Read the Docs build information Build id: 1979469 Project: datarobot-public-api-client Version: early-access Commit: eb69732e3838099b9a3aaf9c2af3821cbd807488 Date: 2024-01-29T16:47:38.470176Z State: finished Success: True [rtd-command-info] start-time: 2024-01-29T16:47:39.627452Z, end-time: 2024-01-29T16:47:45.323783Z, duration: 5, exit-code: 0 git clone --depth 1 git@github.com:datarobot/public_api_client.git . Cloning into '.'... Warning: Permanently added 'github.com' (ED25519) to the list of known hosts. [rtd-command-info] start-time: 2024-01-29T16:47:45.416578Z, end-time: 2024-01-29T16:47:46.752337Z, duration: 1, exit-code: 0 git fetch origin --force --prune --prune-tags --depth 50 refs/tags/early-access:refs/tags/early-access Warning: Permanently added 'github.com' (ED25519) to the list of known hosts. [rtd-command-info] start-time: 2024-01-29T16:47:46.900398Z, end-time: 2024-01-29T16:47:47.575718Z, duration: 0, exit-code: 0 git checkout --force eb69732e3838099b9a3aaf9c2af3821cbd807488 Note: switching to 'eb69732e3838099b9a3aaf9c2af3821cbd807488'. You are in 'detached HEAD' state. You can look around, make experimental changes and commit them, and you can discard any commits you make in this state without impacting any branches by switching back to a branch. If you want to create a new branch to retain commits you create, you may do so (now or later) by using -c with the switch command. Example: git switch -c Or undo this operation with: git switch - Turn off this advice by setting config variable advice.detachedHead to false HEAD is now at eb69732 Bump datarobotx version to 0.1.21 for release (#2903) [rtd-command-info] start-time: 2024-01-29T16:47:47.651590Z, end-time: 2024-01-29T16:47:47.716924Z, duration: 0, exit-code: 0 git clean -d -f -f [rtd-command-info] start-time: 2024-01-29T16:47:47.787282Z, end-time: 2024-01-29T16:47:47.841725Z, duration: 0, exit-code: 0 cat .readthedocs.yml # .readthedocs.yml # Read the Docs configuration file # See https://docs.readthedocs.io/en/stable/config-file/v2.html for details # Required version: 2 # Build documentation in the docs/ directory with Sphinx sphinx: configuration: sdk_docs/conf.py # Build documentation with MkDocs #mkdocs: # configuration: mkdocs.yml # Optionally build your docs in additional formats such as PDF formats: - pdf # Optionally set the version of Python and requirements required to build your docs python: install: - method: pip path: . extra_requirements: - dev build: os: ubuntu-22.04 tools: python: "3.7" [rtd-command-info] start-time: 2024-01-29T16:47:53.907442Z, end-time: 2024-01-29T16:47:53.992602Z, duration: 0, exit-code: 0 asdf global python 3.7.17 [rtd-command-info] start-time: 2024-01-29T16:47:54.538950Z, end-time: 2024-01-29T16:47:55.801117Z, duration: 1, exit-code: 0 python -mvirtualenv $READTHEDOCS_VIRTUALENV_PATH created virtual environment CPython3.7.17.final.0-64 in 935ms creator CPython3Posix(dest=/home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access, clear=False, no_vcs_ignore=False, global=False) seeder FromAppData(download=False, pip=bundle, setuptools=bundle, wheel=bundle, via=copy, app_data_dir=/home/docs/.local/share/virtualenv) added seed packages: pip==23.1, setuptools==67.6.1, wheel==0.40.0 activators BashActivator,CShellActivator,FishActivator,NushellActivator,PowerShellActivator,PythonActivator [rtd-command-info] 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docutils, charset-normalizer, certifi, babel, alabaster, requests, Jinja2, importlib-metadata, sphinx, readthedocs-sphinx-ext Successfully installed Jinja2-3.1.3 MarkupSafe-2.1.4 Pygments-2.17.2 alabaster-0.7.13 babel-2.14.0 certifi-2023.11.17 charset-normalizer-3.3.2 docutils-0.19 idna-3.6 imagesize-1.4.1 importlib-metadata-6.7.0 packaging-23.2 pytz-2023.4 readthedocs-sphinx-ext-2.2.5 requests-2.31.0 snowballstemmer-2.2.0 sphinx-5.3.0 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-1.1.5 typing-extensions-4.7.1 urllib3-2.0.7 zipp-3.15.0 [rtd-command-info] start-time: 2024-01-29T16:48:10.970978Z, end-time: 2024-01-29T16:48:56.185270Z, duration: 45, exit-code: 0 python -m pip install --upgrade --upgrade-strategy only-if-needed --no-cache-dir .[dev] Processing /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/checkouts/early-access Installing build dependencies: started Installing build dependencies: finished with status 'done' Getting requirements to build wheel: started Getting requirements to build wheel: finished with status 'done' Preparing metadata (pyproject.toml): started Preparing metadata (pyproject.toml): finished with status 'done' Collecting pandas>=0.15 (from datarobot==3.4.0b0) Downloading pandas-1.3.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (11.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 11.3/11.3 MB 43.8 MB/s eta 0:00:00 Collecting numpy (from datarobot==3.4.0b0) Downloading numpy-1.21.6-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (15.7 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 15.7/15.7 MB 139.1 MB/s eta 0:00:00 Collecting pyyaml>=3.11 (from datarobot==3.4.0b0) Downloading PyYAML-6.0.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (2.1 kB) Requirement already satisfied: requests>=2.28.1 in 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mypy_extensions-1.0.0-py3-none-any.whl (4.7 kB) Collecting strenum>=0.4.15 (from datarobot==3.4.0b0) Downloading StrEnum-0.4.15-py3-none-any.whl.metadata (5.3 kB) Collecting mock==3.0.5 (from datarobot==3.4.0b0) Downloading mock-3.0.5-py2.py3-none-any.whl (25 kB) Collecting pytest==7.1.2 (from datarobot==3.4.0b0) Downloading pytest-7.1.2-py3-none-any.whl (297 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 297.0/297.0 kB 175.5 MB/s eta 0:00:00 Collecting pytest-cov (from datarobot==3.4.0b0) Downloading pytest_cov-4.1.0-py3-none-any.whl.metadata (26 kB) Collecting responses==0.21 (from datarobot==3.4.0b0) Downloading responses-0.21.0-py3-none-any.whl (45 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 46.0/46.0 kB 160.3 MB/s eta 0:00:00 Collecting pytest-asyncio==0.21.1 (from datarobot==3.4.0b0) Downloading pytest_asyncio-0.21.1-py3-none-any.whl.metadata (4.0 kB) Collecting pyarrow (from datarobot==3.4.0b0) Downloading pyarrow-12.0.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (3.0 kB) Collecting Pillow==9.2.0 (from datarobot==3.4.0b0) Downloading Pillow-9.2.0-cp37-cp37m-manylinux_2_28_x86_64.whl (3.2 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.2/3.2 MB 184.7 MB/s eta 0:00:00 Collecting black==22.8.0 (from datarobot==3.4.0b0) Downloading black-22.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.5 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.5/1.5 MB 206.6 MB/s eta 0:00:00 Collecting isort==5.10.1 (from datarobot==3.4.0b0) Downloading isort-5.10.1-py3-none-any.whl (103 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 103.4/103.4 kB 176.2 MB/s eta 0:00:00 Collecting flake8==5.0.4 (from datarobot==3.4.0b0) Downloading flake8-5.0.4-py2.py3-none-any.whl (61 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 61.9/61.9 kB 171.7 MB/s eta 0:00:00 Collecting pylint==2.15.0 (from datarobot==3.4.0b0) Downloading pylint-2.15.0-py3-none-any.whl (505 kB) 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sphinx_rtd_theme-1.0.0-py2.py3-none-any.whl (2.8 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.8/2.8 MB 191.5 MB/s eta 0:00:00 Collecting nbsphinx==0.8.9 (from datarobot==3.4.0b0) Downloading nbsphinx-0.8.9-py3-none-any.whl (25 kB) Collecting numpydoc==1.4.0 (from datarobot==3.4.0b0) Downloading numpydoc-1.4.0-py3-none-any.whl (51 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 51.9/51.9 kB 140.0 MB/s eta 0:00:00 Collecting jupyter-contrib-nbextensions (from datarobot==3.4.0b0) Downloading jupyter_contrib_nbextensions-0.7.0.tar.gz (23.5 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 23.5/23.5 MB 169.7 MB/s eta 0:00:00 Preparing metadata (setup.py): started Preparing metadata (setup.py): finished with status 'done' Collecting sphinx-autodoc-typehints==1.17.1 (from datarobot==3.4.0b0) Downloading sphinx_autodoc_typehints-1.17.1-py3-none-any.whl (12 kB) Collecting click>=8.0.0 (from black==22.8.0->datarobot==3.4.0b0) Downloading click-8.1.7-py3-none-any.whl.metadata (3.0 kB) Collecting platformdirs>=2 (from black==22.8.0->datarobot==3.4.0b0) Downloading platformdirs-4.0.0-py3-none-any.whl.metadata (11 kB) Collecting pathspec>=0.9.0 (from black==22.8.0->datarobot==3.4.0b0) Downloading pathspec-0.11.2-py3-none-any.whl.metadata (19 kB) Collecting tomli>=1.1.0 (from black==22.8.0->datarobot==3.4.0b0) Downloading tomli-2.0.1-py3-none-any.whl (12 kB) Collecting typed-ast>=1.4.2 (from black==22.8.0->datarobot==3.4.0b0) Downloading typed_ast-1.5.5-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.7 kB) Collecting ipython>=7.8.0 (from black[jupyter]==22.8.0; extra == "dev"->datarobot==3.4.0b0) Downloading ipython-7.34.0-py3-none-any.whl (793 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 793.8/793.8 kB 218.4 MB/s eta 0:00:00 Collecting tokenize-rt>=3.2.0 (from black[jupyter]==22.8.0; extra == "dev"->datarobot==3.4.0b0) Downloading tokenize_rt-5.0.0-py2.py3-none-any.whl (5.8 kB) Collecting mccabe<0.8.0,>=0.7.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading mccabe-0.7.0-py2.py3-none-any.whl (7.3 kB) Collecting pycodestyle<2.10.0,>=2.9.