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Ian Schweer
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Adding reference data for arma
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‎posterior_database/data/data/arma.json‎

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{
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}

‎posterior_database/reference_posteriors/draws/draws/arma11.pymc.json.zip‎

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‎posterior_database/reference_posteriors/draws/info/arma11.pymc.info.json‎

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{
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"name": "arma11",
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"inference": {
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"method": "pymc_sampling",
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"method_arguments": {
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"chains": 10,
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"iter": 30000,
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"warmup": 10000,
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"thin": 1,
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"control": {
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}
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}
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},
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"diagnostics": {
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"diagnostic_information": {
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"names": [
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"mu",
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"phi",
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"theta",
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"sigma"
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]
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},
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"ndraws": 200000,
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"nchains": 10,
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],
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],
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"r_hat": [
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],
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},
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"checks_made": {
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"ndraws_is_10k": true,
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"nchains_is_gte_4": true,
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"ess_within_bounds": true,
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"r_hat_below_1_01": true,
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"efmi_above_0_2": false
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},
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"comments": "Part of the pymc posteriordb hackathon",
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"added_by": "Ian Schweer",
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"added_date": "2024-08-14",
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"versions": {
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"pymc_version": "5.16.2",
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"python_version": "3.12.4 | packaged by Anaconda, Inc. | (main, Jun 18 2024, 10:07:17) [Clang 14.0.6 ]",
