diff --git a/poetry.lock b/poetry.lock
index 204291c0d..e7ee87613 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -4646,6 +4646,31 @@ files = [
 ]
 markers = {main = "extra == \"all\" or extra == \"llm\""}
 
+[[package]]
+name = "narwhals"
+version = "2.15.0"
+description = "Extremely lightweight compatibility layer between dataframe libraries"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "narwhals-2.15.0-py3-none-any.whl", hash = "sha256:cbfe21ca19d260d9fd67f995ec75c44592d1f106933b03ddd375df7ac841f9d6"},
+    {file = "narwhals-2.15.0.tar.gz", hash = "sha256:a9585975b99d95084268445a1fdd881311fa26ef1caa18020d959d5b2ff9a965"},
+]
+
+[package.extras]
+cudf = ["cudf (>=24.10.0)"]
+dask = ["dask[dataframe] (>=2024.8)"]
+duckdb = ["duckdb (>=1.1)"]
+ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
+modin = ["modin"]
+pandas = ["pandas (>=1.1.3)"]
+polars = ["polars (>=0.20.4)"]
+pyarrow = ["pyarrow (>=13.0.0)"]
+pyspark = ["pyspark (>=3.5.0)"]
+pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
+
 [[package]]
 name = "nbclient"
 version = "0.10.2"
@@ -5882,19 +5907,27 @@ type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "plotly"
-version = "5.24.1"
-description = "An open-source, interactive data visualization library for Python"
+version = "6.5.2"
+description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "plotly-5.24.1-py3-none-any.whl", hash = "sha256:f67073a1e637eb0dc3e46324d9d51e2fe76e9727c892dde64ddf1e1b51f29089"},
-    {file = "plotly-5.24.1.tar.gz", hash = "sha256:dbc8ac8339d248a4bcc36e08a5659bacfe1b079390b8953533f4eb22169b4bae"},
+    {file = "plotly-6.5.2-py3-none-any.whl", hash = "sha256:91757653bd9c550eeea2fa2404dba6b85d1e366d54804c340b2c874e5a7eb4a4"},
+    {file = "plotly-6.5.2.tar.gz", hash = "sha256:7478555be0198562d1435dee4c308268187553cc15516a2f4dd034453699e393"},
 ]
 
 [package.dependencies]
+narwhals = ">=1.15.1"
 packaging = "*"
-tenacity = ">=6.2.0"
+
+[package.extras]
+dev = ["plotly[dev-optional]"]
+dev-build = ["build", "jupyter", "plotly[dev-core]"]
+dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
+dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
+express = ["numpy"]
+kaleido = ["kaleido (>=1.1.0)"]
 
 [[package]]
 name = "pluggy"
@@ -8996,6 +9029,7 @@ files = [
     {file = "tenacity-9.1.2-py3-none-any.whl", hash = "sha256:f77bf36710d8b73a50b2dd155c97b870017ad21afe6ab300326b0371b3b05138"},
     {file = "tenacity-9.1.2.tar.gz", hash = "sha256:1169d376c297e7de388d18b4481760d478b0e99a777cad3a9c86e556f4b697cb"},
 ]
+markers = {main = "extra == \"all\" or extra == \"llm\""}
 
 [package.extras]
 doc = ["reno", "sphinx"]
@@ -10375,4 +10409,4 @@ xgboost = ["xgboost"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<3.13"
-content-hash = "a7439b10a5c1d8b273a983abdceb0059bf8963f0ca8f43f2c19972c7e4311816"
+content-hash = "496d696b7104f8c79ea9d6d1721856b5e8d43f2b05f682309b2ae2a6f507ae25"
diff --git a/pyproject.toml b/pyproject.toml
index 45a871589..a606cda4f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "validmind"
-version = "2.11.2"
+version = "2.11.3"
 description = "ValidMind Library"
 readme = "README.pypi.md"
 requires-python = ">=3.9,<3.13"
@@ -22,7 +22,7 @@ dependencies = [
   "numpy (>=1.23,<2.0.0)",
   "openai (>=1)",
   "pandas (>=2.0.3,<3.0.0)",
-  "plotly (>=5.0.0,<6.0.0)",
+  "plotly (>=6.0.0)",
   "polars",
   "python-dotenv",
   "scikit-learn",
diff --git a/validmind/__version__.py b/validmind/__version__.py
index b144122e9..ddcf716b7 100644
--- a/validmind/__version__.py
+++ b/validmind/__version__.py
@@ -1 +1 @@
-__version__ = "2.11.2"
+__version__ = "2.11.3"