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading pycodestyle-2.9.1-py2.py3-none-any.whl (41 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 41.5/41.5 kB 153.1 MB/s eta 0:00:00 Collecting pyflakes<2.6.0,>=2.5.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading pyflakes-2.5.0-py2.py3-none-any.whl (66 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 66.1/66.1 kB 146.3 MB/s eta 0:00:00 Collecting importlib-metadata<4.3,>=1.1.0 (from flake8==5.0.4->datarobot==3.4.0b0) Downloading importlib_metadata-4.2.0-py3-none-any.whl (16 kB) Collecting six (from mock==3.0.5->datarobot==3.4.0b0) Downloading six-1.16.0-py2.py3-none-any.whl (11 kB) Requirement already satisfied: docutils in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (from nbsphinx==0.8.9->datarobot==3.4.0b0) (0.19) Requirement already satisfied: jinja2 in 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dill-0.3.7-py3-none-any.whl.metadata (9.9 kB) Collecting astroid<=2.14.0-dev0,>=2.12.4 (from pylint==2.15.0->datarobot==3.4.0b0) Downloading astroid-2.13.5-py3-none-any.whl (273 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 273.2/273.2 kB 208.0 MB/s eta 0:00:00 Collecting tomlkit>=0.10.1 (from pylint==2.15.0->datarobot==3.4.0b0) Downloading tomlkit-0.12.3-py3-none-any.whl.metadata (2.7 kB) Collecting attrs>=19.2.0 (from pytest==7.1.2->datarobot==3.4.0b0) Downloading attrs-23.2.0-py3-none-any.whl.metadata (9.5 kB) Collecting iniconfig (from pytest==7.1.2->datarobot==3.4.0b0) Downloading iniconfig-2.0.0-py3-none-any.whl (5.9 kB) Requirement already satisfied: packaging in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (from pytest==7.1.2->datarobot==3.4.0b0) (23.2) Collecting pluggy<2.0,>=0.12 (from pytest==7.1.2->datarobot==3.4.0b0) Downloading pluggy-1.2.0-py3-none-any.whl.metadata (4.4 kB) Collecting py>=1.8.2 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jupyter_core-4.12.0-py3-none-any.whl (89 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 89.9/89.9 kB 187.8 MB/s eta 0:00:00 Collecting jupyter_highlight_selected_word>=0.1.1 (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading jupyter_highlight_selected_word-0.2.0-py2.py3-none-any.whl (11 kB) Collecting jupyter_nbextensions_configurator>=0.4.0 (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading jupyter_nbextensions_configurator-0.6.3-py2.py3-none-any.whl (466 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 466.9/466.9 kB 213.4 MB/s eta 0:00:00 Collecting notebook>=6.0 (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading notebook-6.5.6-py3-none-any.whl.metadata (2.5 kB) Collecting tornado (from jupyter-contrib-nbextensions->datarobot==3.4.0b0) Downloading tornado-6.2-cp37-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (423 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 424.0/424.0 kB 220.4 MB/s eta 0:00:00 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sha256=11fd94bed53c8438eb4eafba8cd22be24356b167d692c06385676449494b6161 Stored in directory: /tmp/pip-ephem-wheel-cache-ipv6nfc3/wheels/76/ea/b7/2eeef8751e357fcb7127268323aebd6dce06d0ea7e1195ba42 Building wheel for jupyter-contrib-nbextensions (setup.py): started Building wheel for jupyter-contrib-nbextensions (setup.py): finished with status 'done' Created wheel for jupyter-contrib-nbextensions: filename=jupyter_contrib_nbextensions-0.7.0-py2.py3-none-any.whl size=23428785 sha256=45eb3d4690329b1e711cb51fc48a5a09d1b6a34cd46bec34932acadc24a42b0f Stored in directory: /tmp/pip-ephem-wheel-cache-ipv6nfc3/wheels/9c/57/38/7b0046dbc034aa0b2a5af0a26b60c08030f3ede6ca9cf568fa Building wheel for jupyter_contrib_core (setup.py): started Building wheel for jupyter_contrib_core (setup.py): finished with status 'done' Created wheel for jupyter_contrib_core: filename=jupyter_contrib_core-0.4.2-py2.py3-none-any.whl size=17484 sha256=b63801094986ae8ae67b4bc252f378e5d8f0d97ff82ea6459aa01e67081ca2d0 Stored in directory: /tmp/pip-ephem-wheel-cache-ipv6nfc3/wheels/79/cf/67/d2c1aab9313f1ac5f23e30485ff8cccbb062b3a77c00df2b2d Successfully built datarobot jupyter-contrib-nbextensions jupyter_contrib_core Installing collected packages: webencodings, wcwidth, types-urllib3, types-PyYAML, types-pytz, types-python-dateutil, trafaret, strenum, ptyprocess, pickleshare, jupyter_highlight_selected_word, ipython_genutils, fastjsonschema, backcall, wrapt, websocket-client, urllib3, types-requests, typed-ast, traitlets, tornado, tomlkit, tomli, tokenize-rt, tinycss2, soupsieve, sniffio, six, Send2Trash, pyzmq, pyyaml, pyrsistent, pyflakes, pycparser, pycodestyle, py, psutil, prompt-toolkit, prometheus-client, platformdirs, pkgutil-resolve-name, Pillow, pexpect, pathspec, parso, pandocfilters, numpy, nest-asyncio, mypy-extensions, mistune, mccabe, lxml, lazy-object-proxy, jupyterlab-pygments, isort, iniconfig, importlib-resources, importlib-metadata, exceptiongroup, entrypoints, docutils, dill, defusedxml, decorator, debugpy, coverage, terminado, python-dateutil, pyarrow, pluggy, mypy, mock, matplotlib-inline, jupyter_core, jedi, flake8, click, cffi, bleach, beautifulsoup4, attrs, astroid, anyio, sphinx, responses, requests-toolbelt, pytest, pylint, pandas, jupyter-client, jsonschema, ipython, black, argon2-cffi-bindings, sphinx-rtd-theme, sphinx-autodoc-typehints, pytest-cov, pytest-asyncio, numpydoc, nbformat, ipykernel, datarobot, argon2-cffi, nbclient, nbconvert, nbsphinx, jupyter-server, notebook-shim, nbclassic, notebook, jupyter_contrib_core, jupyter_nbextensions_configurator, jupyter-contrib-nbextensions Attempting uninstall: urllib3 Found existing installation: urllib3 2.0.7 Uninstalling urllib3-2.0.7: Successfully uninstalled urllib3-2.0.7 Attempting uninstall: importlib-metadata Found existing installation: importlib-metadata 6.7.0 Uninstalling importlib-metadata-6.7.0: Successfully uninstalled importlib-metadata-6.7.0 Attempting uninstall: docutils Found existing installation: docutils 0.19 Uninstalling docutils-0.19: Successfully uninstalled docutils-0.19 Attempting uninstall: sphinx Found existing installation: Sphinx 5.3.0 Uninstalling Sphinx-5.3.0: Successfully uninstalled Sphinx-5.3.0 Successfully installed Pillow-9.2.0 Send2Trash-1.8.2 anyio-3.7.1 argon2-cffi-23.1.0 argon2-cffi-bindings-21.2.0 astroid-2.13.5 attrs-23.2.0 backcall-0.2.0 beautifulsoup4-4.12.3 black-22.8.0 bleach-6.0.0 cffi-1.15.1 click-8.1.7 coverage-7.2.7 datarobot-3.4.0b0 debugpy-1.7.0 decorator-5.1.1 defusedxml-0.7.1 dill-0.3.7 docutils-0.17.1 entrypoints-0.4 exceptiongroup-1.2.0 fastjsonschema-2.19.1 flake8-5.0.4 importlib-metadata-4.2.0 importlib-resources-5.12.0 iniconfig-2.0.0 ipykernel-6.16.2 ipython-7.34.0 ipython_genutils-0.2.0 isort-5.10.1 jedi-0.19.1 jsonschema-4.17.3 jupyter-client-7.4.9 jupyter-contrib-nbextensions-0.7.0 jupyter-server-1.24.0 jupyter_contrib_core-0.4.2 jupyter_core-4.12.0 jupyter_highlight_selected_word-0.2.0 jupyter_nbextensions_configurator-0.6.3 jupyterlab-pygments-0.2.2 lazy-object-proxy-1.9.0 lxml-5.1.0 matplotlib-inline-0.1.6 mccabe-0.7.0 mistune-3.0.2 mock-3.0.5 mypy-1.0.0 mypy-extensions-1.0.0 nbclassic-1.0.0 nbclient-0.7.4 nbconvert-7.6.0 nbformat-5.8.0 nbsphinx-0.8.9 nest-asyncio-1.6.0 notebook-6.5.6 notebook-shim-0.2.3 numpy-1.21.6 numpydoc-1.4.0 pandas-1.3.5 pandocfilters-1.5.1 parso-0.8.3 pathspec-0.11.2 pexpect-4.9.0 pickleshare-0.7.5 pkgutil-resolve-name-1.3.10 platformdirs-4.0.0 pluggy-1.2.0 prometheus-client-0.17.1 prompt-toolkit-3.0.43 psutil-5.9.8 ptyprocess-0.7.0 py-1.11.0 pyarrow-12.0.1 pycodestyle-2.9.1 pycparser-2.21 pyflakes-2.5.0 pylint-2.15.0 pyrsistent-0.19.3 pytest-7.1.2 pytest-asyncio-0.21.1 pytest-cov-4.1.0 python-dateutil-2.8.2 pyyaml-6.0.1 pyzmq-24.0.1 requests-toolbelt-1.0.0 responses-0.21.0 six-1.16.0 sniffio-1.3.0 soupsieve-2.4.1 sphinx-4.3.2 sphinx-autodoc-typehints-1.17.1 sphinx-rtd-theme-1.0.0 strenum-0.4.15 terminado-0.17.1 tinycss2-1.2.1 tokenize-rt-5.0.0 tomli-2.0.1 tomlkit-0.12.3 tornado-6.2 trafaret-2.1.1 traitlets-5.9.0 typed-ast-1.5.5 types-PyYAML-6.0.12 types-python-dateutil-2.8.19 types-pytz-2022.2.1.0 types-requests-2.28.11 types-urllib3-1.26.25 urllib3-1.26.18 wcwidth-0.2.13 webencodings-0.5.1 websocket-client-1.6.1 wrapt-1.16.0 [rtd-command-info] start-time: 2024-01-29T16:48:57.169805Z, end-time: 2024-01-29T16:48:57.231845Z, duration: 0, exit-code: 0 cat sdk_docs/conf.py # # Copyright 2021 DataRobot, Inc. and its affiliates. # # All rights reserved. # # DataRobot, Inc. # # This is proprietary source code of DataRobot, Inc. and its # affiliates. # # Released under the terms of DataRobot Tool and Utility Agreement. # # DataRobot Python API documentation build configuration file, created by # sphinx-quickstart on Mon Mar 16 10:50:19 2015. # # This file is execfile()d with the current directory set to its containing dir. # # Note that not all possible configuration values are present in this # autogenerated file. # # All configuration values have a default; values that are commented out # serve to show the default. import os import shutil import sys from zipfile import ZipFile import sphinx_rtd_theme sys.path.insert(0, os.path.abspath("..")) from datarobot import __version__ as version # noqa # Make sure magic 'tags' field is defined. # (Not actually useful but makes Cython and pylint errors go away.) if "tags" not in locals(): tags = None if "b" in version: # mainline quarterly releases never have the beta "b" in the version, only internal & weekly do tags.add("include_experimental_docs") # Copy the changelog to the docs directory so sphinx will include it root_dir = os.path.abspath(os.path.dirname(os.path.dirname(__file__))) changelog_path = os.path.join(root_dir, "CHANGES.rst") dest_path = os.path.join(root_dir, "sdk_docs", "CHANGES.rst") assert os.path.isfile(changelog_path) shutil.copyfile(changelog_path, dest_path) # Create a zip file of the example resources (csv, py, ipynb) # so that it can be included it as a download within the HTML docs files_to_zip = [] for root, _, files in os.walk("examples"): basename = os.path.basename(root) # skip "hidden" directories like notebook autosaves and _build if not basename.startswith("_") and not basename.startswith("."): for file in files: name, ext = os.path.splitext(file) ext_lower = ext.lower() if ext_lower in [".csv", ".xls", ".xlsx", ".ipynb", ".py"]: files_to_zip.append(os.path.join(root, file)) with ZipFile("datarobot_examples.zip", "w") as examples_zip: for file in files_to_zip: examples_zip.write(file) # -- General configuration ----------------------------------------------------- # If your documentation needs a minimal Sphinx version, state it here. # needs_sphinx = '1.0' # Add any Sphinx extension module names here, as strings. They can be extensions # coming with Sphinx (named 'sphinx.ext.