6636cdc7a53b7e2854ad020c9e9d8a4d3fd0f5",
-                "sha256:8bb1d2de101f39743f91512a9750fb6c351c032e5cd3204b4487383e34da7f75",
-                "sha256:a5f82cd4938ff8761d9760af3274acf55afc3c91c649c50ab18fcff5510a14a5",
-                "sha256:aac4b57097ac29089f179bbc2a6e14102dd210618e94d77ee4831c65f82f17c0",
-                "sha256:bffbc48331b4a801d2f4b7dac8a72609f0b10e6e516e5c480a3e3241e091c878",
-                "sha256:c0d4b04bbf96c47b6d360cd06939e72def512b20a18a8547fa4af810258355d5",
-                "sha256:c54a2c0dd4957776ace7f95879d81582298c5daf89e77fb8bee7378f132951de",
-                "sha256:cbf28ae4b5af0f05aa6e7551cee304f1d317dbed1eb7ac1d827cee2f1ef97a99",
-                "sha256:d35f7a3a6cefec82bfdad2785e78359a0e6a5fbb3f605dd5623ce88082ccd681",
-                "sha256:d3c59549f90a891691991c17f8e58c8544060fdf3ccdea267100fa5f561ff62f",
-                "sha256:d7ae7a0576b06cb8e8a1c265a8bc4b73d05fdee6429bffc9a26a6eb531e79d72",
-                "sha256:ecf4d0b56ee394a0984de15bceeb97cbe1fe485f1ac205121293fc44dcf3f31f",
-                "sha256:f0e25bb91e7a02efccb50aba6591d3fe2c725479e34769802fcdd4076abfa917",
-                "sha256:f23951a53d18398ef1344c186fb04b26163ca6ce449ebd23404b153fd111ded9",
-                "sha256:ff7d241f866b718e4584fa95f520cb19405220c501bd3a53ee11871ba5166ea2"
-            ],
-            "version": "==2.10.0"
-        },
-        "idna": {
-            "hashes": [
-                "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
-                "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.10"
-        },
-        "ipykernel": {
-            "hashes": [
-                "sha256:9b2652af1607986a1b231c62302d070bc0534f564c393a5d9d130db9abbbe89d",
-                "sha256:d6fbba26dba3cebd411382bc484f7bc2caa98427ae0ddb4ab37fe8bfeb5c7dd3"
-            ],
-            "index": "pypi",
-            "version": "==5.3.4"
-        },
-        "ipython": {
-            "hashes": [
-                "sha256:c987e8178ced651532b3b1ff9965925bfd445c279239697052561a9ab806d28f",
-                "sha256:cbb2ef3d5961d44e6a963b9817d4ea4e1fa2eb589c371a470fed14d8d40cbd6a"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==7.19.0"
-        },
-        "ipython-genutils": {
-            "hashes": [
-                "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8",
-                "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"
-            ],
-            "version": "==0.2.0"
-        },
-        "jedi": {
-            "hashes": [
-                "sha256:86ed7d9b750603e4ba582ea8edc678657fb4007894a12bcf6f4bb97892f31d20",
-                "sha256:98cc583fa0f2f8304968199b01b6b4b94f469a1f4a74c1560506ca2a211378b5"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.17.2"
-        },
-        "jinja2": {
-            "hashes": [
-                "sha256:89aab215427ef59c34ad58735269eb58b1a5808103067f7bb9d5836c651b3bb0",
-                "sha256:f0a4641d3cf955324a89c04f3d94663aa4d638abe8f733ecd3582848e1c37035"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==2.11.2"
-        },
-        "joblib": {
-            "hashes": [
-                "sha256:698c311779f347cf6b7e6b8a39bb682277b8ee4aba8cf9507bc0cf4cd4737b72",
-                "sha256:9e284edd6be6b71883a63c9b7f124738a3c16195513ad940eae7e3438de885d5"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.17.0"
-        },
-        "jupyter-client": {
-            "hashes": [
-                "sha256:49e390b36fe4b4226724704ea28d9fb903f1a3601b6882ce3105221cd09377a1",
-                "sha256:c958d24d6eacb975c1acebb68ac9077da61b5f5c040f22f6849928ad7393b950"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==6.1.7"
-        },
-        "jupyter-core": {
-            "hashes": [
-                "sha256:0a451c9b295e4db772bdd8d06f2f1eb31caeec0e81fbb77ba37d4a3024e3b315",
-                "sha256:aa1f9496ab3abe72da4efe0daab0cb2233997914581f9a071e07498c6add8ed3"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==4.7.0"
-        },
-        "keras-preprocessing": {
-            "hashes": [
-                "sha256:7b82029b130ff61cc99b55f3bd27427df4838576838c5b2f65940e4fcec99a7b",
-                "sha256:add82567c50c8bc648c14195bf544a5ce7c1f76761536956c3d2978970179ef3"
-            ],
-            "version": "==1.1.2"
-        },
-        "kiwisolver": {
-            "hashes": [
-                "sha256:0cd53f403202159b44528498de18f9285b04482bab2a6fc3f5dd8dbb9352e30d",
-                "sha256:1e1bc12fb773a7b2ffdeb8380609f4f8064777877b2225dec3da711b421fda31",
-                "sha256:225e2e18f271e0ed8157d7f4518ffbf99b9450fca398d561eb5c4a87d0986dd9",
-                "sha256:232c9e11fd7ac3a470d65cd67e4359eee155ec57e822e5220322d7b2ac84fbf0",
-                "sha256:31dfd2ac56edc0ff9ac295193eeaea1c0c923c0355bf948fbd99ed6018010b72",
-                "sha256:33449715e0101e4d34f64990352bce4095c8bf13bed1b390773fc0a7295967b3",
-                "sha256:401a2e9afa8588589775fe34fc22d918ae839aaaf0c0e96441c0fdbce6d8ebe6",
-                "sha256:44a62e24d9b01ba94ae7a4a6c3fb215dc4af1dde817e7498d901e229aaf50e4e",
-                "sha256:50af681a36b2a1dee1d3c169ade9fdc59207d3c31e522519181e12f1b3ba7000",
-                "sha256:563c649cfdef27d081c84e72a03b48ea9408c16657500c312575ae9d9f7bc1c3",
-                "sha256:5989db3b3b34b76c09253deeaf7fbc2707616f130e166996606c284395da3f18",
-                "sha256:5a7a7dbff17e66fac9142ae2ecafb719393aaee6a3768c9de2fd425c63b53e21",
-                "sha256:5c3e6455341008a054cccee8c5d24481bcfe1acdbc9add30aa95798e95c65621",
-                "sha256:5f6ccd3dd0b9739edcf407514016108e2280769c73a85b9e59aa390046dbf08b",
-                "sha256:72c99e39d005b793fb7d3d4e660aed6b6281b502e8c1eaf8ee8346023c8e03bc",
-                "sha256:78751b33595f7f9511952e7e60ce858c6d64db2e062afb325985ddbd34b5c131",
-                "sha256:834ee27348c4aefc20b479335fd422a2c69db55f7d9ab61721ac8cd83eb78882",
-                "sha256:8be8d84b7d4f2ba4ffff3665bcd0211318aa632395a1a41553250484a871d454",
-                "sha256:950a199911a8d94683a6b10321f9345d5a3a8433ec58b217ace979e18f16e248",
-                "sha256:a357fd4f15ee49b4a98b44ec23a34a95f1e00292a139d6015c11f55774ef10de",
-                "sha256:a53d27d0c2a0ebd07e395e56a1fbdf75ffedc4a05943daf472af163413ce9598",
-                "sha256:acef3d59d47dd85ecf909c359d0fd2c81ed33bdff70216d3956b463e12c38a54",
-                "sha256:b38694dcdac990a743aa654037ff1188c7a9801ac3ccc548d3341014bc5ca278",
-                "sha256:b9edd0110a77fc321ab090aaa1cfcaba1d8499850a12848b81be2222eab648f6",
-                "sha256:c08e95114951dc2090c4a630c2385bef681cacf12636fb0241accdc6b303fd81",
-                "sha256:c5518d51a0735b1e6cee1fdce66359f8d2b59c3ca85dc2b0813a8aa86818a030",
-                "sha256:c8fd0f1ae9d92b42854b2979024d7597685ce4ada367172ed7c09edf2cef9cb8",
-                "sha256:ca3820eb7f7faf7f0aa88de0e54681bddcb46e485beb844fcecbcd1c8bd01689",
-                "sha256:cf8b574c7b9aa060c62116d4181f3a1a4e821b2ec5cbfe3775809474113748d4",
-                "sha256:d3155d828dec1d43283bd24d3d3e0d9c7c350cdfcc0bd06c0ad1209c1bbc36d0",
-                "sha256:f8d6f8db88049a699817fd9178782867bf22283e3813064302ac59f61d95be05",
-                "sha256:fd34fbbfbc40628200730bc1febe30631347103fc8d3d4fa012c21ab9c11eca9"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.3.1"
-        },
-        "livelossplot": {
-            "hashes": [
-                "sha256:4e780a2b4c62f1372ac1eb6173d0f5dea990526c760cd2d7d32f17bc6e74e9e7",
-                "sha256:f398efa8a5e75aa14e8911a88d18e82a08bab1699c8ea3ae7c3afdd128f95bc3"
-            ],
-            "index": "pypi",
-            "version": "==0.5.3"
-        },
-        "loguru": {
-            "hashes": [
-                "sha256:b28e72ac7a98be3d28ad28570299a393dfcd32e5e3f6a353dec94675767b6319",
-                "sha256:f8087ac396b5ee5f67c963b495d615ebbceac2796379599820e324419d53667c"
-            ],
-            "index": "pypi",
-            "version": "==0.5.3"
-        },
-        "markdown": {
-            "hashes": [
-                "sha256:5d9f2b5ca24bc4c7a390d22323ca4bad200368612b5aaa7796babf971d2b2f18",
-                "sha256:c109c15b7dc20a9ac454c9e6025927d44460b85bd039da028d85e2b6d0bcc328"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==3.3.3"
-        },
-        "markupsafe": {
-            "hashes": [
-                "sha256:05fb21170423db021895e1ea1e1f3ab3adb85d1c2333cbc2310f2a26bc77272e",
-                "sha256:0a4e4a1aff6c7ac4cd55792abf96c915634c2b97e3cc1c7129578aa68ebd754e",
-                "sha256:10bbfe99883db80bdbaff2dcf681dfc6533a614f700da1287707e8a5d78a8431",
-                "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686",
-                "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c",
-                "sha256:1577735524cdad32f9f694208aa75e422adba74f1baee7551620e43a3141f559",
-                "sha256:1b40069d487e7edb2676d3fbdb2b0829ffa2cd63a2ec26c4938b2d34391b4ecc",
-                "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb",
-                "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939",
-                "sha256:282c2cb35b5b673bbcadb33a585408104df04f14b2d9b01d4c345a3b92861c2c",
-                "sha256:2c1b19b3aaacc6e57b7e25710ff571c24d6c3613a45e905b1fde04d691b98ee0",
-                "sha256:2ef12179d3a291be237280175b542c07a36e7f60718296278d8593d21ca937d4",
-                "sha256:338ae27d6b8745585f87218a3f23f1512dbf52c26c28e322dbe54bcede54ccb9",
-                "sha256:3c0fae6c3be832a0a0473ac912810b2877c8cb9d76ca48de1ed31e1c68386575",
-                "sha256:3fd4abcb888d15a94f32b75d8fd18ee162ca0c064f35b11134be77050296d6ba",
-                "sha256:42de32b22b6b804f42c5d98be4f7e5e977ecdd9ee9b660fda1a3edf03b11792d",
-                "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd",
-                "sha256:504b320cd4b7eff6f968eddf81127112db685e81f7e36e75f9f84f0df46041c3",
-                "sha256:525808b8019e36eb524b8c68acdd63a37e75714eac50e988180b169d64480a00",
-                "sha256:56d9f2ecac662ca1611d183feb03a3fa4406469dafe241673d521dd5ae92a155",
-                "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac",
-                "sha256:65c1a9bcdadc6c28eecee2c119465aebff8f7a584dd719facdd9e825ec61ab52",
-                "sha256:68e78619a61ecf91e76aa3e6e8e33fc4894a2bebe93410754bd28fce0a8a4f9f",
-                "sha256:69c0f17e9f5a7afdf2cc9fb2d1ce6aabdb3bafb7f38017c0b77862bcec2bbad8",
-                "sha256:6b2b56950d93e41f33b4223ead100ea0fe11f8e6ee5f641eb753ce4b77a7042b",
-                "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007",
-                "sha256:787003c0ddb00500e49a10f2844fac87aa6ce977b90b0feaaf9de23c22508b24",
-                "sha256:7ef3cb2ebbf91e330e3bb937efada0edd9003683db6b57bb108c4001f37a02ea",
-                "sha256:8023faf4e01efadfa183e863fefde0046de576c6f14659e8782065bcece22198",
-                "sha256:8758846a7e80910096950b67071243da3e5a20ed2546e6392603c096778d48e0",
-                "sha256:8afafd99945ead6e075b973fefa56379c5b5c53fd8937dad92c662da5d8fd5ee",
-                "sha256:8c41976a29d078bb235fea9b2ecd3da465df42a562910f9022f1a03107bd02be",
-                "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2",
-                "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1",
-                "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707",
-                "sha256:962f82a3086483f5e5f64dbad880d31038b698494799b097bc59c2edf392fce6",
-                "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c",
-                "sha256:9dcdfd0eaf283af041973bff14a2e143b8bd64e069f4c383416ecd79a81aab58",
-                "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823",
-                "sha256:aa7bd130efab1c280bed0f45501b7c8795f9fdbeb02e965371bbef3523627779",
-                "sha256:ab4a0df41e7c16a1392727727e7998a467472d0ad65f3ad5e6e765015df08636",
-                "sha256:ad9e82fb8f09ade1c3e1b996a6337afac2b8b9e365f926f5a61aacc71adc5b3c",
-                "sha256:af598ed32d6ae86f1b747b82783958b1a4ab8f617b06fe68795c7f026abbdcad",
-                "sha256:b076b6226fb84157e3f7c971a47ff3a679d837cf338547532ab866c57930dbee",
-                "sha256:b7ff0f54cb4ff66dd38bebd335a38e2c22c41a8ee45aa608efc890ac3e3931bc",
-                "sha256:bfce63a9e7834b12b87c64d6b155fdd9b3b96191b6bd334bf37db7ff1fe457f2",
-                "sha256:c011a4149cfbcf9f03994ec2edffcb8b1dc2d2aede7ca243746df97a5d41ce48",
-                "sha256:c9c804664ebe8f83a211cace637506669e7890fec1b4195b505c214e50dd4eb7",
-                "sha256:ca379055a47383d02a5400cb0d110cef0a776fc644cda797db0c5696cfd7e18e",
-                "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b",
-                "sha256:cd0f502fe016460680cd20aaa5a76d241d6f35a1c3350c474bac1273803893fa",
-                "sha256:ceb01949af7121f9fc39f7d27f91be8546f3fb112c608bc4029aef0bab86a2a5",
-                "sha256:d080e0a5eb2529460b30190fcfcc4199bd7f827663f858a226a81bc27beaa97e",
-                "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb",
-                "sha256:df0be2b576a7abbf737b1575f048c23fb1d769f267ec4358296f31c2479db8f9",
-                "sha256:e09031c87a1e51556fdcb46e5bd4f59dfb743061cf93c4d6831bf894f125eb57",
-                "sha256:e4dd52d80b8c83fdce44e12478ad2e85c64ea965e75d66dbeafb0a3e77308fcc",
-                "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc",
