diff --git a/poetry.lock b/poetry.lock
index ca2d340..7cba2f6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -668,6 +668,23 @@ files = [
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
 ]
 
+[[package]]
+name = "deprecated"
+version = "1.2.14"
+description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
+    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
+]
+
+[package.dependencies]
+wrapt = ">=1.10,<2"
+
+[package.extras]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+
 [[package]]
 name = "deprecation"
 version = "2.1.0"
@@ -727,23 +744,28 @@ yaml = ["ruamel.yaml"]
 
 [[package]]
 name = "evidently"
-version = "0.4.30"
+version = "0.4.31"
 description = "Open-source tools to analyze, monitor, and debug machine learning model in production."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "evidently-0.4.30-py3-none-any.whl", hash = "sha256:1bb91ad90016630ecb90de5837563daae929ce1415bb7a8e4f897c7cbdf7b595"},
-    {file = "evidently-0.4.30.tar.gz", hash = "sha256:afa7a310154c8e5d4e3e5fe9d2b976e3e0c8fe06078e81fd313074213dde1c1f"},
+    {file = "evidently-0.4.31-py3-none-any.whl", hash = "sha256:a4fc59d2b154eb6174dbab3778d9c95199e358c70da3a401a2715d5fdcc3a4e9"},
+    {file = "evidently-0.4.31.tar.gz", hash = "sha256:8a6245f80ee877592e79a4f82c319a52e5e7d4e34f6a434327258769fcf9ed1c"},
 ]
 
 [package.dependencies]
-certifi = ">=2023.07.22"
+certifi = ">=2024.7.4"
 dynaconf = ">=3.2.4"
 fsspec = ">=2024.2.0"
 iterative-telemetry = ">=0.0.5"
 litestar = ">=2.8.3"
 nltk = ">=3.6.7"
 numpy = ">=1.22.0"
+opentelemetry-api = ">=1.25.0"
+opentelemetry-exporter-otlp-proto-grpc = ">=1.25.0"
+opentelemetry-exporter-otlp-proto-http = ">=1.25.0"
+opentelemetry-proto = ">=1.25.0"
+opentelemetry-sdk = ">=1.25.0"
 pandas = {version = ">=1.3.5", extras = ["parquet"]}
 plotly = ">=5.10.0"
 pydantic = ">=1.10.13"
@@ -761,7 +783,7 @@ uvicorn = {version = ">=0.22.0", extras = ["standard"]}
 watchdog = ">=3.0.0"
 
 [package.extras]
-dev = ["httpx (==0.24.1)", "jupyter (==1.0.0)", "mypy (==0.981)", "pillow (==10.3.0)", "pip-audit (>=2.7.2)", "pre-commit (==3.5.0)", "pytest (==7.4.4)", "ruff (==0.3.7)", "setuptools (==65.5.1)", "setuptools (==68.2.2)", "types-PyYAML (==6.0.1)", "types-dataclasses (==0.6)", "types-python-dateutil (==2.8.19)", "types-requests (==2.26.0)", "types-ujson (>=5.4.0)", "wheel (==0.38.1)"]
+dev = ["httpx (==0.24.1)", "jupyter (==1.0.0)", "mypy (==0.981)", "pillow (==10.3.0)", "pip-audit (>=2.7.2)", "pre-commit (==3.5.0)", "pytest (==7.4.4)", "pytest-asyncio (==0.23.7)", "ruff (==0.3.7)", "setuptools (==65.5.1)", "setuptools (==68.2.2)", "types-PyYAML (==6.0.1)", "types-dataclasses (==0.6)", "types-python-dateutil (==2.8.19)", "types-requests (==2.26.0)", "types-ujson (>=5.4.0)", "wheel (==0.38.1)"]
 fsspec = ["fsspec[full] (>=2024.2.0)"]
 llm = ["evaluate (>=0.4.1)", "openai (>=1.16.2)", "sentence-transformers (>=2.7.0)", "transformers[torch] (>=4.39.3)"]
 spark = ["pyspark (>=3.4.0)"]
@@ -967,6 +989,23 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.63.2"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "googleapis-common-protos-1.63.2.tar.gz", hash = "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"},
+    {file = "googleapis_common_protos-1.63.2-py2.py3-none-any.whl", hash = "sha256:27a2499c7e8aff199665b22741997e485eccc8645aa9176c7c988e6fae507945"},
+]
+
+[package.dependencies]
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
+
 [[package]]
 name = "graphviz"
 version = "0.20.3"
@@ -983,6 +1022,64 @@ dev = ["flake8", "pep8-naming", "tox (>=3)", "twine", "wheel"]
 docs = ["sphinx (>=5,<7)", "sphinx-autodoc-typehints", "sphinx-rtd-theme"]
 test = ["coverage", "pytest (>=7,<8.1)", "pytest-cov", "pytest-mock (>=3)"]
 
