From b01dc0cd5b4d4fb2dd8b36d173dc8288d376f935 Mon Sep 17 00:00:00 2001 From: Jonathan Sedar Date: Mon, 5 May 2025 15:14:36 +0400 Subject: [PATCH 1/2] + added math model description from NB102 into NB100 + updated env --- .pre-commit-config.yaml | 4 +- LICENSES_THIRD_PARTY.md | 159 +++--- Makefile | 1 + notebooks/000_Intro.ipynb | 654 ++++--------------------- notebooks/renders/config_slides.py | 3 +- plots/000_jointplot_corr.png | Bin 158563 -> 158563 bytes plots/000_jointplot_corr_vs_uncorr.png | Bin 239337 -> 239337 bytes plots/000_y_corr_vs_uncorr.png | Bin 138561 -> 142311 bytes plots/000_y_delta.png | Bin 138561 -> 142311 bytes publish/000_Intro.pdf | Bin 1747843 -> 1438871 bytes publish/index.html | 190 +++---- pyproject.toml | 2 +- 12 files changed, 230 insertions(+), 783 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 6068419..5d613bd 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -31,13 +31,13 @@ repos: - id: no-print-statements files: ^src/ - repo: https://github.com/astral-sh/ruff-pre-commit - rev: v0.9.4 + rev: v0.11.8 hooks: - id: ruff # lint args: [ --fix] - id: ruff-format # formatter - repo: https://github.com/pycqa/bandit # basic security checks for python code - rev: 1.8.2 + rev: 1.8.3 hooks: - id: bandit files: ^src/ diff --git a/LICENSES_THIRD_PARTY.md b/LICENSES_THIRD_PARTY.md index 39fb4ad..42053df 100644 --- a/LICENSES_THIRD_PARTY.md +++ b/LICENSES_THIRD_PARTY.md @@ -1,103 +1,106 @@ | Name | Version | License | Author | URL | Description | |---------------------------|----------------|----------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Brotli | 1.1.0 | MIT License | The Brotli Authors | https://github.com/google/brotli | Python bindings for the Brotli compression library | -| Jinja2 | 3.1.5 | BSD License | UNKNOWN | https://github.com/pallets/jinja/ | A very fast and expressive template engine. | +| Jinja2 | 3.1.6 | BSD License | UNKNOWN | https://github.com/pallets/jinja/ | A very fast and expressive template engine. | | MarkupSafe | 3.0.2 | BSD License | UNKNOWN | https://github.com/pallets/markupsafe/ | Safely add untrusted strings to HTML/XML markup. | | PySocks | 1.7.1 | BSD | Anorov | https://github.com/Anorov/PySocks | A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information. | | PyYAML | 6.0.2 | MIT License | Kirill Simonov | https://pyyaml.org/ | YAML parser and emitter for Python | | Pygments | 2.19.1 | BSD License | Georg Brandl | https://pygments.org | Pygments is a syntax highlighting package written in Python. | | Send2Trash | 1.8.3 | BSD License | Andrew Senetar | https://github.com/arsenetar/send2trash | Send file to trash natively under Mac OS X, Windows and Linux | -| XlsxWriter | 3.2.2 | BSD License | John McNamara | https://github.com/jmcnamara/XlsxWriter | A Python module for creating Excel XLSX files. | -| accelerate | 1.3.0 | Apache Software License | The HuggingFace team | https://github.com/huggingface/accelerate | Accelerate | -| anyio | 4.8.0 | MIT License | Alex Grönholm | https://anyio.readthedocs.io/en/stable/versionhistory.html | High level compatibility layer for multiple asynchronous event loop implementations | +| XlsxWriter | 3.2.3 | BSD License | John McNamara | https://github.com/jmcnamara/XlsxWriter | A Python module for creating Excel XLSX files. | +| accelerate | 1.5.2 | Apache Software License | The HuggingFace team | https://github.com/huggingface/accelerate | Accelerate | +| anyio | 4.9.0 | MIT License | Alex Grönholm | https://anyio.readthedocs.io/en/stable/versionhistory.html | High level compatibility layer for multiple asynchronous event loop implementations | | appnope | 0.1.4 | BSD License | Min Ragan-Kelley | http://github.com/minrk/appnope | Disable App Nap on macOS >= 10.9 | | argon2-cffi | 23.1.0 | MIT License | Hynek Schlawack | https://github.com/hynek/argon2-cffi/blob/main/CHANGELOG.md | Argon2 for Python | | argon2-cffi-bindings | 21.2.0 | MIT License | Hynek Schlawack | https://github.com/hynek/argon2-cffi-bindings | Low-level CFFI bindings for Argon2 | | arrow | 1.3.0 | Apache Software License | Chris Smith | https://github.com/arrow-py/arrow | Better dates & times for Python | -| arviz | 0.20.0 | Apache Software License | ArviZ Developers | http://github.com/arviz-devs/arviz | Exploratory analysis of Bayesian models | +| arviz | 0.21.0 | Apache Software License | ArviZ Developers | http://github.com/arviz-devs/arviz | Exploratory analysis of Bayesian models | | asttokens | 3.0.0 | Apache 2.0 | Dmitry Sagalovskiy, Grist Labs | https://github.com/gristlabs/asttokens | Annotate AST trees with source code positions | -| async-lru | 2.0.4 | MIT License | UNKNOWN | https://github.com/aio-libs/async-lru | Simple LRU cache for asyncio | -| attrs | 25.1.0 | UNKNOWN | Hynek Schlawack | https://www.attrs.org/en/stable/changelog.html | Classes Without Boilerplate | +| async-lru | 2.0.5 | MIT License | UNKNOWN | https://github.com/aio-libs/async-lru | Simple LRU cache for asyncio | +| attrs | 25.3.0 | UNKNOWN | Hynek Schlawack | https://www.attrs.org/en/stable/changelog.html | Classes Without Boilerplate | | babel | 2.17.0 | BSD License | Armin Ronacher | https://babel.pocoo.org/ | Internationalization utilities | -| bandit | 1.8.2 | Apache Software License | PyCQA | https://bandit.readthedocs.io/ | Security oriented static analyser for python code. | -| beautifulsoup4 | 4.13.3 | MIT License | Leonard Richardson | https://www.crummy.com/software/BeautifulSoup/bs4/ | Screen-scraping library | +| bandit | 1.8.3 | Apache Software License | PyCQA | https://bandit.readthedocs.io/ | Security oriented static analyser for python code. | +| beautifulsoup4 | 4.13.4 | MIT License | Leonard Richardson | https://www.crummy.com/software/BeautifulSoup/bs4/ | Screen-scraping library | | bleach | 6.2.0 | Apache Software License | UNKNOWN | https://github.com/mozilla/bleach | An easy safelist-based HTML-sanitizing tool. | | cached-property | 1.5.2 | BSD License | Daniel Greenfeld | https://github.com/pydanny/cached-property | A decorator for caching properties in classes. | -| cachetools | 5.5.1 | MIT License | Thomas Kemmer | https://github.com/tkem/cachetools/ | Extensible memoizing collections and decorators | -| certifi | 2024.12.14 | Mozilla Public License 2.0 (MPL 2.0) | Kenneth Reitz | https://github.com/certifi/python-certifi | Python package for providing Mozilla's CA Bundle. | +| cachetools | 5.5.2 | MIT License | Thomas Kemmer | https://github.com/tkem/cachetools/ | Extensible memoizing collections and decorators | +| certifi | 2025.1.31 | Mozilla Public License 2.0 (MPL 2.0) | Kenneth Reitz | https://github.com/certifi/python-certifi | Python package for providing Mozilla's CA Bundle. | | cffi | 1.17.1 | MIT License | Armin Rigo, Maciej Fijalkowski | http://cffi.readthedocs.org | Foreign Function Interface for Python calling C code. | | cfgv | 3.4.0 | MIT License | Anthony Sottile | https://github.com/asottile/cfgv | Validate configuration and produce human readable error messages. | -| charset-normalizer | 3.4.1 | MIT License | "Ahmed R. TAHRI" | https://github.com/jawah/charset_normalizer/blob/master/CHANGELOG.md | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet. | +| charset-normalizer | 3.4.2 | MIT License | "Ahmed R. TAHRI" | https://github.com/jawah/charset_normalizer/blob/master/CHANGELOG.md | The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet. | | click | 8.1.8 | BSD License | UNKNOWN | https://github.com/pallets/click/ | Composable command line interface toolkit | | cloudpickle | 3.1.1 | BSD License | The cloudpickle developer team | https://github.com/cloudpipe/cloudpickle | Pickler class to extend the standard pickle.Pickler functionality | | colorama | 0.4.6 | BSD License | Jonathan Hartley | https://github.com/tartley/colorama | Cross-platform colored terminal text. | | comm | 0.2.2 | BSD License | Jupyter contributors | https://github.com/ipython/comm | Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc. | | cons | 0.4.6 | DFSG approved; GNU Lesser General Public License v3 or later (LGPLv3+) | Brandon T. Willard | https://github.com/pythological/python-cons | An implementation of Lisp/Scheme-like cons in Python. | -| contourpy | 1.3.1 | BSD License | Ian Thomas | https://github.com/contourpy/contourpy | Python library for calculating contours of 2D quadrilateral grids | -| cramjam | 2.9.1 | MIT | Miles Granger | https://github.com/milesgranger/pyrus-cramjam | Thin Python bindings to de/compression algorithms in Rust | +| contourpy | 1.3.2 | BSD License | Ian Thomas | https://github.com/contourpy/contourpy | Python library for calculating contours of 2D quadrilateral grids | +| cramjam | 2.10.0 | MIT | Miles Granger | https://github.com/milesgranger/pyrus-cramjam | Thin Python bindings to de/compression algorithms in Rust | | cycler | 0.12.1 | BSD License | Thomas A Caswell | https://matplotlib.org/cycler/ | Composable style cycles | -| debugpy | 1.8.12 | MIT License | Microsoft Corporation | https://aka.ms/debugpy | An implementation of the Debug Adapter Protocol for Python | -| decorator | 5.1.1 | BSD License | Michele Simionato | https://github.com/micheles/decorator | Decorators for Humans | +| dask | 2025.4.1 | BSD License | UNKNOWN | https://github.com/dask/dask/ | Parallel PyData with Task Scheduling | +| debugpy | 1.8.14 | MIT License | Microsoft Corporation | https://aka.ms/debugpy | An implementation of the Debug Adapter Protocol for Python | +| decorator | 5.2.1 | BSD License | Michele Simionato | UNKNOWN | Decorators for Humans | | defusedxml | 0.7.1 | Python Software Foundation License | Christian Heimes | https://github.com/tiran/defusedxml | XML bomb protection for Python stdlib modules | | distlib | 0.3.9 | Python Software Foundation License | Vinay Sajip | https://github.com/pypa/distlib | Distribution utilities | | et_xmlfile | 2.0.0 | MIT License | See AUTHORS.txt | https://foss.heptapod.net/openpyxl/et_xmlfile | An implementation of lxml.xmlfile for the standard library | | etuples | 0.3.9 | Apache Software License | UNKNOWN | http://github.com/pythological/etuples | Python S-expression emulation using tuple-like objects. | | exceptiongroup | 1.2.2 | MIT License | Alex Grönholm | https://github.com/agronholm/exceptiongroup/blob/main/CHANGES.rst | Backport of PEP 654 (exception groups) | -| executing | 2.1.0 | MIT License | Alex Hall | https://github.com/alexmojaki/executing | Get the currently executing AST node of a frame, and other information | +| executing | 2.2.0 | MIT License | Alex Hall | https://github.com/alexmojaki/executing | Get the currently executing AST node of a frame, and other information | | fastjsonschema | 2.21.1 | BSD License | Michal Horejsek | https://github.com/horejsek/python-fastjsonschema | Fastest Python implementation of JSON schema | | fastparquet | 2024.11.0 | Apache Software License | Martin Durant | https://github.com/dask/fastparquet/ | Python support for Parquet file format | -| filelock | 3.17.0 | The Unlicense (Unlicense) | UNKNOWN | https://github.com/tox-dev/py-filelock | A platform independent file lock. | -| fonttools | 4.55.8 | MIT License | Just van Rossum | http://github.com/fonttools/fonttools | Tools to manipulate font files | +| filelock | 3.18.0 | The Unlicense (Unlicense) | UNKNOWN | https://github.com/tox-dev/py-filelock | A platform independent file lock. | +| fonttools | 4.57.0 | MIT License | Just van Rossum | http://github.com/fonttools/fonttools | Tools to manipulate font files | | fqdn | 1.5.1 | Mozilla Public License 2.0 (MPL 2.0) | ypcrts | https://github.com/ypcrts/fqdn | Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers | -| fsspec | 2025.2.0 | BSD License | UNKNOWN | https://github.com/fsspec/filesystem_spec | File-system specification | +| fsspec | 2025.3.2 | BSD License | UNKNOWN | https://github.com/fsspec/filesystem_spec | File-system specification | | ftfy | 6.3.1 | Apache-2.0 | Robyn Speer | https://ftfy.readthedocs.io/en/latest/ | Fixes mojibake and other problems with Unicode, after the fact | -| gmpy2 | 2.1.5 | GNU Lesser General Public License v3 or later (LGPLv3+) | Case Van Horsen | https://github.com/aleaxit/gmpy | gmpy2 interface to GMP/MPIR, MPFR, and MPC for Python 2.7 and 3.5+ | +| gmpy2 | 2.2.1 | GNU Lesser General Public License v3 or later (LGPLv3+) | Case Van Horsen | https://github.com/aleaxit/gmpy | gmpy2 interface to GMP, MPFR, and MPC for Python 3.7+ | | graphviz | 0.18 | MIT License | Sebastian Bank | https://github.com/xflr6/graphviz | Simple Python interface for Graphviz | -| greenlet | 3.1.1 | MIT License | Alexey Borzenkov | https://greenlet.readthedocs.io/ | Lightweight in-process concurrent programming | -| h11 | 0.14.0 | MIT License | Nathaniel J. Smith | https://github.com/python-hyper/h11 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1 | +| greenlet | 3.2.1 | MIT AND Python-2.0 | Alexey Borzenkov | https://greenlet.readthedocs.io/ | Lightweight in-process concurrent programming | +| h11 | 0.16.0 | MIT License | Nathaniel J. Smith | https://github.com/python-hyper/h11 | A pure-Python, bring-your-own-I/O implementation of HTTP/1.1 | | h2 | 4.2.0 | MIT License | Cory Benfield | https://github.com/python-hyper/h2/ | Pure-Python HTTP/2 protocol implementation | -| h5netcdf | 1.5.0 | BSD License | Stephan Hoyer , Kai Mühlbauer | https://h5netcdf.org | netCDF4 via h5py | -| h5py | 3.12.1 | BSD License | Andrew Collette | https://www.h5py.org/ | Read and write HDF5 files from Python | +| h5netcdf | 1.6.1 | BSD License | Stephan Hoyer , Kai Mühlbauer | https://h5netcdf.org | netCDF4 via h5py | +| h5py | 3.13.0 | BSD License | Andrew Collette | https://www.h5py.org/ | Read and write HDF5 files from Python | | hpack | 4.1.0 | MIT License | Cory Benfield | https://github.com/python-hyper/hpack/ | Pure-Python HPACK header encoding | -| httpcore | 1.0.7 | BSD License | Tom Christie | https://www.encode.io/httpcore/ | A minimal low-level HTTP client. | +| httpcore | 1.0.9 | BSD License | Tom Christie | https://www.encode.io/httpcore/ | A minimal low-level HTTP client. | | httpx | 0.28.1 | BSD License | Tom Christie | https://github.com/encode/httpx | The next generation HTTP client. | -| huggingface_hub | 0.28.0 | Apache Software License | Hugging Face, Inc. | https://github.com/huggingface/huggingface_hub | Client library to download and publish models, datasets and other repos on the huggingface.co hub | +| huggingface_hub | 0.30.2 | Apache Software License | Hugging Face, Inc. | https://github.com/huggingface/huggingface_hub | Client library to download and publish models, datasets and other repos on the huggingface.co hub | | hyperframe | 6.1.0 | MIT License | Cory Benfield | https://github.com/python-hyper/hyperframe/ | Pure-Python HTTP/2 framing | -| hypothesis | 6.125.2 | Mozilla Public License 2.0 (MPL 2.0) | David R. MacIver and Zac Hatfield-Dodds | https://hypothesis.works | A library for property-based testing | -| identify | 2.6.6 | MIT License | Chris Kuehl | https://github.com/pre-commit/identify | File identification library for Python | +| hypothesis | 6.131.9 | UNKNOWN | "David R. MacIver and Zac Hatfield-Dodds" | https://hypothesis.works | A library for property-based testing | +| identify | 2.6.10 | MIT | Chris Kuehl | https://github.com/pre-commit/identify | File identification library for Python | | idna | 3.10 | BSD License | Kim Davies | https://github.com/kjd/idna | Internationalized Domain Names in Applications (IDNA) | | importlib_metadata | 8.6.1 | Apache Software License | "Jason R. Coombs" | https://github.com/python/importlib_metadata | Read metadata from Python packages | -| iniconfig | 2.0.0 | MIT License | Ronny Pfannschmidt , Holger Krekel | https://github.com/pytest-dev/iniconfig | brain-dead simple config-ini parsing | +| iniconfig | 2.1.0 | MIT License | Ronny Pfannschmidt , Holger Krekel | https://github.com/pytest-dev/iniconfig | brain-dead simple config-ini parsing | | interrogate | 1.7.0 | MIT License | Lynn Root | https://interrogate.readthedocs.io | Interrogate a codebase for docstring coverage. | | ipykernel | 6.29.5 | BSD License | IPython Development Team | https://ipython.org | IPython Kernel for Jupyter | -| ipython | 8.32.0 | BSD License | The IPython Development Team | https://ipython.org | IPython: Productive Interactive Computing | -| ipywidgets | 8.1.5 | BSD License | Jupyter Development Team | http://jupyter.org | Jupyter interactive widgets | +| ipython | 9.2.0 | BSD License | The IPython Development Team | https://ipython.org | IPython: Productive Interactive Computing | +| ipython_pygments_lexers | 1.1.1 | BSD License | The IPython Development Team | https://github.com/ipython/ipython-pygments-lexers | Defines a variety of Pygments lexers for highlighting IPython code. | +| ipywidgets | 8.1.6 | BSD License | Jupyter Development Team | http://jupyter.org | Jupyter interactive widgets | | isoduration | 20.11.0 | ISC License (ISCL) | Víctor Muñoz | https://github.com/bolsote/isoduration | Operations with ISO 8601 durations | | jedi | 0.19.2 | MIT License | David Halter | https://github.com/davidhalter/jedi | An autocompletion tool for Python that can be used for text editors. | -| joblib | 1.4.2 | BSD License | Gael Varoquaux | https://joblib.readthedocs.io | Lightweight pipelining with Python functions | -| json5 | 0.10.0 | Apache Software License | Dirk Pranke | https://github.com/dpranke/pyjson5 | A Python implementation of the JSON5 data format. | +| joblib | 1.5.0 | BSD License | Gael Varoquaux | https://joblib.readthedocs.io | Lightweight pipelining with Python functions | +| json5 | 0.12.0 | Apache Software License | Dirk Pranke | https://github.com/dpranke/pyjson5 | A Python implementation of the JSON5 data format. | | jsonpointer | 3.0.0 | BSD License | Stefan Kögl | https://github.com/stefankoegl/python-json-pointer | Identify specific nodes in a JSON document (RFC 6901) | | jsonschema | 4.23.0 | MIT License | Julian Berman | https://github.com/python-jsonschema/jsonschema | An implementation of JSON Schema validation for Python | -| jsonschema-specifications | 2024.10.1 | MIT License | Julian Berman | https://github.com/python-jsonschema/jsonschema-specifications | The JSON Schema meta-schemas and vocabularies, exposed as a Registry | +| jsonschema-specifications | 2025.4.1 | UNKNOWN | Julian Berman | https://github.com/python-jsonschema/jsonschema-specifications | The JSON Schema meta-schemas and vocabularies, exposed as a Registry | | jupyter-events | 0.12.0 | BSD License | Jupyter Development Team | http://jupyter.org | Jupyter Event System library | | jupyter-lsp | 2.2.5 | BSD License | jupyter-lsp Contributors | https://github.com/jupyter-lsp/jupyterlab-lsp/issues | Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server | | jupyter_client | 8.6.3 | BSD License | Jupyter Development Team | https://jupyter.org | Jupyter protocol implementation and client libraries | | jupyter_core | 5.7.2 | BSD License | Jupyter Development Team | https://jupyter.org | Jupyter core package. A base package on which Jupyter projects rely. | | jupyter_server | 2.15.0 | BSD License | Jupyter Development Team | https://jupyter-server.readthedocs.io | The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications. | | jupyter_server_terminals | 0.5.3 | BSD License | Jupyter Development Team | https://jupyter.org | A Jupyter Server Extension Providing Terminals. | -| jupyterlab | 4.3.5 | BSD License | Jupyter Development Team | https://jupyter.org | JupyterLab computational environment | +| jupyterlab | 4.4.1 | BSD License | Jupyter Development Team | https://jupyter.org | JupyterLab computational environment | | jupyterlab_pygments | 0.3.0 | BSD License | Jupyter Development Team | https://github.com/jupyterlab/jupyterlab_pygments | Pygments theme using JupyterLab CSS variables | | jupyterlab_server | 2.27.3 | BSD License | Jupyter Development Team | https://jupyterlab-server.readthedocs.io | A set of server components for JupyterLab and JupyterLab like applications. | -| jupyterlab_widgets | 3.0.13 | BSD License | Jupyter Development Team | https://github.com/jupyter-widgets/ipywidgets | Jupyter interactive widgets for JupyterLab | +| jupyterlab_widgets | 3.0.14 | BSD License | Jupyter Development Team | https://github.com/jupyter-widgets/ipywidgets | Jupyter interactive widgets for JupyterLab | | kiwisolver | 1.4.8 | BSD License | The Nucleic Development Team | https://github.com/nucleic/kiwi | A fast implementation of the Cassowary constraint solver | | llvmlite | 0.44.0 | BSD | UNKNOWN | http://llvmlite.readthedocs.io | lightweight wrapper around basic LLVM functionality | +| locket | 1.0.0 | BSD License | Michael Williamson | http://github.com/mwilliamson/locket.py | File-based locks for Python on Linux and Windows | | logical-unification | 0.4.6 | BSD License | UNKNOWN | http://github.com/pythological/unification/ | Logical unification in Python | | markdown-it-py | 3.0.0 | MIT License | Chris Sewell | https://github.com/executablebooks/markdown-it-py | Python port of markdown-it. Markdown parsing, done right! | -| matplotlib | 3.10.0 | Python Software Foundation License | John D. Hunter, Michael Droettboom | https://matplotlib.org | Python plotting package | +| matplotlib | 3.10.1 | Python Software Foundation License | John D. Hunter, Michael Droettboom | https://matplotlib.org | Python plotting package | | matplotlib-inline | 0.1.7 | BSD License | IPython Development Team | https://github.com/ipython/matplotlib-inline | Inline Matplotlib backend for Jupyter | | mdurl | 0.1.2 | MIT License | Taneli Hukkinen | https://github.com/executablebooks/mdurl | Markdown URL utilities | | miniKanren | 1.0.3 | BSD License | UNKNOWN | http://github.com/pythological/kanren | Relational programming in Python | -| mistune | 3.1.1 | BSD License | Hsiaoming Yang | https://github.com/lepture/mistune | A sane and fast Markdown parser with useful plugins and renderers | +| mistune | 3.1.3 | BSD License | Hsiaoming Yang | https://github.com/lepture/mistune | A sane and fast Markdown parser with useful plugins and renderers | | mpmath | 1.3.0 | BSD License | Fredrik Johansson | http://mpmath.org/ | Python library for arbitrary-precision floating-point arithmetic | | multipledispatch | 0.6.0 | BSD | Matthew Rocklin | http://github.com/mrocklin/multipledispatch/ | Multiple dispatch | | munkres | 1.1.4 | Apache Software License | Brian Clapper | https://software.clapper.org/munkres/ | Munkres (Hungarian) algorithm for the Assignment Problem | @@ -108,100 +111,102 @@ | networkx | 3.4.2 | BSD License | Aric Hagberg | https://networkx.org/ | Python package for creating and manipulating graphs and networks | | nodeenv | 1.9.1 | BSD License | Eugene Kalinin | https://github.com/ekalinin/nodeenv | Node.js virtual environment builder | | notebook_shim | 0.2.4 | BSD License | Jupyter Development Team | UNKNOWN | A shim layer for notebook traits and config | -| numba | 0.61.0 | BSD License | UNKNOWN | https://numba.pydata.org | compiling Python code using LLVM | +| numba | 0.61.2 | BSD License | UNKNOWN | https://numba.pydata.org | compiling Python code using LLVM | | numpy | 1.26.4 | BSD License | Travis E. Oliphant et al. | https://numpy.org | Fundamental package for array computing in Python | | odfpy | 1.4.1 | Apache Software License; GNU General Public License (GPL); GNU