-                "sha256:fec21693218efe39aa7f8599346e90c705afa52c5b31ae019b2e57e8f6542bb2",
-                "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.1.3"
-        },
-        "matplotlib": {
-            "hashes": [
-                "sha256:09225edca87a79815822eb7d3be63a83ebd4d9d98d5aa3a15a94f4eee2435954",
-                "sha256:0caa687fce6174fef9b27d45f8cc57cbc572e04e98c81db8e628b12b563d59a2",
-                "sha256:27c9393fada62bd0ad7c730562a0fecbd3d5aaa8d9ed80ba7d3ebb8abc4f0453",
-                "sha256:2c2c5041608cb75c39cbd0ed05256f8a563e144234a524c59d091abbfa7a868f",
-                "sha256:2d31aff0c8184b05006ad756b9a4dc2a0805e94d28f3abc3187e881b6673b302",
-                "sha256:3a4c3e9be63adf8e9b305aa58fb3ec40ecc61fd0f8fd3328ce55bc30e7a2aeb0",
-                "sha256:5111d6d47a0f5b8f3e10af7a79d5e7eb7e73a22825391834734274c4f312a8a0",
-                "sha256:5ed3d3342698c2b1f3651f8ea6c099b0f196d16ee00e33dc3a6fee8cb01d530a",
-                "sha256:6ffd2d80d76df2e5f9f0c0140b5af97e3b87dd29852dcdb103ec177d853ec06b",
-                "sha256:746897fbd72bd462b888c74ed35d812ca76006b04f717cd44698cdfc99aca70d",
-                "sha256:756ee498b9ba35460e4cbbd73f09018e906daa8537fff61da5b5bf8d5e9de5c7",
-                "sha256:7ad44f2c74c50567c694ee91c6fa16d67e7c8af6f22c656b80469ad927688457",
-                "sha256:83e6c895d93fdf93eeff1a21ee96778ba65ef258e5d284160f7c628fee40c38f",
-                "sha256:9b03722c89a43a61d4d148acfc89ec5bb54cd0fd1539df25b10eb9c5fa6c393a",
-                "sha256:a4fe54eab2c7129add75154823e6543b10261f9b65b2abe692d68743a4999f8c",
-                "sha256:b1b60c6476c4cfe9e5cf8ab0d3127476fd3d5f05de0f343a452badaad0e4bdec",
-                "sha256:b26c472847911f5a7eb49e1c888c31c77c4ddf8023c1545e0e8e0367ba74fb15",
-                "sha256:b2a5e1f637a92bb6f3526cc54cc8af0401112e81ce5cba6368a1b7908f9e18bc",
-                "sha256:b7b09c61a91b742cb5460b72efd1fe26ef83c1c704f666e0af0df156b046aada",
-                "sha256:b8ba2a1dbb4660cb469fe8e1febb5119506059e675180c51396e1723ff9b79d9",
-                "sha256:c092fc4673260b1446b8578015321081d5db73b94533fe4bf9b69f44e948d174",
-                "sha256:c586ac1d64432f92857c3cf4478cfb0ece1ae18b740593f8a39f2f0b27c7fda5",
-                "sha256:d082f77b4ed876ae94a9373f0db96bf8768a7cca6c58fc3038f94e30ffde1880",
-                "sha256:e71cdd402047e657c1662073e9361106c6981e9621ab8c249388dfc3ec1de07b",
-                "sha256:eb6b6700ea454bb88333d98601e74928e06f9669c1ea231b4c4c666c1d7701b4"
-            ],
-            "index": "pypi",
-            "version": "==3.3.3"
-        },
-        "numpy": {
-            "hashes": [
-                "sha256:0172304e7d8d40e9e49553901903dc5f5a49a703363ed756796f5808a06fc233",
-                "sha256:34e96e9dae65c4839bd80012023aadd6ee2ccb73ce7fdf3074c62f301e63120b",
-                "sha256:3676abe3d621fc467c4c1469ee11e395c82b2d6b5463a9454e37fe9da07cd0d7",
-                "sha256:3dd6823d3e04b5f223e3e265b4a1eae15f104f4366edd409e5a5e413a98f911f",
-                "sha256:4064f53d4cce69e9ac613256dc2162e56f20a4e2d2086b1956dd2fcf77b7fac5",
-                "sha256:4674f7d27a6c1c52a4d1aa5f0881f1eff840d2206989bae6acb1c7668c02ebfb",
-                "sha256:7d42ab8cedd175b5ebcb39b5208b25ba104842489ed59fbb29356f671ac93583",
-                "sha256:965df25449305092b23d5145b9bdaeb0149b6e41a77a7d728b1644b3c99277c1",
-                "sha256:9c9d6531bc1886454f44aa8f809268bc481295cf9740827254f53c30104f074a",
-                "sha256:a78e438db8ec26d5d9d0e584b27ef25c7afa5a182d1bf4d05e313d2d6d515271",
-                "sha256:a7acefddf994af1aeba05bbbafe4ba983a187079f125146dc5859e6d817df824",
-                "sha256:a87f59508c2b7ceb8631c20630118cc546f1f815e034193dc72390db038a5cb3",
-                "sha256:ac792b385d81151bae2a5a8adb2b88261ceb4976dbfaaad9ce3a200e036753dc",
-                "sha256:b03b2c0badeb606d1232e5f78852c102c0a7989d3a534b3129e7856a52f3d161",
-                "sha256:b39321f1a74d1f9183bf1638a745b4fd6fe80efbb1f6b32b932a588b4bc7695f",
-                "sha256:cae14a01a159b1ed91a324722d746523ec757357260c6804d11d6147a9e53e3f",
-                "sha256:cd49930af1d1e49a812d987c2620ee63965b619257bd76eaaa95870ca08837cf",
-                "sha256:e15b382603c58f24265c9c931c9a45eebf44fe2e6b4eaedbb0d025ab3255228b",
-                "sha256:e91d31b34fc7c2c8f756b4e902f901f856ae53a93399368d9a0dc7be17ed2ca0",
-                "sha256:ef627986941b5edd1ed74ba89ca43196ed197f1a206a3f18cc9faf2fb84fd675",
-                "sha256:f718a7949d1c4f622ff548c572e0c03440b49b9531ff00e4ed5738b459f011e8"
-            ],
-            "index": "pypi",
-            "version": "==1.18.5"
-        },
-        "oauthlib": {
-            "hashes": [
-                "sha256:bee41cc35fcca6e988463cacc3bcb8a96224f470ca547e697b604cc697b2f889",
-                "sha256:df884cd6cbe20e32633f1db1072e9356f53638e4361bef4e8b03c9127c9328ea"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==3.1.0"
-        },
-        "opt-einsum": {
-            "hashes": [
-                "sha256:2455e59e3947d3c275477df7f5205b30635e266fe6dc300e3d9f9646bfcea147",
-                "sha256:59f6475f77bbc37dcf7cd748519c0ec60722e91e63ca114e68821c0c54a46549"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==3.3.0"
-        },
-        "packaging": {
-            "hashes": [
-                "sha256:4357f74f47b9c12db93624a82154e9b120fa8293699949152b22065d556079f8",
-                "sha256:998416ba6962ae7fbd6596850b80e17859a5753ba17c32284f67bfff33784181"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==20.4"
-        },
-        "pandas": {
-            "hashes": [
-                "sha256:09e0503758ad61afe81c9069505f8cb8c1e36ea8cc1e6826a95823ef5b327daf",
-                "sha256:0a11a6290ef3667575cbd4785a1b62d658c25a2fd70a5adedba32e156a8f1773",
-                "sha256:0d9a38a59242a2f6298fff45d09768b78b6eb0c52af5919ea9e45965d7ba56d9",
-                "sha256:112c5ba0f9ea0f60b2cc38c25f87ca1d5ca10f71efbee8e0f1bee9cf584ed5d5",
-                "sha256:185cf8c8f38b169dbf7001e1a88c511f653fbb9dfa3e048f5e19c38049e991dc",
-                "sha256:3aa8e10768c730cc1b610aca688f588831fa70b65a26cb549fbb9f35049a05e0",
-                "sha256:41746d520f2b50409dffdba29a15c42caa7babae15616bcf80800d8cfcae3d3e",
-                "sha256:43cea38cbcadb900829858884f49745eb1f42f92609d368cabcc674b03e90efc",
-                "sha256:5378f58172bd63d8c16dd5d008d7dcdd55bf803fcdbe7da2dcb65dbbf322f05b",
-                "sha256:54404abb1cd3f89d01f1fb5350607815326790efb4789be60508f458cdd5ccbf",
-                "sha256:5dac3aeaac5feb1016e94bde851eb2012d1733a222b8afa788202b836c97dad5",
-                "sha256:5fdb2a61e477ce58d3f1fdf2470ee142d9f0dde4969032edaf0b8f1a9dafeaa2",
-                "sha256:6613c7815ee0b20222178ad32ec144061cb07e6a746970c9160af1ebe3ad43b4",
-                "sha256:6d2b5b58e7df46b2c010ec78d7fb9ab20abf1d306d0614d3432e7478993fbdb0",
-                "sha256:8a5d7e57b9df2c0a9a202840b2881bb1f7a648eba12dd2d919ac07a33a36a97f",
-                "sha256:8b4c2055ebd6e497e5ecc06efa5b8aa76f59d15233356eb10dad22a03b757805",
-                "sha256:a15653480e5b92ee376f8458197a58cca89a6e95d12cccb4c2d933df5cecc63f",
-                "sha256:a7d2547b601ecc9a53fd41561de49a43d2231728ad65c7713d6b616cd02ddbed",
-                "sha256:a979d0404b135c63954dea79e6246c45dd45371a88631cdbb4877d844e6de3b6",
-                "sha256:b1f8111635700de7ac350b639e7e452b06fc541a328cf6193cf8fc638804bab8",
-                "sha256:c5a3597880a7a29a31ebd39b73b2c824316ae63a05c3c8a5ce2aea3fc68afe35",
-                "sha256:c681e8fcc47a767bf868341d8f0d76923733cbdcabd6ec3a3560695c69f14a1e",
-                "sha256:cf135a08f306ebbcfea6da8bf775217613917be23e5074c69215b91e180caab4",
-                "sha256:e2b8557fe6d0a18db4d61c028c6af61bfed44ef90e419ed6fadbdc079eba141e"
-            ],
-            "index": "pypi",
-            "version": "==1.1.4"
-        },
-        "parso": {
-            "hashes": [
-                "sha256:97218d9159b2520ff45eb78028ba8b50d2bc61dcc062a9682666f2dc4bd331ea",
-                "sha256:caba44724b994a8a5e086460bb212abc5a8bc46951bf4a9a1210745953622eb9"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.7.1"
-        },
-        "pexpect": {
-            "hashes": [
-                "sha256:0b48a55dcb3c05f3329815901ea4fc1537514d6ba867a152b581d69ae3710937",
-                "sha256:fc65a43959d153d0114afe13997d439c22823a27cefceb5ff35c2178c6784c0c"
-            ],
-            "markers": "sys_platform != 'win32'",
-            "version": "==4.8.0"
-        },
-        "pickleshare": {
-            "hashes": [
-                "sha256:87683d47965c1da65cdacaf31c8441d12b8044cdec9aca500cd78fc2c683afca",
-                "sha256:9649af414d74d4df115d5d718f82acb59c9d418196b7b4290ed47a12ce62df56"
-            ],
-            "version": "==0.7.5"
-        },
-        "pillow": {
-            "hashes": [
-                "sha256:0462b1496505a3462d0f35dc1c4d7b54069747d65d00ef48e736acda2c8cbdff",
-                "sha256:186f7e04248103482ea6354af6d5bcedb62941ee08f7f788a1c7707bc720c66f",
-                "sha256:19e9adb3f22d4c416e7cd79b01375b17159d6990003633ff1d8377e21b7f1b21",
-                "sha256:28444cb6ad49726127d6b340217f0627abc8732f1194fd5352dec5e6a0105635",
-                "sha256:2872f2d7846cf39b3dbff64bc1104cc48c76145854256451d33c5faa55c04d1a",
-                "sha256:2cc6b86ece42a11f16f55fe8903595eff2b25e0358dec635d0a701ac9586588f",
-                "sha256:2d7e91b4379f7a76b31c2dda84ab9e20c6220488e50f7822e59dac36b0cd92b1",
-                "sha256:2fa6dd2661838c66f1a5473f3b49ab610c98a128fc08afbe81b91a1f0bf8c51d",
-                "sha256:32bec7423cdf25c9038fef614a853c9d25c07590e1a870ed471f47fb80b244db",
-                "sha256:3855447d98cced8670aaa63683808df905e956f00348732448b5a6df67ee5849",
-                "sha256:3a04359f308ebee571a3127fdb1bd01f88ba6f6fb6d087f8dd2e0d9bff43f2a7",
-                "sha256:3a0d3e54ab1df9df51b914b2233cf779a5a10dfd1ce339d0421748232cea9876",
-                "sha256:44e7e4587392953e5e251190a964675f61e4dae88d1e6edbe9f36d6243547ff3",
-                "sha256:459307cacdd4138edee3875bbe22a2492519e060660eaf378ba3b405d1c66317",
-                "sha256:4ce90f8a24e1c15465048959f1e94309dfef93af272633e8f37361b824532e91",
-                "sha256:50bd5f1ebafe9362ad622072a1d2f5850ecfa44303531ff14353a4059113b12d",
-                "sha256:522ff4ac3aaf839242c6f4e5b406634bfea002469656ae8358644fc6c4856a3b",
-                "sha256:552912dbca585b74d75279a7570dd29fa43b6d93594abb494ebb31ac19ace6bd",
-                "sha256:5d6c9049c6274c1bb565021367431ad04481ebb54872edecfcd6088d27edd6ed",
-                "sha256:697a06bdcedd473b35e50a7e7506b1d8ceb832dc238a336bd6f4f5aa91a4b500",
-                "sha256:71671503e3015da1b50bd18951e2f9daf5b6ffe36d16f1eb2c45711a301521a7",
-                "sha256:723bd25051454cea9990203405fa6b74e043ea76d4968166dfd2569b0210886a",
-                "sha256:764d2c0daf9c4d40ad12fbc0abd5da3af7f8aa11daf87e4fa1b834000f4b6b0a",
-                "sha256:787bb0169d2385a798888e1122c980c6eff26bf941a8ea79747d35d8f9210ca0",
-                "sha256:7f771e7219ff04b79e231d099c0a28ed83aa82af91fd5fa9fdb28f5b8d5addaf",
-                "sha256:847e8d1017c741c735d3cd1883fa7b03ded4f825a6e5fcb9378fd813edee995f",
-                "sha256:84efb46e8d881bb06b35d1d541aa87f574b58e87f781cbba8d200daa835b42e1",
-                "sha256:898f1d306298ff40dc1b9ca24824f0488f6f039bc0e25cfb549d3195ffa17088",
-                "sha256:8b451d6ead6e3500b6ce5c7916a43d8d8d25ad74b9102a629baccc0808c54971",
-                "sha256:8f06be50669087250f319b706decf69ca71fdecd829091a37cc89398ca4dc17a",
-                "sha256:92a23b0431941a33242b1f0ce6c88a952e09feeea9af4e8be48236a68ffe2205",
-                "sha256:93139acd8109edcdeffd85e3af8ae7d88b258b3a1e13a038f542b79b6d255c54",
-                "sha256:98533fd7fa764e5f85eebe56c8e4094db912ccbe6fbf3a58778d543cadd0db08",
-                "sha256:9f665d1e6474af9f9da5e86c2a3a2d2d6204e04d5af9c06b9d42afa6ebde3f21",
-                "sha256:b059ac2c4c7a97daafa7dc850b43b2d3667def858a4f112d1aa082e5c3d6cf7d",
-                "sha256:b1be1c872b9b5fcc229adeadbeb51422a9633abd847c0ff87dc4ef9bb184ae08",
-                "sha256:b7cf63d2c6928b51d35dfdbda6f2c1fddbe51a6bc4a9d4ee6ea0e11670dd981e",
-                "sha256:bc2e3069569ea9dbe88d6b8ea38f439a6aad8f6e7a6283a38edf61ddefb3a9bf",
-                "sha256:bcf1207e2f2385a576832af02702de104be71301c2696d0012b1b93fe34aaa5b",
-                "sha256:ca26ba5767888c84bf5a0c1a32f069e8204ce8c21d00a49c90dabeba00ce0145",
-                "sha256:cbe68deb8580462ca0d9eb56a81912f59eb4542e1ef8f987405e35a0179f4ea2",
-                "sha256:d6caf3cd38449ec3cd8a68b375e0c6fe4b6fd04edb6c9766b55ef84a6e8ddf2d",
-                "sha256:d72967b06be9300fed5cfbc8b5bafceec48bf7cdc7dab66b1d2549035287191d",
-                "sha256:d889b53ae2f030f756e61a7bff13684dcd77e9af8b10c6048fb2c559d6ed6eaf",
-                "sha256:de596695a75496deb3b499c8c4f8e60376e0516e1a774e7bc046f0f48cd620ad",
-                "sha256:e6a90167bcca1216606223a05e2cf991bb25b14695c518bc65639463d7db722d",
-                "sha256:ed2d9c0704f2dc4fa980b99d565c0c9a543fe5101c25b3d60488b8ba80f0cce1",
-                "sha256:ee7810cf7c83fa227ba9125de6084e5e8b08c59038a7b2c9045ef4dde61663b4",
-                "sha256:f0b4b06da13275bc02adfeb82643c4a6385bd08d26f03068c2796f60d125f6f2",
