From 494dc5120541c2a8642761dfec192e32355ba39c Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Mon, 17 Jan 2022 13:57:27 +0200
Subject: [PATCH 01/10] scaffolding

---
 experiments/burgle_bros/poetry.lock    | 2533 ++++++++++++++++++++++++
 experiments/burgle_bros/pyproject.toml |   31 +
 2 files changed, 2564 insertions(+)
 create mode 100644 experiments/burgle_bros/poetry.lock
 create mode 100644 experiments/burgle_bros/pyproject.toml

diff --git a/experiments/burgle_bros/poetry.lock b/experiments/burgle_bros/poetry.lock
new file mode 100644
index 00000000..5f53bc79
--- /dev/null
+++ b/experiments/burgle_bros/poetry.lock
@@ -0,0 +1,2533 @@
+[[package]]
+name = "anyio"
+version = "3.5.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.2"
+description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
+docs = ["sphinx", "sphinx-notfound-page", "furo"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+tests = ["pytest"]
+
+[[package]]
+name = "astroid"
+version = "2.9.3"
+description = "An abstract syntax tree for Python with inference support."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+lazy-object-proxy = ">=1.4.0"
+typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
+wrapt = ">=1.11,<1.14"
+
+[[package]]
+name = "asttokens"
+version = "2.0.5"
+description = "Annotate AST trees with source code positions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
+[[package]]
+name = "attrs"
+version = "21.4.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+
+[[package]]
+name = "babel"
+version = "2.9.1"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "black"
+version = "21.12b0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+click = ">=7.1.2"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.9.0,<1"
+platformdirs = ">=2"
+tomli = ">=0.2.6,<2.0.0"
+typing-extensions = [
+    {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
+    {version = "!=3.10.0.1", markers = "python_version >= \"3.10\""},
+]
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+python2 = ["typed-ast (>=1.4.3)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "bleach"
+version = "4.1.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = "*"
+six = ">=1.9.0"
+webencodings = "*"
+
+[[package]]
+name = "board-game-utils"
+version = "0.1.1"
+description = "Various board game utilities."
+category = "main"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.dependencies]
+numpy = "*"
+pandas = "*"
+pytility = "*"
+requests = "*"
+scikit-learn = "*"
+scipy = "*"
+
+[[package]]
+name = "certifi"
+version = "2021.10.8"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
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+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.10"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "click"
+version = "8.0.3"
+description = "Composable command line interface toolkit"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "cycler"
+version = "0.11.0"
+description = "Composable style cycles"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "debugpy"
+version = "1.5.1"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+
+[[package]]
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "entrypoints"
+version = "0.3"
+description = "Discover and load entry points from installed packages."
+category = "dev"
+optional = false
+python-versions = ">=2.7"
+
+[[package]]
+name = "executing"
+version = "0.8.2"
+description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "fonttools"
+version = "4.28.5"
+description = "Tools to manipulate font files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=13.0.0)", "xattr"]
+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["scipy", "munkres"]
+lxml = ["lxml (>=4.0,<5)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+symfont = ["sympy"]
+type1 = ["xattr"]
+ufo = ["fs (>=2.2.0,<3)"]
+unicode = ["unicodedata2 (>=13.0.0)"]
+woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+
+[[package]]
+name = "idna"
+version = "3.3"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
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+version = "5.4.0"
+description = "Read resources from Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy"]
+
+[[package]]
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+[package.dependencies]
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+nest-asyncio = "*"
+tornado = ">=4.2,<7.0"
+traitlets = ">=5.1.0,<6.0"
+
+[package.extras]
+test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
+
+[[package]]
+name = "ipython"
+version = "8.0.0"
+description = "IPython: Productive Interactive Computing"
+category = "dev"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+black = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+stack-data = "*"
+traitlets = ">=5"
+
+[package.extras]
+all = ["Sphinx (>=1.3)", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pygments", "pytest", "pytest-asyncio", "qtconsole", "testpath", "trio"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["notebook", "ipywidgets"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["pytest", "pytest-asyncio", "testpath", "pygments"]
+test_extra = ["pytest", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pygments", "trio"]
+
+[[package]]
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+description = "Vestigial utilities from IPython"
+category = "dev"
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+python-versions = "*"
+
+[[package]]
+name = "ipywidgets"
+version = "7.6.5"
+description = "IPython HTML widgets for Jupyter"
+category = "dev"
+optional = false
+python-versions = "*"
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+[package.dependencies]
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+[package.extras]
+test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+
+[[package]]
+name = "isort"
+version = "5.10.1"
+description = "A Python utility / library to sort Python imports."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+requirements_deprecated_finder = ["pipreqs", "pip-api"]
+colors = ["colorama (>=0.4.3,<0.5.0)"]
+plugins = ["setuptools"]
+
+[[package]]
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+description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+parso = ">=0.8.0,<0.9.0"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+
+[[package]]
+name = "jinja2"
+version = "3.0.3"
+description = "A very fast and expressive template engine."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "joblib"
+version = "1.1.0"
+description = "Lightweight pipelining with Python functions"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "json5"
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+description = "A Python implementation of the JSON5 data format."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+dev = ["hypothesis"]
+
+[[package]]
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+description = "An implementation of JSON Schema validation for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
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+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
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+
+[[package]]
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+version = "1.0.0"
+description = "Jupyter metapackage. Install all the Jupyter components in one go."
+category = "dev"
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+python-versions = "*"
+
+[package.dependencies]
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+ipywidgets = "*"
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+qtconsole = "*"
+
+[[package]]
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+description = "Jupyter protocol implementation and client libraries"
+category = "dev"
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+python-versions = ">=3.6.1"
+
+[package.dependencies]
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+python-dateutil = ">=2.1"
+pyzmq = ">=13"
+tornado = ">=4.1"
+traitlets = "*"
+
+[package.extras]
+doc = ["myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov", "pytest-timeout", "jedi (<0.18)"]
+
+[[package]]
+name = "jupyter-console"
+version = "6.4.0"
+description = "Jupyter terminal console"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
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+jupyter-client = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+
+[package.extras]
+test = ["pexpect"]
+
+[[package]]
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+version = "4.9.1"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = "*"
+
+[[package]]
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+version = "1.13.3"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+anyio = ">=3.1.0,<4"
+argon2-cffi = "*"
+ipython-genutils = "*"
+jinja2 = "*"
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+jupyter-core = ">=4.6.0"
+nbconvert = "*"
+nbformat = "*"
+packaging = "*"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = "*"
+terminado = ">=0.8.3"
+tornado = ">=6.1.0"
+traitlets = ">=5"
+websocket-client = "*"
+
+[package.extras]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+
+[[package]]
+name = "jupyterlab"
+version = "3.2.8"
+description = "JupyterLab computational environment"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
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+jinja2 = ">=2.1"
+jupyter-core = "*"
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+jupyterlab-server = ">=2.3,<3.0"
+nbclassic = ">=0.2,<1.0"
+packaging = "*"
+tornado = ">=6.1.0"
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+[package.extras]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "jupyterlab-server[test] (>=2.2,<3.0)", "requests", "requests-cache", "virtualenv", "check-manifest"]
+ui-tests = ["build"]
+
+[[package]]
+name = "jupyterlab-pygments"
+version = "0.1.2"
+description = "Pygments theme using JupyterLab CSS variables"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pygments = ">=2.4.1,<3"
+
+[[package]]
+name = "jupyterlab-server"
+version = "2.10.3"
+description = "A set of server components for JupyterLab and JupyterLab like applications ."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+babel = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=2.10"
+json5 = "*"
+jsonschema = ">=3.0.1"
+jupyter-server = ">=1.4,<2.0"
+packaging = "*"
+requests = "*"
+
+[package.extras]
+test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "openapi-core (>=0.14.0,<0.15.0)", "pytest-console-scripts", "strict-rfc3339", "ruamel.yaml", "wheel"]
+
+[[package]]
+name = "jupyterlab-widgets"
+version = "1.0.2"
+description = "A JupyterLab extension."
+category = "dev"
+optional = false
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+    {file = "wrapt-1.13.3.tar.gz", hash = "sha256:1fea9cd438686e6682271d36f3481a9f3636195578bab9ca3382e2f5f01fc185"},
+]
+zipp = [
+    {file = "zipp-3.7.0-py3-none-any.whl", hash = "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"},
+    {file = "zipp-3.7.0.tar.gz", hash = "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d"},
+]
diff --git a/experiments/burgle_bros/pyproject.toml b/experiments/burgle_bros/pyproject.toml
new file mode 100644
index 00000000..d47fc8c0
--- /dev/null
+++ b/experiments/burgle_bros/pyproject.toml
@@ -0,0 +1,31 @@
+[tool.poetry]
+name = "burgle_bros"
+version = "0.1.0"
+description = "Burgle Bros safe cracking strategy guide"
+authors = ["Markus Shepherd <markus@recommend.games>"]
+license = "MIT"
+
+[tool.poetry.dependencies]
+python = ">=3.8,<3.11"
+
+board-game-utils = "^0.1.1"
+matplotlib = "^3.5.0"
+numpy = "^1.21.4"
+pandas = "^1.3.4"
+pytility = "^0.3.0"
+scikit-learn = "^1.0.1"
+scipy = "^1.7.3"
+seaborn = "^0.11.2"
+
+[tool.poetry.dev-dependencies]
+black = "^21.11b1"
+mypy = "^0.910"
+nb-black = "^1.0.7"
+jupyter = "^1.0.0"
+jupyterlab = "^3.2.4"
+jupytext = "^1.13.2"
+pylint = "^2.12.1"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
-- 
GitLab