+[[package]]
+name = "grpcio"
+version = "1.64.1"
+description = "HTTP/2-based RPC framework"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "grpcio-1.64.1-cp310-cp310-linux_armv7l.whl", hash = "sha256:55697ecec192bc3f2f3cc13a295ab670f51de29884ca9ae6cd6247df55df2502"},
+    {file = "grpcio-1.64.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:3b64ae304c175671efdaa7ec9ae2cc36996b681eb63ca39c464958396697daff"},
+    {file = "grpcio-1.64.1-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:bac71b4b28bc9af61efcdc7630b166440bbfbaa80940c9a697271b5e1dabbc61"},
+    {file = "grpcio-1.64.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6c024ffc22d6dc59000faf8ad781696d81e8e38f4078cb0f2630b4a3cf231a90"},
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+    {file = "grpcio-1.64.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ac15b6c2c80a4d1338b04d42a02d376a53395ddf0ec9ab157cbaf44191f3ffdd"},
+    {file = "grpcio-1.64.1-cp39-cp39-win32.whl", hash = "sha256:03b43d0ccf99c557ec671c7dede64f023c7da9bb632ac65dbc57f166e4970040"},
+    {file = "grpcio-1.64.1-cp39-cp39-win_amd64.whl", hash = "sha256:ed6091fa0adcc7e4ff944090cf203a52da35c37a130efa564ded02b7aff63bcd"},
+    {file = "grpcio-1.64.1.tar.gz", hash = "sha256:8d51dd1c59d5fa0f34266b80a3805ec29a1f26425c2a54736133f6d87fc4968a"},
+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.64.1)"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -2128,6 +2225,119 @@ files = [
     {file = "nvidia_nccl_cu12-2.22.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f9f5e03c00269dee2cd1aa57019f9a024478a74ae6e9b32d5341c849fe6f6302"},
 ]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.25.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "opentelemetry_api-1.25.0-py3-none-any.whl", hash = "sha256:757fa1aa020a0f8fa139f8959e53dec2051cc26b832e76fa839a6d76ecefd737"},
+    {file = "opentelemetry_api-1.25.0.tar.gz", hash = "sha256:77c4985f62f2614e42ce77ee4c9da5fa5f0bc1e1821085e9a47533a9323ae869"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+importlib-metadata = ">=6.0,<=7.1"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.25.0"
+description = "OpenTelemetry Protobuf encoding"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0-py3-none-any.whl", hash = "sha256:15637b7d580c2675f70246563363775b4e6de947871e01d0f4e3881d1848d693"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0.tar.gz", hash = "sha256:c93f4e30da4eee02bacd1e004eb82ce4da143a2f8e15b987a9f603e0a85407d3"},
+]
+
+[package.dependencies]
+opentelemetry-proto = "1.25.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.25.0"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0-py3-none-any.whl", hash = "sha256:3131028f0c0a155a64c430ca600fd658e8e37043cb13209f0109db5c1a3e4eb4"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0.tar.gz", hash = "sha256:c0b1661415acec5af87625587efa1ccab68b873745ca0ee96b69bb1042087eac"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+googleapis-common-protos = ">=1.52,<2.0"
+grpcio = ">=1.0.0,<2.0.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.25.0"
+opentelemetry-proto = "1.25.0"
+opentelemetry-sdk = ">=1.25.0,<1.26.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.25.0"
+description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0-py3-none-any.whl", hash = "sha256:2eca686ee11b27acd28198b3ea5e5863a53d1266b91cda47c839d95d5e0541a6"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0.tar.gz", hash = "sha256:9f8723859e37c75183ea7afa73a3542f01d0fd274a5b97487ea24cb683d7d684"},
+]
+
+[package.dependencies]
+deprecated = ">=1.2.6"
+googleapis-common-protos = ">=1.52,<2.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.25.0"
+opentelemetry-proto = "1.25.0"
+opentelemetry-sdk = ">=1.25.0,<1.26.0"
+requests = ">=2.7,<3.0"
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.25.0"
+description = "OpenTelemetry Python Proto"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "opentelemetry_proto-1.25.0-py3-none-any.whl", hash = "sha256:f07e3341c78d835d9b86665903b199893befa5e98866f63d22b00d0b7ca4972f"},
+    {file = "opentelemetry_proto-1.25.0.tar.gz", hash = "sha256:35b6ef9dc4a9f7853ecc5006738ad40443701e52c26099e197895cbda8b815a3"},
+]
+
+[package.dependencies]
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 [[package]]
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 version = "3.10.3"
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 wcwidth = "*"
 
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 [[package]]
 name = "psutil"
 version = "5.9.8"
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+python-versions = ">=3.6"
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+
 [[package]]
 name = "wurlitzer"
 version = "3.1.0"
@@ -4538,4 +4847,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.12"
-content-hash = "30a71cd76168e24431cbd2e4a7d80213445bfc20a6dbf22906979d49a3fbd46e"
+content-hash = "22c4642f9438722634ad0976ff25fb114af8c4af6687a19dde4c28610f1c5100"
diff --git a/pyproject.toml b/pyproject.toml
index 526a0cd..64361ff 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,7 +16,7 @@ catboost = "^1.2.5"
 fairlearn = "^0.10.0"
 matplotlib = "3.7.5"
 aif360 = "^0.6.1"
-evidently = "^0.4.30"
+evidently = "^0.4.31"
 isort = "^5.13.2"
 pre-commit = "3.7.1"
 ruff = "0.5.2"