-                "sha256:f11c9102c56ffb9ca87134bd025a43d2aba3f1155f508eff88f694b33a9c6d19",
-                "sha256:f5bb289bb835f9fe1a1e9300d011eef4d69661bb9b34d5e196e5e82c4cb09b37",
-                "sha256:f6d3d4c905e26354e8f9d82548475c46d8e0889538cb0657aa9c6f0872a37aa4",
-                "sha256:fcb59711009b0168d6ee0bd8fb5eb259c4ab1717b2f538bbf36bacf207ef7a68",
-                "sha256:fd2a5403a75b54661182b75ec6132437a181209b901446ee5724b589af8edef1"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==10.0.1"
-        },
-        "progressbar2": {
-            "hashes": [
-                "sha256:ef72be284e7f2b61ac0894b44165926f13f5d995b2bf3cd8a8dedc6224b255a7",
-                "sha256:fe2738e7ecb7df52ad76307fe610c460c52b50f5335fd26c3ab80ff7655ba1e0"
-            ],
-            "version": "==3.53.1"
-        },
-        "prompt-toolkit": {
-            "hashes": [
-                "sha256:25c95d2ac813909f813c93fde734b6e44406d1477a9faef7c915ff37d39c0a8c",
-                "sha256:7debb9a521e0b1ee7d2fe96ee4bd60ef03c6492784de0547337ca4433e46aa63"
-            ],
-            "markers": "python_full_version >= '3.6.1'",
-            "version": "==3.0.8"
-        },
-        "protobuf": {
-            "hashes": [
-                "sha256:0e247612fadda953047f53301a7b0407cb0c3cb4ae25a6fde661597a04039b3c",
-                "sha256:0fc96785262042e4863b3f3b5c429d4636f10d90061e1840fce1baaf59b1a836",
-                "sha256:1c51fda1bbc9634246e7be6016d860be01747354ed7015ebe38acf4452f470d2",
-                "sha256:1d63eb389347293d8915fb47bee0951c7b5dab522a4a60118b9a18f33e21f8ce",
-                "sha256:22bcd2e284b3b1d969c12e84dc9b9a71701ec82d8ce975fdda19712e1cfd4e00",
-                "sha256:2a7e2fe101a7ace75e9327b9c946d247749e564a267b0515cf41dfe450b69bac",
-                "sha256:43b554b9e73a07ba84ed6cf25db0ff88b1e06be610b37656e292e3cbb5437472",
-                "sha256:4b74301b30513b1a7494d3055d95c714b560fbb630d8fb9956b6f27992c9f980",
-                "sha256:4e75105c9dfe13719b7293f75bd53033108f4ba03d44e71db0ec2a0e8401eafd",
-                "sha256:5b7a637212cc9b2bcf85dd828b1178d19efdf74dbfe1ddf8cd1b8e01fdaaa7f5",
-                "sha256:5e9806a43232a1fa0c9cf5da8dc06f6910d53e4390be1fa06f06454d888a9142",
-                "sha256:629b03fd3caae7f815b0c66b41273f6b1900a579e2ccb41ef4493a4f5fb84f3a",
-                "sha256:72230ed56f026dd664c21d73c5db73ebba50d924d7ba6b7c0d81a121e390406e",
-                "sha256:86a75477addde4918e9a1904e5c6af8d7b691f2a3f65587d73b16100fbe4c3b2",
-                "sha256:8971c421dbd7aad930c9bd2694122f332350b6ccb5202a8b7b06f3f1a5c41ed5",
-                "sha256:9616f0b65a30851e62f1713336c931fcd32c057202b7ff2cfbfca0fc7d5e3043",
-                "sha256:b0d5d35faeb07e22a1ddf8dce620860c8fe145426c02d1a0ae2688c6e8ede36d",
-                "sha256:ecc33531a213eee22ad60e0e2aaea6c8ba0021f0cce35dbf0ab03dee6e2a23a1"
-            ],
-            "version": "==3.14.0"
-        },
-        "ptyprocess": {
-            "hashes": [
-                "sha256:923f299cc5ad920c68f2bc0bc98b75b9f838b93b599941a6b63ddbc2476394c0",
-                "sha256:d7cc528d76e76342423ca640335bd3633420dc1366f258cb31d05e865ef5ca1f"
-            ],
-            "version": "==0.6.0"
-        },
-        "pyasn1": {
-            "hashes": [
-                "sha256:014c0e9976956a08139dc0712ae195324a75e142284d5f87f1a87ee1b068a359",
-                "sha256:03840c999ba71680a131cfaee6fab142e1ed9bbd9c693e285cc6aca0d555e576",
-                "sha256:0458773cfe65b153891ac249bcf1b5f8f320b7c2ce462151f8fa74de8934becf",
-                "sha256:08c3c53b75eaa48d71cf8c710312316392ed40899cb34710d092e96745a358b7",
-                "sha256:39c7e2ec30515947ff4e87fb6f456dfc6e84857d34be479c9d4a4ba4bf46aa5d",
-                "sha256:5c9414dcfede6e441f7e8f81b43b34e834731003427e5b09e4e00e3172a10f00",
-                "sha256:6e7545f1a61025a4e58bb336952c5061697da694db1cae97b116e9c46abcf7c8",
-                "sha256:78fa6da68ed2727915c4767bb386ab32cdba863caa7dbe473eaae45f9959da86",
-                "sha256:7ab8a544af125fb704feadb008c99a88805126fb525280b2270bb25cc1d78a12",
-                "sha256:99fcc3c8d804d1bc6d9a099921e39d827026409a58f2a720dcdb89374ea0c776",
-                "sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba",
-                "sha256:e89bf84b5437b532b0803ba5c9a5e054d21fec423a89952a74f87fa2c9b7bce2",
-                "sha256:fec3e9d8e36808a28efb59b489e4528c10ad0f480e57dcc32b4de5c9d8c9fdf3"
-            ],
-            "version": "==0.4.8"
-        },
-        "pyasn1-modules": {
-            "hashes": [
-                "sha256:0845a5582f6a02bb3e1bde9ecfc4bfcae6ec3210dd270522fee602365430c3f8",
-                "sha256:0fe1b68d1e486a1ed5473f1302bd991c1611d319bba158e98b106ff86e1d7199",
-                "sha256:15b7c67fabc7fc240d87fb9aabf999cf82311a6d6fb2c70d00d3d0604878c811",
-                "sha256:426edb7a5e8879f1ec54a1864f16b882c2837bfd06eee62f2c982315ee2473ed",
-                "sha256:65cebbaffc913f4fe9e4808735c95ea22d7a7775646ab690518c056784bc21b4",
-                "sha256:905f84c712230b2c592c19470d3ca8d552de726050d1d1716282a1f6146be65e",
-                "sha256:a50b808ffeb97cb3601dd25981f6b016cbb3d31fbf57a8b8a87428e6158d0c74",
-                "sha256:a99324196732f53093a84c4369c996713eb8c89d360a496b599fb1a9c47fc3eb",
-                "sha256:b80486a6c77252ea3a3e9b1e360bc9cf28eaac41263d173c032581ad2f20fe45",
-                "sha256:c29a5e5cc7a3f05926aff34e097e84f8589cd790ce0ed41b67aed6857b26aafd",
-                "sha256:cbac4bc38d117f2a49aeedec4407d23e8866ea4ac27ff2cf7fb3e5b570df19e0",
-                "sha256:f39edd8c4ecaa4556e989147ebf219227e2cd2e8a43c7e7fcb1f1c18c5fd6a3d",
-                "sha256:fe0644d9ab041506b62782e92b06b8c68cca799e1a9636ec398675459e031405"
-            ],
-            "version": "==0.2.8"
-        },
-        "pygam": {
-            "hashes": [
-                "sha256:198bd478700520b7c399cc4bcbc011e46850969c32fb09ef0b7a4bbb14e842a5",
-                "sha256:5cae01aea8b2fede72a6da0aba1490213af54b3476745666af26bbe700479166"
-            ],
-            "index": "pypi",
-            "version": "==0.8.0"
-        },
-        "pygments": {
-            "hashes": [
-                "sha256:381985fcc551eb9d37c52088a32914e00517e57f4a21609f48141ba08e193fa0",
-                "sha256:88a0bbcd659fcb9573703957c6b9cff9fab7295e6e76db54c9d00ae42df32773"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==2.7.2"
-        },
-        "pyparsing": {
-            "hashes": [
-                "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1",
-                "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==2.4.7"
-        },
-        "python-dateutil": {
-            "hashes": [
-                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
-                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==2.8.1"
-        },
-        "python-utils": {
-            "hashes": [
-                "sha256:ebaadab29d0cb9dca0a82eab9c405f5be5125dbbff35b8f32cc433fa498dbaa7",
-                "sha256:f21fc09ff58ea5ebd1fd2e8ef7f63e39d456336900f26bdc9334a03a3f7d8089"
-            ],
-            "version": "==2.4.0"
-        },
-        "pytz": {
-            "hashes": [
-                "sha256:3e6b7dd2d1e0a59084bcee14a17af60c5c562cdc16d828e8eba2e683d3a7e268",
-                "sha256:5c55e189b682d420be27c6995ba6edce0c0a77dd67bfbe2ae6607134d5851ffd"
-            ],
-            "version": "==2020.4"
-        },
-        "pyyaml": {
-            "hashes": [
-                "sha256:06a0d7ba600ce0b2d2fe2e78453a470b5a6e000a985dd4a4e54e436cc36b0e97",
-                "sha256:240097ff019d7c70a4922b6869d8a86407758333f02203e0fc6ff79c5dcede76",
-                "sha256:4f4b913ca1a7319b33cfb1369e91e50354d6f07a135f3b901aca02aa95940bd2",
-                "sha256:6034f55dab5fea9e53f436aa68fa3ace2634918e8b5994d82f3621c04ff5ed2e",
-                "sha256:69f00dca373f240f842b2931fb2c7e14ddbacd1397d57157a9b005a6a9942648",
-                "sha256:73f099454b799e05e5ab51423c7bcf361c58d3206fa7b0d555426b1f4d9a3eaf",
-                "sha256:74809a57b329d6cc0fdccee6318f44b9b8649961fa73144a98735b0aaf029f1f",
-                "sha256:7739fc0fa8205b3ee8808aea45e968bc90082c10aef6ea95e855e10abf4a37b2",
-                "sha256:95f71d2af0ff4227885f7a6605c37fd53d3a106fcab511b8860ecca9fcf400ee",
-                "sha256:ad9c67312c84def58f3c04504727ca879cb0013b2517c85a9a253f0cb6380c0a",
-                "sha256:b8eac752c5e14d3eca0e6dd9199cd627518cb5ec06add0de9d32baeee6fe645d",
-                "sha256:cc8955cfbfc7a115fa81d85284ee61147059a753344bc51098f3ccd69b0d7e0c",
-                "sha256:d13155f591e6fcc1ec3b30685d50bf0711574e2c0dfffd7644babf8b5102ca1a"
-            ],
-            "version": "==5.3.1"
-        },
-        "pyzmq": {
-            "hashes": [
-                "sha256:03638e46d486dd1c118e03c8bf9c634bdcae679600eac6573ae1e54906de7c2f",
-                "sha256:0af84f34f27b5c6a0e906c648bdf46d4caebf9c8e6e16db0728f30a58141cad6",
-                "sha256:0e554fd390021edbe0330b67226325a820b0319c5b45e1b0a59bf22ccc36e793",
-                "sha256:1e9b75a119606732023a305d1c214146c09a91f8116f6aff3e8b7d0a60b6f0ff",
-                "sha256:225774a48ed7414c0395335e7123ef8c418dbcbe172caabdc2496133b03254c2",
-                "sha256:2742e380d186673eee6a570ef83d4568741945434ba36d92b98d36cdbfedbd44",
-                "sha256:309d763d89ec1845c0e0fa14e1fb6558fd8c9ef05ed32baec27d7a8499cc7bb0",
-                "sha256:46250789730489009fe139cbf576679557c070a6a3628077d09a4153d52fd381",
-                "sha256:4d9259a5eb3f71abbaf61f165cacf42240bfeea3783bebd8255341abdfe206f1",
-                "sha256:523d542823cabb94065178090e05347bd204365f6e7cb260f0071c995d392fc2",
-                "sha256:5efe02bdcc5eafcac0aab531292294298f0ab8d28ed43be9e507d0e09173d1a4",
-                "sha256:63ee08e35be72fdd7568065a249a5b5cf51a2e8ab6ee63cf9f73786fcb9e710b",
-                "sha256:6e24907857c80dc67692e31f5bf3ad5bf483ee0142cec95b3d47e2db8c43bdda",
-                "sha256:7113eb93dcd0a5750c65d123ed0099e036a3a3f2dcb48afedd025ffa125c983b",
-                "sha256:824ad5888331aadeac772bce27e1c2fbcab82fade92edbd234542c4e12f0dca9",
-                "sha256:895695be380f0f85d2e3ec5ccf68a93c92d45bd298567525ad5633071589872c",
-                "sha256:b62113eeb9a0649cebed9b21fd578f3a0175ef214a2a91dcb7b31bbf55805295",
-                "sha256:bc7dd697356b31389d5118b9bcdef3e8d8079e8181800c4e8d72dccd56e1ff68",
-                "sha256:bf755905a7d30d2749079611b9a89924c1f2da2695dc09ce221f42122c9808e3",
-                "sha256:c63fafd2556d218368c51d18588f8e6f8d86d09d493032415057faf6de869b34",
-                "sha256:c95dda497a7c1b1e734b5e8353173ca5dd7b67784d8821d13413a97856588057",
-                "sha256:cc09c5cd1a4332611c8564d65e6a432dc6db3e10793d0254da9fa1e31d9ffd6d",
-                "sha256:cfa54a162a7b32641665e99b2c12084555afe9fc8fe80ec8b2f71a57320d10e1",
-                "sha256:d81184489369ec325bd50ba1c935361e63f31f578430b9ad95471899361a8253",
-                "sha256:d92c7f41a53ece82b91703ea433c7d34143248cf0cead33aa11c5fc621c764bf",
-                "sha256:f0beef935efe78a63c785bb21ed56c1c24448511383e3994927c8bb2caf5e714",
-                "sha256:f110a4d3f8f01209eec304ed542f6c8054cce9b0f16dfe3d571e57c290e4e133"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==20.0.0"
-        },
-        "requests": {
-            "hashes": [
-                "sha256:7f1a0b932f4a60a1a65caa4263921bb7d9ee911957e0ae4a23a6dd08185ad5f8",
-                "sha256:e786fa28d8c9154e6a4de5d46a1d921b8749f8b74e28bde23768e5e16eece998"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==2.25.0"
-        },
-        "requests-oauthlib": {
-            "hashes": [
-                "sha256:7f71572defaecd16372f9006f33c2ec8c077c3cfa6f5911a9a90202beb513f3d",
-                "sha256:b4261601a71fd721a8bd6d7aa1cc1d6a8a93b4a9f5e96626f8e4d91e8beeaa6a",
-                "sha256:fa6c47b933f01060936d87ae9327fead68768b69c6c9ea2109c48be30f2d4dbc"
-            ],
-            "version": "==1.3.0"
-        },
-        "rsa": {
-            "hashes": [
-                "sha256:109ea5a66744dd859bf16fe904b8d8b627adafb9408753161e766a92e7d681fa",
-                "sha256:6166864e23d6b5195a5cfed6cd9fed0fe774e226d8f854fcb23b7bbef0350233"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==4.6"
-        },
-        "scikit-learn": {
-            "hashes": [
-                "sha256:0a127cc70990d4c15b1019680bfedc7fec6c23d14d3719fdf9b64b22d37cdeca",
-                "sha256:0d39748e7c9669ba648acf40fb3ce96b8a07b240db6888563a7cb76e05e0d9cc",
-                "sha256:1b8a391de95f6285a2f9adffb7db0892718950954b7149a70c783dc848f104ea",
-                "sha256:20766f515e6cd6f954554387dfae705d93c7b544ec0e6c6a5d8e006f6f7ef480",
-                "sha256:2aa95c2f17d2f80534156215c87bee72b6aa314a7f8b8fe92a2d71f47280570d",
-                "sha256:5ce7a8021c9defc2b75620571b350acc4a7d9763c25b7593621ef50f3bd019a2",
-                "sha256:6c28a1d00aae7c3c9568f61aafeaad813f0f01c729bee4fd9479e2132b215c1d",
-                "sha256:7671bbeddd7f4f9a6968f3b5442dac5f22bf1ba06709ef888cc9132ad354a9ab",
-                "sha256:914ac2b45a058d3f1338d7736200f7f3b094857758895f8667be8a81ff443b5b",
-                "sha256:98508723f44c61896a4e15894b2016762a55555fbf09365a0bb1870ecbd442de",
