diff --git a/poetry.lock b/poetry.lock
index d72144eb..ae2f3603 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -218,13 +218,13 @@ trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "anystore"
-version = "0.0.4"
+version = "0.0.5"
 description = "Store and cache things anywhere"
 optional = false
 python-versions = ">=3.11,<4"
 files = [
-    {file = "anystore-0.0.4-py3-none-any.whl", hash = "sha256:624b923a0331167df3139079709b8b6a61d4ced712a3dffe3116c0d52cce3798"},
-    {file = "anystore-0.0.4.tar.gz", hash = "sha256:42a7a9d1011cadb5015367320d75c2a1e3a3b3a0ab7562846b76c88ad409fdf4"},
+    {file = "anystore-0.0.5-py3-none-any.whl", hash = "sha256:e5aaba6afa12627d3cd406c183c1d8ebc77eedc3d139a301fc231dd33337bd70"},
+    {file = "anystore-0.0.5.tar.gz", hash = "sha256:6e9339c613689f8de62559f4b9560aa6776ed15c832296fba6bf77a3955341fb"},
 ]
 
 [package.dependencies]
@@ -516,13 +516,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2023.11.17"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
 [[package]]
@@ -1020,13 +1020,13 @@ pyflakes = ">=3.1.0,<3.2.0"
 
 [[package]]
 name = "followthemoney"
-version = "3.5.7"
+version = "3.5.9"
 description = ""
 optional = false
 python-versions = "*"
 files = [
-    {file = "followthemoney-3.5.7-py2.py3-none-any.whl", hash = "sha256:00f2e9c4881e70a34575a4d61795612fb77d64d55bd564ae3dcc0fdf6ccbb828"},
-    {file = "followthemoney-3.5.7.tar.gz", hash = "sha256:c59020780270bd3582ff90170e7288d748783f6f69ef2bf69ed7ef76d6bf6196"},
+    {file = "followthemoney-3.5.9-py2.py3-none-any.whl", hash = "sha256:7399baefdb69bdbf655080adc457a6d993309dcb7d67a75ba1a9cec1b47e6e85"},
+    {file = "followthemoney-3.5.9.tar.gz", hash = "sha256:28e18e7937c2f795880c994335303c5c701aaca6cbc850f2b620e8eaacbdcfcd"},
 ]
 
 [package.dependencies]
@@ -2455,13 +2455,13 @@ setuptools = "*"
 
 [[package]]
 name = "nomenklatura"
-version = "3.8.5"
+version = "3.10.4"
 description = "Make record linkages in followthemoney data."
 optional = false
 python-versions = "*"
 files = [
-    {file = "nomenklatura-3.8.5-py3-none-any.whl", hash = "sha256:e820769e71c969ffff10ec729877bb36618ce4c70b93492940b88c744f0e893c"},
-    {file = "nomenklatura-3.8.5.tar.gz", hash = "sha256:8233b8cad7661743cf91737d356968a55499fefd47e69a5ff533423c9d89cfcf"},
+    {file = "nomenklatura-3.10.4-py3-none-any.whl", hash = "sha256:047a2684fa8b114807a48001304cbe5284ccc00f8439ace976567ff12d7d2e17"},
+    {file = "nomenklatura-3.10.4.tar.gz", hash = "sha256:92b1fbc2116f2a0280bf4edef8c21c530fd8ebe18086c4dff0c67349331a2a38"},
 ]
 
 [package.dependencies]
@@ -2469,18 +2469,18 @@ click = "<9.0.0"
 fingerprints = ">=1.2.0,<2.0.0"
 followthemoney = ">=3.5.6,<4.0.0"
 jellyfish = ">=1.0.0,<2.0.0"
-lxml = ">4.0.0,<5.0.0"
-plyvel = "<2.0.0"
+lxml = ">4.0.0,<6.0.0"
 pydantic = ">2.0.0,<3.0.0"
-python-stdnum = ">=1.19,<2.0"
-redis = ">5.0.0,<6.0.0"
 rich = ">=10.9.0,<14.0.0"
-scikit-learn = "1.3.1"
+rigour = ">=0.4.4,<1.0.0"
+scikit-learn = "1.3.2"
 shortuuid = ">=1.0.11,<2.0.0"
 textual = ">=0.19.0,<1.0.0"
 
 [package.extras]
-dev = ["coverage (>=4.1)", "fakeredis", "flake8 (>=2.6.0)", "lxml-stubs", "mypy", "pytest", "pytest-cov", "requests-mock", "twine", "types-redis", "types-requests", "types-setuptools", "wheel (>=0.29.0)"]
+dev = ["coverage (>=4.1)", "fakeredis", "flake8 (>=2.6.0)", "lxml-stubs", "mypy", "plyvel (<2.0.0)", "pytest", "pytest-cov", "redis (>5.0.0,<6.0.0)", "requests-mock", "twine", "types-redis", "types-requests", "types-setuptools", "wheel (>=0.29.0)"]
+leveldb = ["plyvel (<2.0.0)"]
+redis = ["redis (>5.0.0,<6.0.0)"]
 
 [[package]]
 name = "normality"
@@ -2749,17 +2749,18 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "plyvel"
-version = "1.5.0"
+version = "1.5.1"
 description = "Plyvel, a fast and feature-rich Python interface to LevelDB"
 optional = false
 python-versions = "*"
 files = [
-    {file = "plyvel-1.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:92d949ec657f58e966ee5cc58ea51c436b61e43b86247656f1b6d4a987782a35"},
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-    {file = "plyvel-1.5.0.tar.gz", hash = "sha256:cd918e0b31690abcd3d202a8742caf951ab2fe1573de7af71c38456847f9202b"},
+    {file = "plyvel-1.5.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a8394aed946000fca2c92d7ae8537d9907c8169debf7f55c7ecb53751f3bf4e7"},
+    {file = "plyvel-1.5.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54f364f566470f5acaed0a00fea8860736120a711214190a17ee73dcbe1a2261"},
+    {file = "plyvel-1.5.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8b26b09d6ae9c679c877153aa4bd7f763e5e983a61b7c0c955653e7a494b6126"},
+    {file = "plyvel-1.5.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc224b38a324fa7b5d5384e649fa00b4eeb053966f82515198754e9e77ad6d61"},
+    {file = "plyvel-1.5.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba466219943e657998cc1f67ddeeb432809596736419e9082f9c7f921eaf3202"},
+    {file = "plyvel-1.5.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3c87ceb9362548bb9acca2deec291893928dd9042048f040db76353ae41a45af"},
+    {file = "plyvel-1.5.1.tar.gz", hash = "sha256:3caf6009e4fc24fbf8712d3f5ef3da7e56495c26a488df2161218fc34e46019c"},
 ]
 
 [[package]]
@@ -3580,6 +3581,30 @@ pygments = ">=2.13.0,<3.0.0"
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "rigour"
+version = "0.5.1"
+description = "Business data validation and normalization library."