*') or your custom ones. extensions = [ "sphinx.ext.autodoc", "sphinx.ext.autosummary", "sphinx.ext.doctest", "numpydoc", "nbsphinx", "sphinx_autodoc_typehints", ] # make warnings go away- as advised by # https://github.com/phn/pytpm/issues/3#issuecomment-12133978 numpydoc_show_class_members = False nbsphinx_execute = "never" # Add any paths that contain templates here, relative to this directory. templates_path = ["_templates"] # The suffix of source filenames. source_suffix = ".rst" # Showing automatically documented members in same order as they are in source autodoc_member_order = "bysource" # The encoding of source files. # source_encoding = 'utf-8-sig' # The master toctree document. master_doc = "index" # The version info for the project you're documenting, acts as replacement for # |version| and |release|, also used in various other places throughout the # built documents. # # Thes are both the full X.Y.Z version, including alpha/beta/rc tags. # We think Sphinx probably wants both to be defined. release = version project = "DataRobot Python Client" copyright = "2019, DataRobot, Inc" # The language for content autogenerated by Sphinx. Refer to documentation # for a list of supported languages. # language = None # There are two options for replacing |today|: either, you set today to some # non-false value, then it is used: # today = '' # Else, today_fmt is used as the format for a strftime call. # today_fmt = '%B %d, %Y' # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. exclude_patterns = ["_build", "**/.ipynb_checkpoints"] # The reST default role (used for this markup: `text`) to use for all documents. # default_role = None # If true, '()' will be appended to :func: etc. cross-reference text. # add_function_parentheses = True # If true, the current module name will be prepended to all description # unit titles (such as .. function::). # add_module_names = True # If true, sectionauthor and moduleauthor directives will be shown in the # output. They are ignored by default. # show_authors = False # The name of the Pygments (syntax highlighting) style to use. pygments_style = "sphinx" # A list of ignored prefixes for module index sorting. # modindex_common_prefix = [] # -- Options for HTML output --------------------------------------------------- # The theme to use for HTML and HTML Help pages. See the documentation for # a list of builtin themes. html_theme = "sphinx_rtd_theme" html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] # Theme options are theme-specific and customize the look and feel of a theme # further. For a list of options available for each theme, see the # documentation. # html_theme_options = {} # Add any paths that contain custom themes here, relative to this directory. # html_theme_path = [] # The name for this set of Sphinx documents. If None, it defaults to # " v documentation". # html_title = None # A shorter title for the navigation bar. Default is the same as html_title. # html_short_title = None # The name of an image file (relative to this directory) to place at the top # of the sidebar. # html_logo = None # The name of an image file (within the static path) to use as favicon of the # docs. This file should be a Windows icon file (.ico) being 16x16 or 32x32 # pixels large. # html_favicon = None # Add any paths that contain custom static files (such as style sheets) here, # relative to this directory. They are copied after the builtin static files, # so a file named "default.css" will overwrite the builtin "default.css". html_static_path = ["_static"] html_extra_path = ["_html"] # If not '', a 'Last updated on:' timestamp is inserted at every page bottom, # using the given strftime format. # html_last_updated_fmt = '%b %d, %Y' # If true, SmartyPants will be used to convert quotes and dashes to # typographically correct entities. # html_use_smartypants = True # Custom sidebar templates, maps document names to template names. # html_sidebars = {} # Additional templates that should be rendered to pages, maps page names to # template names. # html_additional_pages = {} # If false, no module index is generated. # html_domain_indices = True # If false, no index is generated. # html_use_index = True # If true, the index is split into individual pages for each letter. # html_split_index = False # If true, links to the reST sources are added to the pages. # html_show_sourcelink = True # If true, "Created using Sphinx" is shown in the HTML footer. Default is True. # html_show_sphinx = True # If true, "(C) Copyright ..." is shown in the HTML footer. Default is True. # html_show_copyright = True # If true, an OpenSearch description file will be output, and all pages will # contain a tag referring to it. The value of this option must be the # base URL from which the finished HTML is served. # html_use_opensearch = '' # This is the file name suffix for HTML files (e.g. ".xhtml"). # html_file_suffix = None # Output file base name for HTML help builder. htmlhelp_basename = "DataRobotPythonDoc" # -- Options for LaTeX output -------------------------------------------------- # latex_elements = { # The paper size ('letterpaper' or 'a4paper'). # 'papersize': 'letterpaper', # The font size ('10pt', '11pt' or '12pt'). # 'pointsize': '10pt', # Additional stuff for the LaTeX preamble. # 'preamble': '', # } fh = open("latex_preamble.tex", "r+") PREAMBLE = fh.read() fh.close() latex_elements = { "inputenc": "", "utf8extra": "", "preamble": PREAMBLE, } # Grouping the document tree into LaTeX files. List of tuples # (source start file, target name, title, author, documentclass [howto/manual]). latex_documents = [ ( "index", f"DataRobotPython_{version}_Docs.tex", "DataRobot Python API Documentation", "DataRobot, Inc.", "manual", ), ] # The name of an image file (relative to this directory) to place at the top of # the title page. # latex_logo = None # For "manual" documents, if this is true, then toplevel headings are parts, # not chapters. # latex_use_parts = False # If true, show page references after internal links. # latex_show_pagerefs = False # If true, show URL addresses after external links. # latex_show_urls = False # Documents to append as an appendix to all manuals. # latex_appendices = [] # If false, no module index is generated. # latex_domain_indices = True # -- Options for manual page output -------------------------------------------- # One entry per manual page. List of tuples # (source start file, name, description, authors, manual section). man_pages = [ ("index", "datarobotpython", "DataRobot Python API Documentation", ["DataRobot, Inc."], 1) ] # If true, show URL addresses after external links. # man_show_urls = False # -- Options for Texinfo output ------------------------------------------------ # Grouping the document tree into Texinfo files. List of tuples # (source start file, target name, title, author, # dir menu entry, description, category) texinfo_documents = [ ( "index", "DataRobotPython", "DataRobot Python API Documentation", "DataRobot, Inc.", "DataRobotPython", "One line description of project.", "Miscellaneous", ), ] # Documents to append as an appendix to all manuals. # texinfo_appendices = [] # If false, no module index is generated. # texinfo_domain_indices = True # How to display URL addresses: 'footnote', 'no', or 'inline'. # texinfo_show_urls = 'footnote' # Nitpick targets to ignore: # These are third-party packages that don't expose documentation for sphinx to link nitpick_ignore = [ ("py:data", "typing.Tuple"), ("py:data", "typing.Optional"), ("py:data", "typing.Union"), ("py:data", "typing.NoReturn"), ("py:data", "typing.Any"), ("py:class", "pandas.core.frame.DataFrame"), ("py:class", "requests.models.Response"), ("py:class", "datetime.datetime"), ("py:class", "PIL.Image.Image"), ("py:class", "collections.OrderedDict"), ] def setup(app): app.add_css_file("css/tight_table.css") ########################################################################### # auto-created readthedocs.org specific configuration # ########################################################################### # # The following code was added during an automated build on