Library or Lesser General Public License (LGPL) | Soren Roug | https://github.com/eea/odfpy | Python API and tools to manipulate OpenDocument files | | openpyxl | 3.1.5 | MIT License | See AUTHORS | https://openpyxl.readthedocs.io | A Python library to read/write Excel 2010 xlsx/xlsm files | +| optree | 0.15.0 | Apache Software License | OpTree Contributors | https://github.com/metaopt/optree | Optimized PyTree Utilities. | | oreum_copula | 1.2.1 | Other/Proprietary License | Jonathan Sedar | https://github.com/oreum-industries/oreum_copula | Oreum Industries Copula Example | -| oreum_core | 0.10.1 | Apache Software License | Oreum Industries | https://github.com/oreum-industries/oreum_core | Core tools for use on projects by Oreum Industries | +| oreum_core | 0.10.8 | Apache Software License | Oreum Industries | https://github.com/oreum-industries/oreum_core | Core tools for use on projects by Oreum Industries | | overrides | 7.7.0 | Apache License, Version 2.0 | Mikko Korpela | https://github.com/mkorpela/overrides | A decorator to automatically detect mismatch when overriding a method. | -| packaging | 24.2 | Apache Software License; BSD License | Donald Stufft | https://github.com/pypa/packaging | Core utilities for Python packages | +| packaging | 25.0 | Apache Software License; BSD License | Donald Stufft | https://github.com/pypa/packaging | Core utilities for Python packages | | pandas | 2.2.3 | BSD License | The Pandas Development Team | https://pandas.pydata.org | Powerful data structures for data analysis, time series, and statistics | | pandocfilters | 1.5.1 | BSD License | John MacFarlane | http://github.com/jgm/pandocfilters | Utilities for writing pandoc filters in python | | parso | 0.8.4 | MIT License | David Halter | https://github.com/davidhalter/parso | A Python Parser | +| partd | 1.4.2 | BSD | UNKNOWN | http://github.com/dask/partd/ | Appendable key-value storage | | patsy | 1.0.1 | BSD License | Nathaniel J. Smith | https://github.com/pydata/patsy | A Python package for describing statistical models and for building design matrices. | | pbr | 6.1.1 | Apache Software License | OpenStack | https://docs.openstack.org/pbr/latest/ | Python Build Reasonableness | | pexpect | 4.9.0 | ISC License (ISCL) | Noah Spurrier; Thomas Kluyver; Jeff Quast | https://pexpect.readthedocs.io/ | Pexpect allows easy control of interactive console applications. | | pickleshare | 0.7.5 | MIT License | Ville Vainio | https://github.com/pickleshare/pickleshare | Tiny 'shelve'-like database with concurrency support | | pillow | 11.1.0 | CMU License (MIT-CMU) | "Jeffrey A. Clark" | https://python-pillow.github.io | Python Imaging Library (Fork) | -| pip | 25.0 | MIT License | The pip developers | https://pip.pypa.io/ | The PyPA recommended tool for installing Python packages. | +| pip | 25.1.1 | MIT License | The pip developers | https://pip.pypa.io/ | The PyPA recommended tool for installing Python packages. | | pip-licenses | 5.0.0 | MIT License | raimon | https://github.com/raimon49/pip-licenses | Dump the software license list of Python packages installed with pip. | -| pipdeptree | 2.25.0 | MIT License | UNKNOWN | https://github.com/tox-dev/pipdeptree | Command line utility to show dependency tree of packages. | -| platformdirs | 4.3.6 | MIT License | UNKNOWN | https://github.com/tox-dev/platformdirs | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`. | -| playwright | 1.50.0 | Apache Software License | Microsoft Corporation | https://github.com/Microsoft/playwright-python | A high-level API to automate web browsers | +| pipdeptree | 2.26.1 | UNKNOWN | UNKNOWN | https://github.com/tox-dev/pipdeptree | Command line utility to show dependency tree of packages. | +| platformdirs | 4.3.7 | MIT License | UNKNOWN | https://github.com/tox-dev/platformdirs | A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`. | +| playwright | 1.52.0 | UNKNOWN | Microsoft Corporation | https://github.com/Microsoft/playwright-python | A high-level API to automate web browsers | | pluggy | 1.5.0 | MIT License | Holger Krekel | https://github.com/pytest-dev/pluggy | plugin and hook calling mechanisms for python | | pooch | 1.8.2 | BSD License | The Pooch Developers | https://www.fatiando.org/pooch/latest/changes.html | A friend to fetch your data files | -| pre_commit | 4.1.0 | MIT License | Anthony Sottile | https://github.com/pre-commit/pre-commit | A framework for managing and maintaining multi-language pre-commit hooks. | -| prettytable | 3.14.0 | UNKNOWN | Luke Maurits | https://github.com/prettytable/prettytable | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format | +| pre_commit | 4.2.0 | MIT License | Anthony Sottile | https://github.com/pre-commit/pre-commit | A framework for managing and maintaining multi-language pre-commit hooks. | +| prettytable | 3.16.0 | UNKNOWN | Luke Maurits | https://github.com/prettytable/prettytable | A simple Python library for easily displaying tabular data in a visually appealing ASCII table format | | prometheus_client | 0.21.1 | Apache Software License | Brian Brazil | https://github.com/prometheus/client_python | Python client for the Prometheus monitoring system. | -| prompt_toolkit | 3.0.50 | BSD License | Jonathan Slenders | https://github.com/prompt-toolkit/python-prompt-toolkit | Library for building powerful interactive command lines in Python | -| psutil | 6.1.1 | BSD License | Giampaolo Rodola | https://github.com/giampaolo/psutil | Cross-platform lib for process and system monitoring in Python. | +| prompt_toolkit | 3.0.51 | BSD License | Jonathan Slenders | UNKNOWN | Library for building powerful interactive command lines in Python | +| psutil | 7.0.0 | BSD License | Giampaolo Rodola | https://github.com/giampaolo/psutil | Cross-platform lib for process and system monitoring in Python. NOTE: the syntax of this script MUST be kept compatible with Python 2.7. | | ptyprocess | 0.7.0 | ISC License (ISCL) | Thomas Kluyver | https://github.com/pexpect/ptyprocess | Run a subprocess in a pseudo terminal | | pure_eval | 0.2.3 | MIT License | Alex Hall | http://github.com/alexmojaki/pure_eval | Safely evaluate AST nodes without side effects | | py | 1.11.0 | MIT License | holger krekel, Ronny Pfannschmidt, Benjamin Peterson and others | https://py.readthedocs.io/ | library with cross-python path, ini-parsing, io, code, log facilities | -| pyarrow | 19.0.0 | Apache Software License | UNKNOWN | https://arrow.apache.org/ | Python library for Apache Arrow | +| pyarrow | 20.0.0 | Apache Software License | UNKNOWN | https://arrow.apache.org/ | Python library for Apache Arrow | | pybind11 | 2.13.6 | BSD License | Wenzel Jakob | https://github.com/pybind/pybind11 | Seamless operability between C++11 and Python | | pybind11_global | 2.13.6 | BSD License | Wenzel Jakob | https://github.com/pybind/pybind11 | Seamless operability between C++11 and Python | | pycparser | 2.22 | BSD License | Eli Bendersky | https://github.com/eliben/pycparser | C parser in Python | -| pyee | 12.1.1 | MIT License | Josh Holbrook | https://github.com/jfhbrook/pyee | A rough port of Node.js's EventEmitter to Python with a few tricks of its own | -| pymc | 5.20.0 | Apache Software License | UNKNOWN | http://github.com/pymc-devs/pymc | Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with PyTensor | +| pyee | 13.0.0 | MIT License | Josh Holbrook | https://github.com/jfhbrook/pyee | A rough port of Node.js's EventEmitter to Python with a few tricks of its own | +| pymc | 5.20.1 | Apache Software License | UNKNOWN | http://github.com/pymc-devs/pymc | Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with PyTensor | | pynndescent | 0.5.13 | BSD | Leland McInnes | http://github.com/lmcinnes/pynndescent | Nearest Neighbor Descent | -| pyparsing | 3.2.1 | MIT License | Paul McGuire | https://github.com/pyparsing/pyparsing/ | pyparsing module - Classes and methods to define and execute parsing grammars | +| pyparsing | 3.2.3 | MIT License | Paul McGuire | https://github.com/pyparsing/pyparsing/ | pyparsing module - Classes and methods to define and execute parsing grammars | | pyprojroot | 0.3.0 | MIT License | Daniel Chen | https://github.com/chendaniely/pyprojroot | Project-oriented workflow in Python | -| pytensor | 2.26.4 | BSD License | pymc-devs | https://github.com/pymc-devs/pytensor | Optimizing compiler for evaluating mathematical expressions on CPUs and GPUs. | -| pytest | 8.3.4 | MIT License | Holger Krekel, Bruno Oliveira, Ronny Pfannschmidt, Floris Bruynooghe, Brianna Laugher, Florian Bruhin, Others (See AUTHORS) | https://docs.pytest.org/en/latest/ | pytest: simple powerful testing with Python | -| python-calamine | 0.3.1 | MIT License | Dmitriy | https://github.com/dimastbk/python-calamine | Python binding for Rust's library for reading excel and odf file - calamine | +| pytensor | 2.27.1 | BSD License | pymc-devs | https://github.com/pymc-devs/pytensor | Optimizing compiler for evaluating mathematical expressions on CPUs and GPUs. | +| pytest | 8.3.5 | MIT License | Holger Krekel, Bruno Oliveira, Ronny Pfannschmidt, Floris Bruynooghe, Brianna Laugher, Florian Bruhin, Others (See AUTHORS) | https://docs.pytest.org/en/latest/ | pytest: simple powerful testing with Python | +| python-calamine | 0.3.2 | MIT License | Dmitriy | https://github.com/dimastbk/python-calamine | Python binding for Rust's library for reading excel and odf file - calamine | | python-dateutil | 2.9.0.post0 | Apache Software License; BSD License | Gustavo Niemeyer | https://github.com/dateutil/dateutil | Extensions to the standard Python datetime module | -| python-json-logger | 3.2.1 | BSD License | Zakaria Zajac , Nicholas Hairs | https://nhairs.github.io/python-json-logger | JSON Log Formatter for the Python Logging Package | -| pytz | 2024.1 | MIT License | Stuart Bishop | http://pythonhosted.org/pytz | World timezone definitions, modern and historical | +| python-json-logger | 3.3.0 | BSD License | Zakaria Zajac , Nicholas Hairs | https://nhairs.github.io/python-json-logger | JSON Log Formatter for the Python Logging Package | +| pytz | 2025.2 | MIT License | Stuart Bishop | http://pythonhosted.org/pytz | World timezone definitions, modern and historical | | pyxlsb | 1.0.10 | GNU Lesser General Public License v3 or later (LGPLv3+) | William Turner | https://github.com/willtrnr/pyxlsb | Excel 2007-2010 Binary Workbook (xlsb) parser | -| pyzmq | 26.2.1 | BSD License | Brian E. Granger, Min Ragan-Kelley | https://pyzmq.readthedocs.org | Python bindings for 0MQ | +| pyzmq | 26.4.0 | BSD License | Brian E. Granger, Min Ragan-Kelley | https://pyzmq.readthedocs.org | Python bindings for 0MQ | | referencing | 0.36.2 | UNKNOWN | Julian Berman | https://github.com/python-jsonschema/referencing | JSON Referencing + Python | | requests | 2.32.3 | Apache Software License | Kenneth Reitz | https://requests.readthedocs.io | Python HTTP for Humans. | | rfc3339-validator | 0.1.4 | MIT License | Nicolas Aimetti | https://github.com/naimetti/rfc3339-validator | A pure python RFC3339 validator | | rfc3986-validator | 0.1.1 | MIT License | Nicolas Aimetti | https://github.com/naimetti/rfc3986-validator | Pure python rfc3986 validator | -| rich | 13.9.4 | MIT License | Will McGugan | https://github.com/Textualize/rich | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal | -| rpds-py | 0.22.3 | MIT License | Julian Berman | https://github.com/crate-py/rpds | Python bindings to Rust's persistent data structures (rpds) | -| ruff | 0.9.4 | MIT License | Charlie Marsh | https://docs.astral.sh/ruff | An extremely fast Python linter and code formatter, written in Rust. | -| safetensors | 0.5.2 | Apache Software License | Nicolas Patry | https://github.com/huggingface/safetensors | UNKNOWN | +| rich | 14.0.0 | MIT License | Will McGugan | https://github.com/Textualize/rich | Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal | +| rpds-py | 0.24.0 | MIT | Julian Berman | https://github.com/crate-py/rpds | Python bindings to Rust's persistent data structures (rpds) | +| ruff | 0.11.8 | MIT License | Charlie Marsh | https://docs.astral.sh/ruff | An extremely fast Python linter and code formatter, written in Rust. | +| safetensors | 0.5.3 | Apache Software License | Nicolas Patry | https://github.com/huggingface/safetensors | UNKNOWN | | scikit-learn | 1.6.1 | BSD License | UNKNOWN | https://scikit-learn.org | A set of python modules for machine learning and data mining | -| scipy | 1.15.1 | BSD License | UNKNOWN | https://scipy.org/ | Fundamental algorithms for scientific computing in Python | +| scipy | 1.15.2 | BSD License | UNKNOWN | https://scipy.org/ | Fundamental algorithms for scientific computing in Python | | seaborn | 0.13.2 | BSD License | Michael Waskom | https://github.com/mwaskom/seaborn | Statistical data visualization | -| setuptools | 75.8.0 | MIT License | Python Packaging Authority | https://github.com/pypa/setuptools | Easily download, build, install, upgrade, and uninstall Python packages | +| setuptools | 80.1.0 | UNKNOWN | Python Packaging Authority | https://github.com/pypa/setuptools | Easily download, build, install, upgrade, and uninstall Python packages | | six | 1.17.0 | MIT License | Benjamin Peterson | https://github.com/benjaminp/six | Python 2 and 3 compatibility utilities | | sniffio | 1.3.1 | Apache Software License; MIT License | "Nathaniel J. Smith" | https://github.com/python-trio/sniffio | Sniff out which async library your code is running under | | sortedcontainers | 2.4.0 | Apache Software License | Grant Jenks | http://www.grantjenks.com/docs/sortedcontainers/ | Sorted Containers -- Sorted List, Sorted Dict, Sorted Set | -| soupsieve | 2.6 | MIT License | Isaac Muse | https://github.com/facelessuser/soupsieve | A modern CSS selector implementation for Beautiful Soup. | +| soupsieve | 2.7 | MIT License | Isaac Muse | https://github.com/facelessuser/soupsieve | A modern CSS selector implementation for Beautiful Soup. | | stack_data | 0.6.3 | MIT License | Alex Hall | http://github.com/alexmojaki/stack_data | Extract data from python stack frames and tracebacks for informative displays | | statsmodels | 0.14.4 | BSD License | UNKNOWN | https://www.statsmodels.org/ | Statistical computations and models for Python | -| stevedore | 5.4.0 | Apache Software License | OpenStack | https://docs.openstack.org/stevedore/latest/ | Manage dynamic plugins for Python applications | -| sympy | 1.13.3 | BSD License | SymPy development team | https://sympy.org | Computer algebra system (CAS) in Python | +| stevedore | 5.4.1 | Apache Software License | OpenStack | https://docs.openstack.org/stevedore/latest/ | Manage dynamic plugins for Python applications | +| sympy | 1.14.0 | BSD License | SymPy development team | https://sympy.org | Computer algebra system (CAS) in Python | | tabulate | 0.9.0 | MIT License | Sergey Astanin | https://github.com/astanin/python-tabulate | Pretty-print tabular data | | terminado | 0.18.1 | BSD License | Jupyter Development Team | https://github.com/jupyter/terminado | Tornado websocket backend for the Xterm.js Javascript terminal emulator library. | -| threadpoolctl | 3.5.0 | BSD License | Thomas Moreau | https://github.com/joblib/threadpoolctl | threadpoolctl | +| threadpoolctl | 3.6.0 | BSD License | Thomas Moreau | https://github.com/joblib/threadpoolctl | threadpoolctl | | tinycss2 | 1.4.0 | BSD License | Simon Sapin | https://www.courtbouillon.org/tinycss2 | A tiny CSS parser | | tomli | 2.2.1 | MIT License | Taneli Hukkinen | https://github.com/hukkin/tomli | A lil' TOML