diff --git a/.gitignore b/.gitignore
index dc1b326..215cd98 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,6 +1,9 @@
 
 ## General pieces to ignore during git pushing, so you can use git add . without adding everything.
 
+*__pycache__
+*sbi-logs
+
 # Distribution / packaging
 .Python
 build/
diff --git a/.gitmodules b/.gitmodules
index 6790723..e69de29 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,3 +0,0 @@
-[submodule ".showyourwork"]
-	path = .showyourwork
-	url = https://github.com/showyourwork/showyourwork
diff --git a/.showyourwork b/.showyourwork
deleted file mode 160000
index bee25e5..0000000
--- a/.showyourwork
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit bee25e5e096fc9edaf9da7a447afdba464d5f198
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index bdd8ef1..0000000
--- a/environment.yml
+++ /dev/null
@@ -1,10 +0,0 @@
-## THIS IS FOR SHOW YOUR WORK - DO NOT USE IT FOR YOUR PROJECT PLEASE
-channels:
-  - defaults
-  - conda-forge
-dependencies:
-  - numpy=1.19.2
-  - pip=21.0.1
-  - python=3.9
-  - pip:
-      - matplotlib==3.4.3
diff --git a/plots/generative/mackelab_pairplot.pdf b/plots/generative/mackelab_pairplot.pdf
new file mode 100644
index 0000000..351cae9
Binary files /dev/null and b/plots/generative/mackelab_pairplot.pdf differ
diff --git a/plots/static/getdist_cornerplot.pdf b/plots/static/getdist_cornerplot.pdf
new file mode 100644
index 0000000..d03e794
Binary files /dev/null and b/plots/static/getdist_cornerplot.pdf differ
diff --git a/plots/static/mackelab_pairplot.pdf b/plots/static/mackelab_pairplot.pdf
new file mode 100644
index 0000000..d6bcb45
Binary files /dev/null and b/plots/static/mackelab_pairplot.pdf differ
diff --git a/poetry.lock b/poetry.lock
index 0604d57..be36f89 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -11,110 +11,6 @@ files = [
     {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
 ]
 
-[[package]]
-name = "anyio"
-version = "4.2.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
-    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
-]
-
-[package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
-idna = ">=2.8"
-sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
-
-[package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.23)"]
-
-[[package]]
-name = "appnope"
-version = "0.1.3"
-description = "Disable App Nap on macOS >= 10.9"
-optional = false
-python-versions = "*"
-files = [
-    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
-    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
-]
-
-[[package]]
-name = "argon2-cffi"
-version = "23.1.0"
-description = "Argon2 for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
-    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
-]
-
-[package.dependencies]
-argon2-cffi-bindings = "*"
-
-[package.extras]
-dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
-tests = ["hypothesis", "pytest"]
-typing = ["mypy"]
-
-[[package]]
-name = "argon2-cffi-bindings"
-version = "21.2.0"
-description = "Low-level CFFI bindings for Argon2"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
-    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
-    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
-    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
-    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
-]
-
-[package.dependencies]
-cffi = ">=1.0.1"
-
-[package.extras]
-dev = ["cogapp", "pre-commit", "pytest", "wheel"]
-tests = ["pytest"]
-
-[[package]]
-name = "arrow"
-version = "1.2.3"
-description = "Better dates & times for Python"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "arrow-1.2.3-py3-none-any.whl", hash = "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"},
-    {file = "arrow-1.2.3.tar.gz", hash = "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1"},
-]
-
-[package.dependencies]
-python-dateutil = ">=2.7.0"
-
 [[package]]
 name = "arviz"
 version = "0.17.0"
@@ -141,120 +37,35 @@ xarray-einstats = ">=0.3"
 [package.extras]
 all = ["bokeh (>=1.4.0,<3.0)", "contourpy", "dask[distributed]", "netcdf4", "numba", "ujson", "xarray-datatree", "zarr (>=2.5.0)"]
 
-[[package]]
-name = "asttokens"
-version = "2.4.1"
-description = "Annotate AST trees with source code positions"
-optional = false
-python-versions = "*"
-files = [
-    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
-    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
-]
-
-[package.dependencies]
-six = ">=1.12.0"
-
-[package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
-
-[[package]]
-name = "async-lru"
-version = "2.0.4"
-description = "Simple LRU cache for asyncio"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
-    {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
-]
-
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-
-[[package]]
-name = "attrs"
-version = "23.1.0"
-description = "Classes Without Boilerplate"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
-]
-
-[package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-
-[[package]]
-name = "babel"
-version = "2.14.0"
-description = "Internationalization utilities"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
-    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
-]
-
-[package.extras]
-dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
-
-[[package]]
-name = "beautifulsoup4"
-version = "4.12.3"
-description = "Screen-scraping library"
-optional = false
-python-versions = ">=3.6.0"
-files = [
-    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
-    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
-]
-
-[package.dependencies]
-soupsieve = ">1.2"
-
-[package.extras]
-cchardet = ["cchardet"]
-chardet = ["chardet"]
-charset-normalizer = ["charset-normalizer"]
-html5lib = ["html5lib"]
-lxml = ["lxml"]
-
 [[package]]
 name = "black"
-version = "24.1.1"
+version = "24.3.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "black-24.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2588021038bd5ada078de606f2a804cadd0a3cc6a79cb3e9bb3a8bf581325a4c"},
-    {file = "black-24.1.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1a95915c98d6e32ca43809d46d932e2abc5f1f7d582ffbe65a5b4d1588af7445"},
-    {file = "black-24.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2fa6a0e965779c8f2afb286f9ef798df770ba2b6cee063c650b96adec22c056a"},
-    {file = "black-24.1.1-cp310-cp310-win_amd64.whl", hash = "sha256:5242ecd9e990aeb995b6d03dc3b2d112d4a78f2083e5a8e86d566340ae80fec4"},
-    {file = "black-24.1.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:fc1ec9aa6f4d98d022101e015261c056ddebe3da6a8ccfc2c792cbe0349d48b7"},
-    {file = "black-24.1.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0269dfdea12442022e88043d2910429bed717b2d04523867a85dacce535916b8"},
-    {file = "black-24.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3d64db762eae4a5ce04b6e3dd745dcca0fb9560eb931a5be97472e38652a161"},
-    {file = "black-24.1.1-cp311-cp311-win_amd64.whl", hash = "sha256:5d7b06ea8816cbd4becfe5f70accae953c53c0e53aa98730ceccb0395520ee5d"},
-    {file = "black-24.1.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:e2c8dfa14677f90d976f68e0c923947ae68fa3961d61ee30976c388adc0b02c8"},
-    {file = "black-24.1.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a21725862d0e855ae05da1dd25e3825ed712eaaccef6b03017fe0853a01aa45e"},
-    {file = "black-24.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:07204d078e25327aad9ed2c64790d681238686bce254c910de640c7cc4fc3aa6"},
-    {file = "black-24.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:a83fe522d9698d8f9a101b860b1ee154c1d25f8a82ceb807d319f085b2627c5b"},
-    {file = "black-24.1.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:08b34e85170d368c37ca7bf81cf67ac863c9d1963b2c1780c39102187ec8dd62"},
-    {file = "black-24.1.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7258c27115c1e3b5de9ac6c4f9957e3ee2c02c0b39222a24dc7aa03ba0e986f5"},
-    {file = "black-24.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:40657e1b78212d582a0edecafef133cf1dd02e6677f539b669db4746150d38f6"},
-    {file = "black-24.1.1-cp38-cp38-win_amd64.whl", hash = "sha256:e298d588744efda02379521a19639ebcd314fba7a49be22136204d7ed1782717"},
-    {file = "black-24.1.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:34afe9da5056aa123b8bfda1664bfe6fb4e9c6f311d8e4a6eb089da9a9173bf9"},
-    {file = "black-24.1.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:854c06fb86fd854140f37fb24dbf10621f5dab9e3b0c29a690ba595e3d543024"},
-    {file = "black-24.1.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3897ae5a21ca132efa219c029cce5e6bfc9c3d34ed7e892113d199c0b1b444a2"},
-    {file = "black-24.1.1-cp39-cp39-win_amd64.whl", hash = "sha256:ecba2a15dfb2d97105be74bbfe5128bc5e9fa8477d8c46766505c1dda5883aac"},
-    {file = "black-24.1.1-py3-none-any.whl", hash = "sha256:5cdc2e2195212208fbcae579b931407c1fa9997584f0a415421748aeafff1168"},
-    {file = "black-24.1.1.tar.gz", hash = "sha256:48b5760dcbfe5cf97fd4fba23946681f3a81514c6ab8a45b50da67ac8fbc6c7b"},
+    {file = "black-24.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7d5e026f8da0322b5662fa7a8e752b3fa2dac1c1cbc213c3d7ff9bdd0ab12395"},
+    {file = "black-24.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9f50ea1132e2189d8dff0115ab75b65590a3e97de1e143795adb4ce317934995"},
+    {file = "black-24.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e2af80566f43c85f5797365077fb64a393861a3730bd110971ab7a0c94e873e7"},
+    {file = "black-24.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:4be5bb28e090456adfc1255e03967fb67ca846a03be7aadf6249096100ee32d0"},
+    {file = "black-24.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4f1373a7808a8f135b774039f61d59e4be7eb56b2513d3d2f02a8b9365b8a8a9"},
+    {file = "black-24.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:aadf7a02d947936ee418777e0247ea114f78aff0d0959461057cae8a04f20597"},
+    {file = "black-24.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:65c02e4ea2ae09d16314d30912a58ada9a5c4fdfedf9512d23326128ac08ac3d"},
+    {file = "black-24.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:bf21b7b230718a5f08bd32d5e4f1db7fc8788345c8aea1d155fc17852b3410f5"},
+    {file = "black-24.3.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:2818cf72dfd5d289e48f37ccfa08b460bf469e67fb7c4abb07edc2e9f16fb63f"},
+    {file = "black-24.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4acf672def7eb1725f41f38bf6bf425c8237248bb0804faa3965c036f7672d11"},
+    {file = "black-24.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c7ed6668cbbfcd231fa0dc1b137d3e40c04c7f786e626b405c62bcd5db5857e4"},
+    {file = "black-24.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:56f52cfbd3dabe2798d76dbdd299faa046a901041faf2cf33288bc4e6dae57b5"},
+    {file = "black-24.3.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:79dcf34b33e38ed1b17434693763301d7ccbd1c5860674a8f871bd15139e7837"},
+    {file = "black-24.3.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:e19cb1c6365fd6dc38a6eae2dcb691d7d83935c10215aef8e6c38edee3f77abd"},
+    {file = "black-24.3.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:65b76c275e4c1c5ce6e9870911384bff5ca31ab63d19c76811cb1fb162678213"},
+    {file = "black-24.3.0-cp38-cp38-win_amd64.whl", hash = "sha256:b5991d523eee14756f3c8d5df5231550ae8993e2286b8014e2fdea7156ed0959"},
+    {file = "black-24.3.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c45f8dff244b3c431b36e3224b6be4a127c6aca780853574c00faf99258041eb"},
+    {file = "black-24.3.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:6905238a754ceb7788a73f02b45637d820b2f5478b20fec82ea865e4f5d4d9f7"},
+    {file = "black-24.3.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d7de8d330763c66663661a1ffd432274a2f92f07feeddd89ffd085b5744f85e7"},
+    {file = "black-24.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:7bb041dca0d784697af4646d3b62ba4a6b028276ae878e53f6b4f74ddd6db99f"},
+    {file = "black-24.3.0-py3-none-any.whl", hash = "sha256:41622020d7120e01d377f74249e677039d20e6344ff5851de8a10f11f513bf93"},
+    {file = "black-24.3.0.tar.gz", hash = "sha256:a0c9c4a0771afc6919578cec71ce82a3e31e054904e7197deacbc9382671c41f"},
 ]
 
 [package.dependencies]
@@ -272,24 +83,6 @@ d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
-[[package]]
-name = "bleach"
-version = "6.1.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"},
-    {file = "bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe"},
-]
-
-[package.dependencies]
-six = ">=1.9.0"
-webencodings = "*"
-
-[package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.2"
@@ -312,70 +105,6 @@ files = [
     {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"},
 ]
 
