diff --git a/.github/workflows/dependency-testing.yaml b/.github/workflows/dependency-testing.yaml
new file mode 100644
index 000000000..dd31f4618
--- /dev/null
+++ b/.github/workflows/dependency-testing.yaml
@@ -0,0 +1,224 @@
+name: Dependency Compatibility Testing
+
+on:
+  push:
+    branches: [main]
+    paths:
+      - 'pyproject.toml'
+      - 'requirements/**'
+      - 'tox.ini'
+      - 'validmind/**'
+      - 'tests/**'
+  pull_request:
+    branches: ['*']
+    paths:
+      - 'pyproject.toml'
+      - 'requirements/**'
+      - 'tox.ini'
+      - 'validmind/**'
+      - 'tests/**'
+  schedule:
+    # Run weekly on Sundays at 2 AM UTC to catch new dependency releases
+    - cron: '0 2 * * 0'
+  workflow_dispatch:
+    inputs:
+      test_type:
+        description: 'Type of dependency test to run'
+        required: true
+        default: 'all'
+        type: choice
+        options:
+          - 'all'
+          - 'min-versions'
+          - 'max-versions'
+          - 'python-versions'
+          - 'pip-freeze'
+
+permissions:
+  contents: read
+
+jobs:
+  dependency-matrix:
+    name: Test Python ${{ matrix.python-version }} with ${{ matrix.deps-type }} dependencies
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ['3.9', '3.10', '3.11', '3.12']
+        deps-type: ['min', 'max', 'default']
+        exclude:
+          # Skip some combinations to reduce CI time
+          - python-version: '3.10'
+            deps-type: 'default'
+          - python-version: '3.11'
+            deps-type: 'default'
+    
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+          cache: 'pip'
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y build-essential
+
+      - name: Install tox
+        run: |
+          python -m pip install --upgrade pip
+          pip install tox
+
+      - name: Run dependency tests
+        run: |
+          tox -e py$(echo ${{ matrix.python-version }} | tr -d .)-deps-${{ matrix.deps-type }}
+        env:
+          # Limit OpenMP threads to prevent CI resource issues
+          OMP_NUM_THREADS: 1
+          MKL_NUM_THREADS: 1
+
+  pip-freeze-testing:
+    name: Test Client Pip Freeze Environments
+    runs-on: ubuntu-latest
+    if: github.event_name == 'workflow_dispatch' && github.event.inputs.test_type == 'pip-freeze' || github.event_name == 'schedule'
+    
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python 3.9
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.9'
+          cache: 'pip'
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y build-essential
+
+      - name: Install tox
+        run: |
+          python -m pip install --upgrade pip
+          pip install tox
+
+      - name: Test pip freeze environments
+        run: |
+          tox -e pip-freeze-test
+        env:
+          OMP_NUM_THREADS: 1
+          MKL_NUM_THREADS: 1
+
+  min-versions-only:
+    name: Test Minimum Dependency Versions
+    runs-on: ubuntu-latest
+    if: github.event_name == 'workflow_dispatch' && github.event.inputs.test_type == 'min-versions'
+    
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python 3.9
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.9'
+          cache: 'pip'
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y build-essential
+
+      - name: Install tox
+        run: |
+          python -m pip install --upgrade pip
+          pip install tox
+
+      - name: Test minimum versions
+        run: |
+          make test-deps-min
+        env:
+          OMP_NUM_THREADS: 1
+          MKL_NUM_THREADS: 1
+
+  max-versions-only:
+    name: Test Maximum Dependency Versions  
+    runs-on: ubuntu-latest
+    if: github.event_name == 'workflow_dispatch' && github.event.inputs.test_type == 'max-versions'
+    
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python 3.12
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
+          cache: 'pip'
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y build-essential
+
+      - name: Install tox
+        run: |
+          python -m pip install --upgrade pip
+          pip install tox
+
+      - name: Test maximum versions
+        run: |
+          make test-deps-max
+        env:
+          OMP_NUM_THREADS: 1
+          MKL_NUM_THREADS: 1
+
+  python-versions-only:
+    name: Test All Python Versions with Default Dependencies
+    runs-on: ubuntu-latest
+    if: github.event_name == 'workflow_dispatch' && github.event.inputs.test_type == 'python-versions'
+    
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python 3.9
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.9'
+          cache: 'pip'
+
+      - name: Install system dependencies
+        run: |
+          sudo apt-get update
+          sudo apt-get install -y build-essential
+
+      - name: Install tox
+        run: |
+          python -m pip install --upgrade pip
+          pip install tox
+
+      - name: Test all Python versions
+        run: |
+          make test-python-versions
+        env:
+          OMP_NUM_THREADS: 1
+          MKL_NUM_THREADS: 1
+
+  report-status:
+    name: Report Dependency Testing Status
+    runs-on: ubuntu-latest
+    needs: [dependency-matrix]
+    if: always()
+    
+    steps:
+      - name: Report results
+        run: |
+          echo "Dependency testing completed"
+          echo "Matrix job status: ${{ needs.dependency-matrix.result }}"
+          
+          if [[ "${{ needs.dependency-matrix.result }}" == "failure" ]]; then
+            echo "❌ Some dependency combinations failed"
+            exit 1
+          else
+            echo "✅ All dependency combinations passed"
+          fi 
\ No newline at end of file
diff --git a/.github/workflows/python.yaml b/.github/workflows/python.yaml
index 2905fb354..2476f0f62 100644
--- a/.github/workflows/python.yaml
+++ b/.github/workflows/python.yaml
@@ -76,6 +76,14 @@ jobs:
       - name: Unit Tests
         run: make test
 
+      - name: Test Minimum Dependencies (Python 3.9)
+        run: |
+          poetry run tox -e py39-min
+
+      - name: Test Latest Dependencies (Python 3.9)  
+        run: |
+          poetry run tox -e py39-max
+
       # Tests that we can build the docs
       - name: Generate Docs
         run: make docs
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 480d07375..107b4f8ce 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -7,5 +7,9 @@
   "python.analysis.typeCheckingMode": "off",
   "python.analysis.extraPaths": [
     "./tests"
-  ]
+  ],
+  "cursorpyright.analysis.extraPaths": [
+    "./tests"
+  ],
+  "cursorpyright.analysis.typeCheckingMode": "off"
 }
diff --git a/Makefile b/Makefile
index f2a8f0652..54290ecf4 100644
--- a/Makefile
+++ b/Makefile
@@ -87,10 +87,30 @@ verify-exposed-credentials:
 ensure-clean-notebooks:
 	poetry run python scripts/ensure_clean_notebooks.py
 
+# Dependency testing with tox
+test-deps-min:
+	poetry run tox -e py39-min,py310-min,py311-min,py312-min
+
+test-deps-max:
+	poetry run tox -e py39-max,py310-max,py311-max,py312-max
+
+test-python-versions:
+	poetry run tox -e py39,py310,py311,py312
+
+test-freeze-env:
+ifdef FREEZE_FILE
+	FREEZE_FILE=$(FREEZE_FILE) poetry run tox -e freeze
+else
+	@echo "Usage: make test-freeze-env FREEZE_FILE=path/to/requirements.txt"
+endif
+
+test-tox-all:
+	poetry run tox
+
 # Quick target to run all checks
 check: copyright format lint test verify-copyright verify-exposed-credentials ensure-clean-notebooks
 
-.PHONY: docs quarto-docs
+.PHONY: docs quarto-docs test-deps-min test-deps-max test-python-versions test-freeze-env test-tox-all
 
 notebook:
 	@python notebooks/templates/e2e_template.py
diff --git a/README.md b/README.md
index 767c9b947..94212b6cf 100644
--- a/README.md
+++ b/README.md
@@ -119,6 +119,35 @@ The value of `tag` corresponds to one of the options provided by Poetry: <https:
 