parser | | toolz | 1.0.0 | BSD License | https://raw.github.com/pytoolz/toolz/master/AUTHORS.md | https://github.com/pytoolz/toolz/ | List processing tools and functional utilities | -| torch | 2.5.1 | BSD License | PyTorch Team | https://pytorch.org/ | Tensors and Dynamic neural networks in Python with strong GPU acceleration | +| torch | 2.6.0 | BSD License | PyTorch Team | https://pytorch.org/ | Tensors and Dynamic neural networks in Python with strong GPU acceleration | | tornado | 6.4.2 | Apache Software License | Facebook | http://www.tornadoweb.org/ | Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed. | | tqdm | 4.67.1 | MIT License; Mozilla Public License 2.0 (MPL 2.0) | UNKNOWN | https://tqdm.github.io | Fast, Extensible Progress Meter | | traitlets | 5.14.3 | BSD License | IPython Development Team | https://github.com/ipython/traitlets | Traitlets Python configuration system | | types-python-dateutil | 2.9.0.20241206 | Apache Software License | UNKNOWN | https://github.com/python/typeshed | Typing stubs for python-dateutil | -| typing_extensions | 4.12.2 | Python Software Foundation License | "Guido van Rossum, Jukka Lehtosalo, Łukasz Langa, Michael Lee" | https://github.com/python/typing_extensions | Backported and Experimental Type Hints for Python 3.8+ | -| tzdata | 2025.1 | Apache Software License | Python Software Foundation | https://github.com/python/tzdata | Provider of IANA time zone data | +| typing_extensions | 4.13.2 | UNKNOWN | "Guido van Rossum, Jukka Lehtosalo, Łukasz Langa, Michael Lee" | https://github.com/python/typing_extensions | Backported and Experimental Type Hints for Python 3.8+ | +| tzdata | 2025.2 | Apache Software License | Python Software Foundation | https://github.com/python/tzdata | Provider of IANA time zone data | | umap-learn | 0.5.7 | BSD | UNKNOWN | http://github.com/lmcinnes/umap | Uniform Manifold Approximation and Projection | | unicodedata2 | 16.0.0 | Apache License 2.0 | Mike Kaplinskiy | http://github.com/fonttools/unicodedata2 | Unicodedata backport updated to the latest Unicode version. | | uri-template | 1.3.0 | MIT License | Peter Linss | https://gitlab.linss.com/open-source/python/uri-template | RFC 6570 URI Template Processor | -| urllib3 | 2.3.0 | MIT License | Andrey Petrov | https://github.com/urllib3/urllib3/blob/main/CHANGES.rst | HTTP library with thread-safe connection pooling, file post, and more. | -| virtualenv | 20.29.1 | MIT License | UNKNOWN | https://github.com/pypa/virtualenv | Virtual Python Environment builder | +| urllib3 | 2.4.0 | UNKNOWN | Andrey Petrov | https://github.com/urllib3/urllib3/blob/main/CHANGES.rst | HTTP library with thread-safe connection pooling, file post, and more. | +| virtualenv | 20.30.0 | MIT License | UNKNOWN | https://github.com/pypa/virtualenv | Virtual Python Environment builder | | watermark | 2.5.0 | BSD License | Sebastian Raschka | https://github.com/rasbt/watermark | IPython magic function to print date/time stamps and various system information. | | wcwidth | 0.2.13 | MIT License | Jeff Quast | https://github.com/jquast/wcwidth | Measures the displayed width of unicode strings in a terminal | | webcolors | 24.11.1 | BSD License | James Bennett | UNKNOWN | A library for working with the color formats defined by HTML and CSS. | | webencodings | 0.5.1 | BSD License | Geoffrey Sneddon | https://github.com/SimonSapin/python-webencodings | Character encoding aliases for legacy web content | | websocket-client | 1.8.0 | Apache Software License | liris | https://github.com/websocket-client/websocket-client.git | WebSocket client for Python with low level API options | | wheel | 0.45.1 | MIT License | Daniel Holth | https://github.com/pypa/wheel | A built-package format for Python | -| widgetsnbextension | 4.0.13 | BSD License | Jupyter Development Team | http://jupyter.org | Jupyter interactive widgets for Jupyter Notebook | -| xarray | 2025.1.2 | Apache Software License | xarray Developers | https://xarray.dev/ | N-D labeled arrays and datasets in Python | +| widgetsnbextension | 4.0.14 | BSD License | Jupyter Development Team | http://jupyter.org | Jupyter interactive widgets for Jupyter Notebook | +| xarray | 2025.4.0 | Apache Software License | xarray Developers | https://xarray.dev/ | N-D labeled arrays and datasets in Python | | xarray-einstats | 0.8.0 | Apache Software License | ArviZ team | https://github.com/arviz-devs/xarray-einstats | Stats, linear algebra and einops for xarray | | xlrd | 2.0.1 | BSD License | Chris Withers | http://www.python-excel.org/ | Library for developers to extract data from Microsoft Excel (tm) .xls spreadsheet files | | zipp | 3.21.0 | MIT License | "Jason R. Coombs" | https://github.com/jaraco/zipp | Backport of pathlib-compatible object wrapper for zip files | diff --git a/Makefile b/Makefile index dc0103a..0de4c62 100644 --- a/Makefile +++ b/Makefile @@ -28,6 +28,7 @@ dev: # create env for local dev $(PYTHON_ENV) -m pip index versions oreum_core; \ $(PYTHON_ENV) -m pip install ".[dev,oreum_core_pypi]"; \ $(PYTHON_ENV) -c "import numpy as np; np.__config__.show()" > dev/install_log/blas_info.txt; \ + $(PYTHON_ENV) -m playwright install chromium;\ pipdeptree -a > dev/install_log/pipdeptree.txt; \ pipdeptree -a -r > dev/install_log/pipdeptree_rev.txt; \ pip-licenses -saud -f markdown -i csv2md --output-file LICENSES_THIRD_PARTY.md; \ diff --git a/notebooks/000_Intro.ipynb b/notebooks/000_Intro.ipynb index 80ff257..557cb36 100644 --- a/notebooks/000_Intro.ipynb +++ b/notebooks/000_Intro.ipynb @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" @@ -314,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" @@ -340,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" @@ -567,30 +567,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'c_r': -0.7,\n", - " 'c_cov': array([[ 1. , -0.7],\n", - " [-0.7, 1. ]]),\n", - " 'm0_kind': 'lognorm',\n", - " 'm1_kind': 'lognorm',\n", - " 'm0_params': {'mu': 0.2, 'sigma': 0.5},\n", - " 'm1_params': {'mu': 2.0, 'sigma': 1.0}}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "cb = CopulaBuilder()\n", "df_all = cb.create(nobs=60)\n", @@ -599,7 +582,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" @@ -614,310 +597,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" } }, - "outputs": [ - { - "data": { - "text/html": [ - "
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index: oidobject50i0281NaNNaNNaNi000NaNNaNNaNi059
c0float64NaNNaNNaN-1.63-0.030.79-2.13-0.64-0.060.681.42
c1float64NaNNaNNaN-1.85-0.040.86-2.12-0.50.060.561.82
u0float64NaNNaNNaN24.610.490.260.020.260.480.750.92
u1float64NaNNaNNaN24.840.50.270.020.310.520.710.97
m0float64NaNNaNNaN64.711.290.50.420.891.191.722.49
m1float64NaNNaNNaN493.009.868.250.894.477.8412.9345.47
c0xfloat64NaNNaNNaN-5.38-0.110.91-2.62-0.58-0.00.341.89
c1xfloat64NaNNaNNaN-5.52-0.111.0-1.99-0.62-0.210.542.46
u0xfloat64NaNNaNNaN23.590.470.270.00.280.50.630.97
u1xfloat64NaNNaNNaN23.360.470.290.020.270.420.70.99
m0xfloat64NaNNaNNaN63.911.280.590.330.911.221.453.14
m1xfloat64NaNNaNNaN546.0210.9214.191.013.966.0212.6286.77
\n", - "
" - ], - "text/plain": [ - " dtype count_unique top freq sum mean std min 25% \\\n", - "ft \n", - "index: oid object 50 i028 1 NaN NaN NaN i000 NaN \n", - "c0 float64 NaN NaN NaN -1.63 -0.03 0.79 -2.13 -0.64 \n", - "c1 float64 NaN NaN NaN -1.85 -0.04 0.86 -2.12 -0.5 \n", - "u0 float64 NaN NaN NaN 24.61 0.49 0.26 0.02 0.26 \n", - "u1 float64 NaN NaN NaN 24.84 0.5 0.27 0.02 0.31 \n", - "m0 float64 NaN NaN NaN 64.71 1.29 0.5 0.42 0.89 \n", - "m1 float64 NaN NaN NaN 493.00 9.86 8.25 0.89 4.47 \n", - "c0x float64 NaN NaN NaN -5.38 -0.11 0.91 -2.62 -0.58 \n", - "c1x float64 NaN NaN NaN -5.52 -0.11 1.0 -1.99 -0.62 \n", - "u0x float64 NaN NaN NaN 23.59 0.47 0.27 0.0 0.28 \n", - "u1x float64 NaN NaN NaN 23.36 0.47 0.29 0.02 0.27 \n", - "m0x float64 NaN NaN NaN 63.91 1.28 0.59 0.33 0.91 \n", - "m1x float64 NaN NaN NaN 546.02 10.92 14.19 1.01 3.96 \n", - "\n", - " 50% 75% max \n", - "ft \n", - "index: oid NaN NaN i059 \n", - "c0 -0.06 0.68 1.42 \n", - "c1 0.06 0.56 1.82 \n", - "u0 0.48 0.75 0.92 \n", - "u1 0.52 0.71 0.97 \n", - "m0 1.19 1.72 2.49 \n", - "m1 7.84 12.93 45.47 \n", - "c0x -0.0 0.34 1.89 \n", - "c1x -0.21 0.54 2.46 \n", - "u0x 0.5 0.63 0.97 \n", - "u1x 0.42 0.7 0.99 \n", - "m0x 1.22 1.45 3.14 \n", - "m1x 6.02 12.62 86.77 " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "'Shape: (50, 13), Memsize 0.0 MB'" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "eda.describe(df_train, nobs=0, get_counts=False)" ] @@ -966,29 +652,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 364, - "width": 354 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='c0', ft1='c1', kind='kde+scatter', height=5,\n", " txtadd=f'Latent Copula = $MvN(0, \\\\Sigma={cb.ref_vals[\"c_cov\"].flatten().tolist()})$')" @@ -1040,29 +710,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 364, - "width": 353 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='u0', ft1='u1', kind='kde+scatter', colori=1,\n", " height=5, txtadd='Latent Uniform Marginals with Copula Covariance')" @@ -1119,29 +773,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 364, - "width": 353 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='m0', ft1='m1', kind='kde+scatter', colori=2, \n", " height=5, txtadd='Observed Marginals with Copula Covariance')\n", @@ -1197,29 +835,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 364, - "width": 353 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='m0x', ft1='m1x', kind='kde+scatter', colori=3, \n", " height=5, txtadd='Observed Marginals without Copula Covariance')" @@ -1248,29 +870,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 364, - "width": 353 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "dfp = pd.concat((df_train[['m0', 'm1']], df_train[['m0x', 'm1x']]\\\n", " .rename(columns={'m0x':'m0', 'm1x': 'm1'})),\n", @@ -1327,29 +933,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": { - "image/png": { - "height": 190, - "width": 1108 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "dfp['joint'] = dfp[['m0', 'm1']].product(axis=1)\n", "pal = sns.color_palette(['C2', 'C3'])\n", @@ -1401,29 +991,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "image/png": { - "height": 151, - "width": 817 - } - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "idx = dfp['corr_kind'] == 'y_corr'\n", "dfpp = pd.DataFrame({'delta': dfp.loc[~idx, 'joint'].values - dfp.loc[idx, 'joint'].values}, index=df_train.index)\n", @@ -1585,48 +1159,75 @@ } }, "source": [ - "### Plate Notation Diagram\n", + "### Math Specification\n", + "\n", + "Marginals $M_{k}, k \\in {0, 1}$ both $\\text{LogNormal}$, evidence likelihood:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "\\beta_{M_{k}}^{j0} &\\sim \\text{Normal}(\\mu, \\sigma) \\\\\n", + "\\sigma_{M_{k}} &\\sim \\text{InverseGamma}(\\alpha, \\beta) \\\\\n", + "\\mathcal{L}\\ \\hat{M_{k}} &\\sim \\text{LogNormal}(\\beta_{M_{k}}^{T}\\mathbf{x}_{i}^{jk}, \\sigma_{M_{k}})\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "Transform observed $M_{k}$ to Latent $\\text{Uniform}$ $U_{k}$ via their assumed CDFs:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "U_{k} &= \\mathfrak{m_{k}}\\Phi(M_{k})\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "Transform $\\text{Uniform}$ Latent $\\text{Normal}$ $C_{k}$ via a Normal InverseCDF\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "C_{k} &= \\text{MvNormal}(\\mu=0, \\sigma=1)\\Phi^{-1}(U_{k})\n", + "\\end{aligned}\n", + "$$\n", + "\n", + "Create a latent covariance structure $\\Sigma$\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "L &\\sim \\text{LKJCholesky}(2), \\; R \\sim \\text{LKJCorr}(2) \\\\\n", + "\\sigma &\\sim \\text{InverseGamma}(\\alpha, \\beta) \\\\\n", + "\\Sigma &\\sim LL^{T} = diag(\\sigma) * R * diag(\\sigma)\n", + "\\end{aligned}\n", + "$$\n", "\n", - "Refer to Notebook `102_ModelA2.ipynb` and project class `models.copula.ModelA2` for the full details. Here we will just\n", - "show the plate notation of the model." + "Evaluate likelihood $\\hat{C}$ of transformed marginals using MVNormal:\n", + "\n", + "$$\n", + "\\begin{aligned}\n", + "\\mathcal{L}\\ \\hat{C} &\\sim \\text{MvNormal}(\\mu=0, \\Sigma, \\text{observed}=C_{k})\n", + "\\end{aligned}\n", + "$$" ] }, { - "cell_type": "code", - "execution_count": 15, + "cell_type": "markdown", "metadata": { "slideshow": { - "slide_type": "fragment" + "slide_type": "subslide" } }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 15, - "metadata": { - "image/png": { - "height": 485, - "width": 852 - } - }, - "output_type": "execute_result" - } - ], "source": [ - "figio.read(fn='../data/models/graph_mdla2_v120_dfx_train.png', \n", - " title='Plate Notation of Copula ModelA2', figsize=(12, 7))" + "### Plate Notation\n", + "\n", + "" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, "source": [ - "**Observe:**\n", + "Refer to Notebook `102_ModelA2.ipynb` and project class `models.copula.ModelA2` for full details.\n", "\n", "This advanced, fully Bayesian architecture allows for:\n", "+ Regression via linear submodels $\\beta^{T}\\mathbf{x}$ on the marginals of `mhat`\n", @@ -1667,30 +1268,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "execution_count": 16, - "metadata": { - "image/png": { - "height": 219, - "width": 852 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "figio.read(fn='100_2_8_4_ppc_holdout_y_boxplot_mdla0_v1_3_0_dfx_holdout.png', figsize=(12, 6))" ] @@ -1734,30 +1318,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "execution_count": 17, - "metadata": { - "image/png": { - "height": 219, - "width": 852 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "figio.read(fn='102_2_8_4_ppc_holdout_y_boxplot_mdla2_v1_2_0_dfx_holdout.png', figsize=(12, 6))" ] @@ -1830,30 +1397,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "execution_count": 18, - "metadata": { - "image/png": { - "height": 276, - "width": 650 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "figio.read(fn='102_2_8_4_ppc_holdout_y_exceedance_mdla2_v1_2_0_dfx_holdout.png', figsize=(12, 4))" ] @@ -1904,43 +1454,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "slideshow": { "slide_type": "skip" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Author: jonathan.sedar@oreum.io\n", - "\n", - "Last updated: 2025-02-20 10:02:00\n", - "\n", - "Python implementation: CPython\n", - "Python version : 3.12.8\n", - "IPython version : 8.32.0\n", - "\n", - "Compiler : Clang 18.1.8 \n", - "OS : Darwin\n", - "Release : 24.3.0\n", - "Machine : arm64\n", - "Processor : arm\n", - "CPU cores : 8\n", - "Architecture: 64bit\n", - "\n", - "seaborn : 0.13.2\n", - "pyprojroot: 0.3.0\n", - "oreum_core: 0.10.1\n", - "numpy : 1.26.4\n", - "pandas : 2.2.3\n", - "sys : 3.12.8 | packaged by conda-forge | (main, Dec 5 2024, 14:19:53) [Clang 18.1.8 ]\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext watermark\n", "%watermark -a \"jonathan.sedar@oreum.io\" -udtmv -iv" @@ -1990,7 +1510,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.8" + "version": "3.12.10" }, "pycharm": { "stem_cell": { diff --git a/notebooks/renders/config_slides.py b/notebooks/renders/config_slides.py index 08fe9c7..4351a27 100644 --- a/notebooks/renders/config_slides.py +++ b/notebooks/renders/config_slides.py @@ -23,8 +23,9 @@ c.SlidesExporter.reveal_width = "1600" #'1280' # 1920 c.SlidesExporter.reveal_height = "900" # '720' #'1080' c.SlidesExporter.reveal_scroll = False -c.SlidesExporter.reveal_theme = "simple" #'serif' +c.SlidesExporter.reveal_theme = "simple" # "solarized" # "simple" # 'serif' c.SlidesExporter.reveal_transition = "slide" # 'slide' # none fade convex concave zoom c.SlidesExporter.skip_svg_encoding = True # c.SlidesExporter.extra_template_basedirs = 'renders/templates/' # c.SlidesExporter.template_name = 'slides-oemplus' +# --allow-chromium-download diff --git a/plots/000_jointplot_corr.png b/plots/000_jointplot_corr.png index 78dedc91a43ff12e660cc028e8b633069c82e74a..2939edb4e08d69f9fb1f0665a7da578823c2fd32 100644 GIT binary patch delta 49 zcmaESjq~v}&Iz7!hB^uvB_##LR{Hw6i6sR&`6W4-NqYH3>H5X_|DHCcx27|0O=tR( F1pxgv6u$rf delta 49 zcmaESjq~v}&Iz7!2098EB_##LR{Hw6i6sR&`6W4-NqYH3>H1TOB8nQ*Thkf0rZfG? 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Oreum Industries © 2024

