diff --git a/poetry.lock b/poetry.lock
index 5bc18c9..66823cc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1650,24 +1650,55 @@ files = [
     {file = "jupyterlab_widgets-3.0.11.tar.gz", hash = "sha256:dd5ac679593c969af29c9bed054c24f26842baa51352114736756bc035deee27"},
 ]
 
+[[package]]
+name = "jupytext"
+version = "1.19.6"
+description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "jupytext-1.19.6-py3-none-any.whl", hash = "sha256:eb725d66841f1a91707bdcf4703b194a53151a060ecb3fd31d78139cc9ec090a"},
+    {file = "jupytext-1.19.6.tar.gz", hash = "sha256:ba1d143bb3751e054d3164376b148ee8fa74e1a860fc9411e1da93ff588b8a17"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=1.0"
+mdit-py-plugins = "*"
+nbformat = "*"
+packaging = "*"
+pyyaml = "*"
+
+[package.extras]
+dev = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs[fs] (>=1.0)", "jupyter-server (!=2.11)", "marimo (>=0.17.6,<=0.19.4)", "nbconvert", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist", "sphinx", "sphinx-gallery (>=0.8)"]
+docs = ["myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
+test = ["pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist"]
+test-cov = ["black", "ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-asyncio", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist"]
+test-external = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs[fs] (>=1.0)", "jupyter-server (!=2.11)", "marimo (>=0.17.6,<=0.19.4)", "nbconvert", "pre-commit", "pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist", "sphinx", "sphinx-gallery (>=0.8)"]
+test-functional = ["black", "pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist"]
+test-integration = ["black", "ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist"]
+test-ui = ["bash-kernel"]
+
 [[package]]
 name = "kaggle"
-version = "1.8.4"
+version = "2.2.4"
 description = "Access Kaggle resources anywhere"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
 files = [
-    {file = "kaggle-1.8.4-py3-none-any.whl", hash = "sha256:b9cb6da6e99ce8ef22f8e84e75da2c82f814c2e548bfa07f3db220c9aeeaa8ba"},
-    {file = "kaggle-1.8.4.tar.gz", hash = "sha256:d71137f98312581726047cadceb28992c53ef905fe38c6dd9d6d3bfc4e43c982"},
+    {file = "kaggle-2.2.4-py3-none-any.whl", hash = "sha256:47d3b258363f4693ade67d875b1c108bfaa87a469f4b6fe85903e7c9757aa09c"},
+    {file = "kaggle-2.2.4.tar.gz", hash = "sha256:28a58f6c1b9f46ce2afdfb439e0c4e91219e818b377ea4254f4e479456d8cb78"},
 ]
 
 [package.dependencies]
 bleach = "*"
-kagglesdk = ">=0.1.15,<1.0"
+jupytext = "*"
+kagglesdk = ">=0.1.35,<1.0"
 packaging = "*"
 protobuf = "*"
 python-dateutil = "*"
+python-dotenv = "*"
 python-slugify = "*"
 requests = "*"
 tqdm = "*"
@@ -1675,14 +1706,14 @@ urllib3 = ">=1.15.1"
 
 [[package]]
 name = "kagglesdk"
-version = "0.1.15"
+version = "0.1.37"
 description = "Bindings to access kaggle's external-facing APIs"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.11"
 groups = ["main"]
 files = [
-    {file = "kagglesdk-0.1.15-py3-none-any.whl", hash = "sha256:f7b49e795d5d0d72ba3612e6e6a1f39296978dbc7cd44d2015502e8bb1039738"},
-    {file = "kagglesdk-0.1.15.tar.gz", hash = "sha256:a26ecc64b1334b5a4c5cadd076bdeb503c04eab51c10d7cac2ff04959c9baba0"},
+    {file = "kagglesdk-0.1.37-py3-none-any.whl", hash = "sha256:766e7d1e59379941b373957e7d80f612942e63ab4a638d99ae4ee3e9e92f050e"},
+    {file = "kagglesdk-0.1.37.tar.gz", hash = "sha256:bc362761754966919f63cb7a702bc34118f9e8fcce038ee00fb30d5d11afbe08"},
 ]
 
 [package.dependencies]
@@ -2130,6 +2161,26 @@ files = [
 [package.dependencies]
 traitlets = "*"
 
+[[package]]
+name = "mdit-py-plugins"
+version = "0.6.1"
+description = "Collection of plugins for markdown-it-py"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "mdit_py_plugins-0.6.1-py3-none-any.whl", hash = "sha256:214c82fb2ac524472ab6a5bcab1de80f73b50443e187f401bfd77efbc7c6481d"},
+    {file = "mdit_py_plugins-0.6.1.tar.gz", hash = "sha256:a2bca0f039f39dbd35fb74ae1b5f998608c437463371f0ff7f49a19a17a114d0"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=2.0.0,<5.0.0"
+
+[package.extras]
+code-style = ["pre-commit"]
+rtd = ["myst-parser", "sphinx-book-theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions", "pytest-timeout"]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -5255,4 +5306,4 @@ test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.funct
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.12"
-content-hash = "6f1972b821c570ecbae9023d1feae274a7938304b4acad7f9c9a5db495c12d2e"
+content-hash = "9e8974184e7f33b10c60fdd4f44ae566b1d6a90141af96972a16a95c55930eb9"
diff --git a/pyproject.toml b/pyproject.toml
index 51d235d..c704158 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ python = ">=3.11,<3.12"
 kaleido = "1.2.0"
 pycaret = "^3.3.2"
 pandas = "2.1.4"
-kaggle = "^1.8.4"
+kaggle = ">=1.8.4,<3.0.0"
 xgboost = "^3.2.0"
 catboost = "^1.2.10"
 fairlearn = "^0.13.0"