-                "sha256:a64817b050efd50f9abcfd311870073e500ae11b299683a519fbb52d85e08d25",
-                "sha256:cb3e76380312e1f86abd20340ab1d5b3cc46a26f6593d3c33c9ea3e4c7134028",
-                "sha256:d0dcaa54263307075cb93d0bee3ceb02821093b1b3d25f66021987d305d01dce",
-                "sha256:d9a1ce5f099f29c7c33181cc4386660e0ba891b21a60dc036bf369e3a3ee3aec",
-                "sha256:da8e7c302003dd765d92a5616678e591f347460ac7b53e53d667be7dfe6d1b10",
-                "sha256:daf276c465c38ef736a79bd79fc80a249f746bcbcae50c40945428f7ece074f8"
-            ],
-            "index": "pypi",
-            "version": "==0.23.2"
-        },
-        "scipy": {
-            "hashes": [
-                "sha256:168c45c0c32e23f613db7c9e4e780bc61982d71dcd406ead746c7c7c2f2004ce",
-                "sha256:213bc59191da2f479984ad4ec39406bf949a99aba70e9237b916ce7547b6ef42",
-                "sha256:25b241034215247481f53355e05f9e25462682b13bd9191359075682adcd9554",
-                "sha256:2c872de0c69ed20fb1a9b9cf6f77298b04a26f0b8720a5457be08be254366c6e",
-                "sha256:3397c129b479846d7eaa18f999369a24322d008fac0782e7828fa567358c36ce",
-                "sha256:368c0f69f93186309e1b4beb8e26d51dd6f5010b79264c0f1e9ca00cd92ea8c9",
-                "sha256:3d5db5d815370c28d938cf9b0809dade4acf7aba57eaf7ef733bfedc9b2474c4",
-                "sha256:4598cf03136067000855d6b44d7a1f4f46994164bcd450fb2c3d481afc25dd06",
-                "sha256:4a453d5e5689de62e5d38edf40af3f17560bfd63c9c5bd228c18c1f99afa155b",
-                "sha256:4f12d13ffbc16e988fa40809cbbd7a8b45bc05ff6ea0ba8e3e41f6f4db3a9e47",
-                "sha256:634568a3018bc16a83cda28d4f7aed0d803dd5618facb36e977e53b2df868443",
-                "sha256:65923bc3809524e46fb7eb4d6346552cbb6a1ffc41be748535aa502a2e3d3389",
-                "sha256:6b0ceb23560f46dd236a8ad4378fc40bad1783e997604ba845e131d6c680963e",
-                "sha256:8c8d6ca19c8497344b810b0b0344f8375af5f6bb9c98bd42e33f747417ab3f57",
-                "sha256:9ad4fcddcbf5dc67619379782e6aeef41218a79e17979aaed01ed099876c0e62",
-                "sha256:a254b98dbcc744c723a838c03b74a8a34c0558c9ac5c86d5561703362231107d",
-                "sha256:b03c4338d6d3d299e8ca494194c0ae4f611548da59e3c038813f1a43976cb437",
-                "sha256:cc1f78ebc982cd0602c9a7615d878396bec94908db67d4ecddca864d049112f2",
-                "sha256:d6d25c41a009e3c6b7e757338948d0076ee1dd1770d1c09ec131f11946883c54",
-                "sha256:d84cadd7d7998433334c99fa55bcba0d8b4aeff0edb123b2a1dfcface538e474",
-                "sha256:e360cb2299028d0b0d0f65a5c5e51fc16a335f1603aa2357c25766c8dab56938",
-                "sha256:e98d49a5717369d8241d6cf33ecb0ca72deee392414118198a8e5b4c35c56340",
-                "sha256:ed572470af2438b526ea574ff8f05e7f39b44ac37f712105e57fc4d53a6fb660",
-                "sha256:f87b39f4d69cf7d7529d7b1098cb712033b17ea7714aed831b95628f483fd012",
-                "sha256:fa789583fc94a7689b45834453fec095245c7e69c58561dc159b5d5277057e4c"
-            ],
-            "index": "pypi",
-            "version": "==1.5.4"
-        },
-        "six": {
-            "hashes": [
-                "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
-                "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==1.15.0"
-        },
-        "tensorboard": {
-            "hashes": [
-                "sha256:cde0c663a85609441cb4d624e7255fd8e2b6b1d679645095aac8a234a2812738"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1'",
-            "version": "==2.4.0"
-        },
-        "tensorboard-plugin-wit": {
-            "hashes": [
-                "sha256:ee775f04821185c90d9a0e9c56970ee43d7c41403beb6629385b39517129685b"
-            ],
-            "version": "==1.7.0"
-        },
-        "tensorflow": {
-            "hashes": [
-                "sha256:1f72edee9d2e8861edbb9e082608fd21de7113580b3fdaa4e194b472c2e196d0",
-                "sha256:4632c2c6c84ed3b5e29e4b292704a1a646e1aa06587b7a2404b6ecc99e07758a",
-                "sha256:68afc5f01f32827a53c23a9aa8cd404cdcf308e90942d4a8023e7f9e669a330a",
-                "sha256:8490c06c72d6b2227f0bda4800bfbe9004ade3f25f5ccaac2581531bf2885ab5",
-                "sha256:859afb9166ace41ee71f62938fc645981113bb3227b847c8cd2875549c9fa1dc",
-                "sha256:85c49c951d735c651ae989a6dd7a40ab8032317179d634f871e2e7556dc82a69",
-                "sha256:87750a476aa6f76b3aad5e6182faf2a3036a3d4c0db3b6d7463ebbaf4b184a23",
-                "sha256:87b62ab25816597a5e5352604b383b292eafd19a33ae7848b5275ea74fc4da1d",
-                "sha256:94c7d1916844fd7db53dd8d9b2c88b48119d39992ae542ec8a076d6f806cc989",
-                "sha256:b69a6f0a8e7158c3bc14b22ec0d03bd303e196644d5428094bacea0ed8507af7",
-                "sha256:cdce1f71f592d840dd3e05b67f1010f616311d9856250ff772db537f39ef2992",
-                "sha256:f4aa1dd6e7a040c29b3567ad1f4537aebeb58fcb6bafbc11f11c2c461d6fda63"
-            ],
-            "index": "pypi",
-            "version": "==2.3.1"
-        },
-        "tensorflow-estimator": {
-            "hashes": [
-                "sha256:b75e034300ccb169403cf2695adf3368da68863aeb0c14c3760064c713d5c486"
-            ],
-            "version": "==2.3.0"
-        },
-        "termcolor": {
-            "hashes": [
-                "sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b"
-            ],
-            "version": "==1.1.0"
-        },
-        "threadpoolctl": {
-            "hashes": [
-                "sha256:38b74ca20ff3bb42caca8b00055111d74159ee95c4370882bbff2b93d24da725",
-                "sha256:ddc57c96a38beb63db45d6c159b5ab07b6bced12c45a1f07b2b92f272aebfa6b"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==2.1.0"
-        },
-        "tornado": {
-            "hashes": [
-                "sha256:0a00ff4561e2929a2c37ce706cb8233b7907e0cdc22eab98888aca5dd3775feb",
-                "sha256:0d321a39c36e5f2c4ff12b4ed58d41390460f798422c4504e09eb5678e09998c",
-                "sha256:1e8225a1070cd8eec59a996c43229fe8f95689cb16e552d130b9793cb570a288",
-                "sha256:20241b3cb4f425e971cb0a8e4ffc9b0a861530ae3c52f2b0434e6c1b57e9fd95",
-                "sha256:25ad220258349a12ae87ede08a7b04aca51237721f63b1808d39bdb4b2164558",
-                "sha256:33892118b165401f291070100d6d09359ca74addda679b60390b09f8ef325ffe",
-                "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791",
-                "sha256:3447475585bae2e77ecb832fc0300c3695516a47d46cefa0528181a34c5b9d3d",
-                "sha256:34ca2dac9e4d7afb0bed4677512e36a52f09caa6fded70b4e3e1c89dbd92c326",
-                "sha256:3e63498f680547ed24d2c71e6497f24bca791aca2fe116dbc2bd0ac7f191691b",
-                "sha256:548430be2740e327b3fe0201abe471f314741efcb0067ec4f2d7dcfb4825f3e4",
-                "sha256:6196a5c39286cc37c024cd78834fb9345e464525d8991c21e908cc046d1cc02c",
-                "sha256:61b32d06ae8a036a6607805e6720ef00a3c98207038444ba7fd3d169cd998910",
-                "sha256:6286efab1ed6e74b7028327365cf7346b1d777d63ab30e21a0f4d5b275fc17d5",
-                "sha256:65d98939f1a2e74b58839f8c4dab3b6b3c1ce84972ae712be02845e65391ac7c",
-                "sha256:66324e4e1beede9ac79e60f88de548da58b1f8ab4b2f1354d8375774f997e6c0",
-                "sha256:6c77c9937962577a6a76917845d06af6ab9197702a42e1346d8ae2e76b5e3675",
-                "sha256:70dec29e8ac485dbf57481baee40781c63e381bebea080991893cd297742b8fd",
-                "sha256:7250a3fa399f08ec9cb3f7b1b987955d17e044f1ade821b32e5f435130250d7f",
-                "sha256:748290bf9112b581c525e6e6d3820621ff020ed95af6f17fedef416b27ed564c",
-                "sha256:7da13da6f985aab7f6f28debab00c67ff9cbacd588e8477034c0652ac141feea",
-                "sha256:8f959b26f2634a091bb42241c3ed8d3cedb506e7c27b8dd5c7b9f745318ddbb6",
-                "sha256:9de9e5188a782be6b1ce866e8a51bc76a0fbaa0e16613823fc38e4fc2556ad05",
-                "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd",
-                "sha256:b87936fd2c317b6ee08a5741ea06b9d11a6074ef4cc42e031bc6403f82a32575",
-                "sha256:c77da1263aa361938476f04c4b6c8916001b90b2c2fdd92d8d535e1af48fba5a",
-                "sha256:cb5ec8eead331e3bb4ce8066cf06d2dfef1bfb1b2a73082dfe8a161301b76e37",
-                "sha256:cc0ee35043162abbf717b7df924597ade8e5395e7b66d18270116f8745ceb795",
-                "sha256:d14d30e7f46a0476efb0deb5b61343b1526f73ebb5ed84f23dc794bdb88f9d9f",
-                "sha256:d371e811d6b156d82aa5f9a4e08b58debf97c302a35714f6f45e35139c332e32",
-                "sha256:d3d20ea5782ba63ed13bc2b8c291a053c8d807a8fa927d941bd718468f7b950c",
-                "sha256:d3f7594930c423fd9f5d1a76bee85a2c36fd8b4b16921cae7e965f22575e9c01",
-                "sha256:dcef026f608f678c118779cd6591c8af6e9b4155c44e0d1bc0c87c036fb8c8c4",
-                "sha256:e0791ac58d91ac58f694d8d2957884df8e4e2f6687cdf367ef7eb7497f79eaa2",
-                "sha256:e385b637ac3acaae8022e7e47dfa7b83d3620e432e3ecb9a3f7f58f150e50921",
-                "sha256:e519d64089b0876c7b467274468709dadf11e41d65f63bba207e04217f47c085",
-                "sha256:e7229e60ac41a1202444497ddde70a48d33909e484f96eb0da9baf8dc68541df",
-                "sha256:ed3ad863b1b40cd1d4bd21e7498329ccaece75db5a5bf58cd3c9f130843e7102",
-                "sha256:f0ba29bafd8e7e22920567ce0d232c26d4d47c8b5cf4ed7b562b5db39fa199c5",
-                "sha256:fa2ba70284fa42c2a5ecb35e322e68823288a4251f9ba9cc77be04ae15eada68",
-                "sha256:fba85b6cd9c39be262fcd23865652920832b61583de2a2ca907dbd8e8a8c81e5"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==6.1"
-        },
-        "traitlets": {
-            "hashes": [
-                "sha256:178f4ce988f69189f7e523337a3e11d91c786ded9360174a3d9ca83e79bc5396",
-                "sha256:69ff3f9d5351f31a7ad80443c2674b7099df13cc41fc5fa6e2f6d3b0330b0426"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==5.0.5"
-        },
-        "typing-extensions": {
-            "hashes": [
-                "sha256:7cb407020f00f7bfc3cb3e7881628838e69d8f3fcab2f64742a5e76b2f841918",
-                "sha256:99d4073b617d30288f569d3f13d2bd7548c3a7e4c8de87db09a9d29bb3a4a60c",
-                "sha256:dafc7639cde7f1b6e1acc0f457842a83e722ccca8eef5270af2d74792619a89f"
-            ],
-            "version": "==3.7.4.3"
-        },
-        "urllib3": {
-            "hashes": [
-                "sha256:19188f96923873c92ccb987120ec4acaa12f0461fa9ce5d3d0772bc965a39e08",
-                "sha256:d8ff90d979214d7b4f8ce956e80f4028fc6860e4431f731ea4a8c08f23f99473"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
-            "version": "==1.26.2"
-        },
-        "wcwidth": {
-            "hashes": [
-                "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784",
-                "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"
-            ],
-            "version": "==0.2.5"
-        },
-        "werkzeug": {
-            "hashes": [
-                "sha256:554b257c74bbeb7a0d254160a4f8ffe185243f52a52035060b761ca62d977f03",
-                "sha256:bba1f19f8ec89d4d607a3bd62f1904bd2e609472d93cd85e9d4e178f472c3748"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.8'",
-            "version": "==2.3.8"
-        },
-        "wheel": {
-            "hashes": [
-                "sha256:497add53525d16c173c2c1c733b8f655510e909ea78cc0e29d374243544b77a2",
-                "sha256:99a22d87add3f634ff917310a3d87e499f19e663413a52eb9232c447aa646c9f"
-            ],
-            "markers": "python_version >= '3'",
-            "version": "==0.35.1"
-        },
-        "wrapt": {
-            "hashes": [
-                "sha256:b62ffa81fb85f4332a4f609cab4ac40709470da05643a082ec1eb88e6d9b97d7"
-            ],
-            "version": "==1.12.1"
-        }
-    },
-    "develop": {
-        "alabaster": {
-            "hashes": [
-                "sha256:446438bdcca0e05bd45ea2de1668c1d9b032e1a9154c2c259092d77031ddd359",
-                "sha256:a661d72d58e6ea8a57f7a86e37d86716863ee5e92788398526d58b26a4e4dc02"
-            ],
-            "version": "==0.7.12"
-        },
-        "appdirs": {
-            "hashes": [
-                "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41",
-                "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"
-            ],
-            "version": "==1.4.4"
-        },
-        "attrs": {
-            "hashes": [
-                "sha256:31b2eced602aa8423c2aea9c76a724617ed67cf9513173fd3a4f03e3a929c7e6",
-                "sha256:832aa3cde19744e49938b91fea06d69ecb9e649c93ba974535d08ad92164f700"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==20.3.0"
-        },
-        "babel": {
-            "hashes": [
-                "sha256:9d35c22fcc79893c3ecc85ac4a56cde1ecf3f19c540bba0922308a6c06ca6fa5",
-                "sha256:da031ab54472314f210b0adcff1588ee5d1d1d0ba4dbd07b94dba82bde791e05"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.9.0"
-        },
-        "black": {
-            "hashes": [
-                "sha256:1b30e59be925fafc1ee4565e5e08abef6b03fe455102883820fe5ee2e4734e0b",
-                "sha256:c2edb73a08e9e0e6f65a0e6af18b059b8b1cdd5bef997d7a0b181df93dc81539"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==19.10b0"
-        },
-        "bleach": {
-            "hashes": [
-                "sha256:52b5919b81842b1854196eaae5ca29679a2f2e378905c346d3ca8227c2c66080",
-                "sha256:9f8ccbeb6183c6e6cddea37592dfb0167485c1e3b13b3363bc325aa8bda3adbd"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==3.2.1"