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"python_environment": "['Automat==20.2.0', 'Babel==2.11.0', 'Bottleneck==1.3.7', 'Brotli==1.0.9', 'GitPython==3.1.37', 'HeapDict==1.0.1', 'Markdown==3.4.1', 'MarkupSafe==2.1.3', 'Protego==0.1.16', 'PyDispatcher==2.0.5', 'PyJWT==2.8.0', 'PyQt5==5.15.10', 'PyQt5-sip==12.13.0', 'PyQtWebEngine==5.15.6', 'PySocks==1.7.1', 'PyYAML==6.0.1', 'Pygments==2.15.1', 'QDarkStyle==3.2.3', 'QtAwesome==1.2.2', 'QtPy==2.4.1', 'Rtree==1.0.1', 'SQLAlchemy==2.0.30', 'Scrapy==2.11.1', 'Send2Trash==1.8.2', 'Unidecode==1.2.0', 'aiobotocore==2.12.3', 'aiohttp==3.9.5', 'aioitertools==0.7.1', 'aiosignal==1.2.0', 'alabaster==0.7.16', 'altair==5.0.1', 'anaconda-anon-usage==0.4.4', 'anaconda-catalogs==0.2.0', 'anaconda-client==1.12.3', 'anaconda-cloud-auth==0.5.1', 'anaconda-navigator==2.6.1', 'anaconda-project==0.11.1', 'annotated-types==0.6.0', 'anyio==4.2.0', 'appdirs==1.4.4', 'applaunchservices==0.3.0', 'appnope==0.1.3', 'appscript==1.1.2', 'archspec==0.2.3', 'argon2-cffi==21.3.0', 'argon2-cffi-bindings==21.2.0', 'arrow==1.2.3', 'arviz==0.19.0', 'astroid==2.14.2', 'astropy==6.1.0', 'astropy-iers-data==0.2024.6.3.0.31.14', 'asttokens==2.0.5', 'async-lru==2.0.4', 'atomicwrites==1.4.0', 'attrs==23.1.0', 'autopep8==2.0.4', 'bcrypt==3.2.0', 'beautifulsoup4==4.12.3', 'binaryornot==0.4.4', 'black==24.4.2', 'bleach==4.1.0', 'blinker==1.6.2', 'bokeh==3.4.1', 'boltons==23.0.0', 'botocore==1.34.69', 'cachetools==5.3.3', 'certifi==2024.7.4', 'cffi==1.16.0', 'chardet==4.0.0', 'charset-normalizer==2.0.4', 'click==8.1.7', 'cloudpickle==2.2.1', 'colorama==0.4.6', 'colorcet==3.1.0', 'comm==0.2.1', 'conda==24.5.0', 'conda-build==24.5.1', 'conda-content-trust==0.2.0', 'conda-index==0.5.0', 'conda-libmamba-solver==24.1.0', 'conda-pack==0.7.1', 'conda-package-handling==2.3.0', 'conda-package-streaming==0.10.0', 'conda-repo-cli==1.0.88', 'conda-token==0.5.0+1.g2209e04', 'cons==0.4.6', 'constantly==23.10.4', 'contourpy==1.2.0', 'cookiecutter==2.6.0', 'cryptography==42.0.5', 'cssselect==1.2.0', 'cycler==0.11.0', 'cytoolz==0.12.2', 'dask==2024.5.0', 'dask-expr==1.1.0', 'datashader==0.16.2', 'debugpy==1.6.7', 'decorator==5.1.1', 'defusedxml==0.7.1', 'diff-match-patch==20200713', 'dill==0.3.8', 'distributed==2024.5.0', 'distro==1.9.0', 'dm-tree==0.1.8', 'docstring-to-markdown==0.11', 'docutils==0.18.1', 'entrypoints==0.4', 'et-xmlfile==1.1.0', 'etuples==0.3.9', 'executing==0.8.3', 'fastjsonschema==2.16.2', 'filelock==3.15.4', 'flake8==7.0.0', 'flask==3.0.3', 'fonttools==4.51.0', 'frozendict==2.4.2', 'frozenlist==1.4.0', 'fsspec==2024.3.1', 'gensim==4.3.2', 'gitdb==4.0.7', 'greenlet==3.0.1', 'h5netcdf==1.3.0', 'h5py==3.11.0', 'holoviews==1.19.0', 'hvplot==0.10.0', 'hyperlink==21.0.0', 'idna==3.7', 'imagecodecs==2023.1.23', 'imageio==2.33.1', 'imagesize==1.4.1', 'imbalanced-learn==0.12.3', 'importlib-metadata==7.0.1', 'incremental==22.10.0', 'inflection==0.5.1', 'iniconfig==1.1.1', 'intake==0.7.0', 'intervaltree==3.1.0', 'ipykernel==6.28.0', 'ipython==8.25.0', 'ipython-genutils==0.2.0', 'ipywidgets==7.8.1', 'isort==5.13.2', 'itemadapter==0.3.0', 'itemloaders==1.1.0', 'itsdangerous==2.2.0', 'jaraco.classes==3.2.1', 'jedi==0.18.1', 'jellyfish==1.0.1', 'jinja2==3.1.4', 'jmespath==1.0.1', 'joblib==1.4.2', 'json5==0.9.6', 'jsonpatch==1.33', 'jsonpointer==2.1', 'jsonschema==4.19.2', 'jsonschema-specifications==2023.7.1', 'jupyter==1.0.0', 'jupyter-client==8.6.0', 'jupyter-console==6.6.3', 'jupyter-core==5.7.2', 'jupyter-events==0.10.0', 'jupyter-lsp==2.2.0', 'jupyter-server==2.14.1', 'jupyter-server-terminals==0.4.4', 'jupyterlab==4.0.11', 'jupyterlab-pygments==0.1.2', 'jupyterlab-server==2.25.1', 'jupyterlab-widgets==1.0.0', 'keyring==24.3.1', 'kiwisolver==1.4.4', 'lazy-loader==0.4', 'lazy-object-proxy==1.10.0', 'lckr-jupyterlab-variableinspector==3.1.0', 'libarchive-c==2.9', 'libmambapy==1.5.8', 'linkify-it-py==2.0.0', 'llvmlite==0.42.0', 'lmdb==1.4.1', 'locket==1.0.0', 'logical-unification==0.4.6', 'lxml==5.2.1', 'lz4==4.3.2', 'markdown-it-py==2.2.0', 'matplotlib==3.8.4', 'matplotlib-inline==0.1.6', 'mccabe==0.7.0', 'mdit-py-plugins==0.3.0', 'mdurl==0.1.0', 'menuinst==2.1.1', 'miniKanren==1.0.3', 'mistune==2.0.4', 'more-itertools==10.1.0', 'mpmath==1.3.0', 'msgpack==1.0.3', 'multidict==6.0.4', 'multipledispatch==0.6.0', 'mypy==1.10.0', 'mypy-extensions==1.0.0', 'navigator-updater==0.5.1', 'nbclient==0.8.0', 'nbconvert==7.10.0', 'nbformat==5.9.2', 'nest-asyncio==1.6.0', 