diff --git a/condition_prediction/poetry.lock b/condition_prediction/poetry.lock
index 2d6f8ba..fe52532 100644
--- a/condition_prediction/poetry.lock
+++ b/condition_prediction/poetry.lock
@@ -1,14 +1,14 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
-version = "1.4.0"
+version = "2.1.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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-    {file = "absl_py-1.4.0-py3-none-any.whl", hash = "sha256:0d3fe606adfa4f7db64792dd4c7aee4ee0c38ab75dfd353b7a83ed3e957fcb47"},
+    {file = "absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"},
+    {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
 ]
 
 [[package]]
@@ -39,36 +39,33 @@ wheel = ">=0.23.0,<1.0"
 
 [[package]]
 name = "black"
-version = "23.3.0"
+version = "23.12.1"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "black-23.12.1.tar.gz", hash = "sha256:4ce3ef14ebe8d9509188014d96af1c456a910d5b5cbf434a09fef7e024b3d0d5"},
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 [package.dependencies]
@@ -78,10 +75,11 @@ packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)"]
+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)"]
 
@@ -98,138 +96,139 @@ files = [
 
 [[package]]
 name = "cachetools"
-version = "5.3.1"
+version = "5.3.3"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "certifi"
-version = "2023.5.7"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.1.0"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
-[[package]]
-name = "click-loglevel"
-version = "0.4.0.post1"
-description = "Log level parameter type for Click"
-optional = false
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-[package.dependencies]
-click = ">=6.0"
-
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -243,77 +242,66 @@ files = [
 
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 [package.dependencies]
-numpy = ">=1.16"
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 [package.extras]
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-docs = ["furo", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh]", "docutils-stubs", "mypy (==0.991)", "types-Pillow"]
-test = ["Pillow", "matplotlib", "pytest"]
-test-no-images = ["pytest"]
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+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "counter"
@@ -327,15 +315,19 @@ files = [
 
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 ]
 
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+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "docker-pycreds"
 version = "0.4.0"
@@ -352,13 +344,13 @@ six = ">=1.4.0"
 
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-version = "1.1.1"
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 [package.extras]
@@ -366,60 +358,100 @@ test = ["pytest (>=6)"]
 
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 graphite = ["lz4 (>=1.7.4.2)"]
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-lxml = ["lxml (>=4.0,<5)"]
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+lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
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 woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
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 name = "gast"
-version = "0.4.0"
+version = "0.5.4"
 description = "Python AST that abstracts the underlying Python version"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 [[package]]
 name = "gitdb"
-version = "4.0.10"
+version = "4.0.11"
 description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -427,42 +459,44 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.31"
+version = "3.1.43"
 description = "GitPython is a Python library used to interact with Git repositories"
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 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
+[package.extras]
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+
 [[package]]
 name = "google-auth"
-version = "2.19.1"
+version = "2.30.0"
 description = "Google Authentication Library"
 optional = false
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 pyasn1-modules = ">=0.2.1"
 rsa = ">=3.1.4,<5"
-six = ">=1.9.0"
-urllib3 = "<2.0"
 
 [package.extras]
-aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
 enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
 pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
-requests = ["requests (>=2.20.0,<3.0.0dev)"]
+requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "google-auth-oauthlib"
@@ -499,107 +533,104 @@ six = "*"
 
 [[package]]
 name = "grpcio"
-version = "1.54.2"
+version = "1.64.1"
 description = "HTTP/2-based RPC framework"
 optional = false
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 [package.extras]
@@ -1282,38 +1414,38 @@ numpy = ">=1.16.6"
 
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+version = "0.6.0"
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 optional = false
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 [package.dependencies]
-pyasn1 = ">=0.4.6,<0.6.0"
+pyasn1 = ">=0.4.6,<0.7.0"
 
 [[package]]
 name = "pyparsing"
-version = "3.0.9"
+version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
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 ]
 