From 0449dc10b2b2b4d2c05f8a0fcd024d260ed59699 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Mon, 17 Jan 2022 15:22:12 +0200
Subject: [PATCH 02/10] first version of simulation.py

---
 experiments/burgle_bros/simulation.py | 113 ++++++++++++++++++++++++++
 1 file changed, 113 insertions(+)
 create mode 100644 experiments/burgle_bros/simulation.py

diff --git a/experiments/burgle_bros/simulation.py b/experiments/burgle_bros/simulation.py
new file mode 100644
index 00000000..12025592
--- /dev/null
+++ b/experiments/burgle_bros/simulation.py
@@ -0,0 +1,113 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:percent
+#     text_representation:
+#       extension: .py
+#       format_name: percent
+#       format_version: '1.3'
+#       jupytext_version: 1.13.6
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+# %%
+from collections import defaultdict
+from itertools import count
+from random import randrange
+import numpy as np
+
+# %load_ext nb_black
+# %load_ext lab_black
+
+# %%
+def one_run(
+    *,
+    dice_pool: int,
+    number_of_targets: int,
+    die_faces: int = 6,
+) -> dict:
+    assert 0 < number_of_targets <= die_faces
+
+    remaining_targets = set(range(number_of_targets))
+    curr_number_of_targets = number_of_targets
+    data = {number_of_targets: 0}
+
+    for n in count(1):
+        rolled_dice = frozenset(randrange(die_faces) for _ in range(dice_pool))
+        remaining_targets -= rolled_dice
+        next_number_of_targets = len(remaining_targets)
+
+        if next_number_of_targets < curr_number_of_targets:
+            data[next_number_of_targets] = n
+
+        if next_number_of_targets == 0:
+            break
+
+        curr_number_of_targets = next_number_of_targets
+
+    results = {
+        length: data[0] - data[length]
+        for length in range(1, number_of_targets + 1)
+        if length in data
+    }
+
+    return results
+
+
+# %%
+def many_runs(
+    *,
+    dice_pool: int,
+    min_runs: int,
+    die_faces: int = 6,
+) -> dict:
+    results = defaultdict(list)
+    for number_of_targets in range(die_faces, 0, -1):
+        while len(results[number_of_targets]) < min_runs:
+            run = one_run(
+                dice_pool=dice_pool,
+                number_of_targets=number_of_targets,
+                die_faces=die_faces,
+            )
+            for number, length in run.items():
+                results[number].append(length)
+    return results
+
+
+# %%
+def simulation(
+    *,
+    max_pool: int,
+    min_runs: int,
+    die_faces: int = 6,
+):
+    results_rolls = np.zeros((die_faces, max_pool))
+    results_actions = np.zeros((die_faces, max_pool))
+    for dice_pool in range(1, max_pool + 1):
+        runs = many_runs(dice_pool=dice_pool, min_runs=min_runs, die_faces=die_faces)
+        for number_of_targets, values in sorted(runs.items()):
+            values = np.array(values)
+            mean_rolls = values.mean()
+            mean_actions = mean_rolls + 2 * dice_pool
+            print(
+                f"{dice_pool=:2d} {number_of_targets=:2d} {mean_rolls=:6.3f} {mean_actions=:6.3f}"
+            )
+            results_rolls[number_of_targets - 1, dice_pool - 1] = mean_rolls
+            results_actions[number_of_targets - 1, dice_pool - 1] = mean_actions
+    return results_rolls, results_actions
+
+
+# %%
+results_rolls, results_actions = simulation(max_pool=10, min_runs=100_000)
+
+# %%
+print(results_rolls)
+
+# %%
+print(results_actions)
+
+# %%
+results_actions.argmin(axis=1) + 1
-- 
GitLab


