@@ -1,107 +1,104 @@
-altair==5.5.0
-anyio==4.10.0
+altair==6.3.0
+anyio==4.15.1
 argon2-cffi==25.1.0
-argon2-cffi-bindings==25.1.0
-arrow==1.3.0
-asttokens==3.0.0
-async-lru==2.0.5
-attrs==25.3.0
-babel==2.17.0
-beautifulsoup4==4.13.5
-bleach==6.2.0
-certifi==2025.8.3
-cffi==2.0.0
-charset-normalizer==3.4.3
+argon2-cffi-bindings==26.1.0
+arrow==1.4.0
+asttokens==3.0.2
+async-lru==2.4.0
+attrs==26.1.0
+babel==2.18.0
+beautifulsoup4==4.15.0
+bleach==6.4.0
+certifi==2026.10.23
+cffi==2.1.1
+charset-normalizer==3.5.2
 comm==0.2.3
-contourpy==1.3.3
+contourpy==1.4.0
 cycler==0.12.1
-debugpy==1.8.17
-decorator==5.2.1
+debugpy==1.8.22
 defusedxml==0.7.1
-executing==2.2.1
-fastjsonschema==2.21.2
-fonttools==4.60.0
-fqdn==1.5.1
+executing==2.3.0
+fastjsonschema==2.22.2
+fonttools==4.68.0
+fqdn==1.6.0
 h11==0.16.0
 httpcore==1.0.9
 httpx==0.28.1
-idna==3.10
-ipykernel==6.30.1
-ipython==9.5.0
-ipython_pygments_lexers==1.1.1
+idna==3.20
+ipykernel==7.4.0
+ipython==9.18.0
+ipython-pygments-lexers==1.1.1
 isoduration==20.11.0
-jedi==0.19.2
-Jinja2==3.1.6
-json5==0.12.1
-jsonpointer==3.0.0
-jsonschema==4.25.1
+jedi==0.20.1
+jinja2==3.1.6
+json5==0.17.3
+jsonpointer==3.6
+jsonschema==4.26.0
 jsonschema-specifications==2025.9.1
-jupyter-events==0.12.0
-jupyter-lsp==2.3.0
-jupyter_client==8.6.3
-jupyter_core==5.8.1
-jupyter_server==2.17.0
-jupyter_server_terminals==0.5.3
-jupyterlab==4.4.7
-jupyterlab_pygments==0.3.0
-jupyterlab_server==2.27.3
-kiwisolver==1.4.9
-lark==1.2.2
-MarkupSafe==3.0.2
-matplotlib==3.10.6
-matplotlib-inline==0.1.7
-mistune==3.1.4
-narwhals==2.5.0
-nbclient==0.10.2
-nbconvert==7.16.6
-nbformat==5.10.4
-nest-asyncio==1.6.0
-notebook_shim==0.2.4
-numpy==2.3.3
-packaging==25.0
-pandas==2.3.2
+jupyter-builder==1.2.4
+jupyter-client==8.10.0
+jupyter-core==5.9.1
+jupyter-events==0.12.1
+jupyter-lsp==2.3.1
+jupyter-server==2.21.1
+jupyter-server-terminals==0.5.4
+jupyterlab==4.6.5
+jupyterlab-pygments==0.3.0
+jupyterlab-server==2.28.1
+kiwisolver==1.5.1
+lark==1.3.1
+markupsafe==3.0.4
+matplotlib==3.11.2
+matplotlib-inline==0.2.2
+mistune==3.4.0
+narwhals==2.28.0
+nbclient==0.11.0
+nbconvert==7.17.2
+nbformat==5.11.1
+nest-asyncio2==1.7.4
+notebook-shim==0.2.4
+numpy==2.5.4
+packaging==26.3
+pandas==3.1.0
 pandocfilters==1.5.1
-parso==0.8.5
+parso==0.8.7
 pexpect==4.9.0
-pillow==11.3.0
-platformdirs==4.4.0
-polars==1.33.1
-prometheus_client==0.23.1
-prompt_toolkit==3.0.52
-psutil==7.1.0
+pillow==13.0.0
+platformdirs==4.14.0
+polars==2.1.0
+polars-runtime-32==2.1.0
+prometheus-client==0.26.0
+prompt-toolkit==3.0.53
+psutil==7.2.2
 ptyprocess==0.7.0
-pure_eval==0.2.3
-pyarrow==21.0.0
-pycparser==2.23
-Pygments==2.19.2
-pyparsing==3.2.5
-python-dateutil==2.9.0.post0
-python-json-logger==3.3.0
-pytz==2025.2
-PyYAML==6.0.2
-pyzmq==27.1.0
-referencing==0.36.2
-requests==2.32.5
+pure-eval==0.2.4
+pyarrow==26.0.0
+pycparser==3.12
+pygments==2.21.0
+pyparsing==3.3.3
+python-dateutil==3.0.0
+python-json-logger==4.2.0
+pyyaml==6.0.3
+pyzmq==27.2.0
+referencing==0.37.0
+requests==2.34.2
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rfc3987-syntax==1.1.0
-rpds-py==0.27.1
-Send2Trash==1.8.3
-setuptools==80.9.0
+rpds-py==2026.9.1
+send2trash==2.1.0
 six==1.17.0
-sniffio==1.3.1
-soupsieve==2.8
+soupsieve==3.0.4
 stack-data==0.6.3
 terminado==0.18.1
-tinycss2==1.4.0
-tornado==6.5.2
-traitlets==5.14.3
-types-python-dateutil==2.9.0.20250822
-typing_extensions==4.15.0
-tzdata==2025.2
+tinycss2==1.5.1
+tornado==6.6
+traitlets==5.16.1
+typing-extensions==4.16.0
+tzdata==2026.6
 uri-template==1.3.0
-urllib3==2.5.0
-wcwidth==0.2.13
-webcolors==24.11.1
-webencodings==0.5.1
-websocket-client==1.8.0
+urllib3==2.8.0
+wcwidth==0.9.4
+webcolors==25.10.0
+webencodings==0.6.1
+websocket-client==1.9.2
@@ -13,7 +13,7 @@ def create_polars_lazyframe(test_data):
 def analyze_polars_lazyframe(polars_lf):
     polars_lf.group_by(["region", "product", "sales_person"]).agg(
         total_sales=pl.col("sales_income").sum()
-    ).collect()
+    ).collect(engine="in-memory")
 
 
 def analyze_polars_streaming(polars_lf):