-[[package]]
-name = "cffi"
-version = "1.16.0"
-description = "Foreign Function Interface for Python calling C code."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"},
-    {file = "cffi-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ac0f5edd2360eea2f1daa9e26a41db02dd4b0451b48f7c318e217ee092a213e9"},
-    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e61e3e4fa664a8588aa25c883eab612a188c725755afff6289454d6362b9673"},
-    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a72e8961a86d19bdb45851d8f1f08b041ea37d2bd8d4fd19903bc3083d80c896"},
-    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b50bf3f55561dac5438f8e70bfcdfd74543fd60df5fa5f62d94e5867deca684"},
-    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7651c50c8c5ef7bdb41108b7b8c5a83013bfaa8a935590c5d74627c047a583c7"},
-    {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e4108df7fe9b707191e55f33efbcb2d81928e10cea45527879a4749cbe472614"},
-    {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743"},
-    {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:673739cb539f8cdaa07d92d02efa93c9ccf87e345b9a0b556e3ecc666718468d"},
-    {file = "cffi-1.16.0-cp310-cp310-win32.whl", hash = "sha256:9f90389693731ff1f659e55c7d1640e2ec43ff725cc61b04b2f9c6d8d017df6a"},
-    {file = "cffi-1.16.0-cp310-cp310-win_amd64.whl", hash = "sha256:e6024675e67af929088fda399b2094574609396b1decb609c55fa58b028a32a1"},
-    {file = "cffi-1.16.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b84834d0cf97e7d27dd5b7f3aca7b6e9263c56308ab9dc8aae9784abb774d404"},
-    {file = "cffi-1.16.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417"},
-    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ee07e47c12890ef248766a6e55bd38ebfb2bb8edd4142d56db91b21ea68b7627"},
-    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d8a9d3ebe49f084ad71f9269834ceccbf398253c9fac910c4fd7053ff1386936"},
-    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e70f54f1796669ef691ca07d046cd81a29cb4deb1e5f942003f401c0c4a2695d"},
-    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5bf44d66cdf9e893637896c7faa22298baebcd18d1ddb6d2626a6e39793a1d56"},
-    {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b78010e7b97fef4bee1e896df8a4bbb6712b7f05b7ef630f9d1da00f6444d2e"},
-    {file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:c6a164aa47843fb1b01e941d385aab7215563bb8816d80ff3a363a9f8448a8dc"},
-    {file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e09f3ff613345df5e8c3667da1d918f9149bd623cd9070c983c013792a9a62eb"},
-    {file = "cffi-1.16.0-cp311-cp311-win32.whl", hash = "sha256:2c56b361916f390cd758a57f2e16233eb4f64bcbeee88a4881ea90fca14dc6ab"},
-    {file = "cffi-1.16.0-cp311-cp311-win_amd64.whl", hash = "sha256:db8e577c19c0fda0beb7e0d4e09e0ba74b1e4c092e0e40bfa12fe05b6f6d75ba"},
-    {file = "cffi-1.16.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:fa3a0128b152627161ce47201262d3140edb5a5c3da88d73a1b790a959126956"},
-    {file = "cffi-1.16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:68e7c44931cc171c54ccb702482e9fc723192e88d25a0e133edd7aff8fcd1f6e"},
-    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:abd808f9c129ba2beda4cfc53bde801e5bcf9d6e0f22f095e45327c038bfe68e"},
-    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:88e2b3c14bdb32e440be531ade29d3c50a1a59cd4e51b1dd8b0865c54ea5d2e2"},
-    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fcc8eb6d5902bb1cf6dc4f187ee3ea80a1eba0a89aba40a5cb20a5087d961357"},
-    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b7be2d771cdba2942e13215c4e340bfd76398e9227ad10402a8767ab1865d2e6"},
-    {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e715596e683d2ce000574bae5d07bd522c781a822866c20495e52520564f0969"},
-    {file = "cffi-1.16.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:2d92b25dbf6cae33f65005baf472d2c245c050b1ce709cc4588cdcdd5495b520"},
-    {file = "cffi-1.16.0-cp312-cp312-win32.whl", hash = "sha256:b2ca4e77f9f47c55c194982e10f058db063937845bb2b7a86c84a6cfe0aefa8b"},
-    {file = "cffi-1.16.0-cp312-cp312-win_amd64.whl", hash = "sha256:68678abf380b42ce21a5f2abde8efee05c114c2fdb2e9eef2efdb0257fba1235"},
-    {file = "cffi-1.16.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc"},
-    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a09582f178759ee8128d9270cd1344154fd473bb77d94ce0aeb2a93ebf0feaf0"},
-    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e760191dd42581e023a68b758769e2da259b5d52e3103c6060ddc02c9edb8d7b"},
-    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:80876338e19c951fdfed6198e70bc88f1c9758b94578d5a7c4c91a87af3cf31c"},
-    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a6a14b17d7e17fa0d207ac08642c8820f84f25ce17a442fd15e27ea18d67c59b"},
-    {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6602bc8dc6f3a9e02b6c22c4fc1e47aa50f8f8e6d3f78a5e16ac33ef5fefa324"},
-    {file = "cffi-1.16.0-cp38-cp38-win32.whl", hash = "sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a"},
-    {file = "cffi-1.16.0-cp38-cp38-win_amd64.whl", hash = "sha256:31d13b0f99e0836b7ff893d37af07366ebc90b678b6664c955b54561fc36ef36"},
-    {file = "cffi-1.16.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:582215a0e9adbe0e379761260553ba11c58943e4bbe9c36430c4ca6ac74b15ed"},
-    {file = "cffi-1.16.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b29ebffcf550f9da55bec9e02ad430c992a87e5f512cd63388abb76f1036d8d2"},
-    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dc9b18bf40cc75f66f40a7379f6a9513244fe33c0e8aa72e2d56b0196a7ef872"},
-    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cb4a35b3642fc5c005a6755a5d17c6c8b6bcb6981baf81cea8bfbc8903e8ba8"},
-    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b86851a328eedc692acf81fb05444bdf1891747c25af7529e39ddafaf68a4f3f"},
-    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c0f31130ebc2d37cdd8e44605fb5fa7ad59049298b3f745c74fa74c62fbfcfc4"},
-    {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f8e709127c6c77446a8c0a8c8bf3c8ee706a06cd44b1e827c3e6a2ee6b8c098"},
-    {file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:748dcd1e3d3d7cd5443ef03ce8685043294ad6bd7c02a38d1bd367cfd968e000"},
-    {file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8895613bcc094d4a1b2dbe179d88d7fb4a15cee43c052e8885783fac397d91fe"},
-    {file = "cffi-1.16.0-cp39-cp39-win32.whl", hash = "sha256:ed86a35631f7bfbb28e108dd96773b9d5a6ce4811cf6ea468bb6a359b256b1e4"},
-    {file = "cffi-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:3686dffb02459559c74dd3d81748269ffb0eb027c39a6fc99502de37d501faa8"},
-    {file = "cffi-1.16.0.tar.gz", hash = "sha256:bcb3ef43e58665bbda2fb198698fcae6776483e0c4a631aa5647806c25e02cc0"},
-]
-
-[package.dependencies]
-pycparser = "*"
-
 [[package]]
 name = "cfgv"
 version = "3.3.1"
@@ -496,23 +225,6 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
-[[package]]
-name = "comm"
-version = "0.2.1"
-description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "comm-0.2.1-py3-none-any.whl", hash = "sha256:87928485c0dfc0e7976fd89fc1e187023cf587e7c353e4a9b417555b44adf021"},
-    {file = "comm-0.2.1.tar.gz", hash = "sha256:0bc91edae1344d39d3661dcbc36937181fdaddb304790458f8b044dbc064b89a"},
-]
-
-[package.dependencies]
-traitlets = ">=4"
-
-[package.extras]
-test = ["pytest"]
-
 [[package]]
 name = "contourpy"
 version = "1.2.0"
@@ -666,55 +378,6 @@ files = [
 docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
-[[package]]
-name = "debugpy"
-version = "1.8.0"
-description = "An implementation of the Debug Adapter Protocol for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "debugpy-1.8.0-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:7fb95ca78f7ac43393cd0e0f2b6deda438ec7c5e47fa5d38553340897d2fbdfb"},
-    {file = "debugpy-1.8.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ef9ab7df0b9a42ed9c878afd3eaaff471fce3fa73df96022e1f5c9f8f8c87ada"},
-    {file = "debugpy-1.8.0-cp310-cp310-win32.whl", hash = "sha256:a8b7a2fd27cd9f3553ac112f356ad4ca93338feadd8910277aff71ab24d8775f"},
-    {file = "debugpy-1.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:5d9de202f5d42e62f932507ee8b21e30d49aae7e46d5b1dd5c908db1d7068637"},
-    {file = "debugpy-1.8.0-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:ef54404365fae8d45cf450d0544ee40cefbcb9cb85ea7afe89a963c27028261e"},
-    {file = "debugpy-1.8.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:60009b132c91951354f54363f8ebdf7457aeb150e84abba5ae251b8e9f29a8a6"},
-    {file = "debugpy-1.8.0-cp311-cp311-win32.whl", hash = "sha256:8cd0197141eb9e8a4566794550cfdcdb8b3db0818bdf8c49a8e8f8053e56e38b"},
-    {file = "debugpy-1.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:a64093656c4c64dc6a438e11d59369875d200bd5abb8f9b26c1f5f723622e153"},
-    {file = "debugpy-1.8.0-cp38-cp38-macosx_11_0_x86_64.whl", hash = "sha256:b05a6b503ed520ad58c8dc682749113d2fd9f41ffd45daec16e558ca884008cd"},
-    {file = "debugpy-1.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3c6fb41c98ec51dd010d7ed650accfd07a87fe5e93eca9d5f584d0578f28f35f"},
-    {file = "debugpy-1.8.0-cp38-cp38-win32.whl", hash = "sha256:46ab6780159eeabb43c1495d9c84cf85d62975e48b6ec21ee10c95767c0590aa"},
-    {file = "debugpy-1.8.0-cp38-cp38-win_amd64.whl", hash = "sha256:bdc5ef99d14b9c0fcb35351b4fbfc06ac0ee576aeab6b2511702e5a648a2e595"},
-    {file = "debugpy-1.8.0-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:61eab4a4c8b6125d41a34bad4e5fe3d2cc145caecd63c3fe953be4cc53e65bf8"},
-    {file = "debugpy-1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:125b9a637e013f9faac0a3d6a82bd17c8b5d2c875fb6b7e2772c5aba6d082332"},
-    {file = "debugpy-1.8.0-cp39-cp39-win32.whl", hash = "sha256:57161629133113c97b387382045649a2b985a348f0c9366e22217c87b68b73c6"},
-    {file = "debugpy-1.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:e3412f9faa9ade82aa64a50b602544efcba848c91384e9f93497a458767e6926"},
-    {file = "debugpy-1.8.0-py2.py3-none-any.whl", hash = "sha256:9c9b0ac1ce2a42888199df1a1906e45e6f3c9555497643a85e0bf2406e3ffbc4"},
-    {file = "debugpy-1.8.0.zip", hash = "sha256:12af2c55b419521e33d5fb21bd022df0b5eb267c3e178f1d374a63a2a6bdccd0"},
-]
-
-[[package]]
-name = "decorator"
-version = "5.1.1"
-description = "Decorators for Humans"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
-    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
-]
-
-[[package]]
-name = "defusedxml"
-version = "0.7.1"
-description = "XML bomb protection for Python stdlib modules"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
-    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
-]
-
 [[package]]
 name = "distlib"
 version = "0.3.6"
@@ -740,34 +403,6 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
-[[package]]
-name = "executing"
-version = "2.0.1"
-description = "Get the currently executing AST node of a frame, and other information"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
-    {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
-]
-
-[package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
-
-[[package]]
-name = "fastjsonschema"
-version = "2.17.1"
-description = "Fastest Python implementation of JSON schema"
-optional = false
-python-versions = "*"
-files = [
-    {file = "fastjsonschema-2.17.1-py3-none-any.whl", hash = "sha256:4b90b252628ca695280924d863fe37234eebadc29c5360d322571233dc9746e0"},
-    {file = "fastjsonschema-2.17.1.tar.gz", hash = "sha256:f4eeb8a77cef54861dbf7424ac8ce71306f12cbb086c45131bcba2c6a4f726e3"},
-]
-
-[package.extras]
-devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
-
 [[package]]
 name = "filelock"
 version = "3.12.1"
@@ -864,17 +499,6 @@ ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=15.1.0)"]
 woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
-[[package]]
-name = "fqdn"
-version = "1.5.1"
-description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
-optional = false
-python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
-files = [
-    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
-    {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
-]
-
 [[package]]
 name = "fsspec"
 version = "2023.12.2"
@@ -1166,130 +790,6 @@ files = [
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
-[[package]]
-name = "ipykernel"
-version = "6.29.0"
-description = "IPython Kernel for Jupyter"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "ipykernel-6.29.0-py3-none-any.whl", hash = "sha256:076663ca68492576f051e4af7720d33f34383e655f2be0d544c8b1c9de915b2f"},
-    {file = "ipykernel-6.29.0.tar.gz", hash = "sha256:b5dd3013cab7b330df712891c96cd1ab868c27a7159e606f762015e9bf8ceb3f"},
-]
-
-[package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-comm = ">=0.1.1"
-debugpy = ">=1.6.5"
-ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
-traitlets = ">=5.4.0"
-
-[package.extras]
-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
-pyqt5 = ["pyqt5"]
-pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (==0.23.2)", "pytest-cov", "pytest-timeout"]
-
-[[package]]
-name = "ipython"
-version = "8.18.1"
-description = "IPython: Productive Interactive Computing"
-optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
-    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
-]
-
-[package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-decorator = "*"
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-jedi = ">=0.16"
-matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
-pygments = ">=2.4.0"
-stack-data = "*"
-traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
-
-[package.extras]
-all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
-black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
-kernel = ["ipykernel"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
-parallel = ["ipyparallel"]
-qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
-
-[[package]]
-name = "ipywidgets"
-version = "8.1.1"
-description = "Jupyter interactive widgets"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "ipywidgets-8.1.1-py3-none-any.whl", hash = "sha256:2b88d728656aea3bbfd05d32c747cfd0078f9d7e159cf982433b58ad717eed7f"},
-    {file = "ipywidgets-8.1.1.tar.gz", hash = "sha256:40211efb556adec6fa450ccc2a77d59ca44a060f4f9f136833df59c9f538e6e8"},
-]
-
-[package.dependencies]
-comm = ">=0.1.3"
-ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.9,<3.1.0"
-traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.9,<4.1.0"
-
-[package.extras]
-test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
-
-[[package]]
-name = "isoduration"
-version = "20.11.0"
-description = "Operations with ISO 8601 durations"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
-    {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
-]
-
-[package.dependencies]
-arrow = ">=0.15.0"
-
-[[package]]
-name = "jedi"
-version = "0.19.1"
-description = "An autocompletion tool for Python that can be used for text editors."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
-    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
-]
-
-[package.dependencies]
-parso = ">=0.8.3,<0.9.0"
-
-[package.extras]
-docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
-qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
-
 [[package]]
 name = "jinja2"
 version = "3.1.2"
@@ -1318,318 +818,6 @@ files = [
     {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"},
 ]
 