From 9525b4722f5fce48eeb5cb8d12bf8903d5b7f733 Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Wed, 2 Apr 2025 22:09:25 +0300
Subject: [PATCH 03/10] Updated env

---
 experiments/burgle_bros/poetry.lock    | 3663 ++++++++++++------------
 experiments/burgle_bros/pyproject.toml |   35 +-
 2 files changed, 1796 insertions(+), 1902 deletions(-)

diff --git a/experiments/burgle_bros/poetry.lock b/experiments/burgle_bros/poetry.lock
index 5f53bc79..45b791f4 100644
--- a/experiments/burgle_bros/poetry.lock
+++ b/experiments/burgle_bros/poetry.lock
@@ -1,435 +1,778 @@
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+
 [[package]]
 name = "anyio"
-version = "3.5.0"
+version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "dev"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.9"
+files = [
+    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
+    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
+]
 
 [package.dependencies]
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
-trio = ["trio (>=0.16)"]
+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)", "uvloop (>=0.21)"]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "appnope"
-version = "0.1.2"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
 
 [[package]]
 name = "argon2-cffi"
-version = "21.3.0"
-description = "The secure Argon2 password hashing algorithm."
-category = "dev"
+version = "23.1.0"
+description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
+    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
+]
 
 [package.dependencies]
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-python-versions = ">=3.5"
+python-versions = ">=3.8"
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 [[package]]
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 version = "0.7.1"
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-category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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-name = "entrypoints"
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-category = "dev"
+name = "executing"
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+description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=2.7"
+python-versions = ">=3.8"
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 [[package]]
-name = "executing"
-version = "0.8.2"
-description = "Get the currently executing AST node of a frame, and other information"
-category = "dev"
+name = "fastjsonschema"
+version = "2.21.1"
+description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
+files = [
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+[package.extras]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
-name = "fonttools"
-version = "4.28.5"
-description = "Tools to manipulate font files"
-category = "main"
+name = "fqdn"
+version = "1.5.1"
+description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
+optional = false
+python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+files = [
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+]
+
+[[package]]
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+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.7"
+description = "A minimal low-level HTTP client."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+certifi = "*"
+h11 = ">=0.13,<0.15"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=13.0.0)", "xattr"]
-graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
-lxml = ["lxml (>=4.0,<5)"]
-pathops = ["skia-pathops (>=0.5.0)"]
-plot = ["matplotlib"]
-symfont = ["sympy"]
-type1 = ["xattr"]
-ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=13.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+asyncio = ["anyio (>=4.0,<5.0)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
-name = "idna"
-version = "3.3"
-description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
+name = "httpx"
+version = "0.28.1"
+description = "The next generation HTTP client."
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
+files = [
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+
+[package.dependencies]
+anyio = "*"
+certifi = "*"
+httpcore = "==1.*"
+idna = "*"
+
+[package.extras]
+brotli = ["brotli", "brotlicffi"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
-name = "importlib-resources"
-version = "5.4.0"
-description = "Read resources from Python packages"
-category = "dev"
+name = "idna"
+version = "3.10"
+description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+files = [
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 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy"]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
 [[package]]
 name = "ipykernel"
-version = "6.7.0"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
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+]
 
 [package.dependencies]
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-debugpy = ">=1.0.0,<2.0"
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+debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
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-matplotlib-inline = ">=0.1.0,<0.2.0"
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+matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
-tornado = ">=4.2,<7.0"
-traitlets = ">=5.1.0,<6.0"
+packaging = "*"
+psutil = "*"
+pyzmq = ">=24"
+tornado = ">=6.1"
+traitlets = ">=5.4.0"
 
 [package.extras]
-test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
+cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+pyqt5 = ["pyqt5"]
+pyside6 = ["pyside6"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "8.0.0"
+version = "9.0.2"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.11"
+files = [
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+]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
-black = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+ipython-pygments-lexers = "*"
 jedi = ">=0.16"
 matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
-pygments = "*"
-stack-data = "*"
-traitlets = ">=5"
+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"
 
 [package.extras]
-all = ["Sphinx (>=1.3)", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pygments", "pytest", "pytest-asyncio", "qtconsole", "testpath", "trio"]
-doc = ["Sphinx (>=1.3)"]
-kernel = ["ipykernel"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["notebook", "ipywidgets"]
-parallel = ["ipyparallel"]
-qtconsole = ["qtconsole"]
-test = ["pytest", "pytest-asyncio", "testpath", "pygments"]
-test_extra = ["pytest", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pygments", "trio"]
-
-[[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
-category = "dev"
-optional = false
-python-versions = "*"
+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", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
-name = "ipywidgets"
-version = "7.6.5"
-description = "IPython HTML widgets for Jupyter"
-category = "dev"
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
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 [package.dependencies]
-ipykernel = ">=4.5.1"
-ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
-ipython-genutils = ">=0.2.0,<0.3.0"
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-nbformat = ">=4.2.0"
-traitlets = ">=4.3.1"
-widgetsnbextension = ">=3.5.0,<3.6.0"
-
-[package.extras]
-test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+pygments = "*"
 