 ## Generating API Reference Docs
 
+## Dependency Testing
+
+Test compatibility across different Python versions and dependency combinations:
+
+```bash
+# Test all Python versions with default dependencies
+make test-python-versions
+
+# Test minimum supported dependency versions
+make test-deps-min
+
+# Test latest dependency versions  
+make test-deps-max
+
+# Test with a specific pip freeze file
+make test-freeze-env FREEZE_FILE=requirements.txt
+
+# Run all tox environments
+make test-tox-all
+```
+
+### Available tox environments:
+- `py{39,310,311,312}` - Test with default Poetry-managed dependencies
+- `py{39,310,311,312}-min` - Test with minimum supported dependency versions
+- `py{39,310,311,312}-max` - Test with latest dependency versions
+- `freeze` - Test with specific pip freeze file (requires `FREEZE_FILE` env var)
+
+## Documentation
+
 The [API reference documentation](https://docs.validmind.ai/validmind/validmind.html) you see in our docs site is generated in HTML format with `pdoc` with the following
 command:
 
diff --git a/poetry.lock b/poetry.lock
index 23c7b54ca..c9c82197a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,174 +1,173 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
 
 [[package]]
 name = "aiodns"
-version = "3.2.0"
+version = "3.5.0"
 description = "Simple DNS resolver for asyncio"
 optional = false
-python-versions = "*"
+python-versions = ">=3.9"
 groups = ["main"]
-markers = "sys_platform == \"linux\" or sys_platform == \"darwin\""
 files = [
-    {file = "aiodns-3.2.0-py3-none-any.whl", hash = "sha256:e443c0c27b07da3174a109fd9e736d69058d808f144d3c9d56dbd1776964c5f5"},
-    {file = "aiodns-3.2.0.tar.gz", hash = "sha256:62869b23409349c21b072883ec8998316b234c9a9e36675756e8e317e8768f72"},
+    {file = "aiodns-3.5.0-py3-none-any.whl", hash = "sha256:6d0404f7d5215849233f6ee44854f2bb2481adf71b336b2279016ea5990ca5c5"},
+    {file = "aiodns-3.5.0.tar.gz", hash = "sha256:11264edbab51896ecf546c18eb0dd56dff0428c6aa6d2cd87e643e07300eb310"},
 ]
 
 [package.dependencies]
-pycares = ">=4.0.0"
+pycares = ">=4.9.0"
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.4"
+version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
-    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
-    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
+    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
+    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
 ]
+markers = {dev = "python_version == \"3.12\""}
 
 [[package]]
 name = "aiohttp"
-version = "3.10.11"
+version = "3.12.14"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
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+markers = {dev = "python_version == \"3.12\""}
+
+[package.dependencies]
+aiodns = {version = ">=3.3.0", optional = true, markers = "extra == \"speedups\""}
+aiohappyeyeballs = ">=2.5.0"
+aiosignal = ">=1.4.0"
 async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 Brotli = {version = "*", optional = true, markers = "platform_python_implementation == \"CPython\" and extra == \"speedups\""}
 brotlicffi = {version = "*", optional = true, markers = "platform_python_implementation != \"CPython\" and extra == \"speedups\""}
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
-version = "1.3.1"
+version = "1.4.0"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
-python-versions = ">=3.7"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
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 ]
+markers = {dev = "python_version == \"3.12\""}
 
 [package.dependencies]
 frozenlist = ">=1.1.0"
+typing-extensions = {version = ">=4.2", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "alabaster"
-version = "0.7.13"
-description = "A configurable sidebar-enabled Sphinx theme"
+version = "0.7.16"
+description = "A light, configurable Sphinx theme"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -197,37 +196,37 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.5.2"
+version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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+    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
+doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "anywidget"
-version = "0.9.15"
+version = "0.9.18"
 description = "custom jupyter widgets made easy"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -257,74 +256,74 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev"]
+groups = ["dev"]
+markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
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 ]
-markers = {main = "sys_platform == \"darwin\"", dev = "sys_platform == \"darwin\" or platform_system == \"Darwin\""}
 
 [[package]]
 name = "arch"
-version = "5.6.0"
+version = "7.2.0"
 description = "ARCH for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+
+[package.dependencies]
+numpy = ">=1.22.3"
+pandas = ">=1.4"
+scipy = ">=1.8"
+statsmodels = ">=0.12"
 
 [[package]]
 name = "argon2-cffi"
-version = "23.1.0"
+version = "25.1.0"
 description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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+    {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"},
 ]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
-[package.extras]
-dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
-tests = ["hypothesis", "pytest"]
-typing = ["mypy"]
-
 [[package]]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
@@ -401,18 +400,18 @@ test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-lru"
-version = "2.0.4"
+version = "2.0.5"
 description = "Simple LRU cache for asyncio"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"},
 ]
 
 [package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+typing_extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "async-timeout"
@@ -421,7 +420,7 @@ description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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@@ -429,14 +428,14 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "25.2.0"
+version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
 files = [
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-    {file = "attrs-25.2.0.tar.gz", hash = "sha256:18a06db706db43ac232cce80443fcd9f2500702059ecf53489e3c5a3f417acaf"},
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+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]
 
 [package.extras]
@@ -462,18 +461,6 @@ files = [
 [package.extras]
 dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-groups = ["main", "dev"]
-files = [
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-]
-
 [[package]]
 name = "backports-tarfile"
 version = "1.2.0"
@@ -481,6 +468,7 @@ description = "Backport of CPython tarfile module"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
+markers = "python_version <= \"3.11\""
 files = [
     {file = "backports.tarfile-1.2.0-py3-none-any.whl", hash = "sha256:77e284d754527b01fb1e6fa8a1afe577858ebe4e9dad8919e34c862cb399bc34"},
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@@ -492,14 +480,14 @@ testing = ["jaraco.test", "pytest (!=8.0.*)", "pytest (>=6,!=8.1.*)", "pytest-ch
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.3"
+version = "4.13.4"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
-groups = ["main", "dev"]
+groups = ["dev"]
 files = [
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+    {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"},
+    {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"},
 ]
 
 [package.dependencies]
@@ -573,23 +561,22 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "6.1.0"
+version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
 ]
 
 [package.dependencies]
-six = ">=1.9.0"
-tinycss2 = {version = ">=1.1.0,<1.3", optional = true, markers = "extra == \"css\""}
+tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "brotli"
@@ -610,6 +597,10 @@ files = [
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+    {file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:5dab0844f2cf82be357a0eb11a9087f70c5430b2c241493fc122bb6f2bb0917c"},
+    {file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:e4fe605b917c70283db7dfe5ada75e04561479075761a0b3866c081d035b01c1"},
+    {file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:1e9a65b5736232e7a7f91ff3d02277f11d339bf34099a56cdab6a8b3410a02b2"},
+    {file = "Brotli-1.1.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:58d4b711689366d4a03ac7957ab8c28890415e267f9b6589969e74b6e42225ec"},
     {file = "Brotli-1.1.0-cp310-cp310-win32.whl", hash = "sha256:be36e3d172dc816333f33520154d708a2657ea63762ec16b62ece02ab5e4daf2"},
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 matplotlib = "*"
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 pandas = ">=0.24"
 plotly = "*"
 scipy = "*"
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+
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+version = "1.0.9"
+description = "Devtools Protocol implementation for chrome."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+simplejson = ">=3.19.3"
+
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 version = "8.1.8"
@@ -987,6 +1055,7 @@ description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
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@@ -995,6 +1064,22 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
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+version = "8.2.1"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.10"
+groups = ["main", "dev"]
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+
 [[package]]
 name = "cloudpickle"
 version = "3.1.1"
@@ -1040,75 +1125,167 @@ test = ["pytest"]
 
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 [[package]]
 name = "cryptography"
@@ -1117,7 +1294,7 @@ description = "cryptography is a package which provides cryptographic recipes an
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
-markers = "sys_platform == \"linux\""
+markers = "python_version < \"3.11\" and sys_platform == \"linux\""
 files = [
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 test-randomorder = ["pytest-randomly"]
 
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 [[package]]
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 [[package]]
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 [[package]]
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+
 [package.extras]
 test = ["pytest (>=6)"]
 
@@ -1511,19 +1752,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
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 name = "fsspec"
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 [package.extras]
@@ -1930,14 +2107,14 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "griffe"
-version = "1.4.0"
+version = "1.7.3"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1955,15 +2132,38 @@ files = [
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 ]
 