+optional = false
+python-versions = "*"
+files = [
+    {file = "rigour-0.5.1-py2.py3-none-any.whl", hash = "sha256:bfa11fb0b4c6422ad6e61092d45f5465cdebefd384c97af6b278b6b69201257a"},
+]
+
+[package.dependencies]
+babel = ">=2.9.1,<3.0.0"
+banal = ">=1.0.6,<1.1.0"
+fingerprints = ">=1.0.1,<2.0.0"
+jellyfish = ">=1.0.0,<2.0.0"
+normality = ">=2.4.0,<3.0.0"
+python-stdnum = ">=1.16,<2.0.0"
+pytz = ">=2021.1"
+pyyaml = ">=5.0.0,<7.0.0"
+
+[package.extras]
+dev = ["black", "build", "bump2version", "coverage (>=4.1)", "mypy", "pip (>=10.0.0)", "pytest", "pytest-cov", "twine", "types-PyYAML", "types-requests", "types-setuptools", "wheel (>=0.29.0)"]
+docs = ["cairosvg", "mkdocs", "mkdocs-material", "mkdocstrings[python]", "pillow"]
+
 [[package]]
 name = "rsa"
 version = "4.9"
@@ -3633,37 +3658,37 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "scikit-learn"
-version = "1.3.1"
+version = "1.3.2"
 description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3680,45 +3705,45 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.1.3)", "mypy (>=1.3)", "numpydoc (
 
 [[package]]
 name = "scipy"
-version = "1.11.4"
+version = "1.12.0"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "scipy-1.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6546dc2c11a9df6926afcbdd8a3edec28566e4e785b915e849348c6dd9f3f490"},
+    {file = "scipy-1.12.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:196ebad3a4882081f62a5bf4aeb7326aa34b110e533aab23e4374fcccb0890dc"},
+    {file = "scipy-1.12.0-cp39-cp39-win_amd64.whl", hash = "sha256:b360f1b6b2f742781299514e99ff560d1fe9bd1bff2712894b52abe528d1fd1e"},
+    {file = "scipy-1.12.0.tar.gz", hash = "sha256:4bf5abab8a36d20193c698b0f1fc282c1d083c94723902c447e5d2f1780936a3"},
 ]
 
 [package.dependencies]
-numpy = ">=1.21.6,<1.28.0"
+numpy = ">=1.22.4,<1.29.0"
 
 [package.extras]
 dev = ["click", "cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
 doc = ["jupytext", "matplotlib (>2)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (==0.9.0)", "sphinx (!=4.1.0)", "sphinx-design (>=0.2.0)"]
-test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "setuptools"
diff --git a/pyproject.toml b/pyproject.toml
index c6c189dd..70a323e0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,25 +27,25 @@ ftmq = "ftmq.cli:cli"
 [tool.poetry.dependencies]
 python = ">=3.11,<3.12"
 banal = "^1.0.6"
-followthemoney = "^3.5.7"
-orjson = "^3.9.10"
+followthemoney = "^3.5.9"
+orjson = "^3.9.15"
 PyICU = "^2.12"
 click = "^8.1.7"
 click-default-group = "^1.2.4"
-cryptography = ">=41.0.7,<43.0.0"
-certifi = "^2023.11.17"
-scipy = "^1.11.4"
-pydantic = "^2.6.0"
+cryptography = "^42.0.4"
+certifi = "^2024.2.2"
+scipy = "^1.12.0"
+pydantic = "^2.6.2"
 fsspec = "^2023.12.2"
 s3fs = "^2023.12.2"
 gcsfs = "^2023.12.2.post1"
 adlfs = "^2024.1.0"
-sqlalchemy = "^2.0.25"
+sqlalchemy = "^2.0.27"
 alephclient = "^2.3.6"
 pycountry = "^23.12.11"
 urllib3 = "<2"
-nomenklatura = "<3.9"
-anystore = "^0.0.4"
+nomenklatura = "^3.10.4"
+anystore = "^0.0.5"
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=7.4.3,<9.0.0"
@@ -63,6 +63,14 @@ pytest-env = "^1.1.1"
 bump-pydantic = ">=0.7,<0.9"
 
 
+
+[tool.poetry.group.level.dependencies]
+plyvel = "^1.5.1"
+
+
+[tool.poetry.group.redis.dependencies]
+redis = "^5.0.1"
+
 [build-system]
 requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
index afe53128..95819eb8 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -96,9 +96,9 @@ annotated-types==0.6.0 ; python_version >= "3.11" and python_version < "3.12" \
 anyio==4.2.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee \
     --hash=sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f
-anystore==0.0.4 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:42a7a9d1011cadb5015367320d75c2a1e3a3b3a0ab7562846b76c88ad409fdf4 \
-    --hash=sha256:624b923a0331167df3139079709b8b6a61d4ced712a3dffe3116c0d52cce3798
+anystore==0.0.5 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:6e9339c613689f8de62559f4b9560aa6776ed15c832296fba6bf77a3955341fb \
+    --hash=sha256:e5aaba6afa12627d3cd406c183c1d8ebc77eedc3d139a301fc231dd33337bd70
 asttokens==2.4.1 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24 \
     --hash=sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0
@@ -164,9 +164,9 @@ bump2version==1.0.1 ; python_version >= "3.11" and python_version < "3.12" \
 cachetools==5.3.2 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:086ee420196f7b2ab9ca2db2520aca326318b68fe5ba8bc4d49cca91add450f2 \
     --hash=sha256:861f35a13a451f94e301ce2bec7cac63e881232ccce7ed67fab9b5df4d3beaa1
-certifi==2023.11.17 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1 \
-    --hash=sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474
+certifi==2024.2.2 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
+    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
 cffi==1.16.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc \
     --hash=sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a \
@@ -385,30 +385,39 @@ coverage[toml]==7.4.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:e7defbb9737274023e2d7af02cac77043c86ce88a907c58f42b580a97d5bcca9 \
     --hash=sha256:e9d1bf53c4c8de58d22e0e956a79a5b37f754ed1ffdbf1a260d9dcfa2d8a325e \
     --hash=sha256:ea81d8f9691bb53f4fb4db603203029643caffc82bf998ab5b59ca05560f4c06
-cryptography==41.0.7 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:079b85658ea2f59c4f43b70f8119a52414cdb7be34da5d019a77bf96d473b960 \
-    --hash=sha256:09616eeaef406f99046553b8a40fbf8b1e70795a91885ba4c96a70793de5504a \
-    --hash=sha256:13f93ce9bea8016c253b34afc6bd6a75993e5c40672ed5405a9c832f0d4a00bc \
-    --hash=sha256:37a138589b12069efb424220bf78eac59ca68b95696fc622b6ccc1c0a197204a \
-    --hash=sha256:3c78451b78313fa81607fa1b3f1ae0a5ddd8014c38a02d9db0616133987b9cdf \