 [[package]]
-name = "isort"
-version = "5.10.1"
-description = "A Python utility / library to sort Python imports."
-category = "dev"
+name = "isoduration"
+version = "20.11.0"
+description = "Operations with ISO 8601 durations"
 optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.7"
+files = [
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+]
 
-[package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-plugins = ["setuptools"]
+[package.dependencies]
+arrow = ">=0.15.0"
 
 [[package]]
 name = "jedi"
-version = "0.18.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
+]
 
 [package.dependencies]
-parso = ">=0.8.0,<0.9.0"
+parso = ">=0.8.4,<0.9.0"
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.0.3"
+version = "3.1.6"
 description = "A very fast and expressive template engine."
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
+    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -437,2097 +780,1651 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
-[[package]]
-name = "joblib"
-version = "1.1.0"
-description = "Lightweight pipelining with Python functions"
-category = "main"
-optional = false
-python-versions = ">=3.6"
-
 [[package]]
 name = "json5"
-version = "0.9.6"
+version = "0.11.0"
 description = "A Python implementation of the JSON5 data format."
-category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8.0"
+files = [
+    {file = "json5-0.11.0-py3-none-any.whl", hash = "sha256:19b10a65c82d1aefd389f92c13aeeb3c611c79e8d4f28442dfc153dd24f6f0ff"},
+    {file = "json5-0.11.0.tar.gz", hash = "sha256:dab115459d9372760f2b568d949e069edd991f8e75458cff67328b9125750f12"},
+]
 
 [package.extras]
-dev = ["hypothesis"]
+dev = ["build (==1.2.2.post1)", "coverage (==7.5.4)", "mypy (==1.14.1)", "pip (==25.0.1)", "pylint (==3.2.7)", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
+
+[[package]]
+name = "jsonpointer"
+version = "3.0.0"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
+]
 
 [[package]]
 name = "jsonschema"
-version = "4.4.0"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
+]
 
 [package.dependencies]
-attrs = ">=17.4.0"
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+attrs = ">=22.2.0"
+fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
+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\""}
+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 (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
-name = "jupyter"
-version = "1.0.0"
-description = "Jupyter metapackage. Install all the Jupyter components in one go."
-category = "dev"
+name = "jsonschema-specifications"
+version = "2024.10.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
+    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
+
+[[package]]
+name = "jupyter-black"
+version = "0.4.0"
+description = "A simple extension for Jupyter Notebook and Jupyter Lab to beautify Python code automatically using Black. Fork of dnanhkhoa/nb_black."
 optional = false
 python-versions = "*"
+files = [
+    {file = "jupyter_black-0.4.0-py3-none-any.whl", hash = "sha256:aa4166786ad213e8863e2ea11e94cde4096c3b8d2734b2f64e0c4aab470beecc"},
+    {file = "jupyter_black-0.4.0.tar.gz", hash = "sha256:c88e01eff670d933f96bdf0dbc84bb71880b8a2ef38efca08a0fe6cfd6296db4"},
+]
 
 [package.dependencies]
-ipykernel = "*"
-ipywidgets = "*"
-jupyter-console = "*"
-nbconvert = "*"
-notebook = "*"
-qtconsole = "*"
+black = {version = ">=21", extras = ["jupyter"]}
+
+[package.extras]
+dev = ["build (==1)", "twine (==5)"]
+test = ["flake8 (==7)", "flake8-docstrings (==1.7)", "jupyterlab (>=4)", "mypy (==1)", "notebook (>=7)", "pep8-naming (==0.14)", "playwright (==1.46)", "pytest (==8)", "tox (==4)"]
 
 [[package]]
 name = "jupyter-client"
-version = "7.1.1"
+version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
+    {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
+]
 
 [package.dependencies]
-entrypoints = "*"
-jupyter-core = ">=4.6.0"
-nest-asyncio = ">=1.5"
-python-dateutil = ">=2.1"
-pyzmq = ">=13"
-tornado = ">=4.1"
-traitlets = "*"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.2"
+traitlets = ">=5.3"
 
 [package.extras]
-doc = ["myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov", "pytest-timeout", "jedi (<0.18)"]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
-name = "jupyter-console"
-version = "6.4.0"
-description = "Jupyter terminal console"
-category = "dev"
+name = "jupyter-core"
+version = "5.7.2"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+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"},
+]
 
 [package.dependencies]
-ipykernel = "*"
-ipython = "*"
-jupyter-client = "*"
-prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
-pygments = "*"
+platformdirs = ">=2.5"
+pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = ">=5.3"
 
 [package.extras]
-test = ["pexpect"]
+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"]
 
 [[package]]
-name = "jupyter-core"
-version = "4.9.1"
-description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
+name = "jupyter-events"
+version = "0.12.0"
+description = "Jupyter Event System library"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
+files = [
+    {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]
-pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
-traitlets = "*"
+jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
+packaging = "*"
+python-json-logger = ">=2.0.4"
+pyyaml = ">=5.3"
+referencing = "*"
+rfc3339-validator = "*"
+rfc3986-validator = ">=0.1.1"
+traitlets = ">=5.3"
+
+[package.extras]
+cli = ["click", "rich"]
+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]]
+name = "jupyter-lsp"
+version = "2.2.5"
+description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
+    {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
+]
+
+[package.dependencies]
+jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "1.13.3"
+version = "2.15.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
+files = [
+    {file = "jupyter_server-2.15.0-py3-none-any.whl", hash = "sha256:872d989becf83517012ee669f09604aa4a28097c0bd90b2f424310156c2cdae3"},
+    {file = "jupyter_server-2.15.0.tar.gz", hash = "sha256:9d446b8697b4f7337a1b7cdcac40778babdd93ba614b6d68ab1c0c918f1c4084"},
+]
 