+[[package]]
+name = "hf-xet"
+version = "1.1.5"
+description = "Fast transfer of large files with the Hugging Face Hub."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""
+files = [
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+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "html2text"
-version = "2024.2.26"
+version = "2025.4.15"
 description = "Turn HTML into equivalent Markdown-structured text."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -2015,32 +2215,33 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "httpx-sse"
-version = "0.4.0"
+version = "0.4.1"
 description = "Consume Server-Sent Event (SSE) messages with HTTPX."
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"all\" or extra == \"llm\""
 files = [
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 ]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.29.3"
+version = "0.33.4"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
 files = [
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+    {file = "huggingface_hub-0.33.4.tar.gz", hash = "sha256:6af13478deae120e765bfd92adad0ae1aec1ad8c439b46f23058ad5956cbca0a"},
 ]
 
 [package.dependencies]
 filelock = "*"
 fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.1.2,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -2048,29 +2249,32 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
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 cli = ["InquirerPy (==0.3.4)"]
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 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
+hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
 inference = ["aiohttp"]
-quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"]
+mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
+oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
+quality = ["libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
 name = "identify"
-version = "2.6.1"
+version = "2.6.12"
 description = "File identification library for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0"},
-    {file = "identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98"},
+    {file = "identify-2.6.12-py2.py3-none-any.whl", hash = "sha256:ad9672d5a72e0d2ff7c5c8809b62dfa60458626352fb0eb7b55e69bdc45334a2"},
+    {file = "identify-2.6.12.tar.gz", hash = "sha256:d8de45749f1efb108badef65ee8386f0f7bb19a7f26185f74de6367bffbaf0e6"},
 ]
 
 [package.extras]
@@ -2105,14 +2309,14 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.5.0"
+version = "8.7.0"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
-    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
+    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
+    {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
 ]
 
 [package.dependencies]
@@ -2124,20 +2328,20 @@ cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.5"
+version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "python_version < \"3.10\""
 files = [
-    {file = "importlib_resources-6.4.5-py3-none-any.whl", hash = "sha256:ac29d5f956f01d5e4bb63102a5a19957f1b9175e45649977264a1416783bb717"},
-    {file = "importlib_resources-6.4.5.tar.gz", hash = "sha256:980862a1d16c9e147a59603677fa2aa5fd82b87f223b6cb870695bcfce830065"},
+    {file = "importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec"},
+    {file = "importlib_resources-6.5.2.tar.gz", hash = "sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c"},
 ]
 
 [package.dependencies]
@@ -2187,62 +2391,111 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
 files = [
-    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
-    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
+
+[[package]]
+name = "ipython"
+version = "9.4.0"
+description = "IPython: Productive Interactive Computing"
+optional = false
+python-versions = ">=3.11"
+groups = ["main", "dev"]
+markers = "python_version >= \"3.11\""
+files = [
+    {file = "ipython-9.4.0-py3-none-any.whl", hash = "sha256:25850f025a446d9b359e8d296ba175a36aedd32e83ca9b5060430fe16801f066"},
+    {file = "ipython-9.4.0.tar.gz", hash = "sha256:c033c6d4e7914c3d9768aabe76bbe87ba1dc66a92a05db6bfa1125d81f2ee270"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+ipython-pygments-lexers = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
+prompt_toolkit = ">=3.0.41,<3.1.0"
+pygments = ">=2.4.0"
+stack_data = "*"
+traitlets = ">=5.13.0"
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+
+[package.extras]
+all = ["ipython[doc,matplotlib,test,test-extra]"]
+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib"]
+test = ["packaging", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipykernel", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbclient", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+markers = "python_version >= \"3.11\""
+files = [
+    {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
+    {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
+]
+
+[package.dependencies]
+pygments = "*"
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.5"
+version = "8.1.7"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
-    {file = "ipywidgets-8.1.5-py3-none-any.whl", hash = "sha256:3290f526f87ae6e77655555baba4f36681c555b8bdbbff430b70e52c34c86245"},
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+    {file = "ipywidgets-8.1.7-py3-none-any.whl", hash = "sha256:764f2602d25471c213919b8a1997df04bef869251db4ca8efba1b76b1bd9f7bb"},
+    {file = "ipywidgets-8.1.7.tar.gz", hash = "sha256:15f1ac050b9ccbefd45dccfbb2ef6bed0029d8278682d569d71b8dd96bee0376"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.12,<3.1.0"
+jupyterlab_widgets = ">=3.0.15,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.12,<4.1.0"
+widgetsnbextension = ">=4.0.14,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -2317,18 +2570,18 @@ test = ["portend", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-c
 
 [[package]]
 name = "jaraco-functools"
-version = "4.1.0"
+version = "4.2.1"
 description = "Functools like those found in stdlib"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "jaraco_functools-4.2.1-py3-none-any.whl", hash = "sha256:590486285803805f4b1f99c60ca9e94ed348d4added84b74c7a12885561e524e"},
+    {file = "jaraco_functools-4.2.1.tar.gz", hash = "sha256:be634abfccabce56fa3053f8c7ebe37b682683a4ee7793670ced17bab0087353"},
 ]
 
 [package.dependencies]
-more-itertools = "*"
+more_itertools = "*"
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
@@ -2395,116 +2648,117 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jiter"
-version = "0.9.0"
+version = "0.10.0"
 description = "Fast iterable JSON parser."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
 name = "joblib"
-version = "1.4.2"
+version = "1.5.1"
 description = "Lightweight pipelining with Python functions"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
 name = "json5"
-version = "0.10.0"
+version = "0.12.0"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
 groups = ["dev"]
 files = [
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+    {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"},
 ]
 
 [package.extras]
-dev = ["build (==1.2.2.post1)", "coverage (==7.5.3)", "mypy (==1.13.0)", "pip (==24.3.1)", "pylint (==3.2.3)", "ruff (==0.7.3)", "twine (==5.1.1)", "uv (==0.5.1)"]
+dev = ["build (==1.2.2.post1)", "coverage (==7.5.4) ; python_version < \"3.9\"", "coverage (==7.8.0) ; python_version >= \"3.9\"", "mypy (==1.14.1) ; python_version < \"3.9\"", "mypy (==1.15.0) ; python_version >= \"3.9\"", "pip (==25.0.1)", "pylint (==3.2.7) ; python_version < \"3.9\"", "pylint (==3.3.6) ; python_version >= \"3.9\"", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
 
 [[package]]
 name = "jsonpatch"
@@ -2537,14 +2791,14 @@ markers = {main = "extra == \"all\" or extra == \"llm\""}
 
 [[package]]
 name = "jsonschema"
-version = "4.23.0"
+version = "4.25.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
-    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
+    {file = "jsonschema-4.25.0-py3-none-any.whl", hash = "sha256:24c2e8da302de79c8b9382fee3e76b355e44d2a4364bb207159ce10b517bd716"},
+    {file = "jsonschema-4.25.0.tar.gz", hash = "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f"},
 ]
 
 [package.dependencies]
@@ -2557,24 +2811,25 @@ jsonschema-specifications = ">=2023.03.6"
 referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3987-syntax = {version = ">=1.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2025.4.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
-    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
+    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
 ]
 
 [package.dependencies]
@@ -2651,14 +2906,14 @@ test = ["flaky", "pexpect", "pytest"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.7.2"
+version = "5.8.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
-    {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
+    {file = "jupyter_core-5.8.1-py3-none-any.whl", hash = "sha256:c28d268fc90fb53f1338ded2eb410704c5449a358406e8a948b75706e24863d0"},
+    {file = "jupyter_core-5.8.1.tar.gz", hash = "sha256:0a5f9706f70e64786b75acba995988915ebd4601c8a52e534a40b51c95f59941"},
 ]
 
 [package.dependencies]
@@ -2667,23 +2922,24 @@ pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_
 traitlets = ">=5.3"
 
 [package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
-test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<9)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-events"
-version = "0.10.0"
+version = "0.12.0"
 description = "Jupyter Event System library"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jupyter_events-0.10.0-py3-none-any.whl", hash = "sha256:4b72130875e59d57716d327ea70d3ebc3af1944d3717e5a498b8a06c6c159960"},
-    {file = "jupyter_events-0.10.0.tar.gz", hash = "sha256:670b8229d3cc882ec782144ed22e0d29e1c2d639263f92ca8383e66682845e22"},
+    {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"},
+    {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"},
 ]
 