diff --git a/pyproject.toml b/pyproject.toml index 6bb424b..129443c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -46,7 +46,7 @@ dev = [ ] # NOTE: separated out to allow Makefile dev to get from pypi (dev-js gets local) oreum_core_pypi = [ - "oreum_core[pymc]==0.10.1", # the latest package using osx-arm64 Accelerate + "oreum_core[pymc]>=0.10.7", ] [project.urls] From 72f2415d97029dd36183484ad61ce7ccd61b56b2 Mon Sep 17 00:00:00 2001 From: Jonathan Sedar Date: Mon, 5 May 2025 15:14:44 +0400 Subject: [PATCH 2/2] + update NB000 --- notebooks/000_Intro.ipynb | 569 +++++++++++++++++++++++++++++++++++--- 1 file changed, 538 insertions(+), 31 deletions(-) diff --git a/notebooks/000_Intro.ipynb b/notebooks/000_Intro.ipynb index 557cb36..1045a2d 100644 --- a/notebooks/000_Intro.ipynb +++ b/notebooks/000_Intro.ipynb @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" @@ -285,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" @@ -314,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" @@ -340,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "slideshow": { "slide_type": "skip" @@ -567,13 +567,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "slideshow": { "slide_type": "skip" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'c_r': -0.7,\n", + " 'c_cov': array([[ 1. , -0.7],\n", + " [-0.7, 1. ]]),\n", + " 'm0_kind': 'lognorm',\n", + " 'm1_kind': 'lognorm',\n", + " 'm0_params': {'mu': 0.2, 'sigma': 0.5},\n", + " 'm1_params': {'mu': 2.0, 'sigma': 1.0}}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "cb = CopulaBuilder()\n", "df_all = cb.create(nobs=60)\n", @@ -582,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "slideshow": { "slide_type": "skip" @@ -597,13 +614,310 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "slideshow": { "slide_type": "skip" } }, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " dtype count_unique top freq sum mean std min 25% \\\n", + "ft \n", + "index: oid object 50 i028 1 NaN NaN NaN i000 NaN \n", + "c0 float64 NaN NaN NaN -1.63 -0.03 0.79 -2.13 -0.64 \n", + "c1 float64 NaN NaN NaN -1.85 -0.04 0.86 -2.12 -0.5 \n", + "u0 float64 NaN NaN NaN 24.61 0.49 0.26 0.02 0.26 \n", + "u1 float64 NaN NaN NaN 24.84 0.5 0.27 0.02 0.31 \n", + "m0 float64 NaN NaN NaN 64.71 1.29 0.5 0.42 0.89 \n", + "m1 float64 NaN NaN NaN 493.00 9.86 8.25 0.89 4.47 \n", + "c0x float64 NaN NaN NaN -5.38 -0.11 0.91 -2.62 -0.58 \n", + "c1x float64 NaN NaN NaN -5.52 -0.11 1.0 -1.99 -0.62 \n", + "u0x float64 NaN NaN NaN 23.59 0.47 0.27 0.0 0.28 \n", + "u1x float64 NaN NaN NaN 23.36 0.47 0.29 0.02 0.27 \n", + "m0x float64 NaN NaN NaN 63.91 1.28 0.59 0.33 0.91 \n", + "m1x float64 NaN NaN NaN 546.02 10.92 14.19 1.01 3.96 \n", + "\n", + " 50% 75% max \n", + "ft \n", + "index: oid NaN NaN i059 \n", + "c0 -0.06 0.68 1.42 \n", + "c1 0.06 0.56 1.82 \n", + "u0 0.48 0.75 0.92 \n", + "u1 0.52 0.71 0.97 \n", + "m0 1.19 1.72 2.49 \n", + "m1 7.84 12.93 45.47 \n", + "c0x -0.0 0.34 1.89 \n", + "c1x -0.21 0.54 2.46 \n", + "u0x 0.5 0.63 0.97 \n", + "u1x 0.42 0.7 0.99 \n", + "m0x 1.22 1.45 3.14 \n", + "m1x 6.02 12.62 86.77 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'Shape: (50, 12), Memsize 0.0 MB'" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "eda.describe(df_train, nobs=0, get_counts=False)" ] @@ -652,13 +966,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 364, + "width": 354 + } + }, + "output_type": "display_data" + } + ], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='c0', ft1='c1', kind='kde+scatter', height=5,\n", " txtadd=f'Latent Copula = $MvN(0, \\\\Sigma={cb.ref_vals[\"c_cov\"].flatten().tolist()})$')" @@ -710,13 +1040,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 364, + "width": 353 + } + }, + "output_type": "display_data" + } + ], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='u0', ft1='u1', kind='kde+scatter', colori=1,\n", " height=5, txtadd='Latent Uniform Marginals with Copula Covariance')" @@ -773,13 +1119,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 364, + "width": 353 + } + }, + "output_type": "display_data" + } + ], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='m0', ft1='m1', kind='kde+scatter', colori=2, \n", " height=5, txtadd='Observed Marginals with Copula Covariance')\n", @@ -835,13 +1197,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 364, + "width": 353 + } + }, + "output_type": "display_data" + } + ], "source": [ "f = eda.plot_joint_numeric(data=df_train, ft0='m0x', ft1='m1x', kind='kde+scatter', colori=3, \n", " height=5, txtadd='Observed Marginals without Copula Covariance')" @@ -870,13 +1248,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 364, + "width": 353 + } + }, + "output_type": "display_data" + } + ], "source": [ "dfp = pd.concat((df_train[['m0', 'm1']], df_train[['m0x', 'm1x']]\\\n", " .rename(columns={'m0x':'m0', 'm1x': 'm1'})),\n", @@ -933,13 +1327,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 190, + "width": 1108 + } + }, + "output_type": "display_data" + } + ], "source": [ "dfp['joint'] = dfp[['m0', 'm1']].product(axis=1)\n", "pal = sns.color_palette(['C2', 'C3'])\n", @@ -991,13 +1401,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 151, + "width": 817 + } + }, + "output_type": "display_data" + } + ], "source": [ "idx = dfp['corr_kind'] == 'y_corr'\n", "dfpp = pd.DataFrame({'delta': dfp.loc[~idx, 'joint'].values - dfp.loc[idx, 'joint'].values}, index=df_train.index)\n", @@ -1268,13 +1694,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 15, + "metadata": { + "image/png": { + "height": 219, + "width": 852 + } + }, + "output_type": "execute_result" + } + ], "source": [ "figio.read(fn='100_2_8_4_ppc_holdout_y_boxplot_mdla0_v1_3_0_dfx_holdout.png', figsize=(12, 6))" ] @@ -1318,13 +1761,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "execution_count": 16, + "metadata": { + "image/png": { + "height": 219, + "width": 852 + } + }, + "output_type": "execute_result" + } + ], "source": [ "figio.read(fn='102_2_8_4_ppc_holdout_y_boxplot_mdla2_v1_2_0_dfx_holdout.png', figsize=(12, 6))" ] @@ -1397,13 +1857,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "execution_count": 17, + "metadata": { + "image/png": { + "height": 276, + "width": 650 + } + }, + "output_type": "execute_result" + } + ], "source": [ "figio.read(fn='102_2_8_4_ppc_holdout_y_exceedance_mdla2_v1_2_0_dfx_holdout.png', figsize=(12, 4))" ] @@ -1454,13 +1931,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Author: jonathan.sedar@oreum.io\n", + "\n", + "Last updated: 2025-05-05 15:13:01\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.12.10\n", + "IPython version : 9.2.0\n", + "\n", + "Compiler : Clang 18.1.8 \n", + "OS : Darwin\n", + "Release : 24.4.0\n", + "Machine : arm64\n", + "Processor : arm\n", + "CPU cores : 8\n", + "Architecture: 64bit\n", + "\n", + "oreum_core: 0.10.8\n", + "pandas : 2.2.3\n", + "pyprojroot: 0.3.0\n", + "sys : 3.12.10 | packaged by conda-forge | (main, Apr 10 2025, 22:19:24) [Clang 18.1.8 ]\n", + "numpy : 1.26.4\n", + "seaborn : 0.13.2\n", + "\n" + ] + } + ], "source": [ "%load_ext watermark\n", "%watermark -a \"jonathan.sedar@oreum.io\" -udtmv -iv"