-        },
-        "cached-property": {
-            "hashes": [
-                "sha256:9fa5755838eecbb2d234c3aa390bd80fbd3ac6b6869109bfc1b499f7bd89a130",
-                "sha256:df4f613cf7ad9a588cc381aaf4a512d26265ecebd5eb9e1ba12f1319eb85a6a0"
-            ],
-            "version": "==1.5.2"
-        },
-        "cerberus": {
-            "hashes": [
-                "sha256:302e6694f206dd85cb63f13fd5025b31ab6d38c99c50c6d769f8fa0b0f299589"
-            ],
-            "version": "==1.3.2"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:1f422849db327d534e3d0c5f02a263458c3955ec0aae4ff09b95f195c59f4edd",
-                "sha256:f05def092c44fbf25834a51509ef6e631dc19765ab8a57b4e7ab85531f0a9cf4"
-            ],
-            "version": "==2020.11.8"
-        },
-        "cffi": {
-            "hashes": [
-                "sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc",
-                "sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a",
-                "sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417",
-                "sha256:2c56b361916f390cd758a57f2e16233eb4f64bcbeee88a4881ea90fca14dc6ab",
-                "sha256:2d92b25dbf6cae33f65005baf472d2c245c050b1ce709cc4588cdcdd5495b520",
-                "sha256:31d13b0f99e0836b7ff893d37af07366ebc90b678b6664c955b54561fc36ef36",
-                "sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743",
-                "sha256:3686dffb02459559c74dd3d81748269ffb0eb027c39a6fc99502de37d501faa8",
-                "sha256:582215a0e9adbe0e379761260553ba11c58943e4bbe9c36430c4ca6ac74b15ed",
-                "sha256:5b50bf3f55561dac5438f8e70bfcdfd74543fd60df5fa5f62d94e5867deca684",
-                "sha256:5bf44d66cdf9e893637896c7faa22298baebcd18d1ddb6d2626a6e39793a1d56",
-                "sha256:6602bc8dc6f3a9e02b6c22c4fc1e47aa50f8f8e6d3f78a5e16ac33ef5fefa324",
-                "sha256:673739cb539f8cdaa07d92d02efa93c9ccf87e345b9a0b556e3ecc666718468d",
-                "sha256:68678abf380b42ce21a5f2abde8efee05c114c2fdb2e9eef2efdb0257fba1235",
-                "sha256:68e7c44931cc171c54ccb702482e9fc723192e88d25a0e133edd7aff8fcd1f6e",
-                "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088",
-                "sha256:748dcd1e3d3d7cd5443ef03ce8685043294ad6bd7c02a38d1bd367cfd968e000",
-                "sha256:7651c50c8c5ef7bdb41108b7b8c5a83013bfaa8a935590c5d74627c047a583c7",
-                "sha256:7b78010e7b97fef4bee1e896df8a4bbb6712b7f05b7ef630f9d1da00f6444d2e",
-                "sha256:7e61e3e4fa664a8588aa25c883eab612a188c725755afff6289454d6362b9673",
-                "sha256:80876338e19c951fdfed6198e70bc88f1c9758b94578d5a7c4c91a87af3cf31c",
-                "sha256:8895613bcc094d4a1b2dbe179d88d7fb4a15cee43c052e8885783fac397d91fe",
-                "sha256:88e2b3c14bdb32e440be531ade29d3c50a1a59cd4e51b1dd8b0865c54ea5d2e2",
-                "sha256:8f8e709127c6c77446a8c0a8c8bf3c8ee706a06cd44b1e827c3e6a2ee6b8c098",
-                "sha256:9cb4a35b3642fc5c005a6755a5d17c6c8b6bcb6981baf81cea8bfbc8903e8ba8",
-                "sha256:9f90389693731ff1f659e55c7d1640e2ec43ff725cc61b04b2f9c6d8d017df6a",
-                "sha256:a09582f178759ee8128d9270cd1344154fd473bb77d94ce0aeb2a93ebf0feaf0",
-                "sha256:a6a14b17d7e17fa0d207ac08642c8820f84f25ce17a442fd15e27ea18d67c59b",
-                "sha256:a72e8961a86d19bdb45851d8f1f08b041ea37d2bd8d4fd19903bc3083d80c896",
-                "sha256:abd808f9c129ba2beda4cfc53bde801e5bcf9d6e0f22f095e45327c038bfe68e",
-                "sha256:ac0f5edd2360eea2f1daa9e26a41db02dd4b0451b48f7c318e217ee092a213e9",
-                "sha256:b29ebffcf550f9da55bec9e02ad430c992a87e5f512cd63388abb76f1036d8d2",
-                "sha256:b2ca4e77f9f47c55c194982e10f058db063937845bb2b7a86c84a6cfe0aefa8b",
-                "sha256:b7be2d771cdba2942e13215c4e340bfd76398e9227ad10402a8767ab1865d2e6",
-                "sha256:b84834d0cf97e7d27dd5b7f3aca7b6e9263c56308ab9dc8aae9784abb774d404",
-                "sha256:b86851a328eedc692acf81fb05444bdf1891747c25af7529e39ddafaf68a4f3f",
-                "sha256:bcb3ef43e58665bbda2fb198698fcae6776483e0c4a631aa5647806c25e02cc0",
-                "sha256:c0f31130ebc2d37cdd8e44605fb5fa7ad59049298b3f745c74fa74c62fbfcfc4",
-                "sha256:c6a164aa47843fb1b01e941d385aab7215563bb8816d80ff3a363a9f8448a8dc",
-                "sha256:d8a9d3ebe49f084ad71f9269834ceccbf398253c9fac910c4fd7053ff1386936",
-                "sha256:db8e577c19c0fda0beb7e0d4e09e0ba74b1e4c092e0e40bfa12fe05b6f6d75ba",
-                "sha256:dc9b18bf40cc75f66f40a7379f6a9513244fe33c0e8aa72e2d56b0196a7ef872",
-                "sha256:e09f3ff613345df5e8c3667da1d918f9149bd623cd9070c983c013792a9a62eb",
-                "sha256:e4108df7fe9b707191e55f33efbcb2d81928e10cea45527879a4749cbe472614",
-                "sha256:e6024675e67af929088fda399b2094574609396b1decb609c55fa58b028a32a1",
-                "sha256:e70f54f1796669ef691ca07d046cd81a29cb4deb1e5f942003f401c0c4a2695d",
-                "sha256:e715596e683d2ce000574bae5d07bd522c781a822866c20495e52520564f0969",
-                "sha256:e760191dd42581e023a68b758769e2da259b5d52e3103c6060ddc02c9edb8d7b",
-                "sha256:ed86a35631f7bfbb28e108dd96773b9d5a6ce4811cf6ea468bb6a359b256b1e4",
-                "sha256:ee07e47c12890ef248766a6e55bd38ebfb2bb8edd4142d56db91b21ea68b7627",
-                "sha256:fa3a0128b152627161ce47201262d3140edb5a5c3da88d73a1b790a959126956",
-                "sha256:fcc8eb6d5902bb1cf6dc4f187ee3ea80a1eba0a89aba40a5cb20a5087d961357"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.16.0"
-        },
-        "chardet": {
-            "hashes": [
-                "sha256:84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae",
-                "sha256:fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"
-            ],
-            "version": "==3.0.4"
-        },
-        "click": {
-            "hashes": [
-                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
-                "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==7.1.2"
-        },
-        "codecov": {
-            "hashes": [
-                "sha256:61bc71b5f58be8000bf9235aa9d0112f8fd3acca00aa02191bb81426d22a8584",
-                "sha256:a333626e6ff882db760ce71a1d84baf80ddff2cd459a3cc49b41fdac47d77ca5",
-                "sha256:d30ad6084501224b1ba699cbf018a340bb9553eb2701301c14133995fdd84f33"
-            ],
-            "index": "pypi",
-            "version": "==2.1.10"
-        },
-        "colorama": {
-            "hashes": [
-                "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b",
-                "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.4.4"
-        },
-        "coverage": {
-            "hashes": [
-                "sha256:0203acd33d2298e19b57451ebb0bed0ab0c602e5cf5a818591b4918b1f97d516",
-                "sha256:0f313707cdecd5cd3e217fc68c78a960b616604b559e9ea60cc16795c4304259",
-                "sha256:1c6703094c81fa55b816f5ae542c6ffc625fec769f22b053adb42ad712d086c9",
-                "sha256:1d44bb3a652fed01f1f2c10d5477956116e9b391320c94d36c6bf13b088a1097",
-                "sha256:280baa8ec489c4f542f8940f9c4c2181f0306a8ee1a54eceba071a449fb870a0",
-                "sha256:29a6272fec10623fcbe158fdf9abc7a5fa032048ac1d8631f14b50fbfc10d17f",
-                "sha256:2b31f46bf7b31e6aa690d4c7a3d51bb262438c6dcb0d528adde446531d0d3bb7",
-                "sha256:2d43af2be93ffbad25dd959899b5b809618a496926146ce98ee0b23683f8c51c",
-                "sha256:381ead10b9b9af5f64646cd27107fb27b614ee7040bb1226f9c07ba96625cbb5",
-                "sha256:47a11bdbd8ada9b7ee628596f9d97fbd3851bd9999d398e9436bd67376dbece7",
-                "sha256:4d6a42744139a7fa5b46a264874a781e8694bb32f1d76d8137b68138686f1729",
-                "sha256:50691e744714856f03a86df3e2bff847c2acede4c191f9a1da38f088df342978",
-                "sha256:530cc8aaf11cc2ac7430f3614b04645662ef20c348dce4167c22d99bec3480e9",
-                "sha256:582ddfbe712025448206a5bc45855d16c2e491c2dd102ee9a2841418ac1c629f",
-                "sha256:63808c30b41f3bbf65e29f7280bf793c79f54fb807057de7e5238ffc7cc4d7b9",
-                "sha256:71b69bd716698fa62cd97137d6f2fdf49f534decb23a2c6fc80813e8b7be6822",
-                "sha256:7858847f2d84bf6e64c7f66498e851c54de8ea06a6f96a32a1d192d846734418",
-                "sha256:78e93cc3571fd928a39c0b26767c986188a4118edc67bc0695bc7a284da22e82",
-                "sha256:7f43286f13d91a34fadf61ae252a51a130223c52bfefb50310d5b2deb062cf0f",
-                "sha256:86e9f8cd4b0cdd57b4ae71a9c186717daa4c5a99f3238a8723f416256e0b064d",
-                "sha256:8f264ba2701b8c9f815b272ad568d555ef98dfe1576802ab3149c3629a9f2221",
-                "sha256:9342dd70a1e151684727c9c91ea003b2fb33523bf19385d4554f7897ca0141d4",
-                "sha256:9361de40701666b034c59ad9e317bae95c973b9ff92513dd0eced11c6adf2e21",
-                "sha256:9669179786254a2e7e57f0ecf224e978471491d660aaca833f845b72a2df3709",
-                "sha256:aac1ba0a253e17889550ddb1b60a2063f7474155465577caa2a3b131224cfd54",
-                "sha256:aef72eae10b5e3116bac6957de1df4d75909fc76d1499a53fb6387434b6bcd8d",
-                "sha256:bd3166bb3b111e76a4f8e2980fa1addf2920a4ca9b2b8ca36a3bc3dedc618270",
-                "sha256:c1b78fb9700fc961f53386ad2fd86d87091e06ede5d118b8a50dea285a071c24",
-                "sha256:c3888a051226e676e383de03bf49eb633cd39fc829516e5334e69b8d81aae751",
-                "sha256:c5f17ad25d2c1286436761b462e22b5020d83316f8e8fcb5deb2b3151f8f1d3a",
-                "sha256:c851b35fc078389bc16b915a0a7c1d5923e12e2c5aeec58c52f4aa8085ac8237",
-                "sha256:cb7df71de0af56000115eafd000b867d1261f786b5eebd88a0ca6360cccfaca7",
-                "sha256:cedb2f9e1f990918ea061f28a0f0077a07702e3819602d3507e2ff98c8d20636",
-                "sha256:e8caf961e1b1a945db76f1b5fa9c91498d15f545ac0ababbe575cfab185d3bd8"
-            ],
-            "index": "pypi",
-            "version": "==5.3"
-        },
-        "cryptography": {
-            "hashes": [
-                "sha256:068bc551698c234742c40049e46840843f3d98ad7ce265fd2bd4ec0d11306596",
-                "sha256:0f27acb55a4e77b9be8d550d762b0513ef3fc658cd3eb15110ebbcbd626db12c",
-                "sha256:2132d5865eea673fe6712c2ed5fb4fa49dba10768bb4cc798345748380ee3660",
-                "sha256:3288acccef021e3c3c10d58933f44e8602cf04dba96d9796d70d537bb2f4bbc4",
-                "sha256:35f3f288e83c3f6f10752467c48919a7a94b7d88cc00b0668372a0d2ad4f8ead",
-                "sha256:398ae1fc711b5eb78e977daa3cbf47cec20f2c08c5da129b7a296055fbb22aed",
-                "sha256:422e3e31d63743855e43e5a6fcc8b4acab860f560f9321b0ee6269cc7ed70cc3",
-                "sha256:48783b7e2bef51224020efb61b42704207dde583d7e371ef8fc2a5fb6c0aabc7",
-                "sha256:4d03186af98b1c01a4eda396b137f29e4e3fb0173e30f885e27acec8823c1b09",
-                "sha256:5daeb18e7886a358064a68dbcaf441c036cbdb7da52ae744e7b9207b04d3908c",
-                "sha256:60e746b11b937911dc70d164060d28d273e31853bb359e2b2033c9e93e6f3c43",
-                "sha256:742ae5e9a2310e9dade7932f9576606836ed174da3c7d26bc3d3ab4bd49b9f65",
-                "sha256:7e00fb556bda398b99b0da289ce7053639d33b572847181d6483ad89835115f6",
-                "sha256:85abd057699b98fce40b41737afb234fef05c67e116f6f3650782c10862c43da",
-                "sha256:8efb2af8d4ba9dbc9c9dd8f04d19a7abb5b49eab1f3694e7b5a16a5fc2856f5c",
-                "sha256:ae236bb8760c1e55b7a39b6d4d32d2279bc6c7c8500b7d5a13b6fb9fc97be35b",
-                "sha256:afda76d84b053923c27ede5edc1ed7d53e3c9f475ebaf63c68e69f1403c405a8",
-                "sha256:b27a7fd4229abef715e064269d98a7e2909ebf92eb6912a9603c7e14c181928c",
-                "sha256:b648fe2a45e426aaee684ddca2632f62ec4613ef362f4d681a9a6283d10e079d",
-                "sha256:c5a550dc7a3b50b116323e3d376241829fd326ac47bc195e04eb33a8170902a9",
-                "sha256:da46e2b5df770070412c46f87bac0849b8d685c5f2679771de277a422c7d0b86",
-                "sha256:f39812f70fc5c71a15aa3c97b2bbe213c3f2a460b79bd21c40d033bb34a9bf36",
-                "sha256:ff369dd19e8fe0528b02e8df9f2aeb2479f89b1270d90f96a63500afe9af5cae"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.7'",
-            "version": "==41.0.6"
-        },
-        "distlib": {
-            "hashes": [
-                "sha256:8c09de2c67b3e7deef7184574fc060ab8a793e7adbb183d942c389c8b13c52fb",
-                "sha256:edf6116872c863e1aa9d5bb7cb5e05a022c519a4594dc703843343a9ddd9bff1"
-            ],
-            "version": "==0.3.1"
-        },
-        "docutils": {
-            "hashes": [
-                "sha256:0c5b78adfbf7762415433f5515cd5c9e762339e23369dbe8000d84a4bf4ab3af",
-                "sha256:c2de3a60e9e7d07be26b7f2b00ca0309c207e06c100f9cc2a94931fc75a478fc"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.16"
-        },
-        "filelock": {
-            "hashes": [
-                "sha256:18d82244ee114f543149c66a6e0c14e9c4f8a1044b5cdaadd0f82159d6a6ff59",
-                "sha256:929b7d63ec5b7d6b71b0fa5ac14e030b3f70b75747cef1b10da9b879fef15836"
-            ],
-            "version": "==3.0.12"
-        },
-        "flake8": {
-            "hashes": [
-                "sha256:749dbbd6bfd0cf1318af27bf97a14e28e5ff548ef8e5b1566ccfb25a11e7c839",
-                "sha256:aadae8761ec651813c24be05c6f7b4680857ef6afaae4651a4eccaef97ce6c3b"
-            ],
-            "index": "pypi",