-    --hash=sha256:43f2552a2378b44869fe8827aa19e69512e3245a219104438692385b0ee119d1 \
-    --hash=sha256:48a0476626da912a44cc078f9893f292f0b3e4c739caf289268168d8f4702a39 \
-    --hash=sha256:49f0805fc0b2ac8d4882dd52f4a3b935b210935d500b6b805f321addc8177406 \
-    --hash=sha256:5429ec739a29df2e29e15d082f1d9ad683701f0ec7709ca479b3ff2708dae65a \
-    --hash=sha256:5a1b41bc97f1ad230a41657d9155113c7521953869ae57ac39ac7f1bb471469a \
-    --hash=sha256:68a2dec79deebc5d26d617bfdf6e8aab065a4f34934b22d3b5010df3ba36612c \
-    --hash=sha256:7a698cb1dac82c35fcf8fe3417a3aaba97de16a01ac914b89a0889d364d2f6be \
-    --hash=sha256:841df4caa01008bad253bce2a6f7b47f86dc9f08df4b433c404def869f590a15 \
-    --hash=sha256:90452ba79b8788fa380dfb587cca692976ef4e757b194b093d845e8d99f612f2 \
-    --hash=sha256:928258ba5d6f8ae644e764d0f996d61a8777559f72dfeb2eea7e2fe0ad6e782d \
-    --hash=sha256:af03b32695b24d85a75d40e1ba39ffe7db7ffcb099fe507b39fd41a565f1b157 \
-    --hash=sha256:b640981bf64a3e978a56167594a0e97db71c89a479da8e175d8bb5be5178c003 \
-    --hash=sha256:c5ca78485a255e03c32b513f8c2bc39fedb7f5c5f8535545bdc223a03b24f248 \
-    --hash=sha256:c7f3201ec47d5207841402594f1d7950879ef890c0c495052fa62f58283fde1a \
-    --hash=sha256:d5ec85080cce7b0513cfd233914eb8b7bbd0633f1d1703aa28d1dd5a72f678ec \
-    --hash=sha256:d6c391c021ab1f7a82da5d8d0b3cee2f4b2c455ec86c8aebbc84837a631ff309 \
-    --hash=sha256:e3114da6d7f95d2dee7d3f4eec16dacff819740bbab931aff8648cb13c5ff5e7 \
-    --hash=sha256:f983596065a18a2183e7f79ab3fd4c475205b839e02cbc0efbbf9666c4b3083d
+cryptography==42.0.4 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:01911714117642a3f1792c7f376db572aadadbafcd8d75bb527166009c9f1d1b \
+    --hash=sha256:0e89f7b84f421c56e7ff69f11c441ebda73b8a8e6488d322ef71746224c20fce \
+    --hash=sha256:12d341bd42cdb7d4937b0cabbdf2a94f949413ac4504904d0cdbdce4a22cbf88 \
+    --hash=sha256:15a1fb843c48b4a604663fa30af60818cd28f895572386e5f9b8a665874c26e7 \
+    --hash=sha256:1cdcdbd117681c88d717437ada72bdd5be9de117f96e3f4d50dab3f59fd9ab20 \
+    --hash=sha256:1df6fcbf60560d2113b5ed90f072dc0b108d64750d4cbd46a21ec882c7aefce9 \
+    --hash=sha256:3c6048f217533d89f2f8f4f0fe3044bf0b2090453b7b73d0b77db47b80af8dff \
+    --hash=sha256:3e970a2119507d0b104f0a8e281521ad28fc26f2820687b3436b8c9a5fcf20d1 \
+    --hash=sha256:44a64043f743485925d3bcac548d05df0f9bb445c5fcca6681889c7c3ab12764 \
+    --hash=sha256:4e36685cb634af55e0677d435d425043967ac2f3790ec652b2b88ad03b85c27b \
+    --hash=sha256:5f8907fcf57392cd917892ae83708761c6ff3c37a8e835d7246ff0ad251d9298 \
+    --hash=sha256:69b22ab6506a3fe483d67d1ed878e1602bdd5912a134e6202c1ec672233241c1 \
+    --hash=sha256:6bfadd884e7280df24d26f2186e4e07556a05d37393b0f220a840b083dc6a824 \
+    --hash=sha256:6d0fbe73728c44ca3a241eff9aefe6496ab2656d6e7a4ea2459865f2e8613257 \
+    --hash=sha256:6ffb03d419edcab93b4b19c22ee80c007fb2d708429cecebf1dd3258956a563a \
+    --hash=sha256:810bcf151caefc03e51a3d61e53335cd5c7316c0a105cc695f0959f2c638b129 \
+    --hash=sha256:831a4b37accef30cccd34fcb916a5d7b5be3cbbe27268a02832c3e450aea39cb \
+    --hash=sha256:887623fe0d70f48ab3f5e4dbf234986b1329a64c066d719432d0698522749929 \
+    --hash=sha256:a0298bdc6e98ca21382afe914c642620370ce0470a01e1bef6dd9b5354c36854 \
+    --hash=sha256:a1327f280c824ff7885bdeef8578f74690e9079267c1c8bd7dc5cc5aa065ae52 \
+    --hash=sha256:c1f25b252d2c87088abc8bbc4f1ecbf7c919e05508a7e8628e6875c40bc70923 \
+    --hash=sha256:c3a5cbc620e1e17009f30dd34cb0d85c987afd21c41a74352d1719be33380885 \
+    --hash=sha256:ce8613beaffc7c14f091497346ef117c1798c202b01153a8cc7b8e2ebaaf41c0 \
+    --hash=sha256:d2a27aca5597c8a71abbe10209184e1a8e91c1fd470b5070a2ea60cafec35bcd \
+    --hash=sha256:dad9c385ba8ee025bb0d856714f71d7840020fe176ae0229de618f14dae7a6e2 \
+    --hash=sha256:db4b65b02f59035037fde0998974d84244a64c3265bdef32a827ab9b63d61b18 \
+    --hash=sha256:e09469a2cec88fb7b078e16d4adec594414397e8879a4341c6ace96013463d5b \
+    --hash=sha256:e53dc41cda40b248ebc40b83b31516487f7db95ab8ceac1f042626bc43a2f992 \
+    --hash=sha256:f1e85a178384bf19e36779d91ff35c7617c885da487d689b05c1366f9933ad74 \
+    --hash=sha256:f47be41843200f7faec0683ad751e5ef11b9a56a220d57f300376cd8aba81660 \
+    --hash=sha256:fb0cef872d8193e487fc6bdb08559c3aa41b659a7d9be48b2e10747f47863925 \
+    --hash=sha256:ffc73996c4fca3d2b6c1c8c12bfd3ad00def8621da24f547626bf06441400449
 decorator==5.1.1 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330 \
     --hash=sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186
@@ -433,9 +442,9 @@ fingerprints==1.2.3 ; python_version >= "3.11" and python_version < "3.12" \
 flake8==6.1.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:d5b3857f07c030bdb5bf41c7f53799571d75c4491748a3adcd47de929e34cd23 \
     --hash=sha256:ffdfce58ea94c6580c77888a86506937f9a1a227dfcd15f245d694ae20a6b6e5
-followthemoney==3.5.7 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:00f2e9c4881e70a34575a4d61795612fb77d64d55bd564ae3dcc0fdf6ccbb828 \
-    --hash=sha256:c59020780270bd3582ff90170e7288d748783f6f69ef2bf69ed7ef76d6bf6196
+followthemoney==3.5.9 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:28e18e7937c2f795880c994335303c5c701aaca6cbc850f2b620e8eaacbdcfcd \
+    --hash=sha256:7399baefdb69bdbf655080adc457a6d993309dcb7d67a75ba1a9cec1b47e6e85
 frozenlist==1.4.1 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:04ced3e6a46b4cfffe20f9ae482818e34eba9b5fb0ce4056e4cc9b6e212d09b7 \
     --hash=sha256:0633c8d5337cb5c77acbccc6357ac49a1770b8c487e5b3505c57b949b4b82e98 \
@@ -1199,9 +1208,9 @@ networkx==3.2.1 ; python_version >= "3.11" and python_version < "3.12" \
 nodeenv==1.8.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:d51e0c37e64fbf47d017feac3145cdbb58836d7eee8c6f6d3b6880c5456227d2 \