'networkx==3.2.1', 'nltk==3.8.1', 'notebook==7.0.8', 'notebook-shim==0.2.3', 'numba==0.59.1', 'numexpr==2.8.7', 'numpy==1.26.4', 'numpydoc==1.7.0', 'openpyxl==3.1.2', 'overrides==7.4.0', 'packaging==23.2', 'pandas==2.2.2', 'pandocfilters==1.5.0', 'panel==1.4.4', 'param==2.1.0', 'parsel==1.8.1', 'parso==0.8.3', 'partd==1.4.1', 'pathspec==0.10.3', 'patsy==0.5.6', 'pexpect==4.8.0', 'pickleshare==0.7.5', 'pillow==10.3.0', 'pip==24.0', 'pkce==1.0.3', 'pkginfo==1.10.0', 'platformdirs==3.10.0', 'plotly==5.22.0', 'pluggy==1.0.0', 'ply==3.11', 'prometheus-client==0.14.1', 'prompt-toolkit==3.0.43', 'protobuf==3.20.3', 'psutil==5.9.0', 'ptyprocess==0.7.0', 'pure-eval==0.2.2', 'pyOpenSSL==24.0.0', 'py-cpuinfo==9.0.0', 'pyarrow==14.0.2', 'pyasn1==0.4.8', 'pyasn1-modules==0.2.8', 'pycodestyle==2.11.1', 'pycosat==0.6.6', 'pycparser==2.21', 'pyct==0.5.0', 'pycurl==7.45.2', 'pydantic==2.5.3', 'pydantic-core==2.14.6', 'pydeck==0.8.0', 'pydocstyle==6.3.0', 'pyerfa==2.0.1.4', 'pyflakes==3.2.0', 'pylint==2.16.2', 'pylint-venv==3.0.3', 'pyls-spyder==0.4.0', 'pymc==5.16.2', 'pyobjc-core==10.1', 'pyobjc-framework-Cocoa==10.1', 'pyobjc-framework-CoreServices==10.1', 'pyobjc-framework-FSEvents==10.1', 'pyodbc==5.0.1', 'pyparsing==3.0.9', 'pytensor==2.25.2', 'pytest==7.4.4', 'python-dateutil==2.9.0.post0', 'python-dotenv==0.21.0', 'python-json-logger==2.0.7', 'python-lsp-black==2.0.0', 'python-lsp-jsonrpc==1.1.2', 'python-lsp-server==1.10.0', 'python-slugify==5.0.2', 'python-snappy==0.6.1', 'pytoolconfig==1.2.6', 'pytz==2024.1', 'pyviz-comms==3.0.2', 'pywavelets==1.5.0', 'pyzmq==25.1.2', 'qstylizer==0.2.2', 'qtconsole==5.5.1', 'queuelib==1.6.2', 'referencing==0.30.2', 'regex==2023.10.3', 'requests==2.32.2', 'requests-file==1.5.1', 'requests-toolbelt==1.0.0', 'rfc3339-validator==0.1.4', 'rfc3986-validator==0.1.1', 'rich==13.7.1', 'rope==1.12.0', 'rpds-py==0.10.6', 'ruamel.yaml==0.17.21', 'ruamel-yaml-conda==0.17.21', 's3fs==2024.3.1', 'scikit-image==0.23.2', 'scikit-learn==1.4.2', 'scipy==1.13.1', 'seaborn==0.13.2', 'semver==3.0.2', 'service-identity==18.1.0', 'setuptools==69.5.1', 'sip==6.7.12', 'six==1.16.0', 'smart-open==5.2.1', 'smmap==4.0.0', 'sniffio==1.3.0', 'snowballstemmer==2.2.0', 'sortedcontainers==2.4.0', 'soupsieve==2.5', 'sphinx==7.3.7', 'sphinxcontrib-applehelp==1.0.2', 'sphinxcontrib-devhelp==1.0.2', 'sphinxcontrib-htmlhelp==2.0.0', 'sphinxcontrib-jsmath==1.0.1', 'sphinxcontrib-qthelp==1.0.3', 'sphinxcontrib-serializinghtml==1.1.10', 'spyder==5.5.1', 'spyder-kernels==2.5.0', 'stack-data==0.2.0', 'statsmodels==0.14.2', 'streamlit==1.32.0', 'sympy==1.12', 'tables==3.9.2', 'tabulate==0.9.0', 'tblib==1.7.0', 'tenacity==8.2.2', 'terminado==0.17.1', 'text-unidecode==1.3', 'textdistance==4.2.1', 'threadpoolctl==3.5.0', 'three-merge==0.1.1', 'tifffile==2023.4.12', 'tinycss2==1.2.1', 'tldextract==3.2.0', 'toml==0.10.2', 'tomli==2.0.1', 'tomlkit==0.11.1', 'toolz==0.12.0', 'tornado==6.4.1', 'tqdm==4.66.4', 'traitlets==5.14.3', 'truststore==0.8.0', 'twisted==23.10.0', 'typing-extensions==4.11.0', 'tzdata==2023.3', 'uc-micro-py==1.0.1', 'ujson==5.10.0', 'unicodedata2==15.1.0', 'urllib3==2.2.2', 'w3lib==2.1.2', 'watchdog==4.0.1', 'wcwidth==0.2.5', 'webencodings==0.5.1', 'websocket-client==1.8.0', 'werkzeug==3.0.3', 'whatthepatch==1.0.2', 'wheel==0.43.0', 'widgetsnbextension==3.6.6', 'wrapt==1.14.1', 'wurlitzer==3.0.2', 'xarray==2023.6.0', 'xarray-einstats==0.7.0', 'xlwings==0.31.4', 'xyzservices==2022.9.0', 'yapf==0.40.2', 'yarl==1.9.3', 'zict==3.0.0', 'zipp==3.17.0', 'zope.interface==5.4.0', 'zstandard==0.22.0']"
72+
}
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}

‎posterior_database/reference_posteriors/summary_statistics/mean/mean/mean_summary.json‎

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{"names": ["mu", "phi", "sigma", "theta"], "mean": [-0.203, -0.026, 0.524, 0.34], "sd": [1.263, 1.972, 0.026, 0.448], "mcse_mean": [0.006, 0.011, 0.0, 0.004]}

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