-            "version": "==3.8.4"
-        },
-        "idna": {
-            "hashes": [
-                "sha256:b307872f855b18632ce0c21c5e45be78c0ea7ae4c15c828c20788b26921eb3f6",
-                "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.10"
-        },
-        "imagesize": {
-            "hashes": [
-                "sha256:6965f19a6a2039c7d48bca7dba2473069ff854c36ae6f19d2cde309d998228a1",
-                "sha256:b1f6b5a4eab1f73479a50fb79fcf729514a900c341d8503d62a62dbc4127a2b1"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.2.0"
-        },
-        "iniconfig": {
-            "hashes": [
-                "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3",
-                "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"
-            ],
-            "version": "==1.1.1"
-        },
-        "jeepney": {
-            "hashes": [
-                "sha256:7d59b6622675ca9e993a6bd38de845051d315f8b0c72cca3aef733a20b648657",
-                "sha256:aec56c0eb1691a841795111e184e13cad504f7703b9a64f63020816afa79a8ae"
-            ],
-            "markers": "sys_platform == 'linux'",
-            "version": "==0.6.0"
-        },
-        "jinja2": {
-            "hashes": [
-                "sha256:89aab215427ef59c34ad58735269eb58b1a5808103067f7bb9d5836c651b3bb0",
-                "sha256:f0a4641d3cf955324a89c04f3d94663aa4d638abe8f733ecd3582848e1c37035"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==2.11.2"
-        },
-        "keyring": {
-            "hashes": [
-                "sha256:12de23258a95f3b13e5b167f7a641a878e91eab8ef16fafc077720a95e6115bb",
-                "sha256:207bd66f2a9881c835dad653da04e196c678bf104f8252141d2d3c4f31051579"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==21.5.0"
-        },
-        "markupsafe": {
-            "hashes": [
-                "sha256:00bc623926325b26bb9605ae9eae8a215691f33cae5df11ca5424f06f2d1f473",
-                "sha256:09027a7803a62ca78792ad89403b1b7a73a01c8cb65909cd876f7fcebd79b161",
-                "sha256:09c4b7f37d6c648cb13f9230d847adf22f8171b1ccc4d5682398e77f40309235",
-                "sha256:1027c282dad077d0bae18be6794e6b6b8c91d58ed8a8d89a89d59693b9131db5",
-                "sha256:13d3144e1e340870b25e7b10b98d779608c02016d5184cfb9927a9f10c689f42",
-                "sha256:24982cc2533820871eba85ba648cd53d8623687ff11cbb805be4ff7b4c971aff",
-                "sha256:29872e92839765e546828bb7754a68c418d927cd064fd4708fab9fe9c8bb116b",
-                "sha256:43a55c2930bbc139570ac2452adf3d70cdbb3cfe5912c71cdce1c2c6bbd9c5d1",
-                "sha256:46c99d2de99945ec5cb54f23c8cd5689f6d7177305ebff350a58ce5f8de1669e",
-                "sha256:500d4957e52ddc3351cabf489e79c91c17f6e0899158447047588650b5e69183",
-                "sha256:535f6fc4d397c1563d08b88e485c3496cf5784e927af890fb3c3aac7f933ec66",
-                "sha256:596510de112c685489095da617b5bcbbac7dd6384aeebeda4df6025d0256a81b",
-                "sha256:62fe6c95e3ec8a7fad637b7f3d372c15ec1caa01ab47926cfdf7a75b40e0eac1",
-                "sha256:6788b695d50a51edb699cb55e35487e430fa21f1ed838122d722e0ff0ac5ba15",
-                "sha256:6dd73240d2af64df90aa7c4e7481e23825ea70af4b4922f8ede5b9e35f78a3b1",
-                "sha256:717ba8fe3ae9cc0006d7c451f0bb265ee07739daf76355d06366154ee68d221e",
-                "sha256:79855e1c5b8da654cf486b830bd42c06e8780cea587384cf6545b7d9ac013a0b",
-                "sha256:7c1699dfe0cf8ff607dbdcc1e9b9af1755371f92a68f706051cc8c37d447c905",
-                "sha256:88e5fcfb52ee7b911e8bb6d6aa2fd21fbecc674eadd44118a9cc3863f938e735",
-                "sha256:8defac2f2ccd6805ebf65f5eeb132adcf2ab57aa11fdf4c0dd5169a004710e7d",
-                "sha256:98c7086708b163d425c67c7a91bad6e466bb99d797aa64f965e9d25c12111a5e",
-                "sha256:9add70b36c5666a2ed02b43b335fe19002ee5235efd4b8a89bfcf9005bebac0d",
-                "sha256:9bf40443012702a1d2070043cb6291650a0841ece432556f784f004937f0f32c",
-                "sha256:ade5e387d2ad0d7ebf59146cc00c8044acbd863725f887353a10df825fc8ae21",
-                "sha256:b00c1de48212e4cc9603895652c5c410df699856a2853135b3967591e4beebc2",
-                "sha256:b1282f8c00509d99fef04d8ba936b156d419be841854fe901d8ae224c59f0be5",
-                "sha256:b2051432115498d3562c084a49bba65d97cf251f5a331c64a12ee7e04dacc51b",
-                "sha256:ba59edeaa2fc6114428f1637ffff42da1e311e29382d81b339c1817d37ec93c6",
-                "sha256:c8716a48d94b06bb3b2524c2b77e055fb313aeb4ea620c8dd03a105574ba704f",
-                "sha256:cd5df75523866410809ca100dc9681e301e3c27567cf498077e8551b6d20e42f",
-                "sha256:cdb132fc825c38e1aeec2c8aa9338310d29d337bebbd7baa06889d09a60a1fa2",
-                "sha256:e249096428b3ae81b08327a63a485ad0878de3fb939049038579ac0ef61e17e7",
-                "sha256:e8313f01ba26fbbe36c7be1966a7b7424942f670f38e666995b88d012765b9be"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.1.1"
-        },
-        "mccabe": {
-            "hashes": [
-                "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42",
-                "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"
-            ],
-            "version": "==0.6.1"
-        },
-        "numpydoc": {
-            "hashes": [
-                "sha256:c36fd6cb7ffdc9b4e165a43f67bf6271a7b024d0bb6b00ac468c9e2bfc76448e",
-                "sha256:c53d6311190b9e3b9285bc979390ba0257ba9acde5eca1a7065fc8dfca9d46e8"
-            ],
-            "index": "pypi",
-            "version": "==1.1.0"
-        },
-        "orderedmultidict": {
-            "hashes": [
-                "sha256:04070bbb5e87291cc9bfa51df413677faf2141c73c61d2a5f7b26bea3cd882ad",
-                "sha256:43c839a17ee3cdd62234c47deca1a8508a3f2ca1d0678a3bf791c87cf84adbf3"
-            ],
-            "version": "==1.0.1"
-        },
-        "packaging": {
-            "hashes": [
-                "sha256:4357f74f47b9c12db93624a82154e9b120fa8293699949152b22065d556079f8",
-                "sha256:998416ba6962ae7fbd6596850b80e17859a5753ba17c32284f67bfff33784181"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==20.4"
-        },
-        "pathspec": {
-            "hashes": [
-                "sha256:86379d6b86d75816baba717e64b1a3a3469deb93bb76d613c9ce79edc5cb68fd",
-                "sha256:aa0cb481c4041bf52ffa7b0d8fa6cd3e88a2ca4879c533c9153882ee2556790d"
-            ],
-            "version": "==0.8.1"
-        },
-        "pep517": {
-            "hashes": [
-                "sha256:3985b91ebf576883efe5fa501f42a16de2607684f3797ddba7202b71b7d0da51",
-                "sha256:aeb78601f2d1aa461960b43add204cc7955667687fbcf9cdb5170f00556f117f"
-            ],
-            "version": "==0.9.1"
-        },
-        "pip-shims": {
-            "hashes": [
-                "sha256:05b00ade9d1e686a98bb656dd9b0608a933897283dc21913fad6ea5409ff7e91",
-                "sha256:16ca9f87485667b16b978b68a1aae4f9cc082c0fa018aed28567f9f34a590569"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.5.3"
-        },
-        "pipenv-setup": {
-            "hashes": [
-                "sha256:8a439aff7b16e18d7e07702c9186fc5fe86156679eace90e10c2578a43bd7af1",
-                "sha256:e1bfd55c1152024e762f1c17f6189fcb073166509e7c0228870f7ea160355648"
-            ],
-            "index": "pypi",
-            "version": "==3.1.1"
-        },
-        "pipfile": {
-            "hashes": [
-                "sha256:f7d9f15de8b660986557eb3cc5391aa1a16207ac41bc378d03f414762d36c984"
-            ],
-            "version": "==0.0.2"
-        },
-        "pkginfo": {
-            "hashes": [
-                "sha256:a6a4ac943b496745cec21f14f021bbd869d5e9b4f6ec06918cffea5a2f4b9193",
-                "sha256:ce14d7296c673dc4c61c759a0b6c14bae34e34eb819c0017bb6ca5b7292c56e9"
-            ],
-            "version": "==1.6.1"
-        },
-        "plette": {
-            "extras": [
-                "validation"
-            ],
-            "hashes": [
-                "sha256:46402c03e36d6eadddad2a5125990e322dd74f98160c8f2dcd832b2291858a26",
-                "sha256:d6c9b96981b347bddd333910b753b6091a2c1eb2ef85bb373b4a67c9d91dca16"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.2.3"
-        },
-        "pluggy": {
-            "hashes": [
-                "sha256:15b2acde666561e1298d71b523007ed7364de07029219b604cf808bfa1c765b0",
-                "sha256:966c145cd83c96502c3c3868f50408687b38434af77734af1e9ca461a4081d2d"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.13.1"
-        },
-        "py": {
-            "hashes": [
-                "sha256:366389d1db726cd2fcfc79732e75410e5fe4d31db13692115529d34069a043c2",
-                "sha256:9ca6883ce56b4e8da7e79ac18787889fa5206c79dcc67fb065376cd2fe03f342"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.9.0"
-        },
-        "pycodestyle": {
-            "hashes": [
-                "sha256:2295e7b2f6b5bd100585ebcb1f616591b652db8a741695b3d8f5d28bdc934367",
-                "sha256:c58a7d2815e0e8d7972bf1803331fb0152f867bd89adf8a01dfd55085434192e"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.6.0"
-        },
-        "pycparser": {
-            "hashes": [
-                "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9",
-                "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.21"
-        },
-        "pyflakes": {
-            "hashes": [
-                "sha256:0d94e0e05a19e57a99444b6ddcf9a6eb2e5c68d3ca1e98e90707af8152c90a92",
-                "sha256:35b2d75ee967ea93b55750aa9edbbf72813e06a66ba54438df2cfac9e3c27fc8"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.2.0"
-        },
-        "pygments": {
-            "hashes": [
-                "sha256:381985fcc551eb9d37c52088a32914e00517e57f4a21609f48141ba08e193fa0",
-                "sha256:88a0bbcd659fcb9573703957c6b9cff9fab7295e6e76db54c9d00ae42df32773"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==2.7.2"
-        },
-        "pyparsing": {
-            "hashes": [
-                "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1",
-                "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==2.4.7"
-        },
-        "pytest": {
-            "hashes": [
-                "sha256:4288fed0d9153d9646bfcdf0c0428197dba1ecb27a33bb6e031d002fa88653fe",
-                "sha256:c0a7e94a8cdbc5422a51ccdad8e6f1024795939cc89159a0ae7f0b316ad3823e"
-            ],
-            "index": "pypi",
-            "version": "==6.1.2"
-        },
-        "python-dateutil": {
-            "hashes": [
-                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
-                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==2.8.1"
-        },
-        "pytz": {
-            "hashes": [
-                "sha256:3e6b7dd2d1e0a59084bcee14a17af60c5c562cdc16d828e8eba2e683d3a7e268",
-                "sha256:5c55e189b682d420be27c6995ba6edce0c0a77dd67bfbe2ae6607134d5851ffd"
-            ],
-            "version": "==2020.4"
-        },
-        "readme-renderer": {
-            "hashes": [
-                "sha256:267854ac3b1530633c2394ead828afcd060fc273217c42ac36b6be9c42cd9a9d",
-                "sha256:6b7e5aa59210a40de72eb79931491eaf46fefca2952b9181268bd7c7c65c260a"
-            ],
-            "version": "==28.0"
-        },
-        "regex": {
-            "hashes": [
-                "sha256:02951b7dacb123d8ea6da44fe45ddd084aa6777d4b2454fa0da61d569c6fa538",
-                "sha256:0d08e71e70c0237883d0bef12cad5145b84c3705e9c6a588b2a9c7080e5af2a4",
-                "sha256:1862a9d9194fae76a7aaf0150d5f2a8ec1da89e8b55890b1786b8f88a0f619dc",
-                "sha256:1ab79fcb02b930de09c76d024d279686ec5d532eb814fd0ed1e0051eb8bd2daa",
-                "sha256:1fa7ee9c2a0e30405e21031d07d7ba8617bc590d391adfc2b7f1e8b99f46f444",
-                "sha256:262c6825b309e6485ec2493ffc7e62a13cf13fb2a8b6d212f72bd53ad34118f1",
-                "sha256:2a11a3e90bd9901d70a5b31d7dd85114755a581a5da3fc996abfefa48aee78af",
-                "sha256:2c99e97d388cd0a8d30f7c514d67887d8021541b875baf09791a3baad48bb4f8",
-                "sha256:3128e30d83f2e70b0bed9b2a34e92707d0877e460b402faca908c6667092ada9",
-                "sha256:38c8fd190db64f513fe4e1baa59fed086ae71fa45083b6936b52d34df8f86a88",
-                "sha256:3bddc701bdd1efa0d5264d2649588cbfda549b2899dc8d50417e47a82e1387ba",
-                "sha256:4902e6aa086cbb224241adbc2f06235927d5cdacffb2425c73e6570e8d862364",
-                "sha256:49cae022fa13f09be91b2c880e58e14b6da5d10639ed45ca69b85faf039f7a4e",
-                "sha256:56e01daca75eae420bce184edd8bb341c8eebb19dd3bce7266332258f9fb9dd7",
-                "sha256:5862975b45d451b6db51c2e654990c1820523a5b07100fc6903e9c86575202a0",
-                "sha256:6a8ce43923c518c24a2579fda49f093f1397dad5d18346211e46f134fc624e31",
-                "sha256:6c54ce4b5d61a7129bad5c5dc279e222afd00e721bf92f9ef09e4fae28755683",
-                "sha256:6e4b08c6f8daca7d8f07c8d24e4331ae7953333dbd09c648ed6ebd24db5a10ee",
-                "sha256:717881211f46de3ab130b58ec0908267961fadc06e44f974466d1887f865bd5b",
-                "sha256:749078d1eb89484db5f34b4012092ad14b327944ee7f1c4f74d6279a6e4d1884",
-                "sha256:7913bd25f4ab274ba37bc97ad0e21c31004224ccb02765ad984eef43e04acc6c",
-                "sha256:7a25fcbeae08f96a754b45bdc050e1fb94b95cab046bf56b016c25e9ab127b3e",
-                "sha256:83d6b356e116ca119db8e7c6fc2983289d87b27b3fac238cfe5dca529d884562",
