works

.gitignore

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+# Python-generated files
+__pycache__/
+*.py[oc]
+build/
+dist/
+wheels/
+*.egg-info
+
+# Virtual environments
+.venv

.python-version

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+3.10

README.md

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+An experiment to see how rating changed along a chain of thought
+
+![alt text](img/README-1755664824339-image.png)
+
+![alt text](img/README-1755670864672-image.png)

pyproject.toml

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+[project]
+name = "cot-rating"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+authors = [
+    { name = "wassname", email = "1103714+wassname@users.noreply.github.com" }
+]
+requires-python = ">=3.10"
+dependencies = [
+    "bitsandbytes>=0.47.0",
+    "cmap>=0.6.2",
+    "matplotlib>=3.10.5",
+    "pandas>=2.3.1",
+]
+
+[project.scripts]
+cot-rating = "cot_rating:main"
+
+[build-system]
+requires = ["setuptools>=61"]
+build-backend = "setuptools.build_meta"
+
+[dependency-groups]
+dev = [
+    "ipykernel>=6.30.1",
+    "ipywidgets>=8.1.7",
+]