readthedocs.org # It is auto created and injected for every build. The result is based on the # conf.py.tmpl file found in the readthedocs.org codebase: # https://github.com/rtfd/readthedocs.org/blob/main/readthedocs/doc_builder/templates/doc_builder/conf.py.tmpl # # Note: this file shouldn't rely on extra dependencies. import importlib import sys import os.path # Borrowed from six. PY3 = sys.version_info[0] == 3 string_types = str if PY3 else basestring from sphinx import version_info # Get suffix for proper linking to GitHub # This is deprecated in Sphinx 1.3+, # as each page can have its own suffix if globals().get('source_suffix', False): if isinstance(source_suffix, string_types): SUFFIX = source_suffix elif isinstance(source_suffix, (list, tuple)): # Sphinx >= 1.3 supports list/tuple to define multiple suffixes SUFFIX = source_suffix[0] elif isinstance(source_suffix, dict): # Sphinx >= 1.8 supports a mapping dictionary for multiple suffixes SUFFIX = list(source_suffix.keys())[0] # make a ``list()`` for py2/py3 compatibility else: # default to .rst SUFFIX = '.rst' else: SUFFIX = '.rst' # Add RTD Static Path. Add to the end because it overwrites previous files. if not 'html_static_path' in globals(): html_static_path = [] if os.path.exists('_static'): html_static_path.append('_static') # Define this variable in case it's not defined by the user. # It defaults to `alabaster` which is the default from Sphinx. # https://www.sphinx-doc.org/en/master/usage/configuration.html#confval-html_theme html_theme = globals().get('html_theme', 'alabaster') #Add project information to the template context. context = { 'html_theme': html_theme, 'current_version': "early-access", 'version_slug': "early-access", 'MEDIA_URL': "https://media.readthedocs.com/media/", 'STATIC_URL': "https://assets.readthedocs.com/", 'PRODUCTION_DOMAIN': "readthedocs.com", 'proxied_static_path': "/_/static/", 'versions': [ ("v3.3.1", "/en/v3.3.1/"), ("v3.3.0", "/en/v3.3.0/"), ("v3.2.2", "/en/v3.2.2/"), ("v3.2.1", "/en/v3.2.1/"), ("v3.2.0", "/en/v3.2.0/"), ("v3.2.0b1", "/en/v3.2.0b1/"), ("v3.2.0b0", "/en/v3.2.0b0/"), ("v3.1.1", "/en/v3.1.1/"), ("v3.1.0", "/en/v3.1.0/"), ("v3.0.3", "/en/v3.0.3/"), ("v3.0.2", "/en/v3.0.2/"), ("v3.0.1", "/en/v3.0.1/"), ("v2.28.3", "/en/v2.28.3/"), ("v2.28.1", "/en/v2.28.1/"), ("v2.28.0", "/en/v2.28.0/"), ("v2.27.3", "/en/v2.27.3/"), ("v2.27.2", "/en/v2.27.2/"), ("v2.27.1", "/en/v2.27.1/"), ("v2.27.0", "/en/v2.27.0/"), ("v2.26.2", "/en/v2.26.2/"), ("v2.26.1", "/en/v2.26.1/"), ("v2.26.0", "/en/v2.26.0/"), ("v2.25.1", "/en/v2.25.1/"), ("v2.25.0", "/en/v2.25.0/"), ("v2.24.0", "/en/v2.24.0/"), ("v2.23.1", "/en/v2.23.1/"), ("v2.23.0", "/en/v2.23.0/"), ("v2.22.2", "/en/v2.22.2/"), ("v2.22.1", "/en/v2.22.1/"), ("v2.22.0", "/en/v2.22.0/"), ("v2.21.6", "/en/v2.21.6/"), ("v2.21.5", "/en/v2.21.5/"), ("v2.21.4", "/en/v2.21.4/"), ("v2.21.3", "/en/v2.21.3/"), ("v2.21.2", "/en/v2.21.2/"), ("v2.20.0", "/en/v2.20.0/"), ("v2.19.0", "/en/v2.19.0/"), ("v2.18.0", "/en/v2.18.0/"), ("v2.17.0", "/en/v2.17.0/"), ("v2.16.0", "/en/v2.16.0/"), ("v2.15.1", "/en/v2.15.1/"), ("v2.14.2", "/en/v2.14.2/"), ("v2.13.3", "/en/v2.13.3/"), ("v2.12.2", "/en/v2.12.2/"), ("v2.11.2", "/en/v2.11.2/"), ("v2.9.3", "/en/v2.9.3/"), ("v2.8.3", "/en/v2.8.3/"), ("v2.7.3", "/en/v2.7.3/"), ("latest-release", "/en/latest-release/"), ("early-access", "/en/early-access/"), ], 'downloads': [ ("pdf", "//datarobot-public-api-client.readthedocs-hosted.com/_/downloads/en/early-access/pdf/"), ], 'subprojects': [ ], 'slug': 'datarobot-public-api-client', 'name': u'public_api_client', 'rtd_language': u'en', 'programming_language': u'py', 'canonical_url': '', 'analytics_code': 'None', 'single_version': False, 'conf_py_path': '/sdk_docs/', 'api_host': 'https://readthedocs.com', 'github_user': 'datarobot', 'proxied_api_host': '/_', 'github_repo': 'public_api_client', 'github_version': 'early-access', 'display_github': True, 'bitbucket_user': 'None', 'bitbucket_repo': 'None', 'bitbucket_version': 'early-access', 'display_bitbucket': False, 'gitlab_user': 'None', 'gitlab_repo': 'None', 'gitlab_version': 'early-access', 'display_gitlab': False, 'READTHEDOCS': True, 'using_theme': (html_theme == "default"), 'new_theme': (html_theme == "sphinx_rtd_theme"), 'source_suffix': SUFFIX, 'ad_free': False, 'docsearch_disabled': False, 'user_analytics_code': '', 'global_analytics_code': 'UA-17997319-2', 'commit': 'eb69732e', } # For sphinx >=1.8 we can use html_baseurl to set the canonical URL. # https://www.sphinx-doc.org/en/master/usage/configuration.html#confval-html_baseurl if version_info >= (1, 8): if not globals().get('html_baseurl'): html_baseurl = context['canonical_url'] context['canonical_url'] = None if 'html_context' in globals(): for key in context: if key not in html_context: html_context[key] = context[key] else: html_context = context # Add custom RTD extension if 'extensions' in globals(): # Insert at the beginning because it can interfere # with other extensions. # See https://github.com/rtfd/readthedocs.org/pull/4054 extensions.insert(0, "readthedocs_ext.readthedocs") else: extensions = ["readthedocs_ext.readthedocs"] # Add External version warning banner to the external version documentation if 'tag' == 'external': extensions.insert(1, "readthedocs_ext.external_version_warning") readthedocs_vcs_url = 'None' readthedocs_build_url = 'https://readthedocs.com/projects/datarobot-public-api-client/builds/1979469/' project_language = 'en' # User's Sphinx configurations language_user = globals().get('language', None) latex_engine_user = globals().get('latex_engine', None) latex_elements_user = globals().get('latex_elements', None) # Remove this once xindy gets installed in Docker image and XINDYOPS # env variable is supported # https://github.com/rtfd/readthedocs-docker-images/pull/98 latex_use_xindy = False chinese = any([ language_user in ('zh_CN', 'zh_TW'), project_language in ('zh_CN', 'zh_TW'), ]) japanese = any([ language_user == 'ja', project_language == 'ja', ]) if chinese: latex_engine = latex_engine_user or 'xelatex' latex_elements_rtd = { 'preamble': '\\usepackage[UTF8]{ctex}\n', } latex_elements = latex_elements_user or latex_elements_rtd elif japanese: latex_engine = latex_engine_user or 'platex' # Make sure our build directory is always excluded exclude_patterns = globals().get('exclude_patterns', []) exclude_patterns.extend(['_build']) [rtd-command-info] start-time: 2024-01-29T16:48:57.318059Z, end-time: 2024-01-29T16:49:53.414085Z, duration: 56, exit-code: 0 python -m sphinx -T -E -b html -d _build/doctrees -D language=en . $READTHEDOCS_OUTPUT/html Running Sphinx v4.3.2 loading translations [en]... done making output directory... done [autosummary] generating autosummary for: CHANGES.rst, autodoc/api_reference.rst, examples/index.rst, getting_started.rst, index.rst, reference/admin/credentials.rst, reference/admin/index.rst, reference/admin/sharing.rst, reference/data/database_connectivity.rst, reference/data/dataset.rst, ..., reference/modeling/spec/segmented_modeling.rst, reference/modeling/spec/time_series.rst, reference/modeling/spec/unsupervised_anomaly.rst, reference/modeling/spec/unsupervised_clustering.rst, reference/modeling/spec/visualai.rst, reference/predictions/batch_predictions.rst, reference/predictions/index.rst, reference/predictions/predict_job.rst, reference/use_cases/index.rst, reference/use_cases/use_cases.rst building [mo]: targets for 0 po files that are out of date building [html]: targets for 44 source files that are out of date updating environment: [new config] 44 added, 0 changed, 0 removed reading sources... [ 2%] CHANGES reading sources... [ 4%] autodoc/api_reference You have imported from the _experimental directory. This directory is used for unreleased datarobot features. Unless you specifically know better, you don't have the access to use this functionality in the app, so this code will not work. reading sources... [ 6%] examples/index reading sources... [ 9%] getting_started reading sources... [ 11%] index reading sources... [ 13%] reference/admin/credentials reading sources... [ 15%] reference/admin/index reading sources... [ 18%] reference/admin/sharing reading sources... [ 20%] reference/data/database_connectivity reading sources... [ 22%] reference/data/dataset reading sources... [ 25%] reference/data/feature_discovery reading sources... [ 27%] reference/data/index reading sources... [ 29%] reference/index reading sources... [ 31%] reference/mlops/custom_model reading sources... [ 34%] reference/mlops/deployment reading sources... [ 36%] reference/mlops/index reading sources... [ 38%] reference/mlops/model_registry reading sources... [ 40%] reference/modeling/blueprint reading sources... [ 43%] reference/modeling/index reading sources... [ 45%] reference/modeling/insights/automated_documentation reading sources... [ 47%] reference/modeling/insights/external_testset reading sources... [ 50%] reference/modeling/insights/index reading sources... [ 52%] reference/modeling/insights/prediction_explanations reading sources... [ 54%] reference/modeling/insights/rating_table reading sources... [ 56%] reference/modeling/job reading sources... [ 59%] reference/modeling/model reading sources... [ 61%] reference/modeling/model_recommendation reading sources... [ 63%] reference/modeling/prime reading sources... [ 65%] reference/modeling/project reading sources... [ 