Refactor code structure for improved readability and maintainability

pyproject.toml

@@ -8,25 +8,25 @@ dependencies = [
     "accelerate>=1.12.0",
     "ale-py>=0.11.2",
     "catboost>=1.2.8",
-    "datasets>=4.4.2",
+    "datasets>=4.6.1",
     "faiss-cpu>=1.13.2",
-    "folium>=0.12",
+    "folium>=0.20.0",
     "geopandas>=1.1.2",
-    "google-api-python-client>=2.188.0",
-    "google-auth-oauthlib>=1.2.4",
+    "google-api-python-client>=2.190.0",
+    "google-auth-oauthlib>=1.3.0",
     "google-generativeai>=0.8.6",
     "gymnasium[toy-text]>=1.2.3",
     "imblearn>=0.0",
-    "ipykernel>=6.29.5",
+    "ipykernel>=7.2.0",
     "ipywidgets>=8.1.8",
     "langchain>=1.2.0",
     "langchain-community>=0.4.1",
-    "langchain-core>=1.2.6",
+    "langchain-core>=1.2.16",
     "langchain-huggingface>=1.2.0",
     "langchain-mistralai>=1.1.1",
     "langchain-ollama>=1.0.1",
     "langchain-openai>=1.1.10",
-    "langchain-text-splitters>=1.1.0",
+    "langchain-text-splitters>=1.1.1",
     "mapclassify>=2.10.0",
     "marimo>=0.19.11",
     "matplotlib>=3.10.1",
@@ -35,19 +35,19 @@ dependencies = [
     "opencv-python>=4.11.0.86",
     "openpyxl>=3.1.5",
     "pandas>=2.2.3",
-    "pandas-stubs>=2.3.2.250926",
+    "pandas-stubs>=3.0.0.260204",
     "pettingzoo[atari]>=1.25.0",
     "plotly>=6.3.0",
     "polars>=1.37.0",
-    "pyclustertend>=1.4.9",
-    "pypdf>=6.5.0",
+    "pyclustertend>=1.9.0",
+    "pypdf>=6.7.5",
     "rasterio>=1.4.4",
     "requests>=2.32.5",
     "scikit-learn>=1.6.1",
     "scipy>=1.15.2",
     "seaborn>=0.13.2",
-    "sentence-transformers>=5.2.0",
-    "sequenzo>=0.1.20",
+    "sentence-transformers>=5.2.3",
+    # "sequenzo>=0.1.20",
     "shap>=0.49.1",
     "spacy>=3.8.11",
     "statsmodels>=0.14.6",
@@ -58,15 +58,16 @@ dependencies = [
     "todoist-python>=8.1.4",
     "torch>=2.10.0",
     "umap-learn>=0.5.11",
+    "uv>=0.10.7",
     "wbdata>=1.1.0",
-    "xgboost>=3.1.2",
-    "yfinance>=0.2.66",
+    "xgboost>=3.2.0",
+    "yfinance>=1.2.0",
 ]
 
 [dependency-groups]
 dev = [
     "ipykernel>=7.2.0",
-    "uv>=0.10.5",
+    "uv>=0.10.7",
 ]
 
 [tool.ty.rules]
@@ -90,7 +91,10 @@ ignore = [
     "N802",
     "N816",
     "PLR0913", # Too many arguments
+    "PLR2004", # 
     "FBT001", # Boolean positional argument used in function definition
+    "EM101",
+    "TRY003", # Avoid specifying long messages outside the exception class
 ]
 
 # Exclure certains fichiers ou répertoires