 [package.dependencies]
-anyio = ">=3.1.0,<4"
-argon2-cffi = "*"
-ipython-genutils = "*"
-jinja2 = "*"
-jupyter-client = ">=6.1.1"
-jupyter-core = ">=4.6.0"
-nbconvert = "*"
-nbformat = "*"
-packaging = "*"
-prometheus-client = "*"
-pyzmq = ">=17"
-Send2Trash = "*"
+anyio = ">=3.1.0"
+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 = ">=0.11.0"
+jupyter-server-terminals = ">=0.4.4"
+nbconvert = ">=6.4.4"
+nbformat = ">=5.3.0"
+overrides = ">=5.0"
+packaging = ">=22.0"
+prometheus-client = ">=0.9"
+pywinpty = {version = ">=2.0.1", markers = "os_name == \"nt\""}
+pyzmq = ">=24"
+send2trash = ">=1.8.2"
+terminado = ">=0.8.3"
+tornado = ">=6.2.0"
+traitlets = ">=5.6.0"
+websocket-client = ">=1.7"
+
+[package.extras]
+docs = ["ipykernel", "jinja2", "jupyter-client", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0,<9)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
+
+[[package]]
+name = "jupyter-server-terminals"
+version = "0.5.3"
+description = "A Jupyter Server Extension Providing Terminals."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
+    {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
+]
+
+[package.dependencies]
+pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
 terminado = ">=0.8.3"
-tornado = ">=6.1.0"
-traitlets = ">=5"
-websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+docs = ["jinja2", "jupyter-server", "mistune (<4.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
+test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
 
 [[package]]
 name = "jupyterlab"
-version = "3.2.8"
+version = "4.3.6"
 description = "JupyterLab computational environment"
-category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab-4.3.6-py3-none-any.whl", hash = "sha256:fc9eb0455562a56a9bd6d2977cf090842f321fa1a298fcee9bf8c19de353d5fd"},
+    {file = "jupyterlab-4.3.6.tar.gz", hash = "sha256:2900ffdbfca9ed37c4ad7fdda3eb76582fd945d46962af3ac64741ae2d6b2ff4"},
+]
 
 [package.dependencies]
-ipython = "*"
-jinja2 = ">=2.1"
+async-lru = ">=1.0.0"
+httpx = ">=0.25.0"
+ipykernel = ">=6.5.0"
+jinja2 = ">=3.0.3"
 jupyter-core = "*"
-jupyter-server = ">=1.4,<2.0"
-jupyterlab-server = ">=2.3,<3.0"
-nbclassic = ">=0.2,<1.0"
+jupyter-lsp = ">=2.0.0"
+jupyter-server = ">=2.4.0,<3"
+jupyterlab-server = ">=2.27.1,<3"
+notebook-shim = ">=0.2"
 packaging = "*"
-tornado = ">=6.1.0"
+setuptools = ">=40.8.0"
+tornado = ">=6.2.0"
+traitlets = "*"
 
 [package.extras]
-test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "jupyterlab-server[test] (>=2.2,<3.0)", "requests", "requests-cache", "virtualenv", "check-manifest"]
-ui-tests = ["build"]
+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)"]
+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)"]
 
 [[package]]
 name = "jupyterlab-pygments"
-version = "0.1.2"
+version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
 optional = false
-python-versions = "*"
-
-[package.dependencies]
-pygments = ">=2.4.1,<3"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
+]
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.10.3"
-description = "A set of server components for JupyterLab and JupyterLab like applications ."
-category = "dev"
+version = "2.27.3"
+description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
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+typing_extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
-python2 = ["typed-ast (>=1.4.0,<1.5.0)"]
+faster-cache = ["orjson"]
+install-types = ["pip"]
+mypyc = ["setuptools (>=50)"]
+reports = ["lxml"]
 
 [[package]]
 name = "mypy-extensions"
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-description = "Experimental type system extensions for programs checked with the mypy typechecker."
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-optional = false
-python-versions = "*"
-
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-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-ipython = "*"
-
-[[package]]
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-category = "dev"
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 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
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-
-[package.extras]
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 [[package]]
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 [package.extras]
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 optional = false
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 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
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-traitlets = ">=5.0"
+traitlets = ">=5.1"
 
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-category = "dev"
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 [[package]]
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-    {file = "wrapt-1.13.3-cp39-cp39-win32.whl", hash = "sha256:0a017a667d1f7411816e4bf214646d0ad5b1da2c1ea13dec6c162736ff25a374"},
-    {file = "wrapt-1.13.3-cp39-cp39-win_amd64.whl", hash = "sha256:81bd7c90d28a4b2e1df135bfbd7c23aee3050078ca6441bead44c42483f9ebfb"},
-    {file = "wrapt-1.13.3.tar.gz", hash = "sha256:1fea9cd438686e6682271d36f3481a9f3636195578bab9ca3382e2f5f01fc185"},
-]
-zipp = [
-    {file = "zipp-3.7.0-py3-none-any.whl", hash = "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"},
-    {file = "zipp-3.7.0.tar.gz", hash = "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d"},
-]
+lock-version = "2.0"
+python-versions = "3.12.*"
+content-hash = "919499e23a230335891c14fdb1cd6f023447e7cedfd5bc5f5e254658a2ef5c17"
diff --git a/experiments/burgle_bros/pyproject.toml b/experiments/burgle_bros/pyproject.toml
index d47fc8c0..4f38b8a3 100644
--- a/experiments/burgle_bros/pyproject.toml
+++ b/experiments/burgle_bros/pyproject.toml
@@ -3,29 +3,26 @@ name = "burgle_bros"
 version = "0.1.0"
 description = "Burgle Bros safe cracking strategy guide"
 authors = ["Markus Shepherd <markus@recommend.games>"]
-license = "MIT"
 
 [tool.poetry.dependencies]
-python = ">=3.8,<3.11"
+python = "3.12.*"
 
-board-game-utils = "^0.1.1"
-matplotlib = "^3.5.0"
-numpy = "^1.21.4"
-pandas = "^1.3.4"
-pytility = "^0.3.0"
-scikit-learn = "^1.0.1"
-scipy = "^1.7.3"
-seaborn = "^0.11.2"
+numpy = "*"
 
-[tool.poetry.dev-dependencies]
-black = "^21.11b1"
-mypy = "^0.910"
-nb-black = "^1.0.7"
-jupyter = "^1.0.0"
-jupyterlab = "^3.2.4"
-jupytext = "^1.13.2"
-pylint = "^2.12.1"
+[tool.poetry.group.dev.dependencies]
+jupyter-black = "*"
+jupyterlab = "*"
+jupytext = "*"
+mypy = "*"
+ruff = "*"
+types-tqdm = "*"
+
+[tool.ruff]
+target-version = "py312"
+
+[tool.mypy]
+python_version = "3.12"
 