68%] reference/modeling/spec/binary_data reading sources... [ 70%] reference/modeling/spec/custom_task reading sources... [ 72%] reference/modeling/spec/datetime_partition reading sources... [ 75%] reference/modeling/spec/index reading sources... [ 77%] reference/modeling/spec/monotonic_constraints reading sources... [ 79%] reference/modeling/spec/segmented_modeling reading sources... [ 81%] reference/modeling/spec/time_series reading sources... [ 84%] reference/modeling/spec/unsupervised_anomaly reading sources... [ 86%] reference/modeling/spec/unsupervised_clustering reading sources... [ 88%] reference/modeling/spec/visualai reading sources... [ 90%] reference/predictions/batch_predictions reading sources... [ 93%] reference/predictions/index reading sources... [ 95%] reference/predictions/predict_job reading sources... [ 97%] reference/use_cases/index reading sources... [100%] reference/use_cases/use_cases WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentRecord: __name__ WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentExplanations: __name__ WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentPredictionsPreview: __name__ looking for now-outdated files... none found pickling environment... done checking consistency... done preparing documents... done writing output... [ 2%] CHANGES writing output... [ 4%] autodoc/api_reference writing output... [ 6%] examples/index writing output... [ 9%] getting_started writing output... [ 11%] index writing output... [ 13%] reference/admin/credentials writing output... [ 15%] reference/admin/index writing output... [ 18%] reference/admin/sharing writing output... [ 20%] reference/data/database_connectivity writing output... [ 22%] reference/data/dataset writing output... [ 25%] reference/data/feature_discovery writing output... [ 27%] reference/data/index writing output... [ 29%] reference/index writing output... [ 31%] reference/mlops/custom_model writing output... [ 34%] reference/mlops/deployment writing output... [ 36%] reference/mlops/index writing output... [ 38%] reference/mlops/model_registry writing output... [ 40%] reference/modeling/blueprint writing output... [ 43%] reference/modeling/index writing output... [ 45%] reference/modeling/insights/automated_documentation writing output... [ 47%] reference/modeling/insights/external_testset writing output... [ 50%] reference/modeling/insights/index writing output... [ 52%] reference/modeling/insights/prediction_explanations writing output... [ 54%] reference/modeling/insights/rating_table writing output... [ 56%] reference/modeling/job writing output... [ 59%] reference/modeling/model writing output... [ 61%] reference/modeling/model_recommendation writing output... 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[100%] reference/use_cases/use_cases generating indices... genindex py-modindex done writing additional pages... search done copying images... [ 20%] reference/modeling/spec/images/visualai/sample1.png copying images... [ 40%] reference/modeling/spec/images/visualai/sample2.png copying images... [ 60%] reference/modeling/spec/images/visualai/activation_map1.png copying images... [ 80%] reference/modeling/spec/images/visualai/activation_map2.png copying images... [100%] reference/modeling/spec/images/visualai/embeddings.png copying static files... done copying extra files... done dumping search index in English (code: en)... done dumping object inventory... done build succeeded, 3 warnings. The HTML pages are in ../_readthedocs/html. Updating searchtools for Read the Docs search... [rtd-command-info] start-time: 2024-01-29T16:49:53.493283Z, end-time: 2024-01-29T16:50:51.390622Z, duration: 57, exit-code: 0 python -m sphinx -T -E -b latex -d _build/doctrees -D language=en . $READTHEDOCS_OUTPUT/pdf Running Sphinx v4.3.2 loading translations [en]... done making output directory... done [autosummary] generating autosummary for: CHANGES.rst, autodoc/api_reference.rst, examples/index.rst, getting_started.rst, index.rst, reference/admin/credentials.rst, reference/admin/index.rst, reference/admin/sharing.rst, reference/data/database_connectivity.rst, reference/data/dataset.rst, ..., reference/modeling/spec/segmented_modeling.rst, reference/modeling/spec/time_series.rst, reference/modeling/spec/unsupervised_anomaly.rst, reference/modeling/spec/unsupervised_clustering.rst, reference/modeling/spec/visualai.rst, reference/predictions/batch_predictions.rst, reference/predictions/index.rst, reference/predictions/predict_job.rst, reference/use_cases/index.rst, reference/use_cases/use_cases.rst building [mo]: targets for 0 po files that are out of date building [latex]: all documents updating environment: [new config] 44 added, 0 changed, 0 removed reading sources... 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[100%] reference/use_cases/use_cases WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentRecord: __name__ WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentExplanations: __name__ WARNING: error while formatting arguments for datarobot.models.anomaly_assessment.AnomalyAssessmentPredictionsPreview: __name__ looking for now-outdated files... none found pickling environment... done checking consistency... done processing DataRobotPython_3.4.0b0_Docs.tex... index getting_started reference/index reference/data/index reference/data/dataset reference/data/database_connectivity reference/data/feature_discovery reference/modeling/index reference/modeling/project reference/modeling/model reference/modeling/blueprint reference/modeling/spec/index reference/modeling/spec/datetime_partition reference/modeling/spec/time_series reference/modeling/spec/visualai reference/modeling/spec/unsupervised_anomaly reference/modeling/spec/unsupervised_clustering reference/modeling/spec/segmented_modeling reference/modeling/spec/custom_task reference/modeling/spec/monotonic_constraints reference/modeling/spec/binary_data reference/modeling/insights/index reference/modeling/insights/prediction_explanations reference/modeling/insights/rating_table reference/modeling/insights/automated_documentation reference/modeling/insights/external_testset reference/modeling/job reference/modeling/prime reference/modeling/model_recommendation reference/predictions/index reference/predictions/predict_job reference/predictions/batch_predictions reference/mlops/index reference/mlops/deployment reference/mlops/custom_model reference/mlops/model_registry reference/admin/index reference/admin/credentials reference/admin/sharing reference/use_cases/index reference/use_cases/use_cases autodoc/api_reference examples/index CHANGES resolving references... done writing... done copying images... 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[35] [36] Underfull \hbox (badness 10000) in paragraph at lines 2291--2293 []\T1/qtm/m/n/10 For mul-ti-class mod-els, you can get a list of per-class lift charts us-ing the \T1/txtt/m/n/10 Model \T1/qtm/m/n/10 method Underfull \hbox (badness 10000) in paragraph at lines 2305--2310 []\T1/qtm/m/n/10 Just as with the lift and ROC charts, you can use \T1/txtt/m/n /10 Model \T1/qtm/m/n/10 meth-ods \T1/txtt/m/n/10 get_residuals_chart \T1/qtm/m /n/10 and [37] LaTeX Warning: Hyper reference `autodoc/api_reference:missing-values-report-api ' on page 38 undefined on input line 2366. [38] [39] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model.re quest_training_predictions' on page 40 undefined on input line 2470. LaTeX Warning: Hyper reference `reference/predictions/predict_job:training-pred ictions' on page 40 undefined on input line 2473. 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[61] [62 <./sample1.png> <./sample2.png>] [63] [64 <./activation_map1.png> <./a ctivation_map2.png>] [65] [66 <./embeddings.png>] Overfull \vbox (0.56935pt too high) detected at line 4181 [67] LaTeX Warning: Hyper reference `reference/modeling/spec/binary_data:binary-data ' on page 68 undefined on input line 4223. [68] [69] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Datetime Model.get_anomaly_over_time_plot' on page 70 undefined on input line 4292. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Datetime Model.get_anomaly_over_time_plots_metadata' on page 70 undefined on input line 4293. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Datetime Model.get_anomaly_over_time_plot_preview' on page 70 undefined on input line 42 94. [70] Underfull \hbox (badness 7012) in paragraph at lines 4364--4367 []\T1/qtm/m/n/10 1. Up-load a pre-dic-tion dataset, spec-i-fy-ing \T1/txtt/m/n/ 10 predictions_start_date\T1/qtm/m/n/10 , \T1/txtt/m/n/10 predictions_end_date\ T1/qtm/m/n/10 , and [71] Underfull \hbox (badness 10000) in paragraph at lines 4414--4417 []\T1/qtm/m/n/10 Up-load a pre-dic-tion dataset that con-tains la-bel col-umn(s ), re-quest com-pute ex-ter-nal test on one of [72] [73] [74] [75] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model' o n page 76 undefined on input line 4692. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.cluster_ insight.ClusterInsight' on page 76 undefined on input line 4746. [76] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.cluster_ insight.ClusterInsight' on page 77 undefined on input line 1. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.cluster_ insight.ClusterInsight' on page 77 undefined on input line 4767. 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LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! 