     --hash=sha256:df865724bb3c3adc86b3876fa209771517b0cfe596beff01a92700e0e8be4cec
-nomenklatura==3.8.5 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:8233b8cad7661743cf91737d356968a55499fefd47e69a5ff533423c9d89cfcf \
-    --hash=sha256:e820769e71c969ffff10ec729877bb36618ce4c70b93492940b88c744f0e893c
+nomenklatura==3.10.4 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:047a2684fa8b114807a48001304cbe5284ccc00f8439ace976567ff12d7d2e17 \
+    --hash=sha256:92b1fbc2116f2a0280bf4edef8c21c530fd8ebe18086c4dff0c67349331a2a38
 normality==2.5.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:a55133e972b81c4a3bf8b6dc419f262f94a4fd6f636297046f74d35c93abe153 \
     --hash=sha256:d9f48daf32e351e88b9e372787c1da437df9d0d818aec6e2834b02102378df62
@@ -1248,57 +1257,57 @@ oauthlib==3.2.2 ; python_version >= "3.11" and python_version < "3.12" \
 openpyxl==3.1.2 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:a6f5977418eff3b2d5500d54d9db50c8277a368436f4e4f8ddb1be3422870184 \
     --hash=sha256:f91456ead12ab3c6c2e9491cf33ba6d08357d802192379bb482f1033ade496f5
-orjson==3.9.12 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:03ea7ee7e992532c2f4a06edd7ee1553f0644790553a118e003e3c405add41fa \
-    --hash=sha256:06e42e899dde61eb1851a9fad7f1a21b8e4be063438399b63c07839b57668f6c \
-    --hash=sha256:09d60450cda3fa6c8ed17770c3a88473a16460cd0ff2ba74ef0df663b6fd3bb8 \
-    --hash=sha256:0fc156fba60d6b50743337ba09f052d8afc8b64595112996d22f5fce01ab57da \
-    --hash=sha256:12756a108875526b76e505afe6d6ba34960ac6b8c5ec2f35faf73ef161e97e07 \
-    --hash=sha256:1bb8f657c39ecdb924d02e809f992c9aafeb1ad70127d53fb573a6a6ab59d549 \
-    --hash=sha256:2849f88a0a12b8d94579b67486cbd8f3a49e36a4cb3d3f0ab352c596078c730c \
-    --hash=sha256:29bf08e2eadb2c480fdc2e2daae58f2f013dff5d3b506edd1e02963b9ce9f8a9 \
-    --hash=sha256:2dfaf71499d6fd4153f5c86eebb68e3ec1bf95851b030a4b55c7637a37bbdee4 \
-    --hash=sha256:3186b18754befa660b31c649a108a915493ea69b4fc33f624ed854ad3563ac65 \
-    --hash=sha256:410f24309fbbaa2fab776e3212a81b96a1ec6037259359a32ea79fbccfcf76aa \
-    --hash=sha256:4a0cd56e8ee56b203abae7d482ac0d233dbfb436bb2e2d5cbcb539fe1200a312 \
-    --hash=sha256:54071b7398cd3f90e4bb61df46705ee96cb5e33e53fc0b2f47dbd9b000e238e1 \
-    --hash=sha256:5586a533998267458fad3a457d6f3cdbddbcce696c916599fa8e2a10a89b24d3 \
-    --hash=sha256:59feb148392d9155f3bfed0a2a3209268e000c2c3c834fb8fe1a6af9392efcbf \
-    --hash=sha256:5c157e999e5694475a5515942aebeed6e43f7a1ed52267c1c93dcfde7d78d421 \
-    --hash=sha256:61563d5d3b0019804d782137a4f32c72dc44c84e7d078b89d2d2a1adbaa47b52 \
-    --hash=sha256:640e2b5d8e36b970202cfd0799d11a9a4ab46cf9212332cd642101ec952df7c8 \
-    --hash=sha256:6492ff5953011e1ba9ed1bf086835fd574bd0a3cbe252db8e15ed72a30479081 \
-    --hash=sha256:659a8d7279e46c97661839035a1a218b61957316bf0202674e944ac5cfe7ed83 \
-    --hash=sha256:67426651faa671b40443ea6f03065f9c8e22272b62fa23238b3efdacd301df31 \
-    --hash=sha256:6b4e2bed7d00753c438e83b613923afdd067564ff7ed696bfe3a7b073a236e07 \
-    --hash=sha256:890e7519c0c70296253660455f77e3a194554a3c45e42aa193cdebc76a02d82b \
-    --hash=sha256:950951799967558c214cd6cceb7ceceed6f81d2c3c4135ee4a2c9c69f58aa225 \
-    --hash=sha256:96e44b21fe407b8ed48afbb3721f3c8c8ce17e345fbe232bd4651ace7317782d \
-    --hash=sha256:975e72e81a249174840d5a8df977d067b0183ef1560a32998be340f7e195c730 \
-    --hash=sha256:99e8cd005b3926c3db9b63d264bd05e1bf4451787cc79a048f27f5190a9a0311 \
-    --hash=sha256:a2b6f5252c92bcab3b742ddb3ac195c0fa74bed4319acd74f5d54d79ef4715dc \
-    --hash=sha256:a4ae815a172a1f073b05b9e04273e3b23e608a0858c4e76f606d2d75fcabde0c \
-    --hash=sha256:a84a0c3d4841a42e2571b1c1ead20a83e2792644c5827a606c50fc8af7ca4bee \
-    --hash=sha256:ab8add018a53665042a5ae68200f1ad14c7953fa12110d12d41166f111724656 \
-    --hash=sha256:af17fa87bccad0b7f6fd8ac8f9cbc9ee656b4552783b10b97a071337616db3e4 \
-    --hash=sha256:b0e9d73cdbdad76a53a48f563447e0e1ce34bcecef4614eb4b146383e6e7d8c9 \
-    --hash=sha256:b159baecfda51c840a619948c25817d37733a4d9877fea96590ef8606468b362 \
-    --hash=sha256:bc82a4db9934a78ade211cf2e07161e4f068a461c1796465d10069cb50b32a80 \
-    --hash=sha256:bd1b8ec63f0bf54a50b498eedeccdca23bd7b658f81c524d18e410c203189365 \
-    --hash=sha256:c95488e4aa1d078ff5776b58f66bd29d628fa59adcb2047f4efd3ecb2bd41a71 \
-    --hash=sha256:cbbf313c9fb9d4f6cf9c22ced4b6682230457741daeb3d7060c5d06c2e73884a \
-    --hash=sha256:cbd0f3555205bf2a60f8812133f2452d498dbefa14423ba90fe89f32276f7abf \
-    --hash=sha256:cd52dec9eddf4c8c74392f3fd52fa137b5f2e2bed1d9ae958d879de5f7d7cded \
-    --hash=sha256:cfdaede0fa5b500314ec7b1249c7e30e871504a57004acd116be6acdda3b8ab3 \
-    --hash=sha256:d3cfb76600c5a1e6be91326b8f3b83035a370e727854a96d801c1ea08b708073 \
-    --hash=sha256:d664880d7f016efbae97c725b243b33c2cbb4851ddc77f683fd1eec4a7894146 \
-    --hash=sha256:d6ce2062c4af43b92b0221ed4f445632c6bf4213f8a7da5396a122931377acd9 \
-    --hash=sha256:da908d23a3b3243632b523344403b128722a5f45e278a8343c2bb67538dff0e4 \
-    --hash=sha256:daa438bd8024e03bcea2c5a92cd719a663a58e223fba967296b6ab9992259dbf \
-    --hash=sha256:dde1bc7c035f2d03aa49dc8642d9c6c9b1a81f2470e02055e76ed8853cfae0c3 \
-    --hash=sha256:e773f251258dd82795fd5daeac081d00b97bacf1548e44e71245543374874bcf \
-    --hash=sha256:ed398f9a9d5a1bf55b6e362ffc80ac846af2122d14a8243a1e6510a4eabcb71e \
-    --hash=sha256:f4098c7674901402c86ba6045a551a2ee345f9f7ed54eeffc7d86d155c8427e5
+orjson==3.9.15 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:001f4eb0ecd8e9ebd295722d0cbedf0748680fb9998d3993abaed2f40587257a \
+    --hash=sha256:05a1f57fb601c426635fcae9ddbe90dfc1ed42245eb4c75e4960440cac667262 \
+    --hash=sha256:10c57bc7b946cf2efa67ac55766e41764b66d40cbd9489041e637c1304400494 \
+    --hash=sha256:12365576039b1a5a47df01aadb353b68223da413e2e7f98c02403061aad34bde \
+    --hash=sha256:2973474811db7b35c30248d1129c64fd2bdf40d57d84beed2a9a379a6f57d0ab \
+    --hash=sha256:2b5c0f532905e60cf22a511120e3719b85d9c25d0e1c2a8abb20c4dede3b05a5 \
+    --hash=sha256:2c51378d4a8255b2e7c1e5cc430644f0939539deddfa77f6fac7b56a9784160a \
+    --hash=sha256:2d99e3c4c13a7b0fb3792cc04c2829c9db07838fb6973e578b85c1745e7d0ce7 \
+    --hash=sha256:2f256d03957075fcb5923410058982aea85455d035607486ccb847f095442bda \
+    --hash=sha256:34cbcd216e7af5270f2ffa63a963346845eb71e174ea530867b7443892d77180 \
+    --hash=sha256:4228aace81781cc9d05a3ec3a6d2673a1ad0d8725b4e915f1089803e9efd2b99 \
+    --hash=sha256:4feeb41882e8aa17634b589533baafdceb387e01e117b1ec65534ec724023d04 \
+    --hash=sha256:57d5d8cf9c27f7ef6bc56a5925c7fbc76b61288ab674eb352c26ac780caa5b10 \
+    --hash=sha256:5bb399e1b49db120653a31463b4a7b27cf2fbfe60469546baf681d1b39f4edf2 \
+    --hash=sha256:62482873e0289cf7313461009bf62ac8b2e54bc6f00c6fabcde785709231a5d7 \
+    --hash=sha256:67384f588f7f8daf040114337d34a5188346e3fae6c38b6a19a2fe8c663a2f9b \
+    --hash=sha256:6ae4e06be04dc00618247c4ae3f7c3e561d5bc19ab6941427f6d3722a0875ef7 \
+    --hash=sha256:6f7b65bfaf69493c73423ce9db66cfe9138b2f9ef62897486417a8fcb0a92bfe \
+    --hash=sha256:6fc2fe4647927070df3d93f561d7e588a38865ea0040027662e3e541d592811e \
+    --hash=sha256:71c6b009d431b3839d7c14c3af86788b3cfac41e969e3e1c22f8a6ea13139404 \
+    --hash=sha256:7413070a3e927e4207d00bd65f42d1b780fb0d32d7b1d951f6dc6ade318e1b5a \
+    --hash=sha256:76bc6356d07c1d9f4b782813094d0caf1703b729d876ab6a676f3aaa9a47e37c \
+    --hash=sha256:7f6cbd8e6e446fb7e4ed5bac4661a29e43f38aeecbf60c4b900b825a353276a1 \
+    --hash=sha256:8055ec598605b0077e29652ccfe9372247474375e0e3f5775c91d9434e12d6b1 \
+    --hash=sha256:809d653c155e2cc4fd39ad69c08fdff7f4016c355ae4b88905219d3579e31eb7 \
+    --hash=sha256:82425dd5c7bd3adfe4e94c78e27e2fa02971750c2b7ffba648b0f5d5cc016a73 \
+    --hash=sha256:87f1097acb569dde17f246faa268759a71a2cb8c96dd392cd25c668b104cad2f \
+    --hash=sha256:920fa5a0c5175ab14b9c78f6f820b75804fb4984423ee4c4f1e6d748f8b22bc1 \
+    --hash=sha256:92255879280ef9c3c0bcb327c5a1b8ed694c290d61a6a532458264f887f052cb \
+    --hash=sha256:946c3a1ef25338e78107fba746f299f926db408d34553b4754e90a7de1d44068 \
+    --hash=sha256:95cae920959d772f30ab36d3b25f83bb0f3be671e986c72ce22f8fa700dae061 \
+    --hash=sha256:9cf1596680ac1f01839dba32d496136bdd5d8ffb858c280fa82bbfeb173bdd40 \
+    --hash=sha256:9fe41b6f72f52d3da4db524c8653e46243c8c92df826ab5ffaece2dba9cccd58 \
+    --hash=sha256:b17f0f14a9c0ba55ff6279a922d1932e24b13fc218a3e968ecdbf791b3682b25 \
+    --hash=sha256:b3d336ed75d17c7b1af233a6561cf421dee41d9204aa3cfcc6c9c65cd5bb69a8 \
+    --hash=sha256:b66bcc5670e8a6b78f0313bcb74774c8291f6f8aeef10fe70e910b8040f3ab75 \
+    --hash=sha256:b725da33e6e58e4a5d27958568484aa766e825e93aa20c26c91168be58e08cbb \
+    --hash=sha256:b72758f3ffc36ca566ba98a8e7f4f373b6c17c646ff8ad9b21ad10c29186f00d \
+    --hash=sha256:bcef128f970bb63ecf9a65f7beafd9b55e3aaf0efc271a4154050fc15cdb386e \
+    --hash=sha256:c8e8fe01e435005d4421f183038fc70ca85d2c1e490f51fb972db92af6e047c2 \
+    --hash=sha256:d61f7ce4727a9fa7680cd6f3986b0e2c732639f46a5e0156e550e35258aa313a \
+    --hash=sha256:d6768a327ea1ba44c9114dba5fdda4a214bdb70129065cd0807eb5f010bfcbb5 \
+    --hash=sha256:e18668f1bd39e69b7fed19fa7cd1cd110a121ec25439328b5c89934e6d30d357 \
+    --hash=sha256:e88b97ef13910e5f87bcbc4dd7979a7de9ba8702b54d3204ac587e83639c0c2b \
+    --hash=sha256:ea0b183a5fe6b2b45f3b854b0d19c4e932d6f5934ae1f723b07cf9560edd4ec7 \
+    --hash=sha256:ede0bde16cc6e9b96633df1631fbcd66491d1063667f260a4f2386a098393790 \
+    --hash=sha256:f541587f5c558abd93cb0de491ce99a9ef8d1ae29dd6ab4dbb5a13281ae04cbd \
+    --hash=sha256:fbbeb3c9b2edb5fd044b2a070f127a0ac456ffd079cb82746fc84af01ef021a4 \
+    --hash=sha256:fdfa97090e2d6f73dced247a2f2d8004ac6449df6568f30e7fa1a045767c69a6 \
+    --hash=sha256:ff0f9913d82e1d1fadbd976424c316fbc4d9c525c81d047bbdd16bd27dd98cfc
 packaging==23.2 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5 \
     --hash=sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7
@@ -1323,13 +1332,6 @@ platformdirs==4.1.0 ; python_version >= "3.11" and python_version < "3.12" \
 pluggy==1.3.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:cf61ae8f126ac6f7c451172cf30e3e43d3ca77615509771b3a984a0730651e12 \
     --hash=sha256:d89c696a773f8bd377d18e5ecda92b7a3793cbe66c87060a6fb58c7b6e1061f7
-plyvel==1.5.0 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:48df7416267977641e9ff82a2bce022e6f5e91889eae95322685fccf6ec9a3d7 \
-    --hash=sha256:92d949ec657f58e966ee5cc58ea51c436b61e43b86247656f1b6d4a987782a35 \
-    --hash=sha256:c480b57848e31c2e47029d3fb0f57ad4fc6a9204867e51bbdcf81a62df75de4b \
-    --hash=sha256:cb217f52215ac715091396bcbaf645d4ef8eb4b5dd9f96ef01abc0aaed45e2ca \
-    --hash=sha256:cd918e0b31690abcd3d202a8742caf951ab2fe1573de7af71c38456847f9202b \
-    --hash=sha256:f3b5ddaaa7b019db805a74cba52c39d88dd6447add1cb2620b0195115e4aa68b
 portalocker==2.8.2 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:2b035aa7828e46c58e9b31390ee1f169b98e1066ab10b9a6a861fe7e25ee4f33 \
     --hash=sha256:cfb86acc09b9aa7c3b43594e19be1345b9d16af3feb08bf92f23d4dce513a28e
@@ -1378,92 +1380,92 @@ pycountry==23.12.11 ; python_version >= "3.11" and python_version < "3.12" \
 pycparser==2.21 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9 \
     --hash=sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206
-pydantic-core==2.16.1 ; python_version >= "3.11" and python_version < "3.12" \
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-    --hash=sha256:07982b82d121ed3fc1c51faf6e8f57ff09b1325d2efccaa257dd8c0dd937acca \
-    --hash=sha256:0f478ec204772a5c8218e30eb813ca43e34005dff2eafa03931b3d8caef87d51 \
-    --hash=sha256:102569d371fadc40d8f8598a59379c37ec60164315884467052830b28cc4e9da \
-    --hash=sha256:10dca874e35bb60ce4f9f6665bfbfad050dd7573596608aeb9e098621ac331dc \
-    --hash=sha256:150ba5c86f502c040b822777e2e519b5625b47813bd05f9273a8ed169c97d9ae \
-    --hash=sha256:1661c668c1bb67b7cec96914329d9ab66755911d093bb9063c4c8914188af6d4 \
-    --hash=sha256:1a2fe7b00a49b51047334d84aafd7e39f80b7675cad0083678c58983662da89b \
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-    --hash=sha256:20f724a023042588d0f4396bbbcf4cffd0ddd0ad3ed4f0d8e6d4ac4264bae81e \
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-    --hash=sha256:fbec2af0ebafa57eb82c18c304b37c86a8abddf7022955d1742b3d5471a6339e
+pydantic-core==2.16.3 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:00ee1c97b5364b84cb0bd82e9bbf645d5e2871fb8c58059d158412fee2d33d8a \
+    --hash=sha256:0d32576b1de5a30d9a97f300cc6a3f4694c428d956adbc7e6e2f9cad279e45ed \
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+    --hash=sha256:bda1ee3e08252b8d41fa5537413ffdddd58fa73107171a126d3b9ff001b9b820 \
+    --hash=sha256:be0ec334369316fa73448cc8c982c01e5d2a81c95969d58b8f6e272884df0074 \
+    --hash=sha256:c6119dc90483a5cb50a1306adb8d52c66e447da88ea44f323e0ae1a5fcb14256 \
+    --hash=sha256:c9803edf8e29bd825f43481f19c37f50d2b01899448273b3a7758441b512acf8 \
+    --hash=sha256:c9bd22a2a639e26171068f8ebb5400ce2c1bc7d17959f60a3b753ae13c632975 \
+    --hash=sha256:cbcc558401de90a746d02ef330c528f2e668c83350f045833543cd57ecead1ad \
+    --hash=sha256:cf6204fe865da605285c34cf1172879d0314ff267b1c35ff59de7154f35fdc2e \
+    --hash=sha256:d33dd21f572545649f90c38c227cc8631268ba25c460b5569abebdd0ec5974ca \
+    --hash=sha256:d89ca19cdd0dd5f31606a9329e309d4fcbb3df860960acec32630297d61820df \
+    --hash=sha256:d8f99b147ff3fcf6b3cc60cb0c39ea443884d5559a30b1481e92495f2310ff2b \
+    --hash=sha256:d937653a696465677ed583124b94a4b2d79f5e30b2c46115a68e482c6a591c8a \
+    --hash=sha256:dcca5d2bf65c6fb591fff92da03f94cd4f315972f97c21975398bd4bd046854a \
+    --hash=sha256:ded1c35f15c9dea16ead9bffcde9bb5c7c031bff076355dc58dcb1cb436c4721 \
+    --hash=sha256:e3e70c94a0c3841e6aa831edab1619ad5c511199be94d0c11ba75fe06efe107a \
+    --hash=sha256:e56f8186d6210ac7ece503193ec84104da7ceb98f68ce18c07282fcc2452e76f \
+    --hash=sha256:e7774b570e61cb998490c5235740d475413a1f6de823169b4cf94e2fe9e9f6b2 \
+    --hash=sha256:e7c6ed0dc9d8e65f24f5824291550139fe6f37fac03788d4580da0d33bc00c97 \
+    --hash=sha256:ec08be75bb268473677edb83ba71e7e74b43c008e4a7b1907c6d57e940bf34b6 \
+    --hash=sha256:ecdf6bf5f578615f2e985a5e1f6572e23aa632c4bd1dc67f8f406d445ac115ed \
+    --hash=sha256:ed25e1835c00a332cb10c683cd39da96a719ab1dfc08427d476bce41b92531fc \
+    --hash=sha256:f4cb85f693044e0f71f394ff76c98ddc1bc0953e48c061725e540396d5c8a2e1 \
+    --hash=sha256:f53aace168a2a10582e570b7736cc5bef12cae9cf21775e3eafac597e8551fbe \
+    --hash=sha256:f651dd19363c632f4abe3480a7c87a9773be27cfe1341aef06e8759599454120 \
+    --hash=sha256:fc4ad7f7ee1a13d9cb49d8198cd7d7e3aa93e425f371a68235f784e99741561f \
+    --hash=sha256:fee427241c2d9fb7192b658190f9f5fd6dfe41e02f3c1489d2ec1e6a5ab1e04a
 pydantic-settings==2.1.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:26b1492e0a24755626ac5e6d715e9077ab7ad4fb5f19a8b7ed7011d52f36141c \
     --hash=sha256:7621c0cb5d90d1140d2f0ef557bdf03573aac7035948109adf2574770b77605a
-pydantic==2.6.0 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:1440966574e1b5b99cf75a13bec7b20e3512e8a61b894ae252f56275e2c465ae \
-    --hash=sha256:ae887bd94eb404b09d86e4d12f93893bdca79d766e738528c6fa1c849f3c6bcf
+pydantic==2.6.2 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:37a5432e54b12fecaa1049c5195f3d860a10e01bdfd24f1840ef14bd0d3aeab3 \
+    --hash=sha256:a09be1c3d28f3abe37f8a78af58284b236a92ce520105ddc91a6d29ea1176ba7
 pyflakes==3.1.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:4132f6d49cb4dae6819e5379898f2b8cce3c5f23994194c24b77d5da2e36f774 \
     --hash=sha256:a0aae034c444db0071aa077972ba4768d40c830d9539fd45bf4cd3f8f6992efc
@@ -1670,6 +1672,8 @@ responses==0.24.1 ; python_version >= "3.11" and python_version < "3.12" \
 rich==13.7.0 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:5cb5123b5cf9ee70584244246816e9114227e0b98ad9176eede6ad54bf5403fa \
     --hash=sha256:6da14c108c4866ee9520bbffa71f6fe3962e193b7da68720583850cd4548e235
+rigour==0.5.1 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:bfa11fb0b4c6422ad6e61092d45f5465cdebefd384c97af6b278b6b69201257a
 rsa==4.9 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7 \
     --hash=sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21
@@ -1679,59 +1683,59 @@ s3fs==2023.12.2 ; python_version >= "3.11" and python_version < "3.12" \
 s3transfer==0.8.2 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:368ac6876a9e9ed91f6bc86581e319be08188dc60d50e0d56308ed5765446283 \
     --hash=sha256:c9e56cbe88b28d8e197cf841f1f0c130f246595e77ae5b5a05b69fe7cb83de76
-scikit-learn==1.3.1 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:0c275a06c5190c5ce00af0acbb61c06374087949f643ef32d355ece12c4db043 \
-    --hash=sha256:0ce9233cdf0cdcf0858a5849d306490bf6de71fa7603a3835124e386e62f2311 \
-    --hash=sha256:0e1aa8f206d0de814b81b41d60c1ce31f7f2c7354597af38fae46d9c47c45122 \
-    --hash=sha256:14e8775eba072ab10866a7e0596bc9906873e22c4c370a651223372eb62de180 \
-    --hash=sha256:1a231cced3ee3fa04756b4a7ab532dc9417acd581a330adff5f2c01ac2831fcf \
-    --hash=sha256:1ec668ce003a5b3d12d020d2cde0abd64b262ac5f098b5c84cf9657deb9996a8 \
-    --hash=sha256:3153612ff8d36fa4e35ef8b897167119213698ea78f3fd130b4068e6f8d2da5a \
-    --hash=sha256:4d379f2b34096105a96bd857b88601dffe7389bd55750f6f29aaa37bc6272eb5 \
-    --hash=sha256:52b77cc08bd555969ec5150788ed50276f5ef83abb72e6f469c5b91a0009bbca \