 [build-system]
-requires = ["poetry-core>=1.0.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
-- 
GitLab


From d6c51cfe953b0b73075c46bcfc22052475775e19 Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Wed, 2 Apr 2025 22:11:08 +0300
Subject: [PATCH 04/10] Updated simulation.py

---
 experiments/burgle_bros/simulation.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/experiments/burgle_bros/simulation.py b/experiments/burgle_bros/simulation.py
index 12025592..69da7cac 100644
--- a/experiments/burgle_bros/simulation.py
+++ b/experiments/burgle_bros/simulation.py
@@ -6,7 +6,7 @@
 #       extension: .py
 #       format_name: percent
 #       format_version: '1.3'
-#       jupytext_version: 1.13.6
+#       jupytext_version: 1.16.6
 #   kernelspec:
 #     display_name: Python 3 (ipykernel)
 #     language: python
@@ -17,10 +17,12 @@
 from collections import defaultdict
 from itertools import count
 from random import randrange
+
+import jupyter_black
 import numpy as np
 
-# %load_ext nb_black
-# %load_ext lab_black
+jupyter_black.load()
+
 
 # %%
 def one_run(
-- 
GitLab


From eec9021f740a2ef0b4e2e9a5f54a3e04e4b52e80 Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Wed, 2 Apr 2025 22:58:35 +0300
Subject: [PATCH 05/10] Better typing

---
 experiments/burgle_bros/simulation.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/experiments/burgle_bros/simulation.py b/experiments/burgle_bros/simulation.py
index 69da7cac..bfd8ba4a 100644
--- a/experiments/burgle_bros/simulation.py
+++ b/experiments/burgle_bros/simulation.py
@@ -30,7 +30,7 @@ def one_run(
     dice_pool: int,
     number_of_targets: int,
     die_faces: int = 6,
-) -> dict:
+) -> dict[int, int]:
     assert 0 < number_of_targets <= die_faces
 
     remaining_targets = set(range(number_of_targets))
@@ -65,7 +65,7 @@ def many_runs(
     dice_pool: int,
     min_runs: int,
     die_faces: int = 6,
-) -> dict:
+) -> dict[int, list[int]]:
     results = defaultdict(list)
     for number_of_targets in range(die_faces, 0, -1):
         while len(results[number_of_targets]) < min_runs:
@@ -85,7 +85,7 @@ def simulation(
     max_pool: int,
     min_runs: int,
     die_faces: int = 6,
-):
+) -> tuple[np.ndarray, np.ndarray]:
     results_rolls = np.zeros((die_faces, max_pool))
     results_actions = np.zeros((die_faces, max_pool))
     for dice_pool in range(1, max_pool + 1):
-- 
GitLab


From 2116531fd9d8d46643d8abd39689454ae6a2fe22 Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Wed, 2 Apr 2025 23:06:22 +0300
Subject: [PATCH 06/10] Added progress

---
 experiments/burgle_bros/simulation.py | 21 ++++++++++++---------
 1 file changed, 12 insertions(+), 9 deletions(-)

diff --git a/experiments/burgle_bros/simulation.py b/experiments/burgle_bros/simulation.py
index bfd8ba4a..0074a720 100644
--- a/experiments/burgle_bros/simulation.py
+++ b/experiments/burgle_bros/simulation.py
@@ -17,6 +17,7 @@
 from collections import defaultdict
 from itertools import count
 from random import randrange
+from tqdm import tqdm
 
 import jupyter_black
 import numpy as np
@@ -67,15 +68,17 @@ def many_runs(
     die_faces: int = 6,
 ) -> dict[int, list[int]]:
     results = defaultdict(list)
-    for number_of_targets in range(die_faces, 0, -1):
-        while len(results[number_of_targets]) < min_runs:
-            run = one_run(
-                dice_pool=dice_pool,
-                number_of_targets=number_of_targets,
-                die_faces=die_faces,
-            )
-            for number, length in run.items():
-                results[number].append(length)
+    with tqdm() as t:
+        for number_of_targets in range(die_faces, 0, -1):
+            while len(results[number_of_targets]) < min_runs:
+                run = one_run(
+                    dice_pool=dice_pool,
+                    number_of_targets=number_of_targets,
+                    die_faces=die_faces,
+                )
+                for number, length in run.items():
+                    results[number].append(length)
+                t.update()
     return results
 
 
-- 
GitLab


From 1cdfc9423536c939eec8a68327b37e71299cc3cb Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Wed, 2 Apr 2025 23:25:10 +0300
Subject: [PATCH 07/10] Better result printing

---
 experiments/burgle_bros/simulation.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/experiments/burgle_bros/simulation.py b/experiments/burgle_bros/simulation.py
index 0074a720..cbc7ccc2 100644
--- a/experiments/burgle_bros/simulation.py
+++ b/experiments/burgle_bros/simulation.py
@@ -106,13 +106,13 @@ def simulation(
 
 
 # %%
-results_rolls, results_actions = simulation(max_pool=10, min_runs=100_000)
+results_rolls, results_actions = simulation(max_pool=10, min_runs=1_000_000)
+results_rolls.shape, results_actions.shape
 
 # %%
-print(results_rolls)
-
-# %%
-print(results_actions)
-
-# %%
-results_actions.argmin(axis=1) + 1
+for target in range(6):
+    print(f"*** {target + 1} target{'s' if target else ''} ***")
+    for dice, actions in enumerate(results_actions[target, :]):
+        print(f"\t{dice + 1:2d} dice: {actions:6.3f} actions")
+    best_dice_pool = results_actions[target, :].argmin() + 1
+    print(f"Best dice pool: *{best_dice_pool} dice*\n")
-- 
GitLab


From 1abdb74d556a23e471f74abac7bfe978e292eaf0 Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Thu, 3 Apr 2025 22:09:37 +0300
Subject: [PATCH 08/10] Making poetry happy