-[[package]]
-name = "json5"
-version = "0.9.14"
-description = "A Python implementation of the JSON5 data format."
-optional = false
-python-versions = "*"
-files = [
-    {file = "json5-0.9.14-py2.py3-none-any.whl", hash = "sha256:740c7f1b9e584a468dbb2939d8d458db3427f2c93ae2139d05f47e453eae964f"},
-    {file = "json5-0.9.14.tar.gz", hash = "sha256:9ed66c3a6ca3510a976a9ef9b8c0787de24802724ab1860bc0153c7fdd589b02"},
-]
-
-[package.extras]
-dev = ["hypothesis"]
-
-[[package]]
-name = "jsonpointer"
-version = "2.4"
-description = "Identify specific nodes in a JSON document (RFC 6901)"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
-files = [
-    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
-]
-
-[[package]]
-name = "jsonschema"
-version = "4.17.3"
-description = "An implementation of JSON Schema validation for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
-    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
-]
-
-[package.dependencies]
-attrs = ">=17.4.0"
-fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
-rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
-uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
-
-[package.extras]
-format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
-
-[[package]]
-name = "jupyter"
-version = "1.0.0"
-description = "Jupyter metapackage. Install all the Jupyter components in one go."
-optional = false
-python-versions = "*"
-files = [
-    {file = "jupyter-1.0.0-py2.py3-none-any.whl", hash = "sha256:5b290f93b98ffbc21c0c7e749f054b3267782166d72fa5e3ed1ed4eaf34a2b78"},
-    {file = "jupyter-1.0.0.tar.gz", hash = "sha256:d9dc4b3318f310e34c82951ea5d6683f67bed7def4b259fafbfe4f1beb1d8e5f"},
-    {file = "jupyter-1.0.0.zip", hash = "sha256:3e1f86076bbb7c8c207829390305a2b1fe836d471ed54be66a3b8c41e7f46cc7"},
-]
-
-[package.dependencies]
-ipykernel = "*"
-ipywidgets = "*"
-jupyter-console = "*"
-nbconvert = "*"
-notebook = "*"
-qtconsole = "*"
-
-[[package]]
-name = "jupyter-client"
-version = "8.6.0"
-description = "Jupyter protocol implementation and client libraries"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jupyter_client-8.6.0-py3-none-any.whl", hash = "sha256:909c474dbe62582ae62b758bca86d6518c85234bdee2d908c778db6d72f39d99"},
-    {file = "jupyter_client-8.6.0.tar.gz", hash = "sha256:0642244bb83b4764ae60d07e010e15f0e2d275ec4e918a8f7b80fbbef3ca60c7"},
-]
-
-[package.dependencies]
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-python-dateutil = ">=2.8.2"
-pyzmq = ">=23.0"
-tornado = ">=6.2"
-traitlets = ">=5.3"
-
-[package.extras]
-docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
-
-[[package]]
-name = "jupyter-console"
-version = "6.6.3"
-description = "Jupyter terminal console"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jupyter_console-6.6.3-py3-none-any.whl", hash = "sha256:309d33409fcc92ffdad25f0bcdf9a4a9daa61b6f341177570fdac03de5352485"},
-    {file = "jupyter_console-6.6.3.tar.gz", hash = "sha256:566a4bf31c87adbfadf22cdf846e3069b59a71ed5da71d6ba4d8aaad14a53539"},
-]
-
-[package.dependencies]
-ipykernel = ">=6.14"
-ipython = "*"
-jupyter-client = ">=7.0.0"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-prompt-toolkit = ">=3.0.30"
-pygments = "*"
-pyzmq = ">=17"
-traitlets = ">=5.4"
-
-[package.extras]
-test = ["flaky", "pexpect", "pytest"]
-
-[[package]]
-name = "jupyter-core"
-version = "5.3.0"
-description = "Jupyter core package. A base package on which Jupyter projects rely."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jupyter_core-5.3.0-py3-none-any.whl", hash = "sha256:d4201af84559bc8c70cead287e1ab94aeef3c512848dde077b7684b54d67730d"},
-    {file = "jupyter_core-5.3.0.tar.gz", hash = "sha256:6db75be0c83edbf1b7c9f91ec266a9a24ef945da630f3120e1a0046dc13713fc"},
-]
-
-[package.dependencies]
-platformdirs = ">=2.5"
-pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
-traitlets = ">=5.3"
-
-[package.extras]
-docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
-test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
-
-[[package]]
-name = "jupyter-events"
-version = "0.6.3"
-description = "Jupyter Event System library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jupyter_events-0.6.3-py3-none-any.whl", hash = "sha256:57a2749f87ba387cd1bfd9b22a0875b889237dbf2edc2121ebb22bde47036c17"},
-    {file = "jupyter_events-0.6.3.tar.gz", hash = "sha256:9a6e9995f75d1b7146b436ea24d696ce3a35bfa8bfe45e0c33c334c79464d0b3"},
-]
-
-[package.dependencies]
-jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]}
-python-json-logger = ">=2.0.4"
-pyyaml = ">=5.3"
-rfc3339-validator = "*"
-rfc3986-validator = ">=0.1.1"
-traitlets = ">=5.3"
-
-[package.extras]
-cli = ["click", "rich"]
-docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
-test = ["click", "coverage", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "rich"]
-
-[[package]]
-name = "jupyter-lsp"
-version = "2.2.2"
-description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jupyter-lsp-2.2.2.tar.gz", hash = "sha256:256d24620542ae4bba04a50fc1f6ffe208093a07d8e697fea0a8d1b8ca1b7e5b"},
-    {file = "jupyter_lsp-2.2.2-py3-none-any.whl", hash = "sha256:3b95229e4168355a8c91928057c1621ac3510ba98b2a925e82ebd77f078b1aa5"},
-]
-
-[package.dependencies]
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-server = ">=1.1.2"
-
-[[package]]
-name = "jupyter-server"
-version = "2.10.0"
-description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jupyter_server-2.10.0-py3-none-any.whl", hash = "sha256:dde56c9bc3cb52d7b72cc0f696d15d7163603526f1a758eb4a27405b73eab2a5"},
-    {file = "jupyter_server-2.10.0.tar.gz", hash = "sha256:47b8f5e63440125cb1bb8957bf12b18453ee5ed9efe42d2f7b2ca66a7019a278"},
-]
-
-[package.dependencies]
-anyio = ">=3.1.0"
-argon2-cffi = "*"
-jinja2 = "*"
-jupyter-client = ">=7.4.4"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-jupyter-events = ">=0.6.0"
-jupyter-server-terminals = "*"
-nbconvert = ">=6.4.4"
-nbformat = ">=5.3.0"
-overrides = "*"
-packaging = "*"
-prometheus-client = "*"
-pywinpty = {version = "*", markers = "os_name == \"nt\""}
-pyzmq = ">=24"
-send2trash = ">=1.8.2"
-terminado = ">=0.8.3"
-tornado = ">=6.2.0"
-traitlets = ">=5.6.0"
-websocket-client = "*"
-
-[package.extras]
-docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
-test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "requests"]
-
-[[package]]
-name = "jupyter-server-terminals"
-version = "0.5.2"
-description = "A Jupyter Server Extension Providing Terminals."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jupyter_server_terminals-0.5.2-py3-none-any.whl", hash = "sha256:1b80c12765da979513c42c90215481bbc39bd8ae7c0350b4f85bc3eb58d0fa80"},
-    {file = "jupyter_server_terminals-0.5.2.tar.gz", hash = "sha256:396b5ccc0881e550bf0ee7012c6ef1b53edbde69e67cab1d56e89711b46052e8"},
-]
-
-[package.dependencies]
-pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
-terminado = ">=0.8.3"
-
-[package.extras]
-docs = ["jinja2", "jupyter-server", "mistune (<4.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
-test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
-
-[[package]]
-name = "jupyterlab"
-version = "4.0.11"
-description = "JupyterLab computational environment"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jupyterlab-4.0.11-py3-none-any.whl", hash = "sha256:536bf0e78723153a5016ca7efb88ed0ecd7070d3f1555d5b0e2770658f900a3c"},
-    {file = "jupyterlab-4.0.11.tar.gz", hash = "sha256:d1aec24712566bc25a36229788242778e498ca4088028e2f9aa156b8b7fdc8fc"},
-]
-
-[package.dependencies]
-async-lru = ">=1.0.0"
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-ipykernel = "*"
-jinja2 = ">=3.0.3"
-jupyter-core = "*"
-jupyter-lsp = ">=2.0.0"
-jupyter-server = ">=2.4.0,<3"
-jupyterlab-server = ">=2.19.0,<3"
-notebook-shim = ">=0.2"
-packaging = "*"
-tomli = {version = "*", markers = "python_version < \"3.11\""}
-tornado = ">=6.2.0"
-traitlets = "*"
-
-[package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.1.6)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8,<7.2.0)", "sphinx-copybutton"]
-docs-screenshots = ["altair (==5.0.1)", "ipython (==8.14.0)", "ipywidgets (==8.0.6)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post0)", "matplotlib (==3.7.1)", "nbconvert (>=7.0.0)", "pandas (==2.0.2)", "scipy (==1.10.1)", "vega-datasets (==0.9.0)"]
-test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
-
-[[package]]
-name = "jupyterlab-pygments"
-version = "0.3.0"
-description = "Pygments theme using JupyterLab CSS variables"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
-    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
-]
-
-[[package]]
-name = "jupyterlab-server"
-version = "2.24.0"
-description = "A set of server components for JupyterLab and JupyterLab like applications."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jupyterlab_server-2.24.0-py3-none-any.whl", hash = "sha256:5f077e142bb8dc9b843d960f940c513581bceca3793a0d80f9c67d9522c4e876"},
-    {file = "jupyterlab_server-2.24.0.tar.gz", hash = "sha256:4e6f99e0a5579bbbc32e449c4dbb039561d4f1a7827d5733273ed56738f21f07"},
-]
-
-[package.dependencies]
-babel = ">=2.10"
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jinja2 = ">=3.0.3"
-json5 = ">=0.9.0"
-jsonschema = ">=4.17.3"
-jupyter-server = ">=1.21,<3"
-packaging = ">=21.3"
-requests = ">=2.28"
-
-[package.extras]
-docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
-openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
-test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.7.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
-
-[[package]]
-name = "jupyterlab-widgets"
-version = "3.0.9"
-description = "Jupyter interactive widgets for JupyterLab"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "jupyterlab_widgets-3.0.9-py3-none-any.whl", hash = "sha256:3cf5bdf5b897bf3bccf1c11873aa4afd776d7430200f765e0686bd352487b58d"},
-    {file = "jupyterlab_widgets-3.0.9.tar.gz", hash = "sha256:6005a4e974c7beee84060fdfba341a3218495046de8ae3ec64888e5fe19fdb4c"},
-]
-
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -1788,6 +976,16 @@ files = [
     {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"},
     {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"},
     {file = "MarkupSafe-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:134da1eca9ec0ae528110ccc9e48041e0828d79f24121a1a146161103c76e686"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-win32.whl", hash = "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb"},
     {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"},
     {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"},
     {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"},
@@ -1822,39 +1020,39 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.8.2"
+version = "3.8.3"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "matplotlib-3.8.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:09796f89fb71a0c0e1e2f4bdaf63fb2cefc84446bb963ecdeb40dfee7dfa98c7"},
-    {file = "matplotlib-3.8.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6f9c6976748a25e8b9be51ea028df49b8e561eed7809146da7a47dbecebab367"},
-    {file = "matplotlib-3.8.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b78e4f2cedf303869b782071b55fdde5987fda3038e9d09e58c91cc261b5ad18"},
-    {file = "matplotlib-3.8.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4e208f46cf6576a7624195aa047cb344a7f802e113bb1a06cfd4bee431de5e31"},
-    {file = "matplotlib-3.8.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:46a569130ff53798ea5f50afce7406e91fdc471ca1e0e26ba976a8c734c9427a"},
-    {file = "matplotlib-3.8.2-cp310-cp310-win_amd64.whl", hash = "sha256:830f00640c965c5b7f6bc32f0d4ce0c36dfe0379f7dd65b07a00c801713ec40a"},
-    {file = "matplotlib-3.8.2-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:d86593ccf546223eb75a39b44c32788e6f6440d13cfc4750c1c15d0fcb850b63"},
-    {file = "matplotlib-3.8.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9a5430836811b7652991939012f43d2808a2db9b64ee240387e8c43e2e5578c8"},
-    {file = "matplotlib-3.8.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b9576723858a78751d5aacd2497b8aef29ffea6d1c95981505877f7ac28215c6"},
-    {file = "matplotlib-3.8.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5ba9cbd8ac6cf422f3102622b20f8552d601bf8837e49a3afed188d560152788"},
-    {file = "matplotlib-3.8.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:03f9d160a29e0b65c0790bb07f4f45d6a181b1ac33eb1bb0dd225986450148f0"},
-    {file = "matplotlib-3.8.2-cp311-cp311-win_amd64.whl", hash = "sha256:3773002da767f0a9323ba1a9b9b5d00d6257dbd2a93107233167cfb581f64717"},
-    {file = "matplotlib-3.8.2-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:4c318c1e95e2f5926fba326f68177dee364aa791d6df022ceb91b8221bd0a627"},
-    {file = "matplotlib-3.8.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:091275d18d942cf1ee9609c830a1bc36610607d8223b1b981c37d5c9fc3e46a4"},
-    {file = "matplotlib-3.8.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1b0f3b8ea0e99e233a4bcc44590f01604840d833c280ebb8fe5554fd3e6cfe8d"},
-    {file = "matplotlib-3.8.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d7b1704a530395aaf73912be741c04d181f82ca78084fbd80bc737be04848331"},
-    {file = "matplotlib-3.8.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:533b0e3b0c6768eef8cbe4b583731ce25a91ab54a22f830db2b031e83cca9213"},
-    {file = "matplotlib-3.8.2-cp312-cp312-win_amd64.whl", hash = "sha256:0f4fc5d72b75e2c18e55eb32292659cf731d9d5b312a6eb036506304f4675630"},
-    {file = "matplotlib-3.8.2-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:deaed9ad4da0b1aea77fe0aa0cebb9ef611c70b3177be936a95e5d01fa05094f"},
-    {file = "matplotlib-3.8.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:172f4d0fbac3383d39164c6caafd3255ce6fa58f08fc392513a0b1d3b89c4f89"},
-    {file = "matplotlib-3.8.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c7d36c2209d9136cd8e02fab1c0ddc185ce79bc914c45054a9f514e44c787917"},
-    {file = "matplotlib-3.8.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5864bdd7da445e4e5e011b199bb67168cdad10b501750367c496420f2ad00843"},
-    {file = "matplotlib-3.8.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ef8345b48e95cee45ff25192ed1f4857273117917a4dcd48e3905619bcd9c9b8"},
-    {file = "matplotlib-3.8.2-cp39-cp39-win_amd64.whl", hash = "sha256:7c48d9e221b637c017232e3760ed30b4e8d5dfd081daf327e829bf2a72c731b4"},
-    {file = "matplotlib-3.8.2-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:aa11b3c6928a1e496c1a79917d51d4cd5d04f8a2e75f21df4949eeefdf697f4b"},
-    {file = "matplotlib-3.8.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d1095fecf99eeb7384dabad4bf44b965f929a5f6079654b681193edf7169ec20"},
-    {file = "matplotlib-3.8.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:bddfb1db89bfaa855912261c805bd0e10218923cc262b9159a49c29a7a1c1afa"},
-    {file = "matplotlib-3.8.2.tar.gz", hash = "sha256:01a978b871b881ee76017152f1f1a0cbf6bd5f7b8ff8c96df0df1bd57d8755a1"},
+    {file = "matplotlib-3.8.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:cf60138ccc8004f117ab2a2bad513cc4d122e55864b4fe7adf4db20ca68a078f"},
+    {file = "matplotlib-3.8.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5f557156f7116be3340cdeef7f128fa99b0d5d287d5f41a16e169819dcf22357"},
+    {file = "matplotlib-3.8.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f386cf162b059809ecfac3bcc491a9ea17da69fa35c8ded8ad154cd4b933d5ec"},
+    {file = "matplotlib-3.8.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3c5f96f57b0369c288bf6f9b5274ba45787f7e0589a34d24bdbaf6d3344632f"},
+    {file = "matplotlib-3.8.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:83e0f72e2c116ca7e571c57aa29b0fe697d4c6425c4e87c6e994159e0c008635"},
+    {file = "matplotlib-3.8.3-cp310-cp310-win_amd64.whl", hash = "sha256:1c5c8290074ba31a41db1dc332dc2b62def469ff33766cbe325d32a3ee291aea"},
+    {file = "matplotlib-3.8.3-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:5184e07c7e1d6d1481862ee361905b7059f7fe065fc837f7c3dc11eeb3f2f900"},
+    {file = "matplotlib-3.8.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d7e7e0993d0758933b1a241a432b42c2db22dfa37d4108342ab4afb9557cbe3e"},
+    {file = "matplotlib-3.8.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:04b36ad07eac9740fc76c2aa16edf94e50b297d6eb4c081e3add863de4bb19a7"},
+    {file = "matplotlib-3.8.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7c42dae72a62f14982f1474f7e5c9959fc4bc70c9de11cc5244c6e766200ba65"},
+    {file = "matplotlib-3.8.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:bf5932eee0d428192c40b7eac1399d608f5d995f975cdb9d1e6b48539a5ad8d0"},
+    {file = "matplotlib-3.8.3-cp311-cp311-win_amd64.whl", hash = "sha256:40321634e3a05ed02abf7c7b47a50be50b53ef3eaa3a573847431a545585b407"},
+    {file = "matplotlib-3.8.3-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:09074f8057917d17ab52c242fdf4916f30e99959c1908958b1fc6032e2d0f6d4"},
+    {file = "matplotlib-3.8.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:5745f6d0fb5acfabbb2790318db03809a253096e98c91b9a31969df28ee604aa"},
+    {file = "matplotlib-3.8.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b97653d869a71721b639714b42d87cda4cfee0ee74b47c569e4874c7590c55c5"},
+    {file = "matplotlib-3.8.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:242489efdb75b690c9c2e70bb5c6550727058c8a614e4c7716f363c27e10bba1"},
+    {file = "matplotlib-3.8.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:83c0653c64b73926730bd9ea14aa0f50f202ba187c307a881673bad4985967b7"},
+    {file = "matplotlib-3.8.3-cp312-cp312-win_amd64.whl", hash = "sha256:ef6c1025a570354297d6c15f7d0f296d95f88bd3850066b7f1e7b4f2f4c13a39"},
+    {file = "matplotlib-3.8.3-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:c4af3f7317f8a1009bbb2d0bf23dfaba859eb7dd4ccbd604eba146dccaaaf0a4"},
+    {file = "matplotlib-3.8.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:4c6e00a65d017d26009bac6808f637b75ceade3e1ff91a138576f6b3065eeeba"},
+    {file = "matplotlib-3.8.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e7b49ab49a3bea17802df6872f8d44f664ba8f9be0632a60c99b20b6db2165b7"},
+    {file = "matplotlib-3.8.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6728dde0a3997396b053602dbd907a9bd64ec7d5cf99e728b404083698d3ca01"},
+    {file = "matplotlib-3.8.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:813925d08fb86aba139f2d31864928d67511f64e5945ca909ad5bc09a96189bb"},
+    {file = "matplotlib-3.8.3-cp39-cp39-win_amd64.whl", hash = "sha256:cd3a0c2be76f4e7be03d34a14d49ded6acf22ef61f88da600a18a5cd8b3c5f3c"},
+    {file = "matplotlib-3.8.3-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:fa93695d5c08544f4a0dfd0965f378e7afc410d8672816aff1e81be1f45dbf2e"},
+    {file = "matplotlib-3.8.3-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e9764df0e8778f06414b9d281a75235c1e85071f64bb5d71564b97c1306a2afc"},
+    {file = "matplotlib-3.8.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:5e431a09e6fab4012b01fc155db0ce6dccacdbabe8198197f523a4ef4805eb26"},
+    {file = "matplotlib-3.8.3.tar.gz", hash = "sha256:7b416239e9ae38be54b028abbf9048aff5054a9aba5416bef0bd17f9162ce161"},
 ]
 
 [package.dependencies]
@@ -1869,20 +1067,6 @@ pillow = ">=8"
 pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
-[[package]]
-name = "matplotlib-inline"
-version = "0.1.6"
-description = "Inline Matplotlib backend for Jupyter"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "matplotlib-inline-0.1.6.tar.gz", hash = "sha256:f887e5f10ba98e8d2b150ddcf4702c1e5f8b3a20005eb0f74bfdbd360ee6f304"},
-    {file = "matplotlib_inline-0.1.6-py3-none-any.whl", hash = "sha256:f1f41aab5328aa5aaea9b16d083b128102f8712542f819fe7e6a420ff581b311"},
-]
-
-[package.dependencies]
-traitlets = "*"
-
 [[package]]
 name = "mccabe"
 version = "0.7.0"
@@ -1894,17 +1078,6 @@ files = [
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
 ]
 
-[[package]]
-name = "mistune"
-version = "3.0.2"
-description = "A sane and fast Markdown parser with useful plugins and renderers"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "mistune-3.0.2-py3-none-any.whl", hash = "sha256:71481854c30fdbc938963d3605b72501f5c10a9320ecd412c121c163a1c7d205"},
-    {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
-]
-
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -1933,98 +1106,6 @@ files = [
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
 ]
 
-[[package]]
-name = "nbclient"
-version = "0.9.0"
-description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-optional = false
-python-versions = ">=3.8.0"
-files = [
-    {file = "nbclient-0.9.0-py3-none-any.whl", hash = "sha256:a3a1ddfb34d4a9d17fc744d655962714a866639acd30130e9be84191cd97cd15"},
-    {file = "nbclient-0.9.0.tar.gz", hash = "sha256:4b28c207877cf33ef3a9838cdc7a54c5ceff981194a82eac59d558f05487295e"},
-]
-
-[package.dependencies]
-jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-nbformat = ">=5.1"
-traitlets = ">=5.4"
-
-[package.extras]
-dev = ["pre-commit"]
-docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient[test]", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling"]
-test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
-
-[[package]]
-name = "nbconvert"
-version = "7.14.2"
-description = "Converting Jupyter Notebooks"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "nbconvert-7.14.2-py3-none-any.whl", hash = "sha256:db28590cef90f7faf2ebbc71acd402cbecf13d29176df728c0a9025a49345ea1"},
-    {file = "nbconvert-7.14.2.tar.gz", hash = "sha256:a7f8808fd4e082431673ac538400218dd45efd076fbeb07cc6e5aa5a3a4e949e"},
-]
-
-[package.dependencies]
-beautifulsoup4 = "*"
-bleach = "!=5.0.0"
-defusedxml = "*"
-importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
-jinja2 = ">=3.0"
-jupyter-core = ">=4.7"
-jupyterlab-pygments = "*"
-markupsafe = ">=2.0"
-mistune = ">=2.0.3,<4"
-nbclient = ">=0.5.0"
-nbformat = ">=5.7"
-packaging = "*"
-pandocfilters = ">=1.4.1"
-pygments = ">=2.4.1"
-tinycss2 = "*"
-traitlets = ">=5.1"
-
-[package.extras]
-all = ["nbconvert[docs,qtpdf,serve,test,webpdf]"]
-docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sphinx-theme", "sphinx (==5.0.2)", "sphinxcontrib-spelling"]
-qtpdf = ["nbconvert[qtpng]"]
-qtpng = ["pyqtwebengine (>=5.15)"]
-serve = ["tornado (>=6.1)"]
-test = ["flaky", "ipykernel", "ipywidgets (>=7.5)", "pytest"]
-webpdf = ["playwright"]
-
-[[package]]
-name = "nbformat"
-version = "5.9.0"
-description = "The Jupyter Notebook format"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "nbformat-5.9.0-py3-none-any.whl", hash = "sha256:8c8fa16d6d05062c26177754bfbfac22de644888e2ef69d27ad2a334cf2576e5"},
-    {file = "nbformat-5.9.0.tar.gz", hash = "sha256:e98ebb6120c3efbafdee2a40af2a140cadee90bb06dd69a2a63d9551fcc7f976"},
-]
-
-[package.dependencies]
-fastjsonschema = "*"
-jsonschema = ">=2.6"
-jupyter-core = "*"
-traitlets = ">=5.1"
-
-[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["pep440", "pre-commit", "pytest", "testpath"]
-
-[[package]]
-name = "nest-asyncio"
-version = "1.6.0"
-description = "Patch asyncio to allow nested event loops"
-optional = false
-python-versions = ">=3.5"
-files = [
-    {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
-    {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
-]
-
 [[package]]
 name = "networkx"
 version = "3.2.1"
@@ -2071,92 +1152,52 @@ files = [
     {file = "nodeenv-1.8.0.tar.gz", hash = "sha256:d51e0c37e64fbf47d017feac3145cdbb58836d7eee8c6f6d3b6880c5456227d2"},
 ]
 
-[package.dependencies]
-setuptools = "*"
-
-[[package]]
-name = "notebook"
-version = "7.0.7"
-description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "notebook-7.0.7-py3-none-any.whl", hash = "sha256:289b606d7e173f75a18beb1406ef411b43f97f7a9c55ba03efa3622905a62346"},
-    {file = "notebook-7.0.7.tar.gz", hash = "sha256:3bcff00c17b3ac142ef5f436d50637d936b274cfa0b41f6ac0175363de9b4e09"},
-]
-
-[package.dependencies]
-jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.0.2,<5"
-jupyterlab-server = ">=2.22.1,<3"
-notebook-shim = ">=0.2,<0.3"
-tornado = ">=6.2.0"
-
-[package.extras]
-dev = ["hatch", "pre-commit"]
-docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.22.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
-
-[[package]]
-name = "notebook-shim"
-version = "0.2.3"
-description = "A shim layer for notebook traits and config"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "notebook_shim-0.2.3-py3-none-any.whl", hash = "sha256:a83496a43341c1674b093bfcebf0fe8e74cbe7eda5fd2bbc56f8e39e1486c0c7"},
-    {file = "notebook_shim-0.2.3.tar.gz", hash = "sha256:f69388ac283ae008cd506dda10d0288b09a017d822d5e8c7129a152cbd3ce7e9"},
-]
-
-[package.dependencies]
-jupyter-server = ">=1.8,<3"
-
-[package.extras]
-test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"]
+[package.dependencies]
+setuptools = "*"
 