-    --hash=sha256:58b0c2490eff8355dc26e884487bf8edaccf2ba48d09b194fb2f3a026dd64f9d \
-    --hash=sha256:66f7bb1fec37d65f4ef85953e1df5d3c98a0f0141d394dcdaead5a6de9170347 \
-    --hash=sha256:6bb9490fdb8e7e00f1354621689187bef3cab289c9b869688f805bf724434755 \
-    --hash=sha256:7d8dee8c1f40eeba49a85fe378bdf70a07bb64aba1a08fda1e0f48d27edfc3e6 \
-    --hash=sha256:8454d57a22d856f1fbf3091bd86f9ebd4bff89088819886dc0c72f47a6c30652 \
-    --hash=sha256:845f81c7ceb4ea6bac64ab1c9f2ce8bef0a84d0f21f3bece2126adcc213dfecd \
-    --hash=sha256:8d993fb70a1d78c9798b8f2f28705bfbfcd546b661f9e2e67aa85f81052b9c53 \
-    --hash=sha256:9147a3a4df4d401e618713880be023e36109c85d8569b3bf5377e6cd3fecdeac \
-    --hash=sha256:a15d964d9eb181c79c190d3dbc2fff7338786bf017e9039571418a1d53dab236 \
-    --hash=sha256:a683394bc3f80b7c312c27f9b14ebea7766b1f0a34faf1a2e9158d80e860ec26 \
-    --hash=sha256:a7135a03af71138669f19bc96e7d0cc8081aed4b3565cc3b131135d65fc642ba \
-    --hash=sha256:c413c2c850241998168bbb3bd1bb59ff03b1195a53864f0b80ab092071af6028 \
-    --hash=sha256:c6448c37741145b241eeac617028ba6ec2119e1339b1385c9720dae31367f2be \
-    --hash=sha256:ccbbedae99325628c1d1cbe3916b7ef58a1ce949672d8d39c8b190e10219fd32 \
-    --hash=sha256:d2cd3634695ad192bf71645702b3df498bd1e246fc2d529effdb45a06ab028b4 \
-    --hash=sha256:ef540e09873e31569bc8b02c8a9f745ee04d8e1263255a15c9969f6f5caa627f \
-    --hash=sha256:f66eddfda9d45dd6cadcd706b65669ce1df84b8549875691b1f403730bdef217
-scipy==1.11.4 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:00150c5eae7b610c32589dda259eacc7c4f1665aedf25d921907f4d08a951b1c \
-    --hash=sha256:028eccd22e654b3ea01ee63705681ee79933652b2d8f873e7949898dda6d11b6 \
-    --hash=sha256:1b7c3dca977f30a739e0409fb001056484661cb2541a01aba0bb0029f7b68db8 \
-    --hash=sha256:2c6ff6ef9cc27f9b3db93a6f8b38f97387e6e0591600369a297a50a8e96e835d \
-    --hash=sha256:36750b7733d960d7994888f0d148d31ea3017ac15eef664194b4ef68d36a4a97 \
-    --hash=sha256:530f9ad26440e85766509dbf78edcfe13ffd0ab7fec2560ee5c36ff74d6269ff \
-    --hash=sha256:5e347b14fe01003d3b78e196e84bd3f48ffe4c8a7b8a1afbcb8f5505cb710993 \
-    --hash=sha256:6550466fbeec7453d7465e74d4f4b19f905642c89a7525571ee91dd7adabb5a3 \
-    --hash=sha256:6df1468153a31cf55ed5ed39647279beb9cfb5d3f84369453b49e4b8502394fd \
-    --hash=sha256:6e619aba2df228a9b34718efb023966da781e89dd3d21637b27f2e54db0410d7 \
-    --hash=sha256:8fce70f39076a5aa62e92e69a7f62349f9574d8405c0a5de6ed3ef72de07f446 \
-    --hash=sha256:90a2b78e7f5733b9de748f589f09225013685f9b218275257f8a8168ededaeaa \
-    --hash=sha256:91af76a68eeae0064887a48e25c4e616fa519fa0d38602eda7e0f97d65d57937 \
-    --hash=sha256:933baf588daa8dc9a92c20a0be32f56d43faf3d1a60ab11b3f08c356430f6e56 \
-    --hash=sha256:acf8ed278cc03f5aff035e69cb511741e0418681d25fbbb86ca65429c4f4d9cd \
-    --hash=sha256:ad669df80528aeca5f557712102538f4f37e503f0c5b9541655016dd0932ca79 \
-    --hash=sha256:b030c6674b9230d37c5c60ab456e2cf12f6784596d15ce8da9365e70896effc4 \
-    --hash=sha256:b9999c008ccf00e8fbcce1236f85ade5c569d13144f77a1946bef8863e8f6eb4 \
-    --hash=sha256:bc9a714581f561af0848e6b69947fda0614915f072dfd14142ed1bfe1b806710 \
-    --hash=sha256:ce7fff2e23ab2cc81ff452a9444c215c28e6305f396b2ba88343a567feec9660 \
-    --hash=sha256:cf00bd2b1b0211888d4dc75656c0412213a8b25e80d73898083f402b50f47e41 \
-    --hash=sha256:d10e45a6c50211fe256da61a11c34927c68f277e03138777bdebedd933712fea \
-    --hash=sha256:ee410e6de8f88fd5cf6eadd73c135020bfbbbdfcd0f6162c36a7638a1ea8cc65 \
-    --hash=sha256:f313b39a7e94f296025e3cffc2c567618174c0b1dde173960cf23808f9fae4be \
-    --hash=sha256:f3cd9e7b3c2c1ec26364856f9fbe78695fe631150f94cd1c22228456404cf1ec
+scikit-learn==1.3.2 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:0402638c9a7c219ee52c94cbebc8fcb5eb9fe9c773717965c1f4185588ad3107 \
+    --hash=sha256:0ee107923a623b9f517754ea2f69ea3b62fc898a3641766cb7deb2f2ce450161 \
+    --hash=sha256:1215e5e58e9880b554b01187b8c9390bf4dc4692eedeaf542d3273f4785e342c \
+    --hash=sha256:15e1e94cc23d04d39da797ee34236ce2375ddea158b10bee3c343647d615581d \
+    --hash=sha256:18424efee518a1cde7b0b53a422cde2f6625197de6af36da0b57ec502f126157 \
+    --hash=sha256:1d08ada33e955c54355d909b9c06a4789a729977f165b8bae6f225ff0a60ec4a \
+    --hash=sha256:3271552a5eb16f208a6f7f617b8cc6d1f137b52c8a1ef8edf547db0259b2c9fb \
+    --hash=sha256:35a22e8015048c628ad099da9df5ab3004cdbf81edc75b396fd0cff8699ac58c \
+    --hash=sha256:535805c2a01ccb40ca4ab7d081d771aea67e535153e35a1fd99418fcedd1648a \
+    --hash=sha256:5b2de18d86f630d68fe1f87af690d451388bb186480afc719e5f770590c2ef6c \
+    --hash=sha256:61a6efd384258789aa89415a410dcdb39a50e19d3d8410bd29be365bcdd512d5 \
+    --hash=sha256:64381066f8aa63c2710e6b56edc9f0894cc7bf59bd71b8ce5613a4559b6145e0 \
+    --hash=sha256:67f37d708f042a9b8d59551cf94d30431e01374e00dc2645fa186059c6c5d78b \
+    --hash=sha256:6c43290337f7a4b969d207e620658372ba3c1ffb611f8bc2b6f031dc5c6d1d03 \
+    --hash=sha256:6fb6bc98f234fda43163ddbe36df8bcde1d13ee176c6dc9b92bb7d3fc842eb66 \
+    --hash=sha256:763f0ae4b79b0ff9cca0bf3716bcc9915bdacff3cebea15ec79652d1cc4fa5c9 \
+    --hash=sha256:785a2213086b7b1abf037aeadbbd6d67159feb3e30263434139c98425e3dcfcf \
+    --hash=sha256:8db94cd8a2e038b37a80a04df8783e09caac77cbe052146432e67800e430c028 \
+    --hash=sha256:a19f90f95ba93c1a7f7924906d0576a84da7f3b2282ac3bfb7a08a32801add93 \
+    --hash=sha256:a2f54c76accc15a34bfb9066e6c7a56c1e7235dda5762b990792330b52ccfb05 \
+    --hash=sha256:b8692e395a03a60cd927125eef3a8e3424d86dde9b2370d544f0ea35f78a8073 \
+    --hash=sha256:cb06f8dce3f5ddc5dee1715a9b9f19f20d295bed8e3cd4fa51e1d050347de525 \
+    --hash=sha256:dc9002fc200bed597d5d34e90c752b74df516d592db162f756cc52836b38fe0e \
+    --hash=sha256:e326c0eb5cf4d6ba40f93776a20e9a7a69524c4db0757e7ce24ba222471ee8a1 \
+    --hash=sha256:ed932ea780517b00dae7431e031faae6b49b20eb6950918eb83bd043237950e0 \
+    --hash=sha256:fc4144a5004a676d5022b798d9e573b05139e77f271253a4703eed295bde0433
+scipy==1.12.0 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:196ebad3a4882081f62a5bf4aeb7326aa34b110e533aab23e4374fcccb0890dc \
+    --hash=sha256:408c68423f9de16cb9e602528be4ce0d6312b05001f3de61fe9ec8b1263cad08 \
+    --hash=sha256:4bf5abab8a36d20193c698b0f1fc282c1d083c94723902c447e5d2f1780936a3 \
+    --hash=sha256:4c1020cad92772bf44b8e4cdabc1df5d87376cb219742549ef69fc9fd86282dd \
+    --hash=sha256:5adfad5dbf0163397beb4aca679187d24aec085343755fcdbdeb32b3679f254c \
+    --hash=sha256:5e32847e08da8d895ce09d108a494d9eb78974cf6de23063f93306a3e419960c \
+    --hash=sha256:6546dc2c11a9df6926afcbdd8a3edec28566e4e785b915e849348c6dd9f3f490 \
+    --hash=sha256:730badef9b827b368f351eacae2e82da414e13cf8bd5051b4bdfd720271a5371 \
+    --hash=sha256:75ea2a144096b5e39402e2ff53a36fecfd3b960d786b7efd3c180e29c39e53f2 \
+    --hash=sha256:78e4402e140879387187f7f25d91cc592b3501a2e51dfb320f48dfb73565f10b \
+    --hash=sha256:8b8066bce124ee5531d12a74b617d9ac0ea59245246410e19bca549656d9a40a \
+    --hash=sha256:8bee4993817e204d761dba10dbab0774ba5a8612e57e81319ea04d84945375ba \
+    --hash=sha256:913d6e7956c3a671de3b05ccb66b11bc293f56bfdef040583a7221d9e22a2e35 \
+    --hash=sha256:95e5c750d55cf518c398a8240571b0e0782c2d5a703250872f36eaf737751338 \
+    --hash=sha256:9c39f92041f490422924dfdb782527a4abddf4707616e07b021de33467f917bc \
+    --hash=sha256:a24024d45ce9a675c1fb8494e8e5244efea1c7a09c60beb1eeb80373d0fecc70 \
+    --hash=sha256:a7ebda398f86e56178c2fa94cad15bf457a218a54a35c2a7b4490b9f9cb2676c \
+    --hash=sha256:b360f1b6b2f742781299514e99ff560d1fe9bd1bff2712894b52abe528d1fd1e \
+    --hash=sha256:bba1b0c7256ad75401c73e4b3cf09d1f176e9bd4248f0d3112170fb2ec4db067 \
+    --hash=sha256:c3003652496f6e7c387b1cf63f4bb720951cfa18907e998ea551e6de51a04467 \
+    --hash=sha256:e53958531a7c695ff66c2e7bb7b79560ffdc562e2051644c5576c39ff8efb563 \
+    --hash=sha256:e646d8571804a304e1da01040d21577685ce8e2db08ac58e543eaca063453e1c \
+    --hash=sha256:e7e76cc48638228212c747ada851ef355c2bb5e7f939e10952bc504c11f4e372 \
+    --hash=sha256:f5f00ebaf8de24d14b8449981a2842d404152774c1a1d880c901bf454cb8e2a1 \
+    --hash=sha256:f7ce148dffcd64ade37b2df9315541f9adad6efcaa86866ee7dd5db0c8f041c3
 setuptools==69.0.3 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:385eb4edd9c9d5c17540511303e39a147ce2fc04bc55289c322b9e5904fe2c05 \
     --hash=sha256:be1af57fc409f93647f2e8e4573a142ed38724b8cdd389706a867bb4efcf1e78
@@ -1750,56 +1754,56 @@ sortedcontainers==2.4.0 ; python_version >= "3.11" and python_version < "3.12" \
 sqlalchemy2-stubs==0.0.2a38 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:861d722abeb12f13eacd775a9f09379b11a5a9076f469ccd4099961b95800f9e \
     --hash=sha256:b62aa46943807287550e2033dafe07564b33b6a815fbaa3c144e396f9cc53bcb
-sqlalchemy==2.0.25 ; python_version >= "3.11" and python_version < "3.12" \
-    --hash=sha256:0d3cab3076af2e4aa5693f89622bef7fa770c6fec967143e4da7508b3dceb9b9 \
-    --hash=sha256:0dacf67aee53b16f365c589ce72e766efaabd2b145f9de7c917777b575e3659d \
-    --hash=sha256:10331f129982a19df4284ceac6fe87353ca3ca6b4ca77ff7d697209ae0a5915e \
-    --hash=sha256:14a6f68e8fc96e5e8f5647ef6cda6250c780612a573d99e4d881581432ef1669 \
-    --hash=sha256:1b1180cda6df7af84fe72e4530f192231b1f29a7496951db4ff38dac1687202d \
-    --hash=sha256:29049e2c299b5ace92cbed0c1610a7a236f3baf4c6b66eb9547c01179f638ec5 \
-    --hash=sha256:342d365988ba88ada8af320d43df4e0b13a694dbd75951f537b2d5e4cb5cd002 \
-    --hash=sha256:420362338681eec03f53467804541a854617faed7272fe71a1bfdb07336a381e \
-    --hash=sha256:4344d059265cc8b1b1be351bfb88749294b87a8b2bbe21dfbe066c4199541ebd \
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-    --hash=sha256:f5693145220517b5f42393e07a6898acdfe820e136c98663b971906120549da5
+sqlalchemy==2.0.27 ; python_version >= "3.11" and python_version < "3.12" \
+    --hash=sha256:03f448ffb731b48323bda68bcc93152f751436ad6037f18a42b7e16af9e91c07 \
+    --hash=sha256:0de1263aac858f288a80b2071990f02082c51d88335a1db0d589237a3435fe71 \
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+    --hash=sha256:15e19a84b84528f52a68143439d0c7a3a69befcd4f50b8ef9b7b69d2628ae7c4 \
+    --hash=sha256:1ab4e0448018d01b142c916cc7119ca573803a4745cfe341b8f95657812700ac \
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+    --hash=sha256:d177b7e82f6dd5e1aebd24d9c3297c70ce09cd1d5d37b43e53f39514379c029c \
+    --hash=sha256:d7b5a3e2120982b8b6bd1d5d99e3025339f7fb8b8267551c679afb39e9c7c7f1 \
+    --hash=sha256:d873c21b356bfaf1589b89090a4011e6532582b3a8ea568a00e0c3aab09399dd \
+    --hash=sha256:d997c5938a08b5e172c30583ba6b8aad657ed9901fc24caf3a7152eeccb2f1b4 \
+    --hash=sha256:dbcd77c4d94b23e0753c5ed8deba8c69f331d4fd83f68bfc9db58bc8983f49cd \
+    --hash=sha256:e36aa62b765cf9f43a003233a8c2d7ffdeb55bc62eaa0a0380475b228663a38f \
+    --hash=sha256:e97cf143d74a7a5a0f143aa34039b4fecf11343eed66538610debc438685db4a \
+    --hash=sha256:eb15ef40b833f5b2f19eeae65d65e191f039e71790dd565c2af2a3783f72262f \
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+    --hash=sha256:f9374e270e2553653d710ece397df67db9d19c60d2647bcd35bfc616f1622dcd \
+    --hash=sha256:fa67d821c1fd268a5a87922ef4940442513b4e6c377553506b9db3b83beebbd8 \
+    --hash=sha256:fd8aafda7cdff03b905d4426b714601c0978725a19efc39f5f207b86d188ba01 \
+    --hash=sha256:ff2f1b7c963961d41403b650842dc2039175b906ab2093635d8319bef0b7d620
 stack-data==0.6.3 ; python_version >= "3.11" and python_version < "3.12" \
     --hash=sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9 \
     --hash=sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695