---
 experiments/burgle_bros/burgle_bros/__init__.py | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 experiments/burgle_bros/burgle_bros/__init__.py

diff --git a/experiments/burgle_bros/burgle_bros/__init__.py b/experiments/burgle_bros/burgle_bros/__init__.py
new file mode 100644
index 00000000..e69de29b
-- 
GitLab


From 1016b9c30796876dbcceafe9a8005929a3cbf7a2 Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Thu, 3 Apr 2025 22:43:38 +0300
Subject: [PATCH 09/10] Updated pyproject.toml and poetry.lock

---
 experiments/burgle_bros/poetry.lock    | 91 ++++++++++++++++----------
 experiments/burgle_bros/pyproject.toml |  1 +
 2 files changed, 57 insertions(+), 35 deletions(-)

diff --git a/experiments/burgle_bros/poetry.lock b/experiments/burgle_bros/poetry.lock
index 45b791f4..d32f3042 100644
--- a/experiments/burgle_bros/poetry.lock
+++ b/experiments/burgle_bros/poetry.lock
@@ -782,17 +782,17 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.11.0"
+version = "0.12.0"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "json5-0.11.0-py3-none-any.whl", hash = "sha256:19b10a65c82d1aefd389f92c13aeeb3c611c79e8d4f28442dfc153dd24f6f0ff"},
-    {file = "json5-0.11.0.tar.gz", hash = "sha256:dab115459d9372760f2b568d949e069edd991f8e75458cff67328b9125750f12"},
+    {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"},
+    {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"},
 ]
 
 [package.extras]
-dev = ["build (==1.2.2.post1)", "coverage (==7.5.4)", "mypy (==1.14.1)", "pip (==25.0.1)", "pylint (==3.2.7)", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
+dev = ["build (==1.2.2.post1)", "coverage (==7.5.4)", "coverage (==7.8.0)", "mypy (==1.14.1)", "mypy (==1.15.0)", "pip (==25.0.1)", "pylint (==3.2.7)", "pylint (==3.3.6)", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
 
 [[package]]
 name = "jsonpointer"
@@ -1005,13 +1005,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.3.6"
+version = "4.4.0"
 description = "JupyterLab computational environment"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "jupyterlab-4.3.6-py3-none-any.whl", hash = "sha256:fc9eb0455562a56a9bd6d2977cf090842f321fa1a298fcee9bf8c19de353d5fd"},
-    {file = "jupyterlab-4.3.6.tar.gz", hash = "sha256:2900ffdbfca9ed37c4ad7fdda3eb76582fd945d46962af3ac64741ae2d6b2ff4"},
+    {file = "jupyterlab-4.4.0-py3-none-any.whl", hash = "sha256:61d33991fbb352cc7caac08bd0c34577fea86d8d5d9772600d9d5a6bcbc882c0"},
+    {file = "jupyterlab-4.4.0.tar.gz", hash = "sha256:f1767d5f0104e40f3b4a63bf6892bbef8e4704dcabf0c78408a3bdc411792f04"},
 ]
 
 [package.dependencies]
@@ -1025,14 +1025,14 @@ 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"
 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 (==0.9.9)"]
+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"]
+docs-screenshots = ["altair (==5.5.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)", "vega-datasets (==0.9.0)"]
 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)"]
 
@@ -2096,29 +2096,29 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.11.2"
+version = "0.11.3"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "ruff-0.11.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:2c5424cc1c4eb1d8ecabe6d4f1b70470b4f24a0c0171356290b1953ad8f0e272"},
-    {file = "ruff-0.11.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:ecf20854cc73f42171eedb66f006a43d0a21bfb98a2523a809931cda569552d9"},
-    {file = "ruff-0.11.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0c543bf65d5d27240321604cee0633a70c6c25c9a2f2492efa9f6d4b8e4199bb"},
-    {file = "ruff-0.11.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:20967168cc21195db5830b9224be0e964cc9c8ecf3b5a9e3ce19876e8d3a96e3"},
-    {file = "ruff-0.11.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:955a9ce63483999d9f0b8f0b4a3ad669e53484232853054cc8b9d51ab4c5de74"},
-    {file = "ruff-0.11.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:86b3a27c38b8fce73bcd262b0de32e9a6801b76d52cdb3ae4c914515f0cef608"},
-    {file = "ruff-0.11.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a3b66a03b248c9fcd9d64d445bafdf1589326bee6fc5c8e92d7562e58883e30f"},
-    {file = "ruff-0.11.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0397c2672db015be5aa3d4dac54c69aa012429097ff219392c018e21f5085147"},
-    {file = "ruff-0.11.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:869bcf3f9abf6457fbe39b5a37333aa4eecc52a3b99c98827ccc371a8e5b6f1b"},
-    {file = "ruff-0.11.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:2a2b50ca35457ba785cd8c93ebbe529467594087b527a08d487cf0ee7b3087e9"},
-    {file = "ruff-0.11.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:7c69c74bf53ddcfbc22e6eb2f31211df7f65054bfc1f72288fc71e5f82db3eab"},
-    {file = "ruff-0.11.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:6e8fb75e14560f7cf53b15bbc55baf5ecbe373dd5f3aab96ff7aa7777edd7630"},
-    {file = "ruff-0.11.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:842a472d7b4d6f5924e9297aa38149e5dcb1e628773b70e6387ae2c97a63c58f"},
-    {file = "ruff-0.11.2-py3-none-win32.whl", hash = "sha256:aca01ccd0eb5eb7156b324cfaa088586f06a86d9e5314b0eb330cb48415097cc"},
-    {file = "ruff-0.11.2-py3-none-win_amd64.whl", hash = "sha256:3170150172a8f994136c0c66f494edf199a0bbea7a409f649e4bc8f4d7084080"},
-    {file = "ruff-0.11.2-py3-none-win_arm64.whl", hash = "sha256:52933095158ff328f4c77af3d74f0379e34fd52f175144cefc1b192e7ccd32b4"},
-    {file = "ruff-0.11.2.tar.gz", hash = "sha256:ec47591497d5a1050175bdf4e1a4e6272cddff7da88a2ad595e1e326041d8d94"},
+    {file = "ruff-0.11.3-py3-none-linux_armv6l.whl", hash = "sha256:cb893a5eedff45071d52565300a20cd4ac088869e156b25e0971cb98c06f5dd7"},
+    {file = "ruff-0.11.3-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:58edd48af0e201e2f494789de80f5b2f2b46c9a2991a12ea031254865d5f6aa3"},
+    {file = "ruff-0.11.3-py3-none-macosx_11_0_arm64.whl", hash = "sha256:520f6ade25cea98b2e5cb29eb0906f6a0339c6b8e28a024583b867f48295f1ed"},
+    {file = "ruff-0.11.3-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d1ca4405a93ebbc05e924358f872efceb1498c3d52a989ddf9476712a5480b16"},
+    {file = "ruff-0.11.3-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f4341d38775a6be605ce7cd50e951b89de65cbd40acb0399f95b8e1524d604c8"},
+    {file = "ruff-0.11.3-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:72bf5b49e4b546f4bea6c05448ab71919b09cf75363adf5e3bf5276124afd31c"},
+    {file = "ruff-0.11.3-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:9fa791ee6c3629ba7f9ba2c8f2e76178b03f3eaefb920e426302115259819237"},
+    {file = "ruff-0.11.3-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2c81d3fe718f4d303aaa4ccdcd0f43e23bb2127da3353635f718394ca9b26721"},
+    {file = "ruff-0.11.3-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4e4c38e9b6c01caaba46b6d8e732791f4c78389a9923319991d55b298017ce02"},
+    {file = "ruff-0.11.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9686f5d1a2b4c918b5a6e9876bfe7f47498a990076624d41f57d17aadd02a4dd"},
+    {file = "ruff-0.11.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:4800ddc4764d42d8961ce4cb972bcf5cc2730d11cca3f11f240d9f7360460408"},
+    {file = "ruff-0.11.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:e63a2808879361aa9597d88d86380d8fb934953ef91f5ff3dafe18d9cb0b1e14"},
+    {file = "ruff-0.11.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:8f8b1c4ae62638cc220df440140c21469232d8f2cb7f5059f395f7f48dcdb59e"},
+    {file = "ruff-0.11.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:3ea2026be50f6b1fbedd2d1757d004e1e58bd0f414efa2a6fa01235468d4c82a"},
+    {file = "ruff-0.11.3-py3-none-win32.whl", hash = "sha256:73d8b90d12674a0c6e98cd9e235f2dcad09d1a80e559a585eac994bb536917a3"},
+    {file = "ruff-0.11.3-py3-none-win_amd64.whl", hash = "sha256:faf1bfb0a51fb3a82aa1112cb03658796acef978e37c7f807d3ecc50b52ecbf6"},
+    {file = "ruff-0.11.3-py3-none-win_arm64.whl", hash = "sha256:67f8b68d7ab909f08af1fb601696925a89d65083ae2bb3ab286e572b5dc456aa"},
+    {file = "ruff-0.11.3.tar.gz", hash = "sha256:8d5fcdb3bb359adc12b757ed832ee743993e7474b9de714bb9ea13c4a8458bf9"},
 ]
 