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Underfull \hbox (badness 10000) in paragraph at lines 54712--54717 []\T1/qtm/m/n/10 Op-tion 2 (New in ver-sion v2.20): Use \T1/txtt/m/n/10 index\T 1/qtm/m/n/10 , \T1/txtt/m/n/10 primary_training_start_date\T1/qtm/m/n/10 , LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.construct_duration_string' on page 558 undefined on input line 54 738. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:date -dur-spec' on page 558 undefined on input line 54739. [558] Underfull \hbox (badness 10000) in paragraph at lines 54812--54813 []\T1/qtm/m/n/10 [bool][Switch to us-ing the older a_priori key name in-stead o f LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.FeatureSettingsPayload' on page 559 undefined on input line 54823 . [559] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.get' on page 560 undefined on input line 54875. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.to_specification' on page 560 undefined on input line 54880. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oningSpecification' on page 560 undefined on input line 54882. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. analyze_and_model' on page 560 undefined on input line 54883. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.construct_duration_string' on page 560 undefined on input line 54 894. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:date -dur-spec' on page 560 undefined on input line 54895. [560] Underfull \hbox (badness 10000) in paragraph at lines 54917--54921 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54917--54921 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [561] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.Backtest' on page 562 undefined on input line 55012. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.FeatureSettings ' on page 562 undefined on input line 55054. [562] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.Periodicity' on page 563 undefined on input line 55092. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.CalendarFile' o n page 563 undefined on input line 55129. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.CalendarFile' o n page 563 undefined on input line 55134. Underfull \hbox (badness 10000) in paragraph at lines 55142--55146 []\T1/qtm/m/n/10 (New in ver-sion v2.24) LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. analyze_and_model' on page 563 undefined on input line 55170. [563] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning' on page 564 undefined on input line 55231. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning' on page 564 undefined on input line 55279. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.generate_optimized' on page 564 undefined on input line 55292. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning' on page 564 undefined on input line 55313. [564] [565] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oningSpecification' on page 566 undefined on input line 55503. Underfull \hbox (badness 10000) in paragraph at lines 55515--55524 []\T1/qtm/m/n/10 [bool, op-tional] De-faults to \T1/txtt/m/n/10 False\T1/qtm/m/ n/10 . If \T1/txtt/m/n/10 False\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 55515--55524 \T1/qtm/m/n/10 will use a duration-based ap-proach for spec-i-fy-ing back-tests (\T1/txtt/m/n/10 gap_duration\T1/qtm/m/n/10 , LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oningSpecification' on page 566 undefined on input line 55538. [566] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.generate_optimized' on page 567 undefined on input line 55650. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oningSpecification' on page 567 undefined on input line 55671. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. analyze_and_model' on page 567 undefined on input line 55692. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.DatetimePartiti oning.get_optimized' on page 567 undefined on input line 55693. Underfull \hbox (badness 10000) in paragraph at lines 55691--55694 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to \T1/txt t/m/sl/10 Project.analyze_and_model \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 55691--55694 \T1/txtt/m/n/10 partitioning_method \T1/qtm/m/n/10 pa-ram-e-ter. To see the ful l par-ti-tion-ing use \T1/txtt/m/sl/10 DatetimePartitioning. [567] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.BacktestSpecifi cation' on page 568 undefined on input line 55773. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.partiti oning_methods.construct_duration_string' on page 568 undefined on input line 55 783. LaTeX Warning: Hyper reference `reference/modeling/spec/datetime_partition:date -dur-spec' on page 568 undefined on input line 55784. [568] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.BacktestSpecifi cation' on page 569 undefined on input line 55874. [569] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.BacktestSpecifi cation' on page 570 undefined on input line 55904. Underfull \hbox (badness 10000) in paragraph at lines 55918--55921 []\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into a [570] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 571 undefined on input line 56073. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 571 undefined on input line 56083. [571] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 572 undefined on input line 56105. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PayoffMa trix' on page 572 undefined on input line 56123. 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[575] [576] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 577 undefined on input line 56781. [577] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 578 undefined on input line 56899. [578] [579] Underfull \hbox (badness 10000) in paragraph at lines 57145--57148 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57150--57153 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [580] Underfull \hbox (badness 6708) in paragraph at lines 57217--57222 []\T1/qtm/m/n/10 Cre-ate pre-dic-tion ex-pla-na-tions for the the dataset used to train the model. This can be Underfull \hbox (badness 6927) in paragraph at lines 57217--57222 \T1/qtm/m/n/10 re-trieved by call-ing \T1/txtt/m/n/10 dr.Model.get().featurelis t_id\T1/qtm/m/n/10 . For OTV and time-series projects, Underfull \hbox (badness 10000) in paragraph at lines 57232--57235 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57237--57240 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [581] [582] [583] Overfull \hbox (15.28386pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , Overfull \hbox (13.06384pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , Overfull \hbox (46.11383pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )| [584] Underfull \hbox (badness 10000) in paragraph at lines 57684--57687 []\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a s Overfull \hbox (89.36382pt too wide) in paragraph at lines 57697--57697 \T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , Overfull \hbox (5.23384pt too wide) in paragraph at lines 57697--57697 \T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )| [585] [586] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ixJob' on page 587 undefined on input line 57871. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 587 undefined on input line 57894. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 587 undefined on input line 57913. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 587 undefined on input line 57938. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.ShapMatr ix' on page 587 undefined on input line 57945. [587] [588] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 589 undefined on input line 58132. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 589 undefined on input line 58137. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series ' on page 589 undefined on input line 58143. 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[590] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Deployme nt' on page 591 undefined on input line 58363. [591] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.PredictionServe r' on page 592 undefined on input line 58397. [592] [593] Underfull \hbox (badness 10000) in paragraph at lines 58617--58622 []\T1/qtm/m/n/10 Raised if an ob-ject passed to the \T1/txtt/m/n/10 options \T1 /qtm/m/n/10 pa-ram-e-ter is not an LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.helpers.Advance dOptions' on page 594 undefined on input line 58650. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 594 undefined on input line 58691. [594] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 595 undefined on input line 58787. [595] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Dataset' on page 596 undefined on input line 58944. [596] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 597 undefined on input line 59003. [597] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 598 undefined on input line 59053. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 598 undefined on input line 59109. [598] LaTeX Warning: Hyper reference `autodoc/api_reference:partitions-api' on page 5 99 undefined on input line 59182. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_partitioning_method' on page 599 undefined on input line 59184. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_datetime_partitioning' on page 599 undefined on input line 59185. Underfull \hbox (badness 6412) in paragraph at lines 59180--59187 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59180--59187 \T1/qtm/m/it/10 Par-ti-tion Classes \T1/qtm/m/n/10 de-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59180--59187 \T1/qtm/m/n/10 As an al-ter-na-tive, use \T1/txtt/m/sl/10 Project.set_partition ing_method \T1/qtm/m/n/10 or \T1/txtt/m/sl/10 Project. [599] Overfull \hbox (1.56093pt too wide) in paragraph at lines 59264--59272 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 600 undefined on input line 59325. [600] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project' on page 601 undefined on input line 59418. [601] LaTeX Warning: Hyper reference `autodoc/api_reference:partitions-api' on page 6 02 undefined on input line 59537. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_partitioning_method' on page 602 undefined on input line 59539. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_datetime_partitioning' on page 602 undefined on input line 59540. Underfull \hbox (badness 6412) in paragraph at lines 59535--59542 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59535--59542 \T1/qtm/m/it/10 Par-ti-tion Classes \T1/qtm/m/n/10 de-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59535--59542 \T1/qtm/m/n/10 As an al-ter-na-tive, use \T1/txtt/m/sl/10 Project.set_partition ing_method \T1/qtm/m/n/10 or \T1/txtt/m/sl/10 Project. [602] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. start' on page 603 undefined on input line 59644. [603] LaTeX Warning: Hyper reference `autodoc/api_reference:partitions-api' on page 6 04 undefined on input line 59729. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_partitioning_method' on page 604 undefined on input line 59731. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. set_datetime_partitioning' on page 604 undefined on input line 59732. Underfull \hbox (badness 6412) in paragraph at lines 59727--59734 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59727--59734 \T1/qtm/m/it/10 Par-ti-tion Classes \T1/qtm/m/n/10 de-fined in \T1/txtt/m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59727--59734 \T1/qtm/m/n/10 As an al-ter-na-tive, use \T1/txtt/m/sl/10 Project.set_partition ing_method \T1/qtm/m/n/10 or \T1/txtt/m/sl/10 Project. [604] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. start' on page 605 undefined on input line 59831. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. analyze_and_model' on page 605 undefined on input line 59835. [605] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model' o n page 606 undefined on input line 59946. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model' o n page 606 undefined on input line 59970. [606] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Model' o n page 607 undefined on input line 60022. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Datetime Model' on page 607 undefined on input line 60049. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.PrimeMod el' on page 607 undefined on input line 60071. [607] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Dataset' on page 608 undefined on input line 60129. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 608 undefined on input line 60150. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 608 undefined on input line 60185. [608] Underfull \hbox (badness 10000) in paragraph at lines 60257--60261 []\T1/qtm/m/n/10 Raised if \T1/txtt/m/n/10 forecast_point \T1/qtm/m/n/10 or \T1 /txtt/m/n/10 predictions_start_date \T1/qtm/m/n/10 and LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Predicti onDataset' on page 609 undefined on input line 60268. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:time-series -predict' on page 609 undefined on input line 60303. 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[612] LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 613 undefined on input line 60767. [613] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Modeling Featurelist' on page 614 undefined on input line 60789. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.restore_ discarded_features.DiscardedFeaturesInfo' on page 614 undefined on input line 6 0811. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.restore_ discarded_features.FeatureRestorationStatus' on page 614 undefined on input lin e 60836. [614] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Feature' on page 615 undefined on input line 60963. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Featurel ist' on page 615 undefined on input line 61000. [615] [616] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Featurel ist' on page 617 undefined on input line 61108. LaTeX Warning: Hyper reference `reference/modeling/spec/time_series:input-vs-mo deling' on page 617 undefined on input line 61127. LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Modeling Featurelist' on page 617 undefined on input line 61167. [617] [618] LaTeX Warning: Hyper reference `autodoc/api_reference:datarobot.models.Project. train_datetime' on page 619 undefined on input line 61433. [619] Underfull \hbox (badness 10000) in paragraph at lines 61468--61478 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 61468--61478 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). 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Underfull \hbox (badness 10000) in paragraph at lines 76833--76835 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit Output written on datarobot-public-api-client.pdf (809 pages, 3767087 bytes). Transcript written on datarobot-public-api-client.log. Latexmk: Index file 'datarobot-public-api-client.idx' was written Latexmk: Missing input file 'datarobot-public-api-client.ind' (or dependence on it) from following: 'No file datarobot-public-api-client.ind.' Latexmk: References changed. Latexmk: References changed. Latexmk: Log file says output to 'datarobot-public-api-client.pdf' Latexmk: List of undefined refs and citations: Reference `autodoc/api_reference:module-datarobot.client' on page 805 undefined on input line 81602 Reference `autodoc/api_reference:module-datarobot.models.training_predictions' on page 805 undefined on input line 81603 Rule 'makeindex datarobot-public-api-client.idx': File changes, etc: Changed files, or newly in use since previous run(s): 'datarobot-public-api-client.idx' ------------ Run number 1 of rule 'makeindex datarobot-public-api-client.idx' ------------ ------------ Running 'makeindex -s python.ist -o "datarobot-public-api-client.ind" "datarobot-public-api-client.idx"' ------------ Latexmk: Examining 'datarobot-public-api-client.log' === TeX engine is 'pdfTeX' Latexmk: applying rule 'makeindex datarobot-public-api-client.idx'... This is makeindex, version 2.15 [TeX Live 2022/dev] (kpathsea + Thai support). Scanning style file ./python.ist.......done (7 attributes redefined, 0 ignored). Scanning input file datarobot-public-api-client.idx.....done (1465 entries accepted, 0 rejected). Sorting entries..............done (16147 comparisons). Generating output file datarobot-public-api-client.ind.....done (2490 lines written, 0 warnings). Output written in datarobot-public-api-client.ind. Transcript written in datarobot-public-api-client.ilg. 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[3] [4] Chapter 2. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/t1txtt.fd) [5] (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) Underfull \hbox (badness 10000) in paragraph at lines 305--308 [][][]\T1/txtt/m/sl/10 Dataset.create_from_url[][] \T1/qtm/m/n/10 takes .csv da ta from a URL. If you have set Underfull \hbox (badness 10000) in paragraph at lines 314--318 [][][]\T1/txtt/m/sl/10 Dataset.create_from_data_source[][] \T1/qtm/m/n/10 takes data from a data source. 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[45] Underfull \hbox (badness 10000) in paragraph at lines 2869--2874 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 validation_start_date\T1/qtm/m/n/10 . Us-ing the same date for both \T1/txtt/m/n/10 primary_training_end_date \T1/qtm/m/n/1 0 and [46] Underfull \hbox (badness 10000) in paragraph at lines 2901--2906 []\T1/qtm/m/n/10 For date-time par-ti-tioned model you can re-trieve the Ac-cu- racy over Time plot. To do so use Underfull \hbox (badness 7558) in paragraph at lines 2901--2906 [][]\T1/txtt/m/sl/10 DatetimeModel.get_accuracy_over_time_plot[][]\T1/qtm/m/n/1 0 . You can also re-trieve the de-tailed meta-data us-ing [47] [48] [49] [50] [51] Underfull \hbox (badness 6141) in paragraph at lines 3317--3324 []\T1/qtm/m/n/10 Enough rows of his-tor-i-cal data must be pro-vided to cover t he span of the ef-fec-tive Fea-ture Deriva- [52] [53] [54] [55] Underfull \hbox (badness 10000) in paragraph at lines 3605--3610 []\T1/qtm/m/n/10 Pre-dic-tion in-ter-vals can be cal-cu-lated for a [][]\T1/txt t/m/sl/10 DatetimeModel[][] \T1/qtm/m/n/10 us-ing the [][]\T1/txtt/m/sl/10 Date timeModel. [56] [57] Overfull \vbox (1.97241pt too high) detected at line 3803 [58] [59] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! 