 [package.dependencies]
 jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
+packaging = "*"
 python-json-logger = ">=2.0.4"
 pyyaml = ">=5.3"
 referencing = "*"
@@ -2693,7 +2949,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 cli = ["click", "rich"]
-docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
+docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8)", "sphinxcontrib-spelling"]
 test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
 
 [[package]]
@@ -2714,14 +2970,14 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.14.2"
+version = "2.16.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jupyter_server-2.14.2-py3-none-any.whl", hash = "sha256:47ff506127c2f7851a17bf4713434208fc490955d0e8632e95014a9a9afbeefd"},
-    {file = "jupyter_server-2.14.2.tar.gz", hash = "sha256:66095021aa9638ced276c248b1d81862e4c50f292d575920bbe960de1c56b12b"},
+    {file = "jupyter_server-2.16.0-py3-none-any.whl", hash = "sha256:3d8db5be3bc64403b1c65b400a1d7f4647a5ce743f3b20dbdefe8ddb7b55af9e"},
+    {file = "jupyter_server-2.16.0.tar.gz", hash = "sha256:65d4b44fdf2dcbbdfe0aa1ace4a842d4aaf746a2b7b168134d5aaed35621b7f6"},
 ]
 
 [package.dependencies]
@@ -2730,7 +2986,7 @@ argon2-cffi = ">=21.1"
 jinja2 = ">=3.0.3"
 jupyter-client = ">=7.4.4"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-jupyter-events = ">=0.9.0"
+jupyter-events = ">=0.11.0"
 jupyter-server-terminals = ">=0.4.4"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
@@ -2771,14 +3027,14 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.3.5"
+version = "4.4.4"
 description = "JupyterLab computational environment"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jupyterlab-4.3.5-py3-none-any.whl", hash = "sha256:571bbdee20e4c5321ab5195bc41cf92a75a5cff886be5e57ce78dfa37a5e9fdb"},
-    {file = "jupyterlab-4.3.5.tar.gz", hash = "sha256:c779bf72ced007d7d29d5bcef128e7fdda96ea69299e19b04a43635a7d641f9d"},
+    {file = "jupyterlab-4.4.4-py3-none-any.whl", hash = "sha256:711611e4f59851152eb93316c3547c3ec6291f16bb455f1f4fa380d25637e0dd"},
+    {file = "jupyterlab-4.4.4.tar.gz", hash = "sha256:163fee1ef702e0a057f75d2eed3ed1da8a986d59eb002cbeb6f0c2779e6cd153"},
 ]
 
 [package.dependencies]
@@ -2793,15 +3049,15 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
-setuptools = ">=40.8.0"
+setuptools = ">=41.1.0"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.6.9)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.1.0)", "sphinx-copybutton"]
-docs-screenshots = ["altair (==5.4.1)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.2.post3)", "matplotlib (==3.9.2)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.14.1)", "vega-datasets (==0.9.0)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.11.4)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.2.0)", "sphinx-copybutton"]
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 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
@@ -2846,46 +3102,48 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.13"
+version = "3.0.15"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
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 ]
 
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 name = "kaleido"
-version = "0.2.1"
-description = "Static image export for web-based visualization libraries with zero dependencies"
+version = "1.0.0"
+description = "Plotly graph export library"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+[package.dependencies]
+choreographer = ">=1.0.5"
+logistro = ">=1.0.8"
+orjson = ">=3.10.15"
+packaging = "*"
+
 [[package]]
 name = "keyring"
-version = "25.5.0"
+version = "25.6.0"
 description = "Store and access your passwords safely."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
+importlib_metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
 "jaraco.classes" = "*"
 "jaraco.context" = "*"
 "jaraco.functools" = "*"
@@ -2909,6 +3167,7 @@ description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "python_version < \"3.11\""
 files = [
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 ]
 
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+description = "A fast implementation of the Cassowary constraint solver"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
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+
 [[package]]
 name = "langchain"
 version = "0.3.26"
@@ -3070,25 +3420,25 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.16"
+version = "0.3.27"
 description = "Community contributed LangChain integrations."
 optional = true
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"all\" or extra == \"llm\""
 files = [
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-langsmith = ">=0.1.125,<0.4"
-numpy = {version = ">=1.22.4,<2", markers = "python_version < \"3.12\""}
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+langchain-core = ">=0.3.66,<1.0.0"
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 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -3097,21 +3447,21 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.66"
+version = "0.3.69"
 description = "Building applications with LLMs through composability"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"all\" or extra == \"llm\""
 files = [
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+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -3119,20 +3469,20 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.8"
+version = "0.3.28"
 description = "An integration package connecting OpenAI and LangChain"
 optional = true
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"all\" or extra == \"llm\""
 files = [
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 ]
 
 [package.dependencies]
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+langchain-core = ">=0.3.68,<1.0.0"
+openai = ">=1.86.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
 [[package]]
@@ -3168,22 +3518,22 @@ six = "*"
 
 [[package]]
 name = "langsmith"
-version = "0.3.45"
+version = "0.4.7"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"all\" or extra == \"llm\""
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 packaging = ">=23.2"
-pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
+pydantic = ">=1,<3"
 requests = ">=2,<3"
 requests-toolbelt = ">=1.0.0,<2.0.0"
 zstandard = ">=0.23.0,<0.24.0"
@@ -3194,38 +3544,98 @@ openai-agents = ["openai-agents (>=0.0.3,<0.1)"]
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 pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
 
+[[package]]
+name = "lark"
+version = "1.2.2"
+description = "a modern parsing library"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+]
+
+[package.extras]
+atomic-cache = ["atomicwrites"]
+interegular = ["interegular (>=0.3.1,<0.4.0)"]
+nearley = ["js2py"]
+regex = ["regex"]
+
 [[package]]
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 [package.dependencies]
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+python-dateutil = ">=2.7"
+
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+
+[[package]]
+name = "matplotlib"
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 [package.dependencies]
 typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
@@ -3645,40 +4132,53 @@ files = [
 dill = ">=0.3.8"
 
 [[package]]
-name = "multitasking"
-version = "0.0.11"
-description = "Non-blocking Python methods using decorators"
+name = "mypy-extensions"
+version = "1.1.0"
+description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
-python-versions = "*"
-groups = ["main"]
+python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
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 [[package]]
-name = "mypy-extensions"
-version = "1.0.0"
-description = "Type system extensions for programs checked with the mypy type checker."
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+version = "1.47.1"
+description = "Extremely lightweight compatibility layer between dataframe libraries"
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-python-versions = ">=3.5"
-groups = ["main", "dev"]
+python-versions = ">=3.9"
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 ]
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+dask = ["dask[dataframe] (>=2024.8)"]
+duckdb = ["duckdb (>=1.0)"]
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+pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
+sqlframe = ["sqlframe (>=3.22.0)"]
 
 [[package]]
 name = "nbclient"
-version = "0.10.1"
+version = "0.10.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.9.0"
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 ]
 
 [package.dependencies]
@@ -3689,8 +4189,8 @@ traitlets = ">=5.4"
 
 [package.extras]
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+docs = ["autodoc-traits", "flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "mock", "moto", "myst-parser", "nbconvert (>=7.1.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling", "testpath", "xmltodict"]
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 [[package]]
 name = "nbconvert"
@@ -3766,55 +4266,80 @@ files = [
 
 [[package]]
 name = "networkx"
-version = "3.1"
+version = "3.2.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version < \"3.11\""
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-developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
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-test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
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+test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
+
+[[package]]
+name = "networkx"
+version = "3.5"
+description = "Python package for creating and manipulating graphs and networks"
+optional = false
+python-versions = ">=3.11"
+groups = ["main"]
+markers = "python_version >= \"3.11\""
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@@ -4156,7 +4802,7 @@ description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""
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@@ -4194,14 +4840,14 @@ files = [
 
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 [package.dependencies]
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 [[package]]
 name = "pandocfilters"
@@ -4425,6 +5084,7 @@ files = [
 ]
 