 [[package]]
@@ -2279,6 +2279,27 @@ files = [
     {file = "tornado-6.4.2.tar.gz", hash = "sha256:92bad5b4746e9879fd7bf1eb21dce4e3fc5128d71601f80005afa39237ad620b"},
 ]
 
+[[package]]
+name = "tqdm"
+version = "4.67.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
+    {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
 [[package]]
 name = "traitlets"
 version = "5.14.3"
@@ -2335,13 +2356,13 @@ types-requests = "*"
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.0"
+version = "4.13.1"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.13.0-py3-none-any.whl", hash = "sha256:c8dd92cc0d6425a97c18fbb9d1954e5ff92c1ca881a309c45f06ebc0b79058e5"},
-    {file = "typing_extensions-4.13.0.tar.gz", hash = "sha256:0a4ac55a5820789d87e297727d229866c9650f6521b64206413c4fbada24d95b"},
+    {file = "typing_extensions-4.13.1-py3-none-any.whl", hash = "sha256:4b6cf02909eb5495cfbc3f6e8fd49217e6cc7944e145cdda8caa3734777f9e69"},
+    {file = "typing_extensions-4.13.1.tar.gz", hash = "sha256:98795af00fb9640edec5b8e31fc647597b4691f099ad75f469a2616be1a76dff"},
 ]
 
 [[package]]
@@ -2427,4 +2448,4 @@ test = ["websockets"]
 [metadata]
 lock-version = "2.0"
 python-versions = "3.12.*"
-content-hash = "919499e23a230335891c14fdb1cd6f023447e7cedfd5bc5f5e254658a2ef5c17"
+content-hash = "7880d02c2f4345e38f714552e21bc1e90de7a30575cf8bd63b4f2ad7d35d1a83"
diff --git a/experiments/burgle_bros/pyproject.toml b/experiments/burgle_bros/pyproject.toml
index 4f38b8a3..9226400c 100644
--- a/experiments/burgle_bros/pyproject.toml
+++ b/experiments/burgle_bros/pyproject.toml
@@ -8,6 +8,7 @@ authors = ["Markus Shepherd <markus@recommend.games>"]
 python = "3.12.*"
 
 numpy = "*"
+tqdm = "*"
 
 [tool.poetry.group.dev.dependencies]
 jupyter-black = "*"
-- 
GitLab


From 4d6a7e27087738ad6ea241f2332df755acceeb19 Mon Sep 17 00:00:00 2001
From: Markus Shepherd <markus@recommend.games>
Date: Thu, 3 Apr 2025 23:11:38 +0300
Subject: [PATCH 10/10] Updated simulation.py

---
 experiments/burgle_bros/simulation.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/experiments/burgle_bros/simulation.py b/experiments/burgle_bros/simulation.py
index cbc7ccc2..3ec004cd 100644
--- a/experiments/burgle_bros/simulation.py
+++ b/experiments/burgle_bros/simulation.py
@@ -6,7 +6,7 @@
 #       extension: .py
 #       format_name: percent
 #       format_version: '1.3'
-#       jupytext_version: 1.16.6
+#       jupytext_version: 1.16.7
 #   kernelspec:
 #     display_name: Python 3 (ipykernel)
 #     language: python
-- 
GitLab