 [package.extras]
@@ -1321,13 +1453,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
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-version = "7.3.1"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
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 python-versions = ">=3.7"
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 [package.dependencies]
@@ -1339,17 +1471,17 @@ pluggy = ">=0.12,<2.0"
 tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
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+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "python-dateutil"
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 [package.dependencies]
@@ -1357,95 +1489,106 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
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+version = "2024.1"
 description = "World timezone definitions, modern and historical"
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 python-versions = "*"
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@@ -1713,19 +1887,18 @@ test = ["pytest"]
 
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 name = "six"
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+version = "2.14.0"
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+    {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"},
 ]
 
 [package.extras]
@@ -1929,13 +2067,13 @@ tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "threadpoolctl"
-version = "3.1.0"
+version = "3.5.0"
 description = "threadpoolctl"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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+    {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
+    {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
 ]
 
 [[package]]
@@ -1951,76 +2089,77 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.65.0"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
 [[package]]
 name = "types-pyyaml"
-version = "6.0.12.10"
+version = "6.0.12.20240311"
 description = "Typing stubs for PyYAML"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "typing-extensions"
-version = "4.6.3"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.12.2"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "urllib3"
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 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
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-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "wandb"
-version = "0.15.3"
-description = "A CLI and library for interacting with the Weights and Biases API."
+version = "0.15.12"
+description = "A CLI and library for interacting with the Weights & Biases API."
 optional = false
 python-versions = ">=3.6"
 files = [
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 [package.dependencies]
 appdirs = ">=1.4.3"
-Click = ">=7.0,<8.0.0 || >8.0.0"
+Click = ">=7.1,<8.0.0 || >8.0.0"
 docker-pycreds = ">=0.4.0"
 GitPython = ">=1.0.0,<3.1.29 || >3.1.29"
 pathtools = "*"
@@ -2037,22 +2176,23 @@ async = ["httpx (>=0.22.0)"]
 aws = ["boto3"]
 azure = ["azure-identity", "azure-storage-blob"]
 gcp = ["google-cloud-storage"]
-grpc = ["grpcio (>=1.27.2)"]
 kubeflow = ["google-cloud-storage", "kubernetes", "minio", "sh"]
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+launch = ["PyYAML (>=6.0.0)", "awscli", "azure-containerregistry", "azure-identity", "azure-storage-blob", "boto3", "botocore", "chardet", "google-auth", "google-cloud-artifact-registry", "google-cloud-compute", "google-cloud-storage", "iso8601", "kubernetes", "nbconvert", "nbformat", "optuna", "typing-extensions"]
 media = ["bokeh", "moviepy", "numpy", "pillow", "plotly", "rdkit-pypi", "soundfile"]
 models = ["cloudpickle"]
+nexus = ["wandb-core (>=0.16.0b1)"]
+perf = ["orjson"]
 sweeps = ["sweeps (>=0.2.0)"]
 
 [[package]]
 name = "werkzeug"
-version = "2.3.4"
+version = "3.0.3"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2063,103 +2203,102 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "wheel"
-version = "0.40.0"
+version = "0.43.0"
 description = "A built-package format for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
-test = ["pytest (>=6.0.0)"]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
 
 [[package]]
 name = "wrapt"
-version = "1.15.0"
+version = "1.14.1"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
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 ]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.12"
-content-hash = "1e76115f13a3f7fed13c22234dcf5c842ba8a1037aa621eb8dbfb7122c942f18"
+content-hash = "836186a22025933df04ae362cebdc6786e9203df441b0d8acba8c52c7317324f"
diff --git a/pyproject.toml b/pyproject.toml
index fff7377..df1f84a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,6 +30,8 @@ joblib = "^1.2.0"
 fastparquet = "^2023.2.0"
 psutil = "^5.9.4"
 types-requests = "^2.31.0.1"
+pyarrow = "^12.0.0"
+numpy = "<2.0.0"
 
 [tool.poetry.group.dev.dependencies]
 pytest-split = "^0.8.1"