 [[package]]
 name = "numpy"
-version = "1.26.3"
+version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "numpy-1.26.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:806dd64230dbbfaca8a27faa64e2f414bf1c6622ab78cc4264f7f5f028fee3bf"},
-    {file = "numpy-1.26.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:02f98011ba4ab17f46f80f7f8f1c291ee7d855fcef0a5a98db80767a468c85cd"},
-    {file = "numpy-1.26.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6d45b3ec2faed4baca41c76617fcdcfa4f684ff7a151ce6fc78ad3b6e85af0a6"},
-    {file = "numpy-1.26.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bdd2b45bf079d9ad90377048e2747a0c82351989a2165821f0c96831b4a2a54b"},
-    {file = "numpy-1.26.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:211ddd1e94817ed2d175b60b6374120244a4dd2287f4ece45d49228b4d529178"},
-    {file = "numpy-1.26.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:b1240f767f69d7c4c8a29adde2310b871153df9b26b5cb2b54a561ac85146485"},
-    {file = "numpy-1.26.3-cp310-cp310-win32.whl", hash = "sha256:21a9484e75ad018974a2fdaa216524d64ed4212e418e0a551a2d83403b0531d3"},
-    {file = "numpy-1.26.3-cp310-cp310-win_amd64.whl", hash = "sha256:9e1591f6ae98bcfac2a4bbf9221c0b92ab49762228f38287f6eeb5f3f55905ce"},
-    {file = "numpy-1.26.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b831295e5472954104ecb46cd98c08b98b49c69fdb7040483aff799a755a7374"},
-    {file = "numpy-1.26.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9e87562b91f68dd8b1c39149d0323b42e0082db7ddb8e934ab4c292094d575d6"},
-    {file = "numpy-1.26.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8c66d6fec467e8c0f975818c1796d25c53521124b7cfb760114be0abad53a0a2"},
-    {file = "numpy-1.26.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f25e2811a9c932e43943a2615e65fc487a0b6b49218899e62e426e7f0a57eeda"},
-    {file = "numpy-1.26.3-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:af36e0aa45e25c9f57bf684b1175e59ea05d9a7d3e8e87b7ae1a1da246f2767e"},
-    {file = "numpy-1.26.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:51c7f1b344f302067b02e0f5b5d2daa9ed4a721cf49f070280ac202738ea7f00"},
-    {file = "numpy-1.26.3-cp311-cp311-win32.whl", hash = "sha256:7ca4f24341df071877849eb2034948459ce3a07915c2734f1abb4018d9c49d7b"},
-    {file = "numpy-1.26.3-cp311-cp311-win_amd64.whl", hash = "sha256:39763aee6dfdd4878032361b30b2b12593fb445ddb66bbac802e2113eb8a6ac4"},
-    {file = "numpy-1.26.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:a7081fd19a6d573e1a05e600c82a1c421011db7935ed0d5c483e9dd96b99cf13"},
-    {file = "numpy-1.26.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:12c70ac274b32bc00c7f61b515126c9205323703abb99cd41836e8125ea0043e"},
-    {file = "numpy-1.26.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7f784e13e598e9594750b2ef6729bcd5a47f6cfe4a12cca13def35e06d8163e3"},
-    {file = "numpy-1.26.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5f24750ef94d56ce6e33e4019a8a4d68cfdb1ef661a52cdaee628a56d2437419"},
-    {file = "numpy-1.26.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:77810ef29e0fb1d289d225cabb9ee6cf4d11978a00bb99f7f8ec2132a84e0166"},
-    {file = "numpy-1.26.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8ed07a90f5450d99dad60d3799f9c03c6566709bd53b497eb9ccad9a55867f36"},
-    {file = "numpy-1.26.3-cp312-cp312-win32.whl", hash = "sha256:f73497e8c38295aaa4741bdfa4fda1a5aedda5473074369eca10626835445511"},
-    {file = "numpy-1.26.3-cp312-cp312-win_amd64.whl", hash = "sha256:da4b0c6c699a0ad73c810736303f7fbae483bcb012e38d7eb06a5e3b432c981b"},
-    {file = "numpy-1.26.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:1666f634cb3c80ccbd77ec97bc17337718f56d6658acf5d3b906ca03e90ce87f"},
-    {file = "numpy-1.26.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:18c3319a7d39b2c6a9e3bb75aab2304ab79a811ac0168a671a62e6346c29b03f"},
-    {file = "numpy-1.26.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0b7e807d6888da0db6e7e75838444d62495e2b588b99e90dd80c3459594e857b"},
-    {file = "numpy-1.26.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4d362e17bcb0011738c2d83e0a65ea8ce627057b2fdda37678f4374a382a137"},
-    {file = "numpy-1.26.3-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:b8c275f0ae90069496068c714387b4a0eba5d531aace269559ff2b43655edd58"},
-    {file = "numpy-1.26.3-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:cc0743f0302b94f397a4a65a660d4cd24267439eb16493fb3caad2e4389bccbb"},
-    {file = "numpy-1.26.3-cp39-cp39-win32.whl", hash = "sha256:9bc6d1a7f8cedd519c4b7b1156d98e051b726bf160715b769106661d567b3f03"},
-    {file = "numpy-1.26.3-cp39-cp39-win_amd64.whl", hash = "sha256:867e3644e208c8922a3be26fc6bbf112a035f50f0a86497f98f228c50c607bb2"},
-    {file = "numpy-1.26.3-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3c67423b3703f8fbd90f5adaa37f85b5794d3366948efe9a5190a5f3a83fc34e"},
-    {file = "numpy-1.26.3-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:46f47ee566d98849323f01b349d58f2557f02167ee301e5e28809a8c0e27a2d0"},
-    {file = "numpy-1.26.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:a8474703bffc65ca15853d5fd4d06b18138ae90c17c8d12169968e998e448bb5"},
-    {file = "numpy-1.26.3.tar.gz", hash = "sha256:697df43e2b6310ecc9d95f05d5ef20eacc09c7c4ecc9da3f235d39e71b7da1e4"},
+    {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
+    {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
+    {file = "numpy-1.26.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4"},
+    {file = "numpy-1.26.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"},
+    {file = "numpy-1.26.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a"},
+    {file = "numpy-1.26.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2"},
+    {file = "numpy-1.26.4-cp310-cp310-win32.whl", hash = "sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07"},
+    {file = "numpy-1.26.4-cp310-cp310-win_amd64.whl", hash = "sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5"},
+    {file = "numpy-1.26.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71"},
+    {file = "numpy-1.26.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef"},
+    {file = "numpy-1.26.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e"},
+    {file = "numpy-1.26.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5"},
+    {file = "numpy-1.26.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a"},
+    {file = "numpy-1.26.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a"},
+    {file = "numpy-1.26.4-cp311-cp311-win32.whl", hash = "sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20"},
+    {file = "numpy-1.26.4-cp311-cp311-win_amd64.whl", hash = "sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2"},
+    {file = "numpy-1.26.4-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218"},
+    {file = "numpy-1.26.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b"},
+    {file = "numpy-1.26.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b"},
+    {file = "numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed"},
+    {file = "numpy-1.26.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a"},
+    {file = "numpy-1.26.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0"},
+    {file = "numpy-1.26.4-cp312-cp312-win32.whl", hash = "sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110"},
+    {file = "numpy-1.26.4-cp312-cp312-win_amd64.whl", hash = "sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818"},
+    {file = "numpy-1.26.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c"},
+    {file = "numpy-1.26.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be"},
+    {file = "numpy-1.26.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764"},
+    {file = "numpy-1.26.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3"},
+    {file = "numpy-1.26.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd"},
+    {file = "numpy-1.26.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c"},
+    {file = "numpy-1.26.4-cp39-cp39-win32.whl", hash = "sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6"},
+    {file = "numpy-1.26.4-cp39-cp39-win_amd64.whl", hash = "sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea"},
+    {file = "numpy-1.26.4-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30"},
+    {file = "numpy-1.26.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c"},
+    {file = "numpy-1.26.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0"},
+    {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
 ]
 
 [[package]]
@@ -2334,17 +1375,6 @@ numpy = ">=1.7"
 docs = ["numpydoc", "sphinx (==1.2.3)", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
-[[package]]
-name = "overrides"
-version = "7.6.0"
-description = "A decorator to automatically detect mismatch when overriding a method."
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "overrides-7.6.0-py3-none-any.whl", hash = "sha256:c36e6635519ea9c5b043b65c36d4b886aee8bd45b7d4681d2a6df0898df4b654"},
-    {file = "overrides-7.6.0.tar.gz", hash = "sha256:01e15bbbf15b766f0675c275baa1878bd1c7dc9bc7b9ee13e677cdba93dc1bd9"},
-]
-
 [[package]]
 name = "packaging"
 version = "23.1"
@@ -2428,32 +1458,6 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
-[[package]]
-name = "pandocfilters"
-version = "1.5.1"
-description = "Utilities for writing pandoc filters in python"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
-    {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
-]
-
-[[package]]
-name = "parso"
-version = "0.8.3"
-description = "A Python Parser"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "parso-0.8.3-py2.py3-none-any.whl", hash = "sha256:c001d4636cd3aecdaf33cbb40aebb59b094be2a74c556778ef5576c175e19e75"},
-    {file = "parso-0.8.3.tar.gz", hash = "sha256:8c07be290bb59f03588915921e29e8a50002acaf2cdc5fa0e0114f91709fafa0"},
-]
-
-[package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["docopt", "pytest (<6.0.0)"]
-
 [[package]]
 name = "pathspec"
 version = "0.12.1"
@@ -2465,20 +1469,6 @@ files = [
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
 ]
 
-[[package]]
-name = "pexpect"
-version = "4.9.0"
-description = "Pexpect allows easy control of interactive console applications."
-optional = false
-python-versions = "*"
-files = [
-    {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
-    {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
-]
-
-[package.dependencies]
-ptyprocess = ">=0.5"
-
 [[package]]
 name = "pillow"
 version = "10.2.0"
@@ -2612,34 +1602,6 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
-[[package]]
-name = "prometheus-client"
-version = "0.19.0"
-description = "Python client for the Prometheus monitoring system."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "prometheus_client-0.19.0-py3-none-any.whl", hash = "sha256:c88b1e6ecf6b41cd8fb5731c7ae919bf66df6ec6fafa555cd6c0e16ca169ae92"},
-    {file = "prometheus_client-0.19.0.tar.gz", hash = "sha256:4585b0d1223148c27a225b10dbec5ae9bc4c81a99a3fa80774fa6209935324e1"},
-]
-
-[package.extras]
-twisted = ["twisted"]
-
-[[package]]
-name = "prompt-toolkit"
-version = "3.0.43"
-description = "Library for building powerful interactive command lines in Python"
-optional = false
-python-versions = ">=3.7.0"
-files = [
-    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
-    {file = "prompt_toolkit-3.0.43.tar.gz", hash = "sha256:3527b7af26106cbc65a040bcc84839a3566ec1b051bb0bfe953631e704b0ff7d"},
-]
-
-[package.dependencies]
-wcwidth = "*"
-
 [[package]]
 name = "protobuf"
 version = "4.23.4"
@@ -2662,57 +1624,6 @@ files = [
     {file = "protobuf-4.23.4.tar.gz", hash = "sha256:ccd9430c0719dce806b93f89c91de7977304729e55377f872a92465d548329a9"},
 ]
 
-[[package]]
-name = "psutil"
-version = "5.9.5"
-description = "Cross-platform lib for process and system monitoring in Python."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "psutil-5.9.5-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:be8929ce4313f9f8146caad4272f6abb8bf99fc6cf59344a3167ecd74f4f203f"},
-    {file = "psutil-5.9.5-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:ab8ed1a1d77c95453db1ae00a3f9c50227ebd955437bcf2a574ba8adbf6a74d5"},
-    {file = "psutil-5.9.5-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:4aef137f3345082a3d3232187aeb4ac4ef959ba3d7c10c33dd73763fbc063da4"},
-    {file = "psutil-5.9.5-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:ea8518d152174e1249c4f2a1c89e3e6065941df2fa13a1ab45327716a23c2b48"},
-    {file = "psutil-5.9.5-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:acf2aef9391710afded549ff602b5887d7a2349831ae4c26be7c807c0a39fac4"},
-    {file = "psutil-5.9.5-cp27-none-win32.whl", hash = "sha256:5b9b8cb93f507e8dbaf22af6a2fd0ccbe8244bf30b1baad6b3954e935157ae3f"},
-    {file = "psutil-5.9.5-cp27-none-win_amd64.whl", hash = "sha256:8c5f7c5a052d1d567db4ddd231a9d27a74e8e4a9c3f44b1032762bd7b9fdcd42"},
-    {file = "psutil-5.9.5-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:3c6f686f4225553615612f6d9bc21f1c0e305f75d7d8454f9b46e901778e7217"},
-    {file = "psutil-5.9.5-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7a7dd9997128a0d928ed4fb2c2d57e5102bb6089027939f3b722f3a210f9a8da"},
-    {file = "psutil-5.9.5-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89518112647f1276b03ca97b65cc7f64ca587b1eb0278383017c2a0dcc26cbe4"},
-    {file = "psutil-5.9.5-cp36-abi3-win32.whl", hash = "sha256:104a5cc0e31baa2bcf67900be36acde157756b9c44017b86b2c049f11957887d"},
-    {file = "psutil-5.9.5-cp36-abi3-win_amd64.whl", hash = "sha256:b258c0c1c9d145a1d5ceffab1134441c4c5113b2417fafff7315a917a026c3c9"},
-    {file = "psutil-5.9.5-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:c607bb3b57dc779d55e1554846352b4e358c10fff3abf3514a7a6601beebdb30"},
-    {file = "psutil-5.9.5.tar.gz", hash = "sha256:5410638e4df39c54d957fc51ce03048acd8e6d60abc0f5107af51e5fb566eb3c"},
-]
-
-[package.extras]
-test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
-
-[[package]]
-name = "ptyprocess"
-version = "0.7.0"
-description = "Run a subprocess in a pseudo terminal"
-optional = false
-python-versions = "*"
-files = [
-    {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
-    {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
-]
-
-[[package]]
-name = "pure-eval"
-version = "0.2.2"
-description = "Safely evaluate AST nodes without side effects"
-optional = false
-python-versions = "*"
-files = [
-    {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"},
-    {file = "pure_eval-0.2.2.tar.gz", hash = "sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3"},
-]
-
-[package.extras]
-tests = ["pytest"]
-
 [[package]]
 name = "pyarrow"
 version = "15.0.0"
@@ -2797,17 +1708,6 @@ files = [
     {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
 ]
 
-[[package]]
-name = "pycparser"
-version = "2.21"
-description = "C parser in Python"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
-    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
-]
-
 [[package]]
 name = "pyflakes"
 version = "3.2.0"
@@ -2819,21 +1719,6 @@ files = [
     {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
 ]
 
-[[package]]
-name = "pygments"
-version = "2.17.2"
-description = "Pygments is a syntax highlighting package written in Python."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "pygments-2.17.2-py3-none-any.whl", hash = "sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c"},
-    {file = "pygments-2.17.2.tar.gz", hash = "sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367"},
-]
-
-[package.extras]
-plugins = ["importlib-metadata"]
-windows-terminal = ["colorama (>=0.4.6)"]
-
 [[package]]
 name = "pyknos"
 version = "0.15.2"
@@ -2909,42 +1794,6 @@ lightning = ["pytorch-lightning"]
 profile = ["prettytable", "pytest-benchmark", "snakeviz"]
 test = ["black (>=21.4b0)", "graphviz (>=0.8)", "jupyter (>=1.0.0)", "lap", "matplotlib (>=1.3)", "nbval", "pandas", "pillow (==8.2.0)", "pytest (>=5.0)", "pytest-cov", "pytest-xdist", "ruff", "scikit-learn", "scipy (>=1.1)", "seaborn (>=0.11.0)", "torchvision (>=0.12.0)", "visdom (>=0.1.4,<0.2.2)", "wget"]
 
-[[package]]
-name = "pyrsistent"
-version = "0.19.3"
-description = "Persistent/Functional/Immutable data structures"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "pyrsistent-0.19.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:20460ac0ea439a3e79caa1dbd560344b64ed75e85d8703943e0b66c2a6150e4a"},
-    {file = "pyrsistent-0.19.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4c18264cb84b5e68e7085a43723f9e4c1fd1d935ab240ce02c0324a8e01ccb64"},
-    {file = "pyrsistent-0.19.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4b774f9288dda8d425adb6544e5903f1fb6c273ab3128a355c6b972b7df39dcf"},
-    {file = "pyrsistent-0.19.3-cp310-cp310-win32.whl", hash = "sha256:5a474fb80f5e0d6c9394d8db0fc19e90fa540b82ee52dba7d246a7791712f74a"},
-    {file = "pyrsistent-0.19.3-cp310-cp310-win_amd64.whl", hash = "sha256:49c32f216c17148695ca0e02a5c521e28a4ee6c5089f97e34fe24163113722da"},
-    {file = "pyrsistent-0.19.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:f0774bf48631f3a20471dd7c5989657b639fd2d285b861237ea9e82c36a415a9"},
-    {file = "pyrsistent-0.19.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3ab2204234c0ecd8b9368dbd6a53e83c3d4f3cab10ecaf6d0e772f456c442393"},
-    {file = "pyrsistent-0.19.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e42296a09e83028b3476f7073fcb69ffebac0e66dbbfd1bd847d61f74db30f19"},
-    {file = "pyrsistent-0.19.3-cp311-cp311-win32.whl", hash = "sha256:64220c429e42a7150f4bfd280f6f4bb2850f95956bde93c6fda1b70507af6ef3"},
-    {file = "pyrsistent-0.19.3-cp311-cp311-win_amd64.whl", hash = "sha256:016ad1afadf318eb7911baa24b049909f7f3bb2c5b1ed7b6a8f21db21ea3faa8"},
-    {file = "pyrsistent-0.19.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:c4db1bd596fefd66b296a3d5d943c94f4fac5bcd13e99bffe2ba6a759d959a28"},
-    {file = "pyrsistent-0.19.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aeda827381f5e5d65cced3024126529ddc4289d944f75e090572c77ceb19adbf"},
-    {file = "pyrsistent-0.19.3-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:42ac0b2f44607eb92ae88609eda931a4f0dfa03038c44c772e07f43e738bcac9"},
-    {file = "pyrsistent-0.19.3-cp37-cp37m-win32.whl", hash = "sha256:e8f2b814a3dc6225964fa03d8582c6e0b6650d68a232df41e3cc1b66a5d2f8d1"},
-    {file = "pyrsistent-0.19.3-cp37-cp37m-win_amd64.whl", hash = "sha256:c9bb60a40a0ab9aba40a59f68214eed5a29c6274c83b2cc206a359c4a89fa41b"},
-    {file = "pyrsistent-0.19.3-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:a2471f3f8693101975b1ff85ffd19bb7ca7dd7c38f8a81701f67d6b4f97b87d8"},
-    {file = "pyrsistent-0.19.3-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cc5d149f31706762c1f8bda2e8c4f8fead6e80312e3692619a75301d3dbb819a"},
-    {file = "pyrsistent-0.19.3-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3311cb4237a341aa52ab8448c27e3a9931e2ee09561ad150ba94e4cfd3fc888c"},
-    {file = "pyrsistent-0.19.3-cp38-cp38-win32.whl", hash = "sha256:f0e7c4b2f77593871e918be000b96c8107da48444d57005b6a6bc61fb4331b2c"},
-    {file = "pyrsistent-0.19.3-cp38-cp38-win_amd64.whl", hash = "sha256:c147257a92374fde8498491f53ffa8f4822cd70c0d85037e09028e478cababb7"},
-    {file = "pyrsistent-0.19.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:b735e538f74ec31378f5a1e3886a26d2ca6351106b4dfde376a26fc32a044edc"},
-    {file = "pyrsistent-0.19.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:99abb85579e2165bd8522f0c0138864da97847875ecbd45f3e7e2af569bfc6f2"},
-    {file = "pyrsistent-0.19.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3a8cb235fa6d3fd7aae6a4f1429bbb1fec1577d978098da1252f0489937786f3"},
-    {file = "pyrsistent-0.19.3-cp39-cp39-win32.whl", hash = "sha256:c74bed51f9b41c48366a286395c67f4e894374306b197e62810e0fdaf2364da2"},
-    {file = "pyrsistent-0.19.3-cp39-cp39-win_amd64.whl", hash = "sha256:878433581fc23e906d947a6814336eee031a00e6defba224234169ae3d3d6a98"},
-    {file = "pyrsistent-0.19.3-py3-none-any.whl", hash = "sha256:ccf0d6bd208f8111179f0c26fdf84ed7c3891982f2edaeae7422575f47e66b64"},
-    {file = "pyrsistent-0.19.3.tar.gz", hash = "sha256:1a2994773706bbb4995c31a97bc94f1418314923bd1048c6d964837040376440"},
-]
-
 [[package]]
 name = "pytest"
 version = "7.3.2"
@@ -2999,17 +1848,6 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
-[[package]]
-name = "python-json-logger"
-version = "2.0.7"
-description = "A python library adding a json log formatter"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "python-json-logger-2.0.7.tar.gz", hash = "sha256:23e7ec02d34237c5aa1e29a070193a4ea87583bb4e7f8fd06d3de8264c4b2e1c"},
-    {file = "python_json_logger-2.0.7-py3-none-any.whl", hash = "sha256:f380b826a991ebbe3de4d897aeec42760035ac760345e57b812938dc8b35e2bd"},
-]
-
 [[package]]
 name = "pytz"
 version = "2023.3.post1"
@@ -3021,44 +1859,6 @@ files = [
     {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
 ]
 