-                "sha256:8b882a78c320478b12ff024e81dc7d43c1462aa4a3341c754ee65d857a521f85",
-                "sha256:8f6a2229e8ad946e36815f2a03386bb8353d4bde368fdf8ca5f0cb97264d3b5c",
-                "sha256:9801c4c1d9ae6a70aeb2128e5b4b68c45d4f0af0d1535500884d644fa9b768c6",
-                "sha256:a15f64ae3a027b64496a71ab1f722355e570c3fac5ba2801cafce846bf5af01d",
-                "sha256:a3d748383762e56337c39ab35c6ed4deb88df5326f97a38946ddd19028ecce6b",
-                "sha256:a63f1a07932c9686d2d416fb295ec2c01ab246e89b4d58e5fa468089cab44b70",
-                "sha256:b2b1a5ddae3677d89b686e5c625fc5547c6e492bd755b520de5332773a8af06b",
-                "sha256:b2f4007bff007c96a173e24dcda236e5e83bde4358a557f9ccf5e014439eae4b",
-                "sha256:baf378ba6151f6e272824b86a774326f692bc2ef4cc5ce8d5bc76e38c813a55f",
-                "sha256:bafb01b4688833e099d79e7efd23f99172f501a15c44f21ea2118681473fdba0",
-                "sha256:bba349276b126947b014e50ab3316c027cac1495992f10e5682dc677b3dfa0c5",
-                "sha256:c084582d4215593f2f1d28b65d2a2f3aceff8342aa85afd7be23a9cad74a0de5",
-                "sha256:d1ebb090a426db66dd80df8ca85adc4abfcbad8a7c2e9a5ec7513ede522e0a8f",
-                "sha256:d2d8ce12b7c12c87e41123997ebaf1a5767a5be3ec545f64675388970f415e2e",
-                "sha256:e32f5f3d1b1c663af7f9c4c1e72e6ffe9a78c03a31e149259f531e0fed826512",
-                "sha256:e3faaf10a0d1e8e23a9b51d1900b72e1635c2d5b0e1bea1c18022486a8e2e52d",
-                "sha256:f7d29a6fc4760300f86ae329e3b6ca28ea9c20823df123a2ea8693e967b29917",
-                "sha256:f8f295db00ef5f8bae530fc39af0b40486ca6068733fb860b42115052206466f"
-            ],
-            "version": "==2020.11.13"
-        },
-        "requests": {
-            "hashes": [
-                "sha256:7f1a0b932f4a60a1a65caa4263921bb7d9ee911957e0ae4a23a6dd08185ad5f8",
-                "sha256:e786fa28d8c9154e6a4de5d46a1d921b8749f8b74e28bde23768e5e16eece998"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==2.25.0"
-        },
-        "requests-toolbelt": {
-            "hashes": [
-                "sha256:380606e1d10dc85c3bd47bf5a6095f815ec007be7a8b69c878507068df059e6f",
-                "sha256:968089d4584ad4ad7c171454f0a5c6dac23971e9472521ea3b6d49d610aa6fc0"
-            ],
-            "version": "==0.9.1"
-        },
-        "requirementslib": {
-            "hashes": [
-                "sha256:50d20f27e4515a2393695b0d886219598302163438ae054253147b2bad9b4a44",
-                "sha256:9c1e8666ca4512724cdd1739adcc7df19ec7ad2ed21f0e748f9631ad6b54f321"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==1.5.16"
-        },
-        "rfc3986": {
-            "hashes": [
-                "sha256:112398da31a3344dc25dbf477d8df6cb34f9278a94fee2625d89e4514be8bb9d",
-                "sha256:af9147e9aceda37c91a05f4deb128d4b4b49d6b199775fd2d2927768abdc8f50"
-            ],
-            "version": "==1.4.0"
-        },
-        "secretstorage": {
-            "hashes": [
-                "sha256:30cfdef28829dad64d6ea1ed08f8eff6aa115a77068926bcc9f5225d5a3246aa",
-                "sha256:5c36f6537a523ec5f969ef9fad61c98eb9e017bc601d811e53aa25bece64892f"
-            ],
-            "markers": "sys_platform == 'linux'",
-            "version": "==3.3.0"
-        },
-        "six": {
-            "hashes": [
-                "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
-                "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==1.15.0"
-        },
-        "snowballstemmer": {
-            "hashes": [
-                "sha256:209f257d7533fdb3cb73bdbd24f436239ca3b2fa67d56f6ff88e86be08cc5ef0",
-                "sha256:df3bac3df4c2c01363f3dd2cfa78cce2840a79b9f1c2d2de9ce8d31683992f52"
-            ],
-            "version": "==2.0.0"
-        },
-        "sphinx": {
-            "hashes": [
-                "sha256:1e8d592225447104d1172be415bc2972bd1357e3e12fdc76edf2261105db4300",
-                "sha256:d4e59ad4ea55efbb3c05cde3bfc83bfc14f0c95aa95c3d75346fcce186a47960"
-            ],
-            "index": "pypi",
-            "version": "==3.3.1"
-        },
-        "sphinx-rtd-theme": {
-            "hashes": [
-                "sha256:22c795ba2832a169ca301cd0a083f7a434e09c538c70beb42782c073651b707d",
-                "sha256:373413d0f82425aaa28fb288009bf0d0964711d347763af2f1b65cafcb028c82"
-            ],
-            "index": "pypi",
-            "version": "==0.5.0"
-        },
-        "sphinxcontrib-applehelp": {
-            "hashes": [
-                "sha256:806111e5e962be97c29ec4c1e7fe277bfd19e9652fb1a4392105b43e01af885a",
-                "sha256:a072735ec80e7675e3f432fcae8610ecf509c5f1869d17e2eecff44389cdbc58"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.0.2"
-        },
-        "sphinxcontrib-devhelp": {
-            "hashes": [
-                "sha256:8165223f9a335cc1af7ffe1ed31d2871f325254c0423bc0c4c7cd1c1e4734a2e",
-                "sha256:ff7f1afa7b9642e7060379360a67e9c41e8f3121f2ce9164266f61b9f4b338e4"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.0.2"
-        },
-        "sphinxcontrib-htmlhelp": {
-            "hashes": [
-                "sha256:3c0bc24a2c41e340ac37c85ced6dafc879ab485c095b1d65d2461ac2f7cca86f",
-                "sha256:e8f5bb7e31b2dbb25b9cc435c8ab7a79787ebf7f906155729338f3156d93659b"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.0.3"
-        },
-        "sphinxcontrib-jsmath": {
-            "hashes": [
-                "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178",
-                "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.0.1"
-        },
-        "sphinxcontrib-qthelp": {
-            "hashes": [
-                "sha256:4c33767ee058b70dba89a6fc5c1892c0d57a54be67ddd3e7875a18d14cba5a72",
-                "sha256:bd9fc24bcb748a8d51fd4ecaade681350aa63009a347a8c14e637895444dfab6"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.0.3"
-        },
-        "sphinxcontrib-serializinghtml": {
-            "hashes": [
-                "sha256:eaa0eccc86e982a9b939b2b82d12cc5d013385ba5eadcc7e4fed23f4405f77bc",
-                "sha256:f242a81d423f59617a8e5cf16f5d4d74e28ee9a66f9e5b637a18082991db5a9a"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==1.1.4"
-        },
-        "toml": {
-            "hashes": [
-                "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
-                "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==0.10.2"
-        },
-        "tomlkit": {
-            "hashes": [
-                "sha256:6babbd33b17d5c9691896b0e68159215a9387ebfa938aa3ac42f4a4beeb2b831",
-                "sha256:ac57f29693fab3e309ea789252fcce3061e19110085aa31af5446ca749325618"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.7.0"
-        },
-        "tox": {
-            "hashes": [
-                "sha256:42ce19ce5dc2f6d6b1fdc5666c476e1f1e2897359b47e0aa3a5b774f335d57c2",
-                "sha256:4321052bfe28f9d85082341ca8e233e3ea901fdd14dab8a5d3fbd810269fbaf6"
-            ],
-            "index": "pypi",
-            "version": "==3.20.1"
-        },
-        "tox-pyenv": {
-            "hashes": [
-                "sha256:916c2213577aec0b3b5452c5bfb32fd077f3a3196f50a81ad57d7ef3fc2599e4",
-                "sha256:e470c18af115fe52eeff95e7e3cdd0793613eca19709966fc2724b79d55246cb"
-            ],
-            "index": "pypi",
-            "version": "==1.1.0"
-        },
-        "tqdm": {
-            "hashes": [
-                "sha256:3d3f1470d26642e88bd3f73353cb6ff4c51ef7d5d7efef763238f4bc1f7e4e81",
-                "sha256:5ff3f5232b19fa4c5531641e480b7fad4598819f708a32eb815e6ea41c5fa313"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==4.53.0"
-        },
-        "twine": {
-            "hashes": [
-                "sha256:34352fd52ec3b9d29837e6072d5a2a7c6fe4290e97bba46bb8d478b5c598f7ab",
-                "sha256:ba9ff477b8d6de0c89dd450e70b2185da190514e91c42cc62f96850025c10472"
-            ],
-            "index": "pypi",
-            "version": "==3.2.0"
-        },
-        "typed-ast": {
-            "hashes": [
-                "sha256:0666aa36131496aed8f7be0410ff974562ab7eeac11ef351def9ea6fa28f6355",
-                "sha256:0c2c07682d61a629b68433afb159376e24e5b2fd4641d35424e462169c0a7919",
-                "sha256:0d8110d78a5736e16e26213114a38ca35cb15b6515d535413b090bd50951556d",
-                "sha256:249862707802d40f7f29f6e1aad8d84b5aa9e44552d2cc17384b209f091276aa",
-                "sha256:24995c843eb0ad11a4527b026b4dde3da70e1f2d8806c99b7b4a7cf491612652",
-                "sha256:269151951236b0f9a6f04015a9004084a5ab0d5f19b57de779f908621e7d8b75",
-                "sha256:3742b32cf1c6ef124d57f95be609c473d7ec4c14d0090e5a5e05a15269fb4d0c",
-                "sha256:4083861b0aa07990b619bd7ddc365eb7fa4b817e99cf5f8d9cf21a42780f6e01",
-                "sha256:498b0f36cc7054c1fead3d7fc59d2150f4d5c6c56ba7fb150c013fbc683a8d2d",
-                "sha256:4e3e5da80ccbebfff202a67bf900d081906c358ccc3d5e3c8aea42fdfdfd51c1",
-                "sha256:6daac9731f172c2a22ade6ed0c00197ee7cc1221aa84cfdf9c31defeb059a907",
-                "sha256:715ff2f2df46121071622063fc7543d9b1fd19ebfc4f5c8895af64a77a8c852c",
-                "sha256:73d785a950fc82dd2a25897d525d003f6378d1cb23ab305578394694202a58c3",
-                "sha256:7e4c9d7658aaa1fc80018593abdf8598bf91325af6af5cce4ce7c73bc45ea53d",
-                "sha256:8c8aaad94455178e3187ab22c8b01a3837f8ee50e09cf31f1ba129eb293ec30b",
-                "sha256:8ce678dbaf790dbdb3eba24056d5364fb45944f33553dd5869b7580cdbb83614",
-                "sha256:92c325624e304ebf0e025d1224b77dd4e6393f18aab8d829b5b7e04afe9b7a2c",
-                "sha256:aaee9905aee35ba5905cfb3c62f3e83b3bec7b39413f0a7f19be4e547ea01ebb",
-                "sha256:b52ccf7cfe4ce2a1064b18594381bccf4179c2ecf7f513134ec2f993dd4ab395",
-                "sha256:bcd3b13b56ea479b3650b82cabd6b5343a625b0ced5429e4ccad28a8973f301b",
-                "sha256:c9e348e02e4d2b4a8b2eedb48210430658df6951fa484e59de33ff773fbd4b41",
-                "sha256:d205b1b46085271b4e15f670058ce182bd1199e56b317bf2ec004b6a44f911f6",
-                "sha256:d43943ef777f9a1c42bf4e552ba23ac77a6351de620aa9acf64ad54933ad4d34",
-                "sha256:d5d33e9e7af3b34a40dc05f498939f0ebf187f07c385fd58d591c533ad8562fe",
-                "sha256:d648b8e3bf2fe648745c8ffcee3db3ff903d0817a01a12dd6a6ea7a8f4889072",
-                "sha256:f208eb7aff048f6bea9586e61af041ddf7f9ade7caed625742af423f6bae3298",
-                "sha256:fac11badff8313e23717f3dada86a15389d0708275bddf766cca67a84ead3e91",
-                "sha256:fc0fea399acb12edbf8a628ba8d2312f583bdbdb3335635db062fa98cf71fca4",
-                "sha256:fcf135e17cc74dbfbc05894ebca928ffeb23d9790b3167a674921db19082401f",
-                "sha256:fe460b922ec15dd205595c9b5b99e2f056fd98ae8f9f56b888e7a17dc2b757e7"
-            ],
-            "version": "==1.4.1"
-        },
-        "urllib3": {
-            "hashes": [
-                "sha256:19188f96923873c92ccb987120ec4acaa12f0461fa9ce5d3d0772bc965a39e08",
-                "sha256:d8ff90d979214d7b4f8ce956e80f4028fc6860e4431f731ea4a8c08f23f99473"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
-            "version": "==1.26.2"
-        },
-        "virtualenv": {
-            "hashes": [
-                "sha256:07cff122e9d343140366055f31be4dcd61fd598c69d11cd33a9d9c8df4546dd7",
-                "sha256:e0aac7525e880a429764cefd3aaaff54afb5d9f25c82627563603f5d7de5a6e5"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==20.2.1"
-        },
-        "vistir": {
-            "hashes": [
-                "sha256:a37079cdbd85d31a41cdd18457fe521e15ec08b255811e81aa061fd5f48a20fb",
-                "sha256:eff1d19ef50c703a329ed294e5ec0b0fbb35b96c1b3ee6dcdb266dddbe1e935a"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.5.2"
-        },
-        "webencodings": {
-            "hashes": [
-                "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78",
-                "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"
-            ],
-            "version": "==0.5.1"
-        },
-        "wheel": {
-            "hashes": [
-                "sha256:497add53525d16c173c2c1c733b8f655510e909ea78cc0e29d374243544b77a2",
-                "sha256:99a22d87add3f634ff917310a3d87e499f19e663413a52eb9232c447aa646c9f"
-            ],
-            "markers": "python_version >= '3'",
-            "version": "==0.35.1"
-        }
-    }
-}
diff --git a/README.md b/README.md
index 98668eb..d528e83 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,6 @@
 [![PyPI version](https://badge.fury.io/py/glmdisc.svg)](https://badge.fury.io/py/glmdisc)
 [![PyPI pyversions](https://img.shields.io/pypi/pyversions/glmdisc.svg)](https://pypi.python.org/pypi/glmdisc/)
 [![PyPi Downloads](https://img.shields.io/pypi/dm/glmdisc)](https://img.shields.io/pypi/dm/glmdisc)
-[![Build Status](https://travis-ci.org/adimajo/glmdisc_python.svg?branch=master)](https://travis-ci.org/adimajo/glmdisc_python)
 ![Python package](https://github.com/adimajo/glmdisc_python/workflows/Python%20package/badge.svg)
 [![codecov](https://codecov.io/gh/adimajo/glmdisc_python/branch/master/graph/badge.svg)](https://codecov.io/gh/adimajo/glmdisc_python)
 
@@ -32,7 +31,7 @@ These instructions will get you a copy of the project up and running on your loc
 
 ### Prerequisites
 
-This code is supported on Python 3.7, 3.8, 3.9 and 3.10 (see [tox file](tox.ini)).
+This code is supported on Python 3.10, 3.11 and 3.12 (see the [CI workflow](.github/workflows/python-package.yml)).
 
 ### Installing the package
 
@@ -541,11 +540,10 @@ You can clone this project using:
 git clone https://github.com/adimajo/glmdisc_python.git
 ```
 
-You can install all dependencies, including development dependencies, using (note that 
-this command requires `pipenv` which can be installed by typing `pip install pipenv`):
+You can install the package in editable mode with its development dependencies using:
 
 ```PowerShell
-pipenv install -d
+pip install -e ".[test,docs]"
 ```
 
 You can build the documentation by going into the `docs` directory and typing `make html`.
@@ -556,7 +554,6 @@ as it will build the docs there so as to allow me to push this other directory a
 You can run the tests by typing `coverage run -m pytest`, which relies on packages 
 [coverage](https://coverage.readthedocs.io/en/coverage-5.2/) and [pytest](https://docs.pytest.org/en/latest/).
 
-To run the tests in different environments (one for each version of Python), install `pyenv` (see [the instructions here](https://github.com/pyenv/pyenv)),
-install all versions you want to test (see [tox.ini](tox.ini)), e.g. with `pyenv install 3.7.0` and run 
-`pipenv run pyenv local 3.7.0 [...]` (and all other versions) followed by `pipenv run tox`.
- 
\ No newline at end of file
+The continuous integration runs the tests on each supported version of Python (see
+[the workflow](.github/workflows/python-package.yml)). You can check the style locally with `flake8 .`
+(the settings are in [.flake8](.flake8)).
diff --git a/glmdisc/_discretize.py b/glmdisc/_discretize.py
index c6e9c05..086f1cb 100644
--- a/glmdisc/_discretize.py
+++ b/glmdisc/_discretize.py
@@ -108,8 +108,8 @@ def _discretize_sem(self, predictors_cont, predictors_qual):
 
             for i in range(n):
                 for k in range(int(m) + 1):
-                    t[i, k] = self.best_link[j][(int((self.affectations[j].transform(
-                        np.ravel(predictors_qual[i, j - d_1])))), k)] / n
+                    t[i, k] = self.best_link[j][(int(self.affectations[j].transform(
+                        np.ravel(predictors_qual[i, j - d_1]))[0]), k)] / n
 
             emap[:, j] = np.argmax(t, axis=1)
 
diff --git a/glmdisc/_fitSEM.py b/glmdisc/_fitSEM.py
index 6caf921..957b193 100644
--- a/glmdisc/_fitSEM.py
+++ b/glmdisc/_fitSEM.py
@@ -92,7 +92,6 @@ def _init_fit_sem(self, edisc):
 
     for j in range(self.d_cont):
         link[j] = sk.linear_model.LogisticRegression(C=1e40,
-                                                     multi_class='multinomial',
                                                      solver='newton-cg',
                                                      max_iter=25,
                                                      tol=0.001,
@@ -184,7 +183,7 @@ def _fit_sem(self, edisc, predictors_trans, continu_complete_case, **kwargs):
 
                 # On gère le cas où une ou plusieurs modalités ont disparu de train
                 if t.shape[1] < y_p.shape[1]:
-                    modalites_manquantes = np.in1d(m[j],
+                    modalites_manquantes = np.isin(m[j],
                                                    np.unique(edisc[self.train_rows,
                                                              :][continu_complete_case[self.train_rows, j], j]))
                     t2 = np.zeros((sum(continu_complete_case[:, j]), len(m[j])))
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..6455efb
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,57 @@
+[build-system]
+requires = ["setuptools>=77"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "glmdisc"
+dynamic = ["version"]
+description = "Feature quantization for parsimonious and interpretable models"
+readme = "README.md"
+requires-python = ">=3.10"
+license = "GPL-3.0-only"
+license-files = ["LICENSE"]
+authors = [{name = "Adrien Ehrhardt", email = "adrien.ehrhardt@centraliens-lille.org"}]
+keywords = ["discretization", "logistic regression", "levels grouping"]
+classifiers = [
+    "Development Status :: 4 - Beta",
+    "Intended Audience :: Science/Research",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3 :: Only",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+]
+dependencies = [
+    "loguru",
+    "matplotlib>=3.7",
+    "numpy>=1.26",
+    "pandas>=2.0",
+    "pygam>=0.9.1",
+    "scikit-learn>=1.4",
+    "scipy>=1.11",
+    "tensorflow>=2.16",
+]
+
+[project.optional-dependencies]
+test = ["coverage", "flake8", "pytest"]
+docs = ["numpydoc", "sphinx", "sphinx-rtd-theme"]
+
+[project.urls]
+Homepage = "https://adimajo.github.io/glmdisc_python"
+Source = "https://github.com/adimajo/glmdisc_python"
+Issues = "https://github.com/adimajo/glmdisc_python/issues"
+
+[tool.setuptools.dynamic]
+version = {attr = "glmdisc.__version__"}
+
+[tool.setuptools.packages.find]
+include = ["glmdisc*"]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+# deprecations that NumPy has turned, or will turn, into errors
+filterwarnings = [
+    "error:Conversion of an array with ndim:DeprecationWarning",
+    "error:.in1d. is deprecated:DeprecationWarning",
+]
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index a1d850e..0000000
--- a/setup.cfg
+++ /dev/null
@@ -1,10 +0,0 @@
-[bdist_wheel]
-# This flag says to generate wheels that support both Python 2 and Python
-# 3. If your code will not run unchanged on both Python 2 and 3, you will
-# need to generate separate wheels for each Python version that you
-# support.
-universal=1
-
-[metadata]
-description-file = README.md
-long_description_content_type = text/markdown
\ No newline at end of file
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 67701ce..0000000
--- a/setup.py
+++ /dev/null
@@ -1,140 +0,0 @@
-"""
-A setuptools based setup module.
-"""
-import os
-import re
-import codecs
-# Always prefer setuptools over distutils
-from setuptools import setup, find_packages
-
-
-here = os.path.abspath(os.path.dirname(__file__))
-
-
-def long_description():
-    with open(os.path.join(here, 'README.md')) as f:
-        long_description = f.read()
-    return long_description
-
-
-def find_version(file_path, file_name):
-    """
-    Get the version from __init__.py file
-
-    Parameters
-    ----------
-    file_path: path of this file
-    file_name: which python file to search for the version
-
-    Returns
-    -------
-    version
-    """
-    with codecs.open(os.path.join(file_path, file_name), 'r') as fp:
-        version_file = fp.read()
-    version_match = re.search(r"^__version__ = ['\"]([^'\"]*)['\"]", version_file, re.M)
-    if version_match:
-        return version_match.group(1)
-    raise RuntimeError("Unable to find version string.")
-
-
-# def install_requires():
-#     with open(os.path.join(here, 'requirements.txt')) as fp:
-#         install_requires = [x.split("/")[-1] for x in fp.read().splitlines()[1:]]
-#     return install_requires
-
-
-if __name__ == "__main__":
-    # Arguments marked as "Required" below must be included for upload to PyPI.
-    # Fields marked as "Optional" may be commented out.
-    setup(
-        setup_requires=["wheel"],
-        # This is the name of your project. The first time you publish this
-        # package, this name will be registered for you. It will determine how
-        # users can install this project, e.g.:
-        #
-        # $ pip install sampleproject
-        #
-        # And where it will live on PyPI: https://pypi.org/project/sampleproject/
-        #
-        # There are some restrictions on what makes a valid project name
-        # specification here:
-        # https://packaging.python.org/specifications/core-metadata/#name
-        name="glmdisc",  # Required
-        # Versions should comply with PEP 440:
-        # https://www.python.org/dev/peps/pep-0440/
-        #
-        # For a discussion on single-sourcing the version across setup.py and the
-        # project code, see
-        # https://packaging.python.org/en/latest/single_source_version.html
-        version=find_version(here, "glmdisc/__init__.py"),  # Required
-        # This is a one-line description or tagline of what your project does. This
-        # corresponds to the "Summary" metadata field:
-        # https://packaging.python.org/specifications/core-metadata/#summary
-        description="Feature quantization for parsimonious and interpretable models",  # Required
-        # This is an optional longer description of your project that represents
-        # the body of text which users will see when they visit PyPI.
-        #
-        # Often, this is the same as your README, so you can just read it in from
-        # that file directly (as we have already done above)
-        #
-        # This field corresponds to the "Description" metadata field:
-        # https://packaging.python.org/specifications/core-metadata/#description-optional
-        long_description=long_description(),
-        long_description_content_type="text/markdown",  # Optional
-        # This should be a valid link to your project's main homepage.
-        #
-        # This field corresponds to the "Home-Page" metadata field:
-        # https://packaging.python.org/specifications/core-metadata/#home-page-optional
-        url="https://adimajo.github.io/glmdisc_python",
-        author="Adrien Ehrhardt",
-        author_email="adrien.ehrhardt@centraliens-lille.org",
-        classifiers=[
-            # How mature is this project? Common values are
-            #   3 - Alpha
-            #   4 - Beta
-            #   5 - Production/Stable
-            "Development Status :: 4 - Beta",
-            "Intended Audience :: Science/Research",
-            "Topic :: Scientific/Engineering :: Artificial Intelligence",
-            "License :: OSI Approved :: GNU General Public License v3 (GPLv3)",
-            "Programming Language :: Python :: 3",
-            "Programming Language :: Python :: 3 :: Only",
-            "Programming Language :: Python :: 3.7",
-            "Programming Language :: Python :: 3.8",
-        ],
-        keywords="discretization logistic regression levels grouping",
-        packages=find_packages(exclude=["contrib", "docs", "tests", "examples", "venv"]),
-        install_requires=[],
-        test_suite="pytest-runner",
-        tests_require=[],
-        # If there are data files included in your packages that need to be
-        # installed, specify them here.
-        #
-        # If using Python 2.6 or earlier, then these have to be included in
-        # MANIFEST.in as well.
-        # package_data={  # Optional
-        #    'sample': ['package_data.dat'],
-        # },
-        # Although 'package_data' is the preferred approach, in some case you may
-        # need to place data files outside of your packages. See:
-        # http://docs.python.org/3.4/distutils/setupscript.html#installing-additional-files
-        #
-        # In this case, 'data_file' will be installed into '<sys.prefix>/my_data'
-        # data_files=[('my_data', ['data/data_file'])],  # Optional
-        # To provide executable scripts, use entry points in preference to the
-        # "scripts" keyword. Entry points provide cross-platform support and allow
-        # `pip` to create the appropriate form of executable for the target
-        # platform.
-        #
-        # For example, the following would provide a command called `sample` which
-        # executes the function `main` from this package when invoked:
-        # entry_points={  # Optional
-        #    'console_scripts': [
-        #        'sample=sample:main',
-        #    ],
-        # },
-        scripts=["examples/consistency.py",
-                 "examples/factor_levels.py",
-                 "examples/linearity.py"]
-    )
diff --git a/tox.ini b/tox.ini
deleted file mode 100644
index d361815..0000000
--- a/tox.ini
+++ /dev/null
@@ -1,29 +0,0 @@
-[tox]
-envlist = py{37,38,39,310}
-
-[testenv]
-deps =
-    check-manifest
-    readme_renderer
-    flake8
-    pytest
-    coverage
-commands =
-    check-manifest
-    twine check dist/*
-    flake8 . --exit-zero --statistics
-    coverage run -m pytest
-whitelist_externals = twine
-[check-manifest]
-ignore =
-    tox.ini
-    Pipfile
-    Pipfile.lock
-    codecov.yml
-    .travis.yml
-[flake8]
-exclude = .tox,*.egg,build,data,./venv/*,tests/conftest.py
-max-line-length = 120
-max-complexity = 10
-select = E,W,F
-ignore = E121,E123,E126,E226,E24,E704,W503,W504
\ No newline at end of file