 [package.dependencies]
+aiohttp = {version = ">=3.9.0", markers = "python_version == \"3.12\""}
 ansicolors = "*"
 click = "*"
 entrypoints = "*"
@@ -4513,17 +5173,6 @@ pygments = ">=2.12.0"
 [package.extras]
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-description = "a little orm"
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-python-versions = "*"
-groups = ["main"]
-files = [
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 [[package]]
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 version = "4.9.0"
@@ -4531,7 +5180,7 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main", "dev"]
-markers = "sys_platform != \"win32\""
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\" or python_version < \"3.11\" and sys_platform != \"win32\""
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@@ -4540,113 +5189,128 @@ files = [
 [package.dependencies]
 ptyprocess = ">=0.5"
 
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-optional = false
-python-versions = "*"
-groups = ["main", "dev"]
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-
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-python-versions = ">=3.8"
+python-versions = ">=3.9"
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+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-autobuild", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
-tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+test-arrow = ["pyarrow"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"]
 typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
@@ -4667,71 +5331,76 @@ testing = ["pytest", "pytest-cov", "wheel"]
 
 [[package]]
 name = "platformdirs"
-version = "4.3.6"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.8"
-groups = ["main", "dev"]
+python-versions = ">=3.9"
+groups = ["dev"]
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 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.11.2)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "plotly"
-version = "5.24.1"
-description = "An open-source, interactive data visualization library for Python"
+version = "6.2.0"
+description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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+    {file = "plotly-6.2.0-py3-none-any.whl", hash = "sha256:32c444d4c940887219cb80738317040363deefdfee4f354498cc0b6dab8978bd"},
+    {file = "plotly-6.2.0.tar.gz", hash = "sha256:9dfa23c328000f16c928beb68927444c1ab9eae837d1fe648dbcda5360c7953d"},
 ]
 
 [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 (>=1.0.0)"]
 
 [[package]]
-name = "plotly-express"
-version = "0.4.1"
-description = "Plotly Express - a high level wrapper for Plotly.py"
+name = "pluggy"
+version = "1.6.0"
+description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = "*"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["dev"]
 files = [
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-patsy = ">=0.5"
-plotly = ">=4.1.0"
-scipy = ">=0.18"
-statsmodels = ">=0.9.0"
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "polars"
-version = "1.8.2"
+version = "1.31.0"
 description = "Blazingly fast DataFrame library"
 optional = false
-python-versions = ">=3.8"
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 ]
 
 [package.extras]
@@ -4741,35 +5410,36 @@ async = ["gevent"]
 calamine = ["fastexcel (>=0.9)"]
 cloudpickle = ["cloudpickle"]
 connectorx = ["connectorx (>=0.3.2)"]
-database = ["nest-asyncio", "polars[adbc,connectorx,sqlalchemy]"]
-deltalake = ["deltalake (>=0.15.0)"]
+database = ["polars[adbc,connectorx,sqlalchemy]"]
+deltalake = ["deltalake (>=1.0.0)"]
 excel = ["polars[calamine,openpyxl,xlsx2csv,xlsxwriter]"]
 fsspec = ["fsspec"]
 gpu = ["cudf-polars-cu12"]
 graph = ["matplotlib"]
-iceberg = ["pyiceberg (>=0.5.0)"]
+iceberg = ["pyiceberg (>=0.7.1)"]
 numpy = ["numpy (>=1.16.0)"]
 openpyxl = ["openpyxl (>=3.0.0)"]
 pandas = ["pandas", "polars[pyarrow]"]
 plot = ["altair (>=5.4.0)"]
+polars-cloud = ["polars-cloud (>=0.0.1a1)"]
 pyarrow = ["pyarrow (>=7.0.0)"]
 pydantic = ["pydantic"]
 sqlalchemy = ["polars[pandas]", "sqlalchemy"]
 style = ["great-tables (>=0.8.0)"]
-timezone = ["backports-zoneinfo ; python_version < \"3.9\"", "tzdata ; platform_system == \"Windows\""]
+timezone = ["tzdata ; platform_system == \"Windows\""]
 xlsx2csv = ["xlsx2csv (>=0.8.0)"]
 xlsxwriter = ["xlsxwriter"]
 
 [[package]]
 name = "pre-commit"
-version = "3.5.0"
+version = "3.8.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
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 ]
 
 [package.dependencies]
@@ -4781,14 +5451,14 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prometheus-client"
-version = "0.21.1"
+version = "0.22.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.extras]
@@ -4796,14 +5466,14 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.50"
+version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.8"
 groups = ["main", "dev"]
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 ]
 
 [package.dependencies]
@@ -4811,123 +5481,112 @@ wcwidth = "*"
 
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 description = "Accelerated property cache"
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 [package.extras]
 test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
 
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 [package.dependencies]
@@ -5353,15 +5989,15 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.10.0"
+version = "2.10.1"
 description = "Settings management using Pydantic"
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 python-versions = ">=3.9"
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 [package.dependencies]
@@ -5408,14 +6044,14 @@ files = [
 
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+version = "2.19.2"
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@@ -5423,19 +6059,39 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
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 [package.extras]
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+python-versions = ">=3.9"
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+
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+
 [[package]]
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@@ -5465,14 +6121,14 @@ six = ">=1.5"
 
 [[package]]
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 [package.extras]
@@ -5498,41 +6154,45 @@ dev = ["backports.zoneinfo ; python_version < \"3.9\"", "black", "build", "freez
 
 [[package]]
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 [[package]]
@@ -5550,19 +6210,20 @@ files = [
 
 [[package]]
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 description = "Pseudo terminal support for Windows from Python."
 optional = false
-python-versions = ">=3.8"
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 markers = "os_name == \"nt\""
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 [[package]]
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -5787,19 +6434,20 @@ md = ["cmarkgfm (>=0.8.0)"]
 
 [[package]]
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-version = "0.35.1"
+version = "0.36.2"
 description = "JSON Referencing + Python"
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-python-versions = ">=3.8"
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 [package.dependencies]
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 rpds-py = ">=0.7.0"
+typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "regex"
@@ -5907,19 +6555,19 @@ files = [
 
 [[package]]
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+version = "2.32.4"
 description = "Python HTTP for Humans."
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 python-versions = ">=3.8"
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 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = ">=2,<4"
+charset_normalizer = ">=2,<4"
 idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<3"
 
@@ -5985,16 +6633,34 @@ files = [
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 ]
 
+[[package]]
+name = "rfc3987-syntax"
+version = "1.1.0"
+description = "Helper functions to syntactically validate strings according to RFC 3987."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
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+
+[package.dependencies]
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+
+[package.extras]
+testing = ["pytest (>=8.3.5)"]
+
 [[package]]
 name = "rich"
-version = "13.9.4"
+version = "14.0.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -6022,115 +6688,156 @@ six = "*"
 
 [[package]]
 name = "rpds-py"
-version = "0.20.1"
+version = "0.26.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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@@ -6447,16 +7275,16 @@ tornado = ["tornado (>=5)"]
 
 [[package]]
 name = "setuptools"
-version = "78.1.1"
+version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 ]
-markers = {main = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+markers = {main = "platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version == \"3.12\""}
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
@@ -6469,57 +7297,185 @@ type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.deve
 
 [[package]]
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-version = "0.44.1"
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 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 cloudpickle = "*"
-numba = "*"
+numba = ">=0.54"
 numpy = "*"
 packaging = ">20.9"
 pandas = "*"
 scikit-learn = "*"
 scipy = "*"
-slicer = "0.0.7"
+slicer = "0.0.8"
 tqdm = ">=4.27.0"
+typing-extensions = "*"
 
 [package.extras]
-docs = ["ipython", "matplotlib", "myst-parser (==2.0.0)", "nbsphinx (==0.9.3)", "numpydoc", "requests", "sphinx (==7.2.6)", "sphinx-github-changelog (==1.2.1)", "sphinx-rtd-theme (==2.0.0)"]
+docs = ["ipython", "ipywidgets", "matplotlib", "myst-parser", "nbsphinx", "numpydoc", "requests", "sphinx", "sphinx_github_changelog", "sphinx_rtd_theme"]
 others = ["lime"]
 plots = ["ipython", "matplotlib"]
-test = ["catboost", "gpboost", "lightgbm", "ngboost ; python_version < \"3.11\"", "opencv-python", "protobuf (==3.20.3)", "pyod", "pyspark", "pytest", "pytest-cov", "pytest-mpl", "sentencepiece", "tensorflow", "torch", "torchvision", "transformers", "xgboost"]
-test-core = ["pytest", "pytest-cov", "pytest-mpl"]
+test = ["catboost ; python_version < \"3.13\"", "causalml", "gpboost", "lightgbm", "ngboost", "numpy (<2.0)", "opencv-python", "protobuf (==3.20.3)", "pyod", "pyspark", "pytest", "pytest-cov", "pytest-mpl", "scikit-learn (<=1.6.1)", "selenium", "sentencepiece", "tensorflow ; python_version < \"3.13\"", "tf-keras ; python_version < \"3.13\"", "torch ; python_version < \"3.13\"", "torchvision ; python_version < \"3.13\"", "transformers ; python_version < \"3.13\"", "xgboost"]
+test-core = ["mypy", "pytest", "pytest-cov", "pytest-mpl"]
 test-notebooks = ["datasets", "jupyter", "keras", "nbconvert", "nbformat", "nlp", "transformers"]
 
+[[package]]
+name = "simplejson"
+version = "3.20.1"
+description = "Simple, fast, extensible JSON encoder/decoder for Python"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.5"
+groups = ["main"]
+files = [
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 optional = false
 python-versions = ">=3.6"
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 [[package]]
@@ -6558,26 +7514,26 @@ files = [
 
 [[package]]
 name = "snowballstemmer"
-version = "2.2.0"
-description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
+version = "3.0.1"
+description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
 optional = false
-python-versions = "*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
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 [[package]]
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-version = "2.6"
+version = "2.7"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
+groups = ["dev"]
 files = [
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 [[package]]
@@ -6657,50 +7613,53 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 
 [[package]]
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+version = "2.0.0"
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+python-versions = ">=3.9"
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 test = ["pytest"]
 
 [[package]]
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+standalone = ["Sphinx (>=5)"]
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 [[package]]
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
 [[package]]
@@ -6735,114 +7694,116 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
+standalone = ["Sphinx (>=5)"]
+test = ["defusedxml (>=0.7.1)", "pytest"]
 
 [[package]]
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-description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)."
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
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 test = ["pytest"]
 
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 [package.extras]
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-aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
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 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
@@ -6853,7 +7814,7 @@ mysql-connector = ["mysql-connector-python"]
 oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
-postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
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 postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
 postgresql-psycopg = ["psycopg (>=3.0.7)"]
 postgresql-psycopg2binary = ["psycopg2-binary"]
@@ -6884,57 +7845,55 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
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 [package.extras]
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 ]
 
 [package.dependencies]
@@ -7248,7 +8106,7 @@ description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
-markers = "python_version <= \"3.10\""
+markers = "python_version < \"3.11\""
 files = [
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@@ -7337,6 +8195,7 @@ nvidia-cusparselt-cu12 = {version = "0.6.3", markers = "platform_system == \"Lin
 nvidia-nccl-cu12 = {version = "2.26.2", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvjitlink-cu12 = {version = "12.6.85", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvtx-cu12 = {version = "12.6.77", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+setuptools = {version = "*", markers = "python_version >= \"3.12\""}
 sympy = ">=1.13.3"
 triton = {version = "3.3.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = ">=4.10.0"
@@ -7367,6 +8226,31 @@ files = [
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 ]
 
+[[package]]
+name = "tox"
+version = "4.28.3"
+description = "tox is a generic virtualenv management and test command line tool"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+    {file = "tox-4.28.3-py3-none-any.whl", hash = "sha256:1debe9daf0b7e64d425ef99a17292b0792385686b1d541df34c7298211e99269"},
+    {file = "tox-4.28.3.tar.gz", hash = "sha256:b91db7219e5242002cf4040a299c8852026d6af35fcd21274d456fb62dafee7b"},
+]
+
+[package.dependencies]
+cachetools = ">=6.1"
+chardet = ">=5.2"
+colorama = ">=0.4.6"
+filelock = ">=3.18"
+packaging = ">=25"
+platformdirs = ">=4.3.8"
+pluggy = ">=1.6"
+pyproject-api = ">=1.9.1"
+tomli = {version = ">=2.2.1", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.14.1", markers = "python_version < \"3.11\""}
+virtualenv = ">=20.31.2"
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -7407,72 +8291,75 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.46.3"
+version = "4.53.2"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.9.0"
 groups = ["main"]
 files = [
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 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
 [[package]]
@@ -7525,26 +8412,26 @@ urllib3 = ">=1.26.0"
 
 [[package]]
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 groups = ["dev"]
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+    {file = "types_python_dateutil-2.9.0.20250708-py3-none-any.whl", hash = "sha256:4d6d0cc1cc4d24a2dc3816024e502564094497b713f7befda4d5bc7a8e3fd21f"},
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 [[package]]
 name = "typing-extensions"
-version = "4.12.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.1"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 ]
 
 [[package]]
@@ -7568,10 +8455,9 @@ typing-extensions = ">=3.7.4"
 name = "typing-inspection"
 version = "0.4.1"
 description = "Runtime typing introspection tools"
-optional = true
+optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "extra == \"all\" or extra == \"llm\""
 files = [
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@@ -7582,14 +8468,14 @@ typing-extensions = ">=4.12.0"
 
 [[package]]
 name = "tzdata"
-version = "2025.1"
+version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
 files = [
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-    {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
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+    {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
 ]
 
 [[package]]
@@ -7634,14 +8520,14 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "2.2.3"
+version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 [package.extras]
@@ -7652,14 +8538,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.29.3"
+version = "20.31.2"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -7669,7 +8555,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
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+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "wcwidth"
@@ -7685,20 +8571,16 @@ files = [
 
 [[package]]
 name = "webcolors"
-version = "24.8.0"
+version = "24.11.1"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-[package.extras]
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-tests = ["coverage[toml]"]
-
 [[package]]
 name = "webencodings"
 version = "0.5.1"
@@ -7730,23 +8612,24 @@ test = ["websockets"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.13"
+version = "4.0.14"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
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 ]
 
 [[package]]
 name = "xgboost"
 version = "2.1.4"
 description = "XGBoost Python Package"
-optional = false
+optional = true
 python-versions = ">=3.8"
 groups = ["main"]
+markers = "extra == \"all\" or extra == \"xgboost\""
 files = [
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@@ -7922,154 +8805,134 @@ tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "yarl"
-version = "1.15.2"
+version = "1.20.1"
 description = "Yet another URL library"
 optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
+groups = ["main", "dev"]
 files = [
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+    {file = "yarl-1.20.1-py3-none-any.whl", hash = "sha256:83b8eb083fe4683c6115795d9fc1cfaf2cbbefb19b3a1cb68f6527460f483a77"},
+    {file = "yarl-1.20.1.tar.gz", hash = "sha256:d017a4997ee50c91fd5466cef416231bb82177b93b029906cefc542ce14c35ac"},
+]
+markers = {dev = "python_version == \"3.12\""}
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
-propcache = ">=0.2.0"
-
-[[package]]
-name = "yfinance"
-version = "0.2.54"
-description = "Download market data from Yahoo! Finance API"
-optional = false
-python-versions = "*"
-groups = ["main"]
-files = [
-    {file = "yfinance-0.2.54-py2.py3-none-any.whl", hash = "sha256:8754f90332158d5d19bf754c1b230864ca2d1d313182a3f94a7bc7718bbe7d90"},
-    {file = "yfinance-0.2.54.tar.gz", hash = "sha256:a4ab8e2ecba4fda5a36bff0bdc602a014adc732e5eda5d3ac283836ce40356e8"},
-]
-
-[package.dependencies]
-beautifulsoup4 = ">=4.11.1"
-frozendict = ">=2.3.4"
-multitasking = ">=0.0.7"
-numpy = ">=1.16.5"
-pandas = ">=1.3.0"
-peewee = ">=3.16.2"
-platformdirs = ">=2.0.0"
-pytz = ">=2022.5"
-requests = ">=2.31"
-
-[package.extras]
-nospam = ["requests_cache (>=1.0)", "requests_ratelimiter (>=0.3.1)"]
-repair = ["scipy (>=1.6.3)"]
+propcache = ">=0.2.1"
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
 markers = {main = "python_version < \"3.10\""}
 
@@ -8078,7 +8941,7 @@ check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -8196,12 +9059,14 @@ cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\
 cffi = ["cffi (>=1.11)"]
 
 [extras]
-all = ["langchain-openai", "pycocoevalcap", "ragas", "sentencepiece", "torch", "transformers"]
+all = ["langchain-openai", "ragas", "scipy", "sentencepiece", "statsmodels", "torch", "transformers", "xgboost"]
 huggingface = ["sentencepiece", "transformers"]
-llm = ["langchain-openai", "pycocoevalcap", "ragas", "sentencepiece", "torch", "transformers"]
+llm = ["langchain-openai", "ragas", "sentencepiece", "torch", "transformers"]
 pytorch = ["torch"]
+stats = ["scipy", "statsmodels"]
+xgboost = ["xgboost"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.9.0,<3.12"
-content-hash = "d44d66b661fc8ddca8f5c66fca73056d9b186e53a5aad0730e5de8209868f8bc"
+python-versions = ">=3.9.0,<3.13"
+content-hash = "08fa1ad9af71a111947dffbbf5e3e2c09475ed680238415cf2d65b3d0e0002d9"
diff --git a/pyproject.toml b/pyproject.toml
index b84287a90..939a49c3b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,51 +13,45 @@ readme = "README.pypi.md"
 version = "2.8.29"
 
 [tool.poetry.dependencies]
-aiohttp = {extras = ["speedups"], version = "*"}
-anywidget = "^0.9.13"
+aiohttp = { extras = ["speedups"], version = "*" }
 arch = "*"
 bert-score = ">=0.3.13"
 catboost = "*"
 datasets = "^2.10.0"
 evaluate = "*"
-h11 = ">=0.16.0"
 ipywidgets = "*"
 kaleido = ">=0.2.1,!=0.2.1.post1"
-langchain-openai = {version = ">=0.1.8", optional = true}
+langchain-openai = { version = ">=0.1.8", optional = true }
 langdetect = "*"
-llvmlite = {version = "*", python = ">=3.8,<=3.11"}
 matplotlib = "*"
 mistune = "^3.0.2"
 nest-asyncio = "^1.6.0"
 nltk = "^3.8.1"
-numba = "<0.59.0" # TODO: https://github.com/validmind/validmind-library/pull/28
-numpy = "*"
+numba = "*"                                                 # TODO: https://github.com/validmind/validmind-library/pull/28
 openai = ">=1"
-pandas = ">=1.1,<=2.0.3"
-plotly = "<6.0.0"
-plotly-express = "*"
+pandas = "^2.0.3"
+plotly = ">=5.0.0"
 polars = "*"
-pycocoevalcap = {version = "^1.2", optional = true}
-python = ">=3.9.0,<3.12"
+python = ">=3.9.0,<3.13"
 python-dotenv = "*"
-ragas = {version = ">=0.2.3,<=0.2.7", optional = true}
+ragas = { version = ">=0.2.3,<=0.2.7", optional = true }
 rouge = ">=1"
-scikit-learn = "*,<1.6.0"
-scipy = "*"
+scikit-learn = "*"
+scipy = { version = "*", optional = true }
 scorecardpy = "^0.1.9.6"
 seaborn = "*"
-sentencepiece = {version = "^0.2.0", optional = true}
+sentencepiece = { version = "^0.2.0", optional = true }
 sentry-sdk = "^1.24.0"
-shap = "0.44.1"
-statsmodels = "*"
+shap = ">=0.46.0"
+statsmodels = { version = "*", optional = true }
 tabulate = "^0.8.9"
 textblob = "^0.18.0.post0"
 tiktoken = "*"
-torch = {version = "2.7.0", optional = true}
+torch = { version = "2.7.0", optional = true }
 tqdm = "*"
-transformers = {version = "^4.32.0", optional = true}
-xgboost = ">=1.5.2,<3"
-yfinance = "^0.2.48"
+transformers = { version = "^4.32.0", optional = true }
+xgboost = { version = ">=1.5.2,<3", optional = true }
+anywidget = "*"
 
 [tool.poetry.group.dev.dependencies]
 black = "^22.1.0"
@@ -76,16 +70,20 @@ pre-commit = "^3.3.3"
 sphinx = "^6.1.3"
 sphinx-markdown-builder = "^0.5.5"
 sphinx-rtd-theme = "^1.2.0"
+tox = "^4.0.0"
 twine = "^4.0.2"
 
 [tool.poetry.extras]
 all = [
   "torch",
+  "xgboost",
   "transformers",
   "pycocoevalcap",
   "ragas",
   "sentencepiece",
   "langchain-openai",
+  "scipy",
+  "statsmodels",
 ]
 huggingface = ["transformers", "sentencepiece"]
 llm = [
@@ -97,6 +95,8 @@ llm = [
   "langchain-openai",
 ]
 pytorch = ["torch"]
+stats = ["scipy", "statsmodels"]
+xgboost = ["xgboost"]
 
 [build-system]
 build-backend = "poetry.core.masonry.api"
diff --git a/tox.ini b/tox.ini
new file mode 100644
index 000000000..21c1a8d5a
--- /dev/null
+++ b/tox.ini
@@ -0,0 +1,86 @@
+[tox]
+envlist = 
+    py{39,310,311,312}
+    py{39,310,311,312}-min
+    py{39,310,311,312}-max
+    docs
+    lint
+isolated_build = true
+skip_missing_interpreters = true
+
+[testenv]
+deps = 
+    poetry
+setenv =
+    # Limit OpenMP on Mac to prevent segfaults
+    OMP_NUM_THREADS = 1
+    MKL_NUM_THREADS = 1
+allowlist_externals = 
+    poetry
+    pip
+commands_pre =
+    python -m pip install --upgrade pip
+    pip install poetry
+    poetry config virtualenvs.create false
+    poetry install --all-extras
+commands =
+    poetry run python -m unittest discover tests
+    poetry run python -m unittest tests.test_unit_tests
+
+[testenv:py{39,310,311,312}-min]
+description = Test with minimum supported dependency versions
+commands_pre =
+    python -m pip install --upgrade pip
+    pip install poetry
+    poetry config virtualenvs.create false
+    poetry install --all-extras
+    # Install minimum versions of key dependencies
+    pip install pandas==2.0.3 numpy==1.21.0 scikit-learn==0.24.0 matplotlib==3.5.0
+    pip install transformers==4.32.0 torch==2.0.0 datasets==2.10.0 xgboost==1.5.2
+    pip install nltk==3.8.1 plotly==5.0.0 scipy==1.7.0 statsmodels==0.13.0
+
+[testenv:py{39,310,311,312}-max]
+description = Test with latest dependency versions
+commands_pre =
+    python -m pip install --upgrade pip
+    pip install poetry
+    poetry config virtualenvs.create false
+    poetry install --all-extras
+    # Upgrade to latest versions of key dependencies
+    pip install --upgrade pandas numpy scikit-learn matplotlib transformers
+    pip install --upgrade torch datasets xgboost nltk plotly scipy statsmodels
+
+[testenv:docs]
+commands_pre =
+    python -m pip install --upgrade pip
+    pip install poetry
+    poetry config virtualenvs.create false
+    poetry install --all-extras
+commands =
+    poetry run make docs
+
+[testenv:lint]
+commands_pre =
+    python -m pip install --upgrade pip
+    pip install poetry  
+    poetry config virtualenvs.create false
+    poetry install --all-extras
+commands =
+    poetry run make lint
+    poetry run make verify-copyright
+    poetry run make verify-exposed-credentials
+
+[testenv:freeze]
+description = Test with a specific pip freeze file (specify via FREEZE_FILE env var)
+allowlist_externals = 
+    poetry
+    pip
+    bash
+commands_pre =
+    python -m pip install --upgrade pip
+    pip install poetry
+    poetry config virtualenvs.create false
+    bash -c 'if [ -n "$FREEZE_FILE" ] && [ -f "$FREEZE_FILE" ]; then pip install -r "$FREEZE_FILE"; else echo "Set FREEZE_FILE env var to pip freeze file path"; exit 1; fi'
+    poetry install --no-deps
+commands =
+    poetry run python -m unittest discover tests -v 
\ No newline at end of file
diff --git a/validmind/tests/data_validation/ChiSquaredFeaturesTable.py b/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
index 2e6620a25..e3251a9e4 100644
--- a/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
+++ b/validmind/tests/data_validation/ChiSquaredFeaturesTable.py
@@ -4,10 +4,22 @@
 
 
 import pandas as pd
-from scipy.stats import chi2_contingency
 
 from validmind import tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+    from scipy.stats import chi2_contingency
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for ChiSquaredFeaturesTable. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
 
 
 @tags("tabular_data", "categorical_data", "statistical_test")
diff --git a/validmind/tests/data_validation/SeasonalDecompose.py b/validmind/tests/data_validation/SeasonalDecompose.py
index bc0bc3f26..24e652bd1 100644
--- a/validmind/tests/data_validation/SeasonalDecompose.py
+++ b/validmind/tests/data_validation/SeasonalDecompose.py
@@ -9,11 +9,23 @@
 import pandas as pd
 import plotly.graph_objects as go
 from plotly.subplots import make_subplots
-from scipy import stats
 from statsmodels.tsa.seasonal import seasonal_decompose
 
 from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+    from scipy import stats
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for SeasonalDecompose. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
 from validmind.logging import get_logger
 from validmind.vm_models import VMDataset
 
diff --git a/validmind/tests/data_validation/ShapiroWilk.py b/validmind/tests/data_validation/ShapiroWilk.py
index 909d097c0..a87b6e551 100644
--- a/validmind/tests/data_validation/ShapiroWilk.py
+++ b/validmind/tests/data_validation/ShapiroWilk.py
@@ -6,9 +6,22 @@
 from typing import Tuple
 
 import pandas as pd
-from scipy import stats
 
 from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+    from scipy import stats
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for ShapiroWilk. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
 
 
 @tasks("classification", "regression")
diff --git a/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
index 75d15eb87..3f30ee8ac 100644
--- a/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
+++ b/validmind/tests/data_validation/TimeSeriesDescriptiveStatistics.py
@@ -3,9 +3,22 @@
 # SPDX-License-Identifier: AGPL-3.0 AND ValidMind Commercial
 
 import pandas as pd
-from scipy.stats import kurtosis, skew
 
 from validmind import tags, tasks
+from validmind.errors import MissingDependencyError
+
+try:
+    from scipy.stats import kurtosis, skew
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for TimeSeriesDescriptiveStatistics. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
 
 
 @tags("time_series_data", "analysis")
diff --git a/validmind/tests/model_validation/ModelPredictionResiduals.py b/validmind/tests/model_validation/ModelPredictionResiduals.py
index e0db2a1e2..4a2295b36 100644
--- a/validmind/tests/model_validation/ModelPredictionResiduals.py
+++ b/validmind/tests/model_validation/ModelPredictionResiduals.py
@@ -6,11 +6,24 @@
 
 import pandas as pd
 import plotly.graph_objects as go
-from scipy.stats import kstest
 
 from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
 from validmind.vm_models import VMDataset, VMModel
 
+try:
+    from scipy.stats import kstest
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for ModelPredictionResiduals. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
+
 
 @tags("regression")
 @tasks("residual_analysis", "visualization")
diff --git a/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
index c5f28b96d..f079cfa88 100644
--- a/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
+++ b/validmind/tests/model_validation/TimeSeriesPredictionWithCI.py
@@ -7,11 +7,24 @@
 import numpy as np
 import pandas as pd
 import plotly.graph_objects as go
-from scipy.stats import norm
 
 from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
 from validmind.vm_models import VMDataset, VMModel
 
+try:
+    from scipy.stats import norm
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for TimeSeriesPredictionWithCI. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
+
 
 @tags("model_predictions", "visualization")
 @tasks("regression", "time_series_forecasting")
diff --git a/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
index 6d7496451..a05044f74 100644
--- a/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
+++ b/validmind/tests/model_validation/sklearn/KMeansClustersOptimization.py
@@ -7,12 +7,24 @@
 import numpy as np
 import plotly.graph_objects as go
 from plotly.subplots import make_subplots
-from scipy.spatial.distance import cdist
 from sklearn import clone
 from sklearn.metrics import silhouette_score
 
 from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+    from scipy.spatial.distance import cdist
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for KMeansClustersOptimization. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
 from validmind.vm_models import VMDataset, VMModel
 
 
diff --git a/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
index 8aa4a25c8..0f354671b 100644
--- a/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
+++ b/validmind/tests/model_validation/statsmodels/RegressionCoeffs.py
@@ -7,10 +7,22 @@
 
 import pandas as pd
 import plotly.graph_objects as go
-from scipy import stats
 
 from validmind import RawData, tags, tasks
-from validmind.errors import SkipTestError
+from validmind.errors import MissingDependencyError, SkipTestError
+
+try:
+    from scipy import stats
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for RegressionCoeffs. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
 from validmind.vm_models import VMModel
 
 
diff --git a/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
index ee48eedaf..496df6223 100644
--- a/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
+++ b/validmind/tests/ongoing_monitoring/ClassDiscriminationDrift.py
@@ -6,13 +6,26 @@
 
 import numpy as np
 import pandas as pd
-from scipy import stats
 from sklearn.metrics import roc_auc_score
 from sklearn.preprocessing import LabelBinarizer
 
 from validmind import tags, tasks
+from validmind.errors import MissingDependencyError
 from validmind.vm_models import VMDataset, VMModel
 
+try:
+    from scipy import stats
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for ClassDiscriminationDrift. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
+
 
 def multiclass_roc_auc_score(y_test, y_pred, average="macro"):
     lb = LabelBinarizer()
diff --git a/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
index e3b56f41e..78ab49c8b 100644
--- a/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/PredictionProbabilitiesHistogramDrift.py
@@ -8,11 +8,24 @@
 import pandas as pd
 import plotly.graph_objects as go
 from plotly.subplots import make_subplots
-from scipy import stats
 
 from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
 from validmind.vm_models import VMDataset, VMModel
 
+try:
+    from scipy import stats
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for PredictionProbabilitiesHistogramDrift. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
+
 
 @tags("visualization", "credit_risk")
 @tasks("classification")
diff --git a/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
index ded42cf64..09d18f998 100644
--- a/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
+++ b/validmind/tests/ongoing_monitoring/ScorecardHistogramDrift.py
@@ -8,11 +8,24 @@
 import pandas as pd
 import plotly.graph_objects as go
 from plotly.subplots import make_subplots
-from scipy import stats
 
 from validmind import tags, tasks
+from validmind.errors import MissingDependencyError
 from validmind.vm_models import VMDataset
 
+try:
+    from scipy import stats
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for ScorecardHistogramDrift. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
+
 
 @tags("visualization", "credit_risk", "logistic_regression")
 @tasks("classification")
diff --git a/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
index 55beee0aa..6c3106944 100644
--- a/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
+++ b/validmind/tests/ongoing_monitoring/TargetPredictionDistributionPlot.py
@@ -7,11 +7,24 @@
 import pandas as pd
 import plotly.figure_factory as ff
 import plotly.graph_objects as go
-from scipy.stats import kurtosis, skew
 
 from validmind import RawData, tags, tasks
+from validmind.errors import MissingDependencyError
 from validmind.vm_models import VMDataset, VMModel
 
+try:
+    from scipy.stats import kurtosis, skew
+except ImportError as e:
+    if "scipy" in str(e):
+        raise MissingDependencyError(
+            "Missing required package `scipy` for TargetPredictionDistributionPlot. "
+            "Please run `pip install validmind[stats]` to use statistical tests",
+            required_dependencies=["scipy"],
+            extra="stats",
+        ) from e
+
+    raise e
+
 
 @tags("visualization")
 @tasks("monitoring")