-[[package]]
-name = "pywin32"
-version = "306"
-description = "Python for Window Extensions"
-optional = false
-python-versions = "*"
-files = [
-    {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"},
-    {file = "pywin32-306-cp310-cp310-win_amd64.whl", hash = "sha256:84f4471dbca1887ea3803d8848a1616429ac94a4a8d05f4bc9c5dcfd42ca99c8"},
-    {file = "pywin32-306-cp311-cp311-win32.whl", hash = "sha256:e65028133d15b64d2ed8f06dd9fbc268352478d4f9289e69c190ecd6818b6407"},
-    {file = "pywin32-306-cp311-cp311-win_amd64.whl", hash = "sha256:a7639f51c184c0272e93f244eb24dafca9b1855707d94c192d4a0b4c01e1100e"},
-    {file = "pywin32-306-cp311-cp311-win_arm64.whl", hash = "sha256:70dba0c913d19f942a2db25217d9a1b726c278f483a919f1abfed79c9cf64d3a"},
-    {file = "pywin32-306-cp312-cp312-win32.whl", hash = "sha256:383229d515657f4e3ed1343da8be101000562bf514591ff383ae940cad65458b"},
-    {file = "pywin32-306-cp312-cp312-win_amd64.whl", hash = "sha256:37257794c1ad39ee9be652da0462dc2e394c8159dfd913a8a4e8eb6fd346da0e"},
-    {file = "pywin32-306-cp312-cp312-win_arm64.whl", hash = "sha256:5821ec52f6d321aa59e2db7e0a35b997de60c201943557d108af9d4ae1ec7040"},
-    {file = "pywin32-306-cp37-cp37m-win32.whl", hash = "sha256:1c73ea9a0d2283d889001998059f5eaaba3b6238f767c9cf2833b13e6a685f65"},
-    {file = "pywin32-306-cp37-cp37m-win_amd64.whl", hash = "sha256:72c5f621542d7bdd4fdb716227be0dd3f8565c11b280be6315b06ace35487d36"},
-    {file = "pywin32-306-cp38-cp38-win32.whl", hash = "sha256:e4c092e2589b5cf0d365849e73e02c391c1349958c5ac3e9d5ccb9a28e017b3a"},
-    {file = "pywin32-306-cp38-cp38-win_amd64.whl", hash = "sha256:e8ac1ae3601bee6ca9f7cb4b5363bf1c0badb935ef243c4733ff9a393b1690c0"},
-    {file = "pywin32-306-cp39-cp39-win32.whl", hash = "sha256:e25fd5b485b55ac9c057f67d94bc203f3f6595078d1fb3b458c9c28b7153a802"},
-    {file = "pywin32-306-cp39-cp39-win_amd64.whl", hash = "sha256:39b61c15272833b5c329a2989999dcae836b1eed650252ab1b7bfbe1d59f30f4"},
-]
-
-[[package]]
-name = "pywinpty"
-version = "2.0.12"
-description = "Pseudo terminal support for Windows from Python."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "pywinpty-2.0.12-cp310-none-win_amd64.whl", hash = "sha256:21319cd1d7c8844fb2c970fb3a55a3db5543f112ff9cfcd623746b9c47501575"},
-    {file = "pywinpty-2.0.12-cp311-none-win_amd64.whl", hash = "sha256:853985a8f48f4731a716653170cd735da36ffbdc79dcb4c7b7140bce11d8c722"},
-    {file = "pywinpty-2.0.12-cp312-none-win_amd64.whl", hash = "sha256:1617b729999eb6713590e17665052b1a6ae0ad76ee31e60b444147c5b6a35dca"},
-    {file = "pywinpty-2.0.12-cp38-none-win_amd64.whl", hash = "sha256:189380469ca143d06e19e19ff3fba0fcefe8b4a8cc942140a6b863aed7eebb2d"},
-    {file = "pywinpty-2.0.12-cp39-none-win_amd64.whl", hash = "sha256:7520575b6546db23e693cbd865db2764097bd6d4ef5dc18c92555904cd62c3d4"},
-    {file = "pywinpty-2.0.12.tar.gz", hash = "sha256:8197de460ae8ebb7f5d1701dfa1b5df45b157bb832e92acba316305e18ca00dd"},
-]
-
 [[package]]
 name = "pyyaml"
 version = "6.0"
@@ -3108,153 +1908,6 @@ files = [
     {file = "PyYAML-6.0.tar.gz", hash = "sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2"},
 ]
 
-[[package]]
-name = "pyzmq"
-version = "25.1.2"
-description = "Python bindings for 0MQ"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "pyzmq-25.1.2-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:e624c789359f1a16f83f35e2c705d07663ff2b4d4479bad35621178d8f0f6ea4"},
-    {file = "pyzmq-25.1.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:49151b0efece79f6a79d41a461d78535356136ee70084a1c22532fc6383f4ad0"},
-    {file = "pyzmq-25.1.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d9a5f194cf730f2b24d6af1f833c14c10f41023da46a7f736f48b6d35061e76e"},
-    {file = "pyzmq-25.1.2-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:faf79a302f834d9e8304fafdc11d0d042266667ac45209afa57e5efc998e3872"},
-    {file = "pyzmq-25.1.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7f51a7b4ead28d3fca8dda53216314a553b0f7a91ee8fc46a72b402a78c3e43d"},
-    {file = "pyzmq-25.1.2-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:0ddd6d71d4ef17ba5a87becf7ddf01b371eaba553c603477679ae817a8d84d75"},
-    {file = "pyzmq-25.1.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:246747b88917e4867e2367b005fc8eefbb4a54b7db363d6c92f89d69abfff4b6"},
-    {file = "pyzmq-25.1.2-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:00c48ae2fd81e2a50c3485de1b9d5c7c57cd85dc8ec55683eac16846e57ac979"},
-    {file = "pyzmq-25.1.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:5a68d491fc20762b630e5db2191dd07ff89834086740f70e978bb2ef2668be08"},
-    {file = "pyzmq-25.1.2-cp310-cp310-win32.whl", hash = "sha256:09dfe949e83087da88c4a76767df04b22304a682d6154de2c572625c62ad6886"},
-    {file = "pyzmq-25.1.2-cp310-cp310-win_amd64.whl", hash = "sha256:fa99973d2ed20417744fca0073390ad65ce225b546febb0580358e36aa90dba6"},
-    {file = "pyzmq-25.1.2-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:82544e0e2d0c1811482d37eef297020a040c32e0687c1f6fc23a75b75db8062c"},
-    {file = "pyzmq-25.1.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:01171fc48542348cd1a360a4b6c3e7d8f46cdcf53a8d40f84db6707a6768acc1"},
-    {file = "pyzmq-25.1.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bc69c96735ab501419c432110016329bf0dea8898ce16fab97c6d9106dc0b348"},
-    {file = "pyzmq-25.1.2-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3e124e6b1dd3dfbeb695435dff0e383256655bb18082e094a8dd1f6293114642"},
-    {file = "pyzmq-25.1.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7598d2ba821caa37a0f9d54c25164a4fa351ce019d64d0b44b45540950458840"},
-    {file = "pyzmq-25.1.2-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:d1299d7e964c13607efd148ca1f07dcbf27c3ab9e125d1d0ae1d580a1682399d"},
-    {file = "pyzmq-25.1.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:4e6f689880d5ad87918430957297c975203a082d9a036cc426648fcbedae769b"},
-    {file = "pyzmq-25.1.2-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:cc69949484171cc961e6ecd4a8911b9ce7a0d1f738fcae717177c231bf77437b"},
-    {file = "pyzmq-25.1.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:9880078f683466b7f567b8624bfc16cad65077be046b6e8abb53bed4eeb82dd3"},
-    {file = "pyzmq-25.1.2-cp311-cp311-win32.whl", hash = "sha256:4e5837af3e5aaa99a091302df5ee001149baff06ad22b722d34e30df5f0d9097"},
-    {file = "pyzmq-25.1.2-cp311-cp311-win_amd64.whl", hash = "sha256:25c2dbb97d38b5ac9fd15586e048ec5eb1e38f3d47fe7d92167b0c77bb3584e9"},
-    {file = "pyzmq-25.1.2-cp312-cp312-macosx_10_15_universal2.whl", hash = "sha256:11e70516688190e9c2db14fcf93c04192b02d457b582a1f6190b154691b4c93a"},
-    {file = "pyzmq-25.1.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:313c3794d650d1fccaaab2df942af9f2c01d6217c846177cfcbc693c7410839e"},
-    {file = "pyzmq-25.1.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1b3cbba2f47062b85fe0ef9de5b987612140a9ba3a9c6d2543c6dec9f7c2ab27"},
-    {file = "pyzmq-25.1.2-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fc31baa0c32a2ca660784d5af3b9487e13b61b3032cb01a115fce6588e1bed30"},
-    {file = "pyzmq-25.1.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:02c9087b109070c5ab0b383079fa1b5f797f8d43e9a66c07a4b8b8bdecfd88ee"},
-    {file = "pyzmq-25.1.2-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:f8429b17cbb746c3e043cb986328da023657e79d5ed258b711c06a70c2ea7537"},
-    {file = "pyzmq-25.1.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:5074adeacede5f810b7ef39607ee59d94e948b4fd954495bdb072f8c54558181"},
-    {file = "pyzmq-25.1.2-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:7ae8f354b895cbd85212da245f1a5ad8159e7840e37d78b476bb4f4c3f32a9fe"},
-    {file = "pyzmq-25.1.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:b264bf2cc96b5bc43ce0e852be995e400376bd87ceb363822e2cb1964fcdc737"},
-    {file = "pyzmq-25.1.2-cp312-cp312-win32.whl", hash = "sha256:02bbc1a87b76e04fd780b45e7f695471ae6de747769e540da909173d50ff8e2d"},
-    {file = "pyzmq-25.1.2-cp312-cp312-win_amd64.whl", hash = "sha256:ced111c2e81506abd1dc142e6cd7b68dd53747b3b7ae5edbea4578c5eeff96b7"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:7b6d09a8962a91151f0976008eb7b29b433a560fde056ec7a3db9ec8f1075438"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:967668420f36878a3c9ecb5ab33c9d0ff8d054f9c0233d995a6d25b0e95e1b6b"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5edac3f57c7ddaacdb4d40f6ef2f9e299471fc38d112f4bc6d60ab9365445fb0"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:0dabfb10ef897f3b7e101cacba1437bd3a5032ee667b7ead32bbcdd1a8422fe7"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:2c6441e0398c2baacfe5ba30c937d274cfc2dc5b55e82e3749e333aabffde561"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:16b726c1f6c2e7625706549f9dbe9b06004dfbec30dbed4bf50cbdfc73e5b32a"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:a86c2dd76ef71a773e70551a07318b8e52379f58dafa7ae1e0a4be78efd1ff16"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-win32.whl", hash = "sha256:359f7f74b5d3c65dae137f33eb2bcfa7ad9ebefd1cab85c935f063f1dbb245cc"},
-    {file = "pyzmq-25.1.2-cp36-cp36m-win_amd64.whl", hash = "sha256:55875492f820d0eb3417b51d96fea549cde77893ae3790fd25491c5754ea2f68"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:b8c8a419dfb02e91b453615c69568442e897aaf77561ee0064d789705ff37a92"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8807c87fa893527ae8a524c15fc505d9950d5e856f03dae5921b5e9aa3b8783b"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:5e319ed7d6b8f5fad9b76daa0a68497bc6f129858ad956331a5835785761e003"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:3c53687dde4d9d473c587ae80cc328e5b102b517447456184b485587ebd18b62"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:9add2e5b33d2cd765ad96d5eb734a5e795a0755f7fc49aa04f76d7ddda73fd70"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:e690145a8c0c273c28d3b89d6fb32c45e0d9605b2293c10e650265bf5c11cfec"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:00a06faa7165634f0cac1abb27e54d7a0b3b44eb9994530b8ec73cf52e15353b"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-win32.whl", hash = "sha256:0f97bc2f1f13cb16905a5f3e1fbdf100e712d841482b2237484360f8bc4cb3d7"},
-    {file = "pyzmq-25.1.2-cp37-cp37m-win_amd64.whl", hash = "sha256:6cc0020b74b2e410287e5942e1e10886ff81ac77789eb20bec13f7ae681f0fdd"},
-    {file = "pyzmq-25.1.2-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:bef02cfcbded83473bdd86dd8d3729cd82b2e569b75844fb4ea08fee3c26ae41"},
-    {file = "pyzmq-25.1.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:e10a4b5a4b1192d74853cc71a5e9fd022594573926c2a3a4802020360aa719d8"},
-    {file = "pyzmq-25.1.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:8c5f80e578427d4695adac6fdf4370c14a2feafdc8cb35549c219b90652536ae"},
-    {file = "pyzmq-25.1.2-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:5dde6751e857910c1339890f3524de74007958557593b9e7e8c5f01cd919f8a7"},
-    {file = "pyzmq-25.1.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea1608dd169da230a0ad602d5b1ebd39807ac96cae1845c3ceed39af08a5c6df"},
-    {file = "pyzmq-25.1.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:0f513130c4c361201da9bc69df25a086487250e16b5571ead521b31ff6b02220"},
-    {file = "pyzmq-25.1.2-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:019744b99da30330798bb37df33549d59d380c78e516e3bab9c9b84f87a9592f"},
-    {file = "pyzmq-25.1.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:2e2713ef44be5d52dd8b8e2023d706bf66cb22072e97fc71b168e01d25192755"},
-    {file = "pyzmq-25.1.2-cp38-cp38-win32.whl", hash = "sha256:07cd61a20a535524906595e09344505a9bd46f1da7a07e504b315d41cd42eb07"},
-    {file = "pyzmq-25.1.2-cp38-cp38-win_amd64.whl", hash = "sha256:eb7e49a17fb8c77d3119d41a4523e432eb0c6932187c37deb6fbb00cc3028088"},
-    {file = "pyzmq-25.1.2-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:94504ff66f278ab4b7e03e4cba7e7e400cb73bfa9d3d71f58d8972a8dc67e7a6"},
-    {file = "pyzmq-25.1.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6dd0d50bbf9dca1d0bdea219ae6b40f713a3fb477c06ca3714f208fd69e16fd8"},
-    {file = "pyzmq-25.1.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:004ff469d21e86f0ef0369717351073e0e577428e514c47c8480770d5e24a565"},
-    {file = "pyzmq-25.1.2-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:c0b5ca88a8928147b7b1e2dfa09f3b6c256bc1135a1338536cbc9ea13d3b7add"},
-    {file = "pyzmq-25.1.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c9a79f1d2495b167119d02be7448bfba57fad2a4207c4f68abc0bab4b92925b"},
-    {file = "pyzmq-25.1.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:518efd91c3d8ac9f9b4f7dd0e2b7b8bf1a4fe82a308009016b07eaa48681af82"},
-    {file = "pyzmq-25.1.2-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:1ec23bd7b3a893ae676d0e54ad47d18064e6c5ae1fadc2f195143fb27373f7f6"},
-    {file = "pyzmq-25.1.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:db36c27baed588a5a8346b971477b718fdc66cf5b80cbfbd914b4d6d355e44e2"},
-    {file = "pyzmq-25.1.2-cp39-cp39-win32.whl", hash = "sha256:39b1067f13aba39d794a24761e385e2eddc26295826530a8c7b6c6c341584289"},
-    {file = "pyzmq-25.1.2-cp39-cp39-win_amd64.whl", hash = "sha256:8e9f3fabc445d0ce320ea2c59a75fe3ea591fdbdeebec5db6de530dd4b09412e"},
-    {file = "pyzmq-25.1.2-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a8c1d566344aee826b74e472e16edae0a02e2a044f14f7c24e123002dcff1c05"},
-    {file = "pyzmq-25.1.2-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:759cfd391a0996345ba94b6a5110fca9c557ad4166d86a6e81ea526c376a01e8"},
-    {file = "pyzmq-25.1.2-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7c61e346ac34b74028ede1c6b4bcecf649d69b707b3ff9dc0fab453821b04d1e"},
-    {file = "pyzmq-25.1.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4cb8fc1f8d69b411b8ec0b5f1ffbcaf14c1db95b6bccea21d83610987435f1a4"},
-    {file = "pyzmq-25.1.2-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:3c00c9b7d1ca8165c610437ca0c92e7b5607b2f9076f4eb4b095c85d6e680a1d"},
-    {file = "pyzmq-25.1.2-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:df0c7a16ebb94452d2909b9a7b3337940e9a87a824c4fc1c7c36bb4404cb0cde"},
-    {file = "pyzmq-25.1.2-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:45999e7f7ed5c390f2e87ece7f6c56bf979fb213550229e711e45ecc7d42ccb8"},
-    {file = "pyzmq-25.1.2-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:ac170e9e048b40c605358667aca3d94e98f604a18c44bdb4c102e67070f3ac9b"},
-    {file = "pyzmq-25.1.2-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1b604734bec94f05f81b360a272fc824334267426ae9905ff32dc2be433ab96"},
-    {file = "pyzmq-25.1.2-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:a793ac733e3d895d96f865f1806f160696422554e46d30105807fdc9841b9f7d"},
-    {file = "pyzmq-25.1.2-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:0806175f2ae5ad4b835ecd87f5f85583316b69f17e97786f7443baaf54b9bb98"},
-    {file = "pyzmq-25.1.2-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:ef12e259e7bc317c7597d4f6ef59b97b913e162d83b421dd0db3d6410f17a244"},
-    {file = "pyzmq-25.1.2-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:ea253b368eb41116011add00f8d5726762320b1bda892f744c91997b65754d73"},
-    {file = "pyzmq-25.1.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1b9b1f2ad6498445a941d9a4fee096d387fee436e45cc660e72e768d3d8ee611"},
-    {file = "pyzmq-25.1.2-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:8b14c75979ce932c53b79976a395cb2a8cd3aaf14aef75e8c2cb55a330b9b49d"},
-    {file = "pyzmq-25.1.2-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:889370d5174a741a62566c003ee8ddba4b04c3f09a97b8000092b7ca83ec9c49"},
-    {file = "pyzmq-25.1.2-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9a18fff090441a40ffda8a7f4f18f03dc56ae73f148f1832e109f9bffa85df15"},
-    {file = "pyzmq-25.1.2-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:99a6b36f95c98839ad98f8c553d8507644c880cf1e0a57fe5e3a3f3969040882"},
-    {file = "pyzmq-25.1.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4345c9a27f4310afbb9c01750e9461ff33d6fb74cd2456b107525bbeebcb5be3"},
-    {file = "pyzmq-25.1.2-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:3516e0b6224cf6e43e341d56da15fd33bdc37fa0c06af4f029f7d7dfceceabbc"},
-    {file = "pyzmq-25.1.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:146b9b1f29ead41255387fb07be56dc29639262c0f7344f570eecdcd8d683314"},
-    {file = "pyzmq-25.1.2.tar.gz", hash = "sha256:93f1aa311e8bb912e34f004cf186407a4e90eec4f0ecc0efd26056bf7eda0226"},
-]
-
-[package.dependencies]
-cffi = {version = "*", markers = "implementation_name == \"pypy\""}
-
-[[package]]
-name = "qtconsole"
-version = "5.5.1"
-description = "Jupyter Qt console"
-optional = false
-python-versions = ">= 3.8"
-files = [
-    {file = "qtconsole-5.5.1-py3-none-any.whl", hash = "sha256:8c75fa3e9b4ed884880ff7cea90a1b67451219279ec33deaee1d59e3df1a5d2b"},
-    {file = "qtconsole-5.5.1.tar.gz", hash = "sha256:a0e806c6951db9490628e4df80caec9669b65149c7ba40f9bf033c025a5b56bc"},
-]
-
-[package.dependencies]
-ipykernel = ">=4.1"
-jupyter-client = ">=4.1"
-jupyter-core = "*"
-packaging = "*"
-pygments = "*"
-pyzmq = ">=17.1"
-qtpy = ">=2.4.0"
-traitlets = "<5.2.1 || >5.2.1,<5.2.2 || >5.2.2"
-
-[package.extras]
-doc = ["Sphinx (>=1.3)"]
-test = ["flaky", "pytest", "pytest-qt"]
-
-[[package]]
-name = "qtpy"
-version = "2.4.1"
-description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "QtPy-2.4.1-py3-none-any.whl", hash = "sha256:1c1d8c4fa2c884ae742b069151b0abe15b3f70491f3972698c683b8e38de839b"},
-    {file = "QtPy-2.4.1.tar.gz", hash = "sha256:a5a15ffd519550a1361bdc56ffc07fda56a6af7292f17c7b395d4083af632987"},
-]
-
-[package.dependencies]
-packaging = "*"
-
-[package.extras]
-test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
-
 [[package]]
 name = "requests"
 version = "2.31.0"
@@ -3294,31 +1947,6 @@ requests = ">=2.0.0"
 [package.extras]
 rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
-[[package]]
-name = "rfc3339-validator"
-version = "0.1.4"
-description = "A pure python RFC3339 validator"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
-    {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
-]
-
-[package.dependencies]
-six = "*"
-
-[[package]]
-name = "rfc3986-validator"
-version = "0.1.1"
-description = "Pure python rfc3986 validator"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"},
-    {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
-]
-
 [[package]]
 name = "rsa"
 version = "4.9"
@@ -3465,22 +2093,6 @@ dev = ["click", "cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyl
 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", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
-[[package]]
-name = "send2trash"
-version = "1.8.2"
-description = "Send file to trash natively under Mac OS X, Windows and Linux"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
-files = [
-    {file = "Send2Trash-1.8.2-py3-none-any.whl", hash = "sha256:a384719d99c07ce1eefd6905d2decb6f8b7ed054025bb0e618919f945de4f679"},
-    {file = "Send2Trash-1.8.2.tar.gz", hash = "sha256:c132d59fa44b9ca2b1699af5c86f57ce9f4c5eb56629d5d55fbb7a35f84e2312"},
-]
-
-[package.extras]
-nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
-objc = ["pyobjc-framework-Cocoa"]
-win32 = ["pywin32"]
-
 [[package]]
 name = "setuptools"
 version = "67.8.0"
@@ -3508,47 +2120,6 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
-[[package]]
-name = "sniffio"
-version = "1.3.0"
-description = "Sniff out which async library your code is running under"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
-    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
-]
-
-[[package]]
-name = "soupsieve"
-version = "2.5"
-description = "A modern CSS selector implementation for Beautiful Soup."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "soupsieve-2.5-py3-none-any.whl", hash = "sha256:eaa337ff55a1579b6549dc679565eac1e3d000563bcb1c8ab0d0fefbc0c2cdc7"},
-    {file = "soupsieve-2.5.tar.gz", hash = "sha256:5663d5a7b3bfaeee0bc4372e7fc48f9cff4940b3eec54a6451cc5299f1097690"},
-]
-
-[[package]]
-name = "stack-data"
-version = "0.6.3"
-description = "Extract data from python stack frames and tracebacks for informative displays"
-optional = false
-python-versions = "*"
-files = [
-    {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
-    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
-]
-
-[package.dependencies]
-asttokens = ">=2.1.0"
-executing = ">=1.2.0"
-pure-eval = "*"
-
-[package.extras]
-tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
-
 [[package]]
 name = "sympy"
 version = "1.12"
@@ -3599,27 +2170,6 @@ files = [
     {file = "tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530"},
 ]
 
-[[package]]
-name = "terminado"
-version = "0.18.0"
-description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "terminado-0.18.0-py3-none-any.whl", hash = "sha256:87b0d96642d0fe5f5abd7783857b9cab167f221a39ff98e3b9619a788a3c0f2e"},
-    {file = "terminado-0.18.0.tar.gz", hash = "sha256:1ea08a89b835dd1b8c0c900d92848147cef2537243361b2e3f4dc15df9b6fded"},
-]
-
-[package.dependencies]
-ptyprocess = {version = "*", markers = "os_name != \"nt\""}
-pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
-tornado = ">=6.1.0"
-
-[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
-typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
-
 [[package]]
 name = "threadpoolctl"
 version = "3.2.0"
@@ -3631,24 +2181,6 @@ files = [
     {file = "threadpoolctl-3.2.0.tar.gz", hash = "sha256:c96a0ba3bdddeaca37dc4cc7344aafad41cdb8c313f74fdfe387a867bba93355"},
 ]
 
-[[package]]
-name = "tinycss2"
-version = "1.2.1"
-description = "A tiny CSS parser"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "tinycss2-1.2.1-py3-none-any.whl", hash = "sha256:2b80a96d41e7c3914b8cda8bc7f705a4d9c49275616e886103dd839dfc847847"},
-    {file = "tinycss2-1.2.1.tar.gz", hash = "sha256:8cff3a8f066c2ec677c06dbc7b45619804a6938478d9d73c284b29d14ecb0627"},
-]
-
-[package.dependencies]
-webencodings = ">=0.4"
-
-[package.extras]
-doc = ["sphinx", "sphinx_rtd_theme"]
-test = ["flake8", "isort", "pytest"]
-
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -3713,26 +2245,6 @@ typing-extensions = "*"
 dynamo = ["jinja2"]
 opt-einsum = ["opt-einsum (>=3.3)"]
 
-[[package]]
-name = "tornado"
-version = "6.4"
-description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-optional = false
-python-versions = ">= 3.8"
-files = [
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"},
-    {file = "tornado-6.4-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:27787de946a9cffd63ce5814c33f734c627a87072ec7eed71f7fc4417bb16263"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f7894c581ecdcf91666a0912f18ce5e757213999e183ebfc2c3fdbf4d5bd764e"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e43bc2e5370a6a8e413e1e1cd0c91bedc5bd62a74a532371042a18ef19e10579"},
-    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f0251554cdd50b4b44362f73ad5ba7126fc5b2c2895cc62b14a1c2d7ea32f212"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:fd03192e287fbd0899dd8f81c6fb9cbbc69194d2074b38f384cb6fa72b80e9c2"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:88b84956273fbd73420e6d4b8d5ccbe913c65d31351b4c004ae362eba06e1f78"},
-    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:71ddfc23a0e03ef2df1c1397d859868d158c8276a0603b96cf86892bff58149f"},
-    {file = "tornado-6.4-cp38-abi3-win32.whl", hash = "sha256:6f8a6c77900f5ae93d8b4ae1196472d0ccc2775cc1dfdc9e7727889145c45052"},
-    {file = "tornado-6.4-cp38-abi3-win_amd64.whl", hash = "sha256:10aeaa8006333433da48dec9fe417877f8bcc21f48dda8d661ae79da357b2a63"},
-    {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
-]
-
 [[package]]
 name = "tqdm"
 version = "4.66.1"
@@ -3753,21 +2265,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
-[[package]]
-name = "traitlets"
-version = "5.9.0"
-description = "Traitlets Python configuration system"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "traitlets-5.9.0-py3-none-any.whl", hash = "sha256:9e6ec080259b9a5940c797d58b613b5e31441c2257b87c2e795c5228ae80d2d8"},
-    {file = "traitlets-5.9.0.tar.gz", hash = "sha256:f6cde21a9c68cf756af02035f72d5a723bf607e862e7be33ece505abf4a3bad9"},
-]
-
-[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
-
 [[package]]
 name = "triton"
 version = "2.1.0"
@@ -3815,20 +2312,6 @@ files = [
     {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
 ]
 
-[[package]]
-name = "uri-template"
-version = "1.3.0"
-description = "RFC 6570 URI Template Processor"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
-    {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
-]
-
-[package.extras]
-dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
-
 [[package]]
 name = "urllib3"
 version = "2.0.3"
@@ -3866,59 +2349,6 @@ platformdirs = ">=3.2,<4"
 docs = ["furo (>=2023.3.27)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=22.12)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.3.1)", "pytest-env (>=0.8.1)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.10)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=67.7.1)", "time-machine (>=2.9)"]
 
-[[package]]
-name = "wcwidth"
-version = "0.2.13"
-description = "Measures the displayed width of unicode strings in a terminal"
-optional = false
-python-versions = "*"
-files = [
-    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
-    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
-]
-
-[[package]]
-name = "webcolors"
-version = "1.13"
-description = "A library for working with the color formats defined by HTML and CSS."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "webcolors-1.13-py3-none-any.whl", hash = "sha256:29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf"},
-    {file = "webcolors-1.13.tar.gz", hash = "sha256:c225b674c83fa923be93d235330ce0300373d02885cef23238813b0d5668304a"},
-]
-
-[package.extras]
-docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
-tests = ["pytest", "pytest-cov"]
-
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-optional = false
-python-versions = "*"
-files = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-
-[[package]]
-name = "websocket-client"
-version = "1.7.0"
-description = "WebSocket client for Python with low level API options"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "websocket-client-1.7.0.tar.gz", hash = "sha256:10e511ea3a8c744631d3bd77e61eb17ed09304c413ad42cf6ddfa4c7787e8fe6"},
-    {file = "websocket_client-1.7.0-py3-none-any.whl", hash = "sha256:f4c3d22fec12a2461427a29957ff07d35098ee2d976d3ba244e688b8b4057588"},
-]
-
-[package.extras]
-docs = ["Sphinx (>=6.0)", "sphinx-rtd-theme (>=1.1.0)"]
-optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
-
 [[package]]
 name = "werkzeug"
 version = "3.0.1"
@@ -3936,17 +2366,6 @@ MarkupSafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
 
-[[package]]
-name = "widgetsnbextension"
-version = "4.0.9"
-description = "Jupyter interactive widgets for Jupyter Notebook"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "widgetsnbextension-4.0.9-py3-none-any.whl", hash = "sha256:91452ca8445beb805792f206e560c1769284267a30ceb1cec9f5bcc887d15175"},
-    {file = "widgetsnbextension-4.0.9.tar.gz", hash = "sha256:3c1f5e46dc1166dfd40a42d685e6a51396fd34ff878742a3e47c6f0cc4a2a385"},
-]
-
 [[package]]
 name = "xarray"
 version = "2024.1.1"
@@ -4010,4 +2429,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "ffff04f4488a8896218f2abba066c8c6a880a95dd1151f23dacaaa1c6bcbd45c"
+content-hash = "ae2e5e776997e3e9eb45b0a4eb7c30bc4b807b8eb0006efb214fd1dd73d51550"
diff --git a/pyproject.toml b/pyproject.toml
index 0117976..bb84594 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,22 +6,25 @@ description = "a package for diagnosing posterior quality from inference methods
 authors = ["Becky Nevin <rnevin@fnal.gov>"]
 license = "MIT"
 
+[tool.poetry.scripts]
+diagnose = "client.client:main"
+
 [tool.poetry.dependencies]
 python = "^3.9"
-jupyter = "^1.0.0"
 sbi = "^0.22.0"
-flake8 = "^7.0.0"
-black = "^24.1.1"
 pyarrow = "^15.0.0"
 getdist = "^1.4.7"
 h5py = "^3.10.0"
+numpy = "^1.26.4"
+matplotlib = "^3.8.3"
 
-[tool.poetry.dev-dependencies]
-pytest = "^7.3.2"
 
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^3.3.2"
 pytest-cov = "^4.1.0"
+flake8 = "^7.0.0"
+pytest = "^7.3.2"
+black = "^24.3.0"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/resources/saveddata/data_train.h5 b/resources/saveddata/data_train.h5
new file mode 100644
index 0000000..ce996c5
Binary files /dev/null and b/resources/saveddata/data_train.h5 differ
diff --git a/resources/saveddata/data_validation.h5 b/resources/saveddata/data_validation.h5
new file mode 100644
index 0000000..d227c56
Binary files /dev/null and b/resources/saveddata/data_validation.h5 differ
diff --git a/resources/savedmodels/sbi/sbi_linear_from_data.pkl b/resources/savedmodels/sbi/sbi_linear_from_data.pkl
new file mode 100644
index 0000000..4b0b298
Binary files /dev/null and b/resources/savedmodels/sbi/sbi_linear_from_data.pkl differ
diff --git a/resources/savedmodels/sbi/sbi_linear_generative.pkl b/resources/savedmodels/sbi/sbi_linear_generative.pkl
new file mode 100644
index 0000000..667baf9
Binary files /dev/null and b/resources/savedmodels/sbi/sbi_linear_generative.pkl differ
diff --git a/results/plots/generative/mackelab_pairplot.pdf b/results/plots/generative/mackelab_pairplot.pdf
new file mode 100644
index 0000000..351cae9
Binary files /dev/null and b/results/plots/generative/mackelab_pairplot.pdf differ
diff --git a/results/plots/static/getdist_cornerplot.pdf b/results/plots/static/getdist_cornerplot.pdf
new file mode 100644
index 0000000..d03e794
Binary files /dev/null and b/results/plots/static/getdist_cornerplot.pdf differ
diff --git a/results/plots/static/mackelab_pairplot.pdf b/results/plots/static/mackelab_pairplot.pdf
new file mode 100644
index 0000000..d6bcb45
Binary files /dev/null and b/results/plots/static/mackelab_pairplot.pdf differ
diff --git a/saveddata/data_train.h5 b/saveddata/data_train.h5
new file mode 100644
index 0000000..ce996c5
Binary files /dev/null and b/saveddata/data_train.h5 differ
diff --git a/saveddata/data_validation.h5 b/saveddata/data_validation.h5
new file mode 100644
index 0000000..d227c56
Binary files /dev/null and b/saveddata/data_validation.h5 differ
diff --git a/savedmodels/sbi/sbi_linear_from_data.pkl b/savedmodels/sbi/sbi_linear_from_data.pkl
new file mode 100644
index 0000000..4b0b298
Binary files /dev/null and b/savedmodels/sbi/sbi_linear_from_data.pkl differ
diff --git a/savedmodels/sbi/sbi_linear_generative.pkl b/savedmodels/sbi/sbi_linear_generative.pkl
new file mode 100644
index 0000000..667baf9
Binary files /dev/null and b/savedmodels/sbi/sbi_linear_generative.pkl differ
diff --git a/showyourwork.yml b/showyourwork.yml
deleted file mode 100644
index 206454e..0000000
--- a/showyourwork.yml
+++ /dev/null
@@ -1,7 +0,0 @@
-version: 0.3.0
-
-overleaf: 
-  id: 62defbc43013ada57aa4c153
-  push: 
-      - src/tex/figures
-      - src/tex/output
\ No newline at end of file
diff --git a/Snakefile b/src/client/__init__.py
similarity index 100%
rename from Snakefile
rename to src/client/__init__.py
diff --git a/src/client/client.py b/src/client/client.py
new file mode 100644
index 0000000..be486f1
--- /dev/null
+++ b/src/client/client.py
@@ -0,0 +1,79 @@
+import os
+import yaml 
+from argparse import ArgumentParser
+
+from utils.config import Config
+from utils.defaults import Defaults
+from data import DataModules 
+from models import ModelModules 
+from metrics import Metrics 
+from plots import Plots
+
+
+def parser(): 
+    parser = ArgumentParser()
+    parser.add_argument("--config", '-c', default=None)
+
+    # Model 
+    parser.add_argument("--model_path", '-m', default=None)
+    parser.add_argument("--model_engine", '-e', default=Defaults['model']['model_engine'], choices=ModelModules.keys())
+
+    # Data 
+    parser.add_argument("--data_path", '-d', default=None)
+    parser.add_argument("--data_engine", '-g', default=Defaults['data']['data_engine'], choices=DataModules.keys())
+    parser.add_argument("--simulator", '-s', default=None)
+    # Common
+    parser.add_argument("--out_dir", default=Defaults['common']['out_dir'])
+
+    # List of metrics (cannot supply specific kwargs)
+    parser.add_argument("--metrics", nargs='+', default=list(Defaults['metrics'].keys()), choices=Metrics.keys())
+
+    # List of plots 
+    parser.add_argument("--plots", nargs='+', default=list(Defaults['plots'].keys()), choices=Plots.keys())
+
+
+    args = parser.parse_args()
+    if args.config is not None: 
+        config = Config(args.config)
+
+    else: 
+        temp_config = Defaults['common']['temp_config']
+        os.makedirs(os.path.dirname(temp_config), exist_ok=True)
+
+        input_yaml = {
+            "common": {"out_dir":args.out_dir}, 
+            "model": {"model_path":args.model_path, "model_engine":args.model_engine}, 
+            "data": {"data_path":args.data_path, "data_engine":args.data_engine, "simulator": args.simulator}, 
+            "plots": {key: {} for key in args.plots}, 
+            "metrics": {key: {} for key in args.metrics}, 
+        }
+
+        yaml.dump(input_yaml, open(temp_config, "w"))
+        config = Config(temp_config)
+
+    return config
+
+def main():
+    config = parser()
+
+    model_path = config.get_item("model", "model_path")
+    model_engine = config.get_item("model", "model_engine", raise_exception=False)
+    model = ModelModules[model_engine](model_path)
+
+    data_path = config.get_item("data", "data_path")
+    data_engine = config.get_item("data", "data_engine", raise_exception=False)
+    simulator_name = config.get_item("data", "simulator")
+    data = DataModules[data_engine](data_path, simulator_name)
+
+    out_dir = config.get_item("common", "out_dir", raise_exception=False)
+    if not os.path.exists(os.path.dirname(out_dir)): 
+        os.makedirs(os.path.dirname(out_dir))
+
+    metrics = config.get_section("metrics", raise_exception=False)
+    plots = config.get_section("plots", raise_exception=False)
+
+    for metrics_name, metrics_args in metrics.items(): 
+        Metrics[metrics_name](model, data, **metrics_args)()
+
+    for plot_name, plot_args in plots.items(): 
+        Plots[plot_name](model, data, save=True, show=False, out_dir=out_dir)(**plot_args)
\ No newline at end of file
diff --git a/src/data/__init__.py b/src/data/__init__.py
new file mode 100644
index 0000000..4517898
--- /dev/null
+++ b/src/data/__init__.py
@@ -0,0 +1,9 @@
+
+from data.h5_data import H5Data
+from data.pickle_data import PickleData
+from data.simulator import Simulator
+
+DataModules = {
+    "H5Data": H5Data, 
+    "PickleData": PickleData
+}
\ No newline at end of file
diff --git a/src/data/data.py b/src/data/data.py
new file mode 100644
index 0000000..fbd87fb
--- /dev/null
+++ b/src/data/data.py
@@ -0,0 +1,50 @@
+import importlib.util
+import sys
+import os
+
+from utils.config import get_item
+from utils.defaults import Defaults
+
+class Data: 
+    def __init__(self, path:str, simulator_name: str):
+        self.data = self._load(path)
+        self.simulator = self._load_simulator(simulator_name)
+
+    def _load_simulator(self, name): 
+        try: 
+            simulator_path = os.environ[f"{Defaults['common']['sim_location']}:{name}"]
+        except KeyError as e: 
+            raise RuntimeError(f"Simulator cannot be found using env var {e}. Hint: have you registed your simulation with utils.register_simulator?")
+
+        new_class = os.path.dirname(simulator_path)
+        sys.path.insert(1, new_class)
+
+        # TODO robust error checks 
+        module_name = os.path.basename(simulator_path.rstrip('.py')) 
+        m = importlib.import_module(module_name)
+    
+        simulator = getattr(m, name)
+        return simulator()
+
+    def _load(self, path:str): 
+        raise NotImplementedError
+
+    def x_true(self): 
+        # From Data 
+        raise NotImplementedError
+    
+    def y_true(self): 
+        return self.simulator(self.theta_true(), self.x_true())
+    
+    def prior(self): 
+        # From Data
+        raise NotImplementedError
+    
+    def theta_true(self): 
+        return get_item("data", "theta_true")
+    
+    def sigma_true(self): 
+        return get_item("data", "sigma_true")
+    
+    def save(self, data, path:str): 
+        raise NotImplementedError
\ No newline at end of file
diff --git a/src/data/h5_data.py b/src/data/h5_data.py
new file mode 100644
index 0000000..ffb4a78
--- /dev/null
+++ b/src/data/h5_data.py
@@ -0,0 +1,30 @@
+from typing import Any, Callable
+import h5py
+import numpy as np
+import torch
+import os 
+
+from data.data import Data
+
+class H5Data(Data): 
+    def __init__(self, path:str, simulator:Callable):
+        super().__init__(path, simulator)
+
+    def _load(self, path): 
+        assert path.split(".")[-1] == "h5", "File extension must be h5"
+        loaded_data = {}
+        with h5py.File(path, "r") as file:
+            for key in file.keys():
+                loaded_data[key] = torch.Tensor(file[key][...])
+        return loaded_data
+ 
+    def save(self, data:dict[str, Any], path: str): # Todo typing for data dict
+        assert path.split(".")[-1] == "h5", "File extension must be h5"
+        if not os.path.exists(os.path.dirname(path)): 
+            os.makedirs(os.path.dirname(path))
+
+        data_arrays = {key: np.asarray(value) for key, value in data.items()}
+        with h5py.File(path, "w") as file:
+            # Save each array as a dataset in the HDF5 file
+            for key, value in data_arrays.items():
+                file.create_dataset(key, data=value)
\ No newline at end of file
diff --git a/src/data/pickle_data.py b/src/data/pickle_data.py
new file mode 100644
index 0000000..ee7ef61
--- /dev/null
+++ b/src/data/pickle_data.py
@@ -0,0 +1,18 @@
+import pickle
+from typing import Any, Callable 
+from data.data import Data
+
+class PickleData(Data): 
+    def __init__(self, path:str, simulator:Callable):
+        super().__init__(path, simulator)
+
+    def _load(self, path:str): 
+        assert path.split('.')[-1] == 'pkl', "File extension must be 'pkl'"
+        with open(path, "rb") as file:
+            data = pickle.load(file)
+        return data 
+
+    def save(self, data:Any, path:str): 
+        assert path.split('.')[-1] == 'pkl', "File extension must be 'pkl'"
+        with open(path, "wb") as file:
+            pickle.dump(data, file)
\ No newline at end of file
diff --git a/src/data/simulator.py b/src/data/simulator.py
new file mode 100644
index 0000000..8fb269a
--- /dev/null
+++ b/src/data/simulator.py
@@ -0,0 +1,10 @@
+
+from typing import Any
+
+class Simulator: 
+    def __init__(self) -> None:
+        pass
+
+    def __call__(self, *args: Any, **kwds: Any) -> Any:
+        pass 
+
diff --git a/src/metrics/__init__.py b/src/metrics/__init__.py
new file mode 100644
index 0000000..d6206b0
--- /dev/null
+++ b/src/metrics/__init__.py
@@ -0,0 +1,3 @@
+Metrics = {
+    
+}
\ No newline at end of file
diff --git a/src/metrics/metric.py b/src/metrics/metric.py
new file mode 100644
index 0000000..7639ef5
--- /dev/null
+++ b/src/metrics/metric.py
@@ -0,0 +1,44 @@
+from typing import Any, Optional
+import json 
+import os 
+
+from data import data
+from models import model
+
+class Metric: 
+    def __init__(self, model:model, data:data, out_dir:Optional[str]=None) -> None:
+        self.model = model 
+        self.data = data 
+
+        self.out_dir = out_dir
+        self.output = None
+
+    def _collect_data_params():
+        raise NotImplementedError 
+    
+    def _run_model_inference(): 
+        raise NotImplementedError
+    
+    def calculate(self): 
+        raise NotImplementedError
+    
+    def _finish(self): 
+        assert self.output is not None, "Calculation has not been completed, have you run Metric.calculate?"
+
+        if self.out_dir is not None: 
+            if not os.path.exists(os.path.dirname(self.out_dir)): 
+                os.makedirs(os.path.dirname(self.out_dir))
+
+            with open(self.out_dir) as f: 
+                data = json.load(f)
+                data.update(self.output)
+                json.dump(data, f, ensure_ascii=True)
+                f.close()
+    
+    def __call__(self, *args: Any, **kwds: Any) -> Any:
+        self._collect_data_params()
+        self._run_model_inference()
+        self.calculate()
+        self._finish()
+
+    
\ No newline at end of file
diff --git a/src/models/__init__.py b/src/models/__init__.py
new file mode 100644
index 0000000..b710af1
--- /dev/null
+++ b/src/models/__init__.py
@@ -0,0 +1,5 @@
+from models.sbi_model import SBIModel
+
+ModelModules = {
+    "SBIModel": SBIModel
+}
\ No newline at end of file
diff --git a/src/models/model.py b/src/models/model.py
new file mode 100644
index 0000000..5e75bf7
--- /dev/null
+++ b/src/models/model.py
@@ -0,0 +1,15 @@
+class Model: 
+    def __init__(self, model_path:str) -> None:
+        self.model = self._load(model_path) 
+
+    def _load(self, path:str) -> None: 
+        return NotImplementedError
+
+    def sample_posterior(self): 
+        return NotImplementedError
+    
+    def sample_simulation(self, data): 
+        raise NotImplementedError
+
+    def predict_posterior(self, data): 
+        raise NotImplementedError
diff --git a/src/models/sbi_model.py b/src/models/sbi_model.py
new file mode 100644
index 0000000..866d95e
--- /dev/null
+++ b/src/models/sbi_model.py
@@ -0,0 +1,24 @@
+import os
+import pickle
+
+from models.model import Model 
+
+class SBIModel(Model): 
+    def __init__(self, model_path:str): 
+        super().__init__(model_path)
+
+    def _load(self, path:str) -> None: 
+        assert os.path.exists(path), f"Cannot find model file at location {path}"
+        assert path.split(".")[-1] == 'pkl', "File extension must be 'pkl'"
+
+        with open(path, "rb") as file:
+            posterior = pickle.load(file)
+        self.posterior = posterior
+
+    def sample_posterior(self, n_samples:int, data): # TODO typing
+        return self.posterior.sample((n_samples,), x=data.y_true)
+
+    def predict_posterior(self, data): 
+        posterior_samples = self.sample_posterior(data.y_true)
+        posterior_predictive_samples = data.simulator(data.theta_true(), posterior_samples)
+        return posterior_predictive_samples
\ No newline at end of file
diff --git a/src/plots/__init__.py b/src/plots/__init__.py
new file mode 100644
index 0000000..4810846
--- /dev/null
+++ b/src/plots/__init__.py
@@ -0,0 +1,7 @@
+from typing import TypeVar
+from src.plots.plot import Display
+
+display = TypeVar("display", Display)
+Plots = {
+    
+}
\ No newline at end of file
diff --git a/src/plots/plot.py b/src/plots/plot.py
new file mode 100644
index 0000000..ff385cb
--- /dev/null
+++ b/src/plots/plot.py
@@ -0,0 +1,65 @@
+import os
+from typing import Any, Optional
+import matplotlib.pyplot as plt
+from matplotlib import rcParams
+
+from src.data import data
+from src.models import model
+
+from src.utils.config import get_item, get_section
+
+class Display: 
+    def __init__(self, model:model, data:data, save:bool, show:bool, out_path:Optional[str]): 
+        self.save = save
+        self.show = show 
+        self.out_path = out_path.rstrip("/")
+        if self.save: 
+            assert self.out_path is not None, "out_path required to save files." 
+
+        if not os.path.exists(os.path.dirname(out_path)): 
+            os.makedirs(os.path.dirname(out_path))
+
+        self.model = model
+        self._data_setup(data)
+        self._common_settings()
+        self._plot_settings()
+        self.plot_name = self._plot_name()
+
+    def _plot_name(self): 
+        raise NotImplementedError
+
+    def _data_setup(self, data): 
+        # Set all the vars used for the plot
+        raise NotImplementedError
+    
+    def _plot_settings(self): 
+        # TODO Pull fom a config for specific plots 
+        raise NotImplementedError
+    
+    def _plot(self, **kwrgs):
+        # Make the plot object with plt.
+        raise NotImplementedError 
+    
+    def _common_settings(self): 
+        plot_common = get_section("plot_common", raise_exception=False)
+        rcParams["axes.spines.right"] = bool(plot_common['axis_spines'])
+        rcParams["axes.spines.top"] = bool(plot_common['axis_spines'])
+
+        # Style 
+        self.colorway = plot_common["colorway"]
+        tight_layout = bool(plot_common['tight_layout'])
+        if tight_layout: 
+            plt.tight_layout() 
+        plot_style = plot_common['plot_style']
+        plt.style.use(plot_style)
+
+    def _finish(self):
+        assert os.path.splitext(self.plot_name)[-1] != '', f"plot name, {self.plot_name}, is malformed. Please supply a name with an extension."
+        if self.save:
+            plt.savefig(f"{self.out_path}/{self.plot_name}")
+        if self.plot:
+            plt.show()
+ 
+    def __call__(self, **kwargs) -> None:
+        self._plot(**kwargs)
+        self._finish()
\ No newline at end of file
diff --git a/src/scripts/evaluate.py b/src/scripts/evaluate.py
index 5275656..5ef4553 100644
--- a/src/scripts/evaluate.py
+++ b/src/scripts/evaluate.py
@@ -34,7 +34,6 @@ def posterior_predictive(
         y_true = simulator(theta_true, x_true)
         # also go through and plot one sigma interval
         # plot the true values
-        plt.clf()
         xs_sim = np.linspace(0, 100, 101)
         ys_sim = np.array(posterior_predictive_samples)
         plt.fill_between(
diff --git a/src/scripts/paths.py b/src/scripts/paths.py
deleted file mode 100644
index 939c710..0000000
--- a/src/scripts/paths.py
+++ /dev/null
@@ -1,30 +0,0 @@
-"""
-Exposes common paths useful for manipulating datasets and generating figures.
-
-"""
-from pathlib import Path
-
-# Absolute path to the top level of the repository
-root = Path(__file__).resolve().parents[2].absolute()
-
-# Absolute path to the `src` folder
-src = root / "src"
-
-# Absolute path to the `src/data` folder (contains datasets)
-data = src / "data"
-
-# Absolute path to the `src/static` folder (contains static images)
-static = src / "static"
-
-# Absolute path to the `src/scripts` folder (contains figure/pipeline scripts)
-scripts = src / "scripts"
-
-# Absolute path to the `src/tex` folder (contains the manuscript)
-tex = src / "tex"
-
-# Absolute path to the `src/tex/figures` folder (contains figure output)
-figures = tex / "figures"
-
-# Absolute path to the `src/tex/output` folder
-# (contains other user-defined output)
-output = tex / "output"
diff --git a/src/scripts/train.py b/src/scripts/train.py
deleted file mode 100644
index 3bba349..0000000
--- a/src/scripts/train.py
+++ /dev/null
@@ -1,47 +0,0 @@
-"""
-Simple stubs to use for re-train of the final model
-Can leave a default data source, or specify that 'load data' loads the dataset
-used in the final version
-"""
-
-import argparse
-
-
-def architecture():
-    """
-    :return: compiled architecture of the model you want to have trained
-    """
-    return 0
-
-
-def load_data(data_source):
-    """
-    :return: data loader or full training data, split in val and train
-    """
-    return 0, 0
-
-
-def train_model(data_source, n_epochs):
-    """
-    :param data_source:
-    :param n_epochs:
-    :return: trained model, or simply None, but saved trained model
-    """
-    data = load_data(data_source)
-    model = architecture()
-
-    return data, model
-
-
-if __name__ == "__main__":
-    parser = argparse.ArgumentParser()
-    parser.add_argument("--data_source", type=str,
-                        help="Data used to train the model")
-    parser.add_argument(
-        "--n_epochs", type=int,
-        help="Integer number of epochs to train the model"
-    )
-
-    args = parser.parse_args()
-
-    train_model(data_source=args.data_source, n_epochs=args.n_epochs)
diff --git a/src/static/.gitignore b/src/static/.gitignore
deleted file mode 100644
index e167a34..0000000
--- a/src/static/.gitignore
+++ /dev/null
@@ -1,2 +0,0 @@
-# Anything is game in this folder
-!*
diff --git a/src/tex/.gitignore b/src/tex/.gitignore
deleted file mode 100644
index 841b7c7..0000000
--- a/src/tex/.gitignore
+++ /dev/null
@@ -1,2 +0,0 @@
-# Don't track TeX temporaries
-*latexindent*
\ No newline at end of file
diff --git a/src/tex/bib.bib b/src/tex/bib.bib
deleted file mode 100644
index 5ca6881..0000000
--- a/src/tex/bib.bib
+++ /dev/null
@@ -1,37 +0,0 @@
-@article{Hunter:2007,
-  Author = {Hunter, J. D.},
-  Title     = {Matplotlib: A 2D graphics environment},
-  Journal   = {Computing in Science \& Engineering},
-  Volume    = {9},
-  Number    = {3},
-  Pages     = {90--95},
-  abstract  = {Matplotlib is a 2D graphics package used for Python for
-  application development, interactive scripting, and publication-quality
-  image generation across user interfaces and operating systems.},
-  publisher = {IEEE COMPUTER SOC},
-  doi       = {10.1109/MCSE.2007.55},
-  year      = 2007
- }
-
-@article{         harris2020array,
- title         = {Array programming with {NumPy}},
- author        = {Charles R. Harris and K. Jarrod Millman and St{\'{e}}fan J.
-                 van der Walt and Ralf Gommers and Pauli Virtanen and David
-                 Cournapeau and Eric Wieser and Julian Taylor and Sebastian
-                 Berg and Nathaniel J. Smith and Robert Kern and Matti Picus
-                 and Stephan Hoyer and Marten H. van Kerkwijk and Matthew
-                 Brett and Allan Haldane and Jaime Fern{\'{a}}ndez del
-                 R{\'{i}}o and Mark Wiebe and Pearu Peterson and Pierre
-                 G{\'{e}}rard-Marchant and Kevin Sheppard and Tyler Reddy and
-                 Warren Weckesser and Hameer Abbasi and Christoph Gohlke and
-                 Travis E. Oliphant},
- year          = {2020},
- month         = sep,
- journal       = {Nature},
- volume        = {585},
- number        = {7825},
- pages         = {357--362},
- doi           = {10.1038/s41586-020-2649-2},
- publisher     = {Springer Science and Business Media {LLC}},
- url           = {https://doi.org/10.1038/s41586-020-2649-2}
-}
\ No newline at end of file
diff --git a/src/tex/figures/.gitignore b/src/tex/figures/.gitignore
deleted file mode 100644
index 9d0f65c..0000000
--- a/src/tex/figures/.gitignore
+++ /dev/null
@@ -1,5 +0,0 @@
-# Nothing should be tracked in this folder...
-*
-
-# Except the gitignore file itself!
-!.gitignore
\ No newline at end of file
diff --git a/src/tex/ms.tex b/src/tex/ms.tex
deleted file mode 100644
index ad2222b..0000000
--- a/src/tex/ms.tex
+++ /dev/null
@@ -1,254 +0,0 @@
-
-\documentclass[twocolumn]{aastex631}
-
-% Import showyourwork magic
-\usepackage{showyourwork}
-
-\usepackage[utf8]{inputenc}
-\usepackage{amsmath}
-\usepackage{unicode-math}
-
-
-% Recommended, but optional, packages for figures and better typesetting:
-\usepackage{microtype}
-\usepackage{graphicx}
-\usepackage{subfigure}
-\usepackage{booktabs} % for professional tables
-\usepackage{multirow}
-
-% hyperref makes hyperlinks in the resulting PDF.
-% xurl can wrap the link if it spans a column (especially in citations).
-\usepackage{hyperref}
-\usepackage{xurl}
-
-
-% This command creates a new command \editor{} that highlights any of the text in {} with a maroon color, so it can easily be spotted during internal review
-
-\usepackage[textsize=tiny]{todonotes}
-\newcommand{\editor}[1]{{\color{purple} #1}}
-
-\begin{document}
-
-\title{DeepSkies - Template} % Define the title itself, so it may be used in headers
-
-\author{Author 1 \thanks{Corresponding Author, email@domain.com}}
-
-
-\begin{abstract}
-    This document is meant to be used as a lose guide.
-    It includes useful and basic packages and formatting tips to keep you from hunting for formatting code while writing.
-    Please use this as a reference, and especially while writing without a specific journal already in mind.
-    This will not be the format all journals accept, so please use their defined style guides when work on your draft.
-    % Additionally, it's very nice to keep all your sentences on different lines.
-    % It makes editing a lot easier.
-\end{abstract}
-
-\section{Basic Format and Style}
-
-\subsection{Format}
-
-The specific format of the paper if between you and your journal and your editors.
-However, it is a good idea to include the basic sections of "Introduction, Methods, Conclusions".
-
-\subsection{Style}
-
-Names of coding packages denoted with: \texttt{Package}.
-
-
-
-\editor{Here is an quick comment that may appear, indicating an addition by an editor.}
-
-\subsubsection{Tables}
-
-Tables should act as summaries, and include error bars when applicable. Captions should draw attention to the main takeaway and can provide analysis, but not necessary give a full summary.
-Please view sample table formats in the appendix ~\ref{tab:two_column}
-
-
-
-
-\subsubsection{Plots and other graphics}
-
-When making graphics, please keep accessibility in mind.
-All plots should be understandable in both black and white and color.
-This requires things like using color blind friendly color packages (matplotlib's virdis for example), and changing line and marker styles for different elements of a graph.
-Plots also must be clearly labeled and include legends where applicable.
-Captions should both describe what the figure contains and its significance.
-
-When referencing a figure in the main text, please refer to it with \verb|~\ref{figure label}|.
-Please view different figure layouts in the appendix ~\ref{fig:single_graphic_figure}.
-
-
-
-\subsubsection{Equations}
-
-Large equations should be numbered and included in an equation block such that
-\begin{align}
-    E=mc^2 \label{eq:1} \\
-    F=ma \label{eq:2}
-\end{align}
-
-
-Intermediate steps can not include numbers such that
-\begin{align*}
-    A = \pi r^2
-\end{align*}
-
-Or by using:
-
-\begin{align}
-    A
-        &=B         \label{eq:3}\\
-        &=B         \notag\\
-    A
-        &=BCD       \label{eq:4}\\
-        &=B         \notag
-\end{align}
-
-
-Labels are used so that they can be referenced later on using the command \verb|~\ref{eq:equation label}|.  Singular symbols can be added into the middle of sentences using \verb|$\symbol$|, such that \verb|\pi| becomes $\pi$.
-
-\section {Acknowledgements}
-
-Make sure to cite \cite{harris2020array} all of your sources \cite{Hunter:2007}.
-
-
-You can also optionally provide contributions by person:
-
-\paragraph{Author 1}
-Author 1 contributed X Y and Z
-
-\paragraph{Author 2}
-Author 2 contributed A B and C
-
-If you work with the DeepSkies research group; please include the following text:
-
-\emph{We acknowledge the Deep Skies Lab as a community of multi-domain experts and collaborators who’ve facilitated an environment of open discussion, idea-generation, and collaboration. This community was important for the development of this project.}
-
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-% bibliography
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-
-% Style of the bib may change based on the publications requirements
-
-\bibliography{bib}
-
-
- % Ending the multicol format before the appendix
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-% APPENDIX
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-\newpage
-\appendix
-\section{Appendix}
-You may include an appendix, it contains extra tables not required to understand the main body, but helpful references.
-
-\subsection{Figure References}
-\begin{figure}[h]
-    \centering
-    \includegraphics[scale=.1]
-  {figures/frog.jpg}
-    \caption{
-        This is a figure (containing a cute, although not colorblind friendly, frog) with a single graphic.
-        Because the original image is very large, it is resized with a smaller scale.
-        }
-    \label{fig:single_graphic_figure}
-\end{figure}
-
-
-\begin{figure}[h]
-    \begin{center}
-    \begin{minipage}{.35\linewidth}
-        \includegraphics[width=\linewidth]{figures/frog2.jpg}
-
-        \caption{An example of using minipage to caption each image in a combined figure separately.}
-    \end{minipage}\hfill
-
-    \begin{minipage}{.35\linewidth}
-        \includegraphics[width=\linewidth]{figures/frog3.jpg}
-
-        \caption{This frog has it's own caption, so they can be referred to separately If you were heartless enough to separate them.}
-    \end{minipage}
-    \label{multifigAB}
-
-    \end{center}
-
-\end{figure}
-
-% Todo Example of running show your work function within the tex to produce table
-
-\subsection{Table References}
-
-\begin{figure}[h]
-    \centering
-    \mbox{\subfigure{\includegraphics[width=.35\linewidth]{figures/frog2.jpg}}\quad
-        \subfigure{\includegraphics[width=.35\linewidth]{figures/frog3.jpg} }}
-    \caption{An example showing two images with a shared caption using subfigure. Now the frogs cannot be separated.}
-    \label{fig:multifigC}
-\end{figure}
-
-\begin{table}[h]
-    \centering
-    \caption{Sample table with two columns and a header, with the caption placed on top.}
-    \label{tab:two_column}
-    \vspace{.2in}
-    \begin{tabular}{c | c}
-        \toprule
-        Header 1     & Header 2 \\
-        \midrule
-        Entry 1      &  0  $\pm$ 0.001  \\
-        Entry 2      &  1  $\pm$ 0.001  \\
-        Entry 3      &  2  $\pm$ 0.001 \\
-        \bottomrule
-    \end{tabular}
-\end{table}
-
-\begin{table}[h]
-    \centering
-    \caption{A Table displaying multi-rows. Horizontal lines can be removed, but tend to lead to confusing tables.}
-    \vspace{.2in}
-    \label{tab:multirow}
-    \begin{tabular}{c|c|c}
-
-        \toprule
-        Header 1 & Header 2 & Header 3 \\
-        \midrule
-
-        \multirow{2}*{Multi-Row}
-            & Row 1 & Row 1 \\
-            \cline{2-3} % \cline{n_rows-n_columns}
-            & Row 2 & Row 2 \\
-
-
-        \hline
-        Single-Row & Row 3  & Row 3\\
-        \bottomrule
-    \end{tabular}
-
-\end{table}
-
-\begin{table}[h]
-    \centering
-    \caption{A Table with multiple columns.}
-    \label{tab:multicol}
-    \vspace{.2in}
-
-        \begin{tabular}{c|c|c}
-            \toprule
-            \multicolumn{2}{c|}{Multi-Column}   & Column 3 \\
-            \midrule
-                        Column 1 & Column 2     & Column 3 \\
-                        Column 1 & Column 2     & Column 3 \\
-            \bottomrule
-        \end{tabular}
-\end{table}
-
-% Todo: Show your work table drawing results from a function
-
-\end{document}
diff --git a/src/tex/output/.gitignore b/src/tex/output/.gitignore
deleted file mode 100644
index 9d0f65c..0000000
--- a/src/tex/output/.gitignore
+++ /dev/null
@@ -1,5 +0,0 @@
-# Nothing should be tracked in this folder...
-*
-
-# Except the gitignore file itself!
-!.gitignore
\ No newline at end of file
diff --git a/src/tex/showyourwork.sty b/src/tex/showyourwork.sty
deleted file mode 100644
index 8432d72..0000000
--- a/src/tex/showyourwork.sty
+++ /dev/null
@@ -1,13 +0,0 @@
-\NeedsTeXFormat{LaTeX2e}
-\ProvidesPackage{showyourwork}[2022/01/12 Open source science articles]
-
-\IfFileExists{./showyourwork.tex}{
-    \input{showyourwork.tex}
-}{
-    \newcommand\GitHubURL{}
-    \newcommand\GitHubSHA{}
-    \newcommand\GitHubIcon{}
-    \newcommand\showyourwork{}
-    \newcommand\script[1]{}
-    \newcommand\variable[1]{}
-}
\ No newline at end of file
diff --git a/src/utils/__init__.py b/src/utils/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/utils/config.py b/src/utils/config.py
new file mode 100644
index 0000000..6a13cf3
--- /dev/null
+++ b/src/utils/config.py
@@ -0,0 +1,58 @@
+
+from typing import Optional
+import os 
+import yaml 
+
+from utils.defaults import Defaults
+
+def get_item(section, item, raise_exception=True): 
+    return Config().get_item(section, item, raise_exception) 
+
+def get_section(section, raise_exception=True): 
+    return Config().get_section(section, raise_exception)
+
+
+class Config: 
+    ENV_VAR_PATH = "DeepDiagnostics_Config"
+    def __init__(self, config_path:Optional[str]) -> None:
+        if config_path is not None: 
+            # Add it to the env vars in case we need to get it later. 
+            os.environ[self.ENV_VAR_PATH] = config_path
+        else: 
+            # Get it from the env vars 
+            try: 
+                config_path =  os.environ[self.ENV_VAR_PATH]
+            except KeyError: 
+                assert False, "Cannot load config from enviroment. Hint: Have you set the config path by pasing a str path to Config?"
+        
+        self.config = self._read_config(config_path)
+        self._validate_config()
+
+    def _validate_config(self): 
+        # Validate common 
+        # TODO 
+        pass 
+
+    def _read_config(self, path): 
+        assert os.path.exists(path), f"Config path at {path} does not exist."
+        with open(path, 'r') as f:
+            config = yaml.safe_load(f)
+        return config
+
+    def get_item(self, section, item, raise_exception=True): 
+        try: 
+            return self.config[section][item]
+        except KeyError as e: 
+            if raise_exception: 
+                raise KeyError(f"Configuration File missing parameter {e}")
+            else: 
+                return Defaults[section][item]
+
+    def get_section(self, section, raise_exception=True): 
+        try: 
+            return self.config[section]
+        except KeyError as e: 
+            if raise_exception: 
+                raise KeyError(e)
+            else: 
+                return Defaults[section]
\ No newline at end of file
diff --git a/src/utils/defaults.py b/src/utils/defaults.py
new file mode 100644
index 0000000..e251dd8
--- /dev/null
+++ b/src/utils/defaults.py
@@ -0,0 +1,28 @@
+Defaults = {
+    "common":{
+        "out_dir":"./DeepDiagonisticsResources/results/", 
+        "temp_config": "./DeepDiagonisticsResources/temp/temp_config.yml", 
+        "sim_location": "DeepDiagonisticsResources_Simulators"
+    }, 
+    "model": {
+        "model_engine": "SBIModel"
+    }, 
+    "data":{
+        "data_engine": "H5Data"
+    },
+    "plot_common": {
+        "axis_spines": False, 
+        "tight_layout": True,
+        "colorway": "virdids", 
+        "plot_style": "fast"
+    }, 
+    "plots":{
+        "type_of_plot":{"specific_kwargs"}
+    }, 
+    "metric_common": {
+
+    },
+    "metrics":{
+        "type_of_metrics":{"specific_kwargs"}
+    }
+}
\ No newline at end of file
diff --git a/src/utils/register.py b/src/utils/register.py
new file mode 100644
index 0000000..1800454
--- /dev/null
+++ b/src/utils/register.py
@@ -0,0 +1,10 @@
+import os
+import inspect
+
+from utils.defaults import Defaults
+
+def register_simulator(simulator_name, simulator): 
+    simulator_prefix = Defaults['common']['sim_location']
+    env_var_name = f"{simulator_prefix}:{simulator_name}"
+    simulator_location = os.path.abspath(inspect.getfile(simulator))
+    os.environ[env_var_name] = simulator_location
\ No newline at end of file
diff --git a/src/utils/variable_store.py b/src/utils/variable_store.py
new file mode 100644
index 0000000..015edff
--- /dev/null
+++ b/src/utils/variable_store.py
@@ -0,0 +1,12 @@
+class Vars: 
+    def __init__(self, session="") -> None:
+        self.session = {}
+    
+    def add_variable(): 
+        pass 
+
+    def read_variable(): 
+        pass 
+
+
+    
\ No newline at end of file
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..6c8278a
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,91 @@
+import pytest 
+import yaml 
+
+from data import H5Data, Simulator
+from models import SBIModel
+from utils.register import register_simulator
+
+
+class MockSimulator(Simulator): 
+    def __init__(self): 
+        pass 
+    def __call__(self, thetas): 
+        return thetas
+
+
+@pytest.fixture
+def model_path(): 
+    return "resources/savedmodels/sbi/sbi_linear_from_data.pkl"
+
+@pytest.fixture
+def data_path(): 
+    return "resources/saveddata/data_validation.h5"
+
+@pytest.fixture 
+def simulator_name():
+    name = MockSimulator.__name__
+    register_simulator(name, MockSimulator)
+    return name
+
+@pytest.fixture 
+def mock_model(model_path): 
+    return SBIModel(model_path)
+
+@pytest.fixture
+def mock_data(data_path, simulator_name): 
+    return H5Data(data_path, simulator_name)
+
+@pytest.fixture
+def config_factory(): 
+    def factory(
+        out_dir=None, 
+        model_path=None, 
+        model_engine=None, 
+        data_path=None, 
+        data_engine=None, 
+        simulator=None, 
+        plot_settings=None, 
+        metrics_settings=None, 
+        plots=None, 
+        metrics=None
+):
+        config = { "common": {}, "model": {}, "data":{}, "plot_common": {}, "plots":{}, "metric_common": {},"metrics":{}}
+        
+        # Single settings 
+        if out_dir is not None: 
+            config["common"]['out_dir'] = out_dir
+        if model_path is not None: 
+            config['model']['model_path'] = model_path
+        if model_engine is not None: 
+            config['model']['model_engine'] = model_engine
+        if data_path is not None: 
+            config['data']['data_path'] = data_path
+        if data_engine is not None: 
+            config['data']['data_engine'] = data_engine
+        if simulator is not None: 
+            config['data']['simulator'] = simulator
+
+        # Dict settings
+        if plot_settings is not None: 
+            config['plot_common'] = plot_settings
+        if metrics_settings is not None: 
+            config['metric_common'] = metrics_settings
+
+        if metrics is not None: 
+            if isinstance(metrics, dict):
+                config["metrics"] = metrics
+            if isinstance(metrics, list): 
+                config["metrics"] = {metric: {} for metric in metrics}
+
+        if plots is not None: 
+            if isinstance(plots, dict):
+                config["plots"] = plots
+            if isinstance(metrics, list): 
+                config["plots"] = {plot: {} for plot in plots}
+
+        temp_outpath = "./temp_config.yml"
+        yaml.dump(config, open(temp_outpath, "w"))
+
+        return temp_outpath
+    
+    return factory
\ No newline at end of file
diff --git a/tests/test_client.py b/tests/test_client.py
new file mode 100644
index 0000000..03dfe54
--- /dev/null
+++ b/tests/test_client.py
@@ -0,0 +1,48 @@
+import pytest 
+import subprocess
+import os 
+
+def test_parser_args(model_path, data_path, simulator_name): 
+    command = ["diagnose", 
+               "--model_path", model_path,
+               "--data_path", data_path,
+               "--simulator", simulator_name]
+    process = subprocess.run(command)
+    exit_code = process.returncode
+    assert exit_code == 0 
+    print(process.stdout)
+
+def test_parser_config(config_factory, model_path, data_path, simulator_name): 
+    config_path = config_factory(model_path=model_path, data_path=data_path, simulator=simulator_name)
+    command = ["diagnose", f"--config", config_path]
+    process = subprocess.run(command)
+    exit_code = process.returncode
+    assert exit_code == 0 
+    print(process.stdout)
+
+def test_main_no_methods(config_factory, model_path, data_path, simulator_name): 
+    out_dir = "./test_out_dir/"
+    config_path = config_factory(model_path=model_path, data_path=data_path, simulator=simulator_name, plots=[], metrics=[], out_dir=out_dir)
+    command = ["diagnose", f"--config", config_path]
+    process = subprocess.run(command)
+    exit_code = process.returncode
+    assert exit_code == 0 
+    print(process.stdout)
+
+    # There should be nothing at the outpath
+    assert os.listdir(out_dir) == []
+
+def test_main_missing_config(): 
+    config_path = "there_is_no_config_at_this_path.yml"
+    command = ["diagnose", f"--config", config_path]
+    process = subprocess.run(command)
+    exit_code = process.returncode
+    assert exit_code == 1
+    print(process.stdout)
+    
+def test_main_missing_args(model_path): 
+    command = ["diagnose", "--model_path", model_path]
+    process = subprocess.run(command)
+    exit_code = process.returncode
+    assert exit_code == 1
+    print(process.stdout)