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LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3835 ├── american\PYGZus{}bulldog ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … [60] [61] [62 <./sample1.png> <./sample2.png>] [63] [64 <./activation_map1.png> <./activation_map2.png>] [65] [66 <./embeddings.png>] Overfull \vbox (0.56935pt too high) detected at line 4181 [67] [68] [69] [70] Underfull \hbox (badness 7012) in paragraph at lines 4364--4367 []\T1/qtm/m/n/10 1. Up-load a pre-dic-tion dataset, spec-i-fy-ing \T1/txtt/m/n/ 10 predictions_start_date\T1/qtm/m/n/10 , \T1/txtt/m/n/10 predictions_end_date\ T1/qtm/m/n/10 , and [71] Underfull \hbox (badness 10000) in paragraph at lines 4414--4417 []\T1/qtm/m/n/10 Up-load a pre-dic-tion dataset that con-tains la-bel col-umn(s ), re-quest com-pute ex-ter-nal test on one of [72] [73] [74] [75] [76] [77] [78] [79] ! LaTeX Error: Unicode character 物 (U+7269) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} ! LaTeX Error: Unicode character 类 (U+7C7B) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} [80] [81] [82] [83] [84] [85] [86] [87] [88] [89] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv [90] [91] Underfull \vbox (badness 1087) detected at line 5922 [92] [93] [94] [95] [96] Underfull \hbox (badness 10000) in paragraph at lines 6191--6198 \T1/qtm/b/n/10 Note: \T1/txtt/m/n/10 PredictionExplanations.get_all_as_datafra me() \T1/qtm/m/n/10 and \T1/txtt/m/n/10 PredictionExplanations. [97] [98] [99] [100] [101] [102] [103] [104] [105] [106] [107] [108] [109] [110] [111] Underfull \hbox (badness 10000) in paragraph at lines 7188--7193 []\T1/qtm/m/n/10 If you just want to get gen-er-ated pre-dic-tions from a Pre-d ic-tJob, you can use the \T1/txtt/m/n/10 PredictJob. [112] [113] [114] [115] [116] [117] [118] [119] [120] [121] Overfull \vbox (2.72194pt too high) detected at line 7938 [122] [123] [124] Underfull \hbox (badness 5231) in paragraph at lines 8071--8076 []\T1/qtm/m/n/10 In or-der to sched-ule the ex-e-cu-tion of a Batch Pre-dic-tio n job, a def-i-ni-tion must first be cre-ated, us- Underfull \hbox (badness 10000) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 minute val- Underfull \hbox (badness 7981) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 hour of the Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 []|\T1/qtm/m/n/10 The hour(s) Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 of the day Underfull \hbox (badness 5741) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 []|\T1/qtm/m/n/10 Strings, ei- Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ther 3-letter Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ab-bre-vi-a-tions Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 or the full Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 month, can Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 change-ably Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 []\T1/qtm/m/n/10 Months that Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 pat-i-ble with Overfull \hbox (8.34909pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 are ig-nored, Overfull \hbox (13.59908pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 ": [31], Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "month":[ Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ab-bre-vi-a- Underfull \hbox (badness 5741) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 tions or the Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 full name Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 of the day, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 in-ter-change- Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ably (e.g., Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun^^Q, or Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun^^Q, all Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 di-tive with Overfull \hbox (10.84909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 run both Underfull \hbox (badness 7981) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 on the date Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (8.34909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 []|\T1/qtm/m/n/10 The date(s) Underfull \hbox (badness 5741) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/txtt/m/n/10 ... 31] \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 days of the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 di-tive with Overfull \hbox (5.5991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 the date(s) Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 this field Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 dates 1st, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 3rd, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 plus ev-ery Overfull \hbox (8.34909pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is set to Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 ["*"] \T1/qtm/m/n/10 and Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is de-fined, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 will trig-ger Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 Tues-day the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 9th, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 16th, 23rd, Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 such as Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 Febru-ary Underfull \hbox (badness 6032) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 31st are ig- [125] Overfull \vbox (691.36992pt too high) has occurred while \output is active [126] Underfull \hbox (badness 5832) in paragraph at lines 8224--8230 []\T1/qtm/m/n/10 Job def-i-ni-tions are only be ex-e-cuted by the sched-uler if \T1/txtt/m/n/10 enabled \T1/qtm/m/n/10 is set to \T1/txtt/m/n/10 True\T1/qtm/m /n/10 . If you have a Underfull \hbox (badness 8056) in paragraph at lines 8224--8230 \T1/qtm/m/n/10 job def-i-ni-tion that was pre-vi-ously run-ning as a sched-uled job, but should now be stopped, sim-ply Underfull \hbox (badness 10000) in paragraph at lines 8267--8270 []\T1/qtm/m/n/10 When cre-at-ing a new de-ploy-ment, a DataRobot \T1/txtt/m/n/1 0 registered_model_version_id\TS1/txtt/m/n/10 ``\T1/txtt/m/n/10 (also known as [127] [128] [129] [130] [131] Overfull \vbox (1.97241pt too high) detected at line 8640 [132] [133] [134] [135] [136] [137] [138] [139] Underfull \hbox (badness 10000) in paragraph at lines 9128--9132 \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobot.models.deployment.DeploymentGr antSharedRoleWithId[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.model s. [140] [141] [142] Underfull \hbox (badness 10000) in paragraph at lines 9291--9294 []\T1/qtm/m/n/10 Re-fer to [][]\T1/txtt/m/sl/10 ExecutionEnvironment[][] \T1/qt m/m/n/10 for prop-er-ties of the ex-e-cu-tion en-vi-ron-ment ob-ject and [143] [144] [145] Overfull \vbox (2.67389pt too high) detected at line 9507 [146] Overfull \vbox (1.97238pt too high) detected at line 9571 [147] [148] [149] [150] Underfull \hbox (badness 10000) in paragraph at lines 9793--9797 []\T1/qtm/m/n/10 cus-tom_model.update(is_training_data_for_versions_permanently _enabled=True) cus- [151] [152] [153] [154] [155] [156] [157] [158] [159] [160] Underfull \hbox (badness 10000) in paragraph at lines 10416--10419 []\T1/qtm/m/n/10 You can also fil-ter the reg-is-tered model ver-sions that are re-turned by pass-ing an in-stance of the [161] [162] [163] [164] [165] [166] [167] [168] [169] [170] Underfull \hbox (badness 10000) in paragraph at lines 11085--11088 []\T1/qtm/m/n/10 Use Cases sup-port \T1/txtt/m/n/10 SHARING_ROLE.OWNER\T1/qtm/m /n/10 , \T1/txtt/m/n/10 SHARING_ROLE.EDITOR\T1/qtm/m/n/10 , \T1/txtt/m/n/10 SHA RING_ROLE.CONSUMER \T1/qtm/m/n/10 and [171] [172] [173] [174] Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for cal- Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/qtm/m/n/10 cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proportional Parity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or [175] [176] [177] Underfull \hbox (badness 10000) in paragraph at lines 11691--11695 []\T1/qtm/m/n/10 Fil-ter by \T1/qtm/m/it/10 sta-tus \T1/qtm/m/n/10 == Anoma-lyA ssess-mentSta- [178] [179] [180] Overfull \hbox (14.55872pt too wide) in paragraph at lines 12098--12098 \T1/qtm/m/it/10 **record_kwargs\T1/txtt/m/n/10 )| [181] Underfull \hbox (badness 10000) in paragraph at lines 12254--12258 []\T1/qtm/m/n/10 greater or [182] [183] Underfull \hbox (badness 10000) in paragraph at lines 12420--12425 []\T1/qtm/m/n/10 Op-tional. Fil-ter [184] [185] [186] [187] [188] [189] [190] Underfull \hbox (badness 10000) in paragraph at lines 13287--13291 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13292--13296 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [191] Underfull \hbox (badness 10000) in paragraph at lines 13336--13340 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13341--13345 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [192] Underfull \hbox (badness 10000) in paragraph at lines 13501--13504 []\T1/qtm/m/n/10 par-ti-tion : sub-set of train-ing data to score, one of \T1/t xtt/m/n/10 datarobot.enums. [193] [194] [195] [196] [197] [198] [199] [200] [201] [202] [203] [204] [205] [206] [207] [208] [209] [210] [211] [212] [213] [214] [215] [216] [217] [218] [219] [220] [221] Underfull \hbox (badness 10000) in paragraph at lines 16431--16435 []\T1/qtm/m/n/10 [str or None] Type of au-to-mated doc-u-ment. You can spec-ify : [222] [223] [224] Overfull \hbox (8.64493pt too wide) in paragraph at lines 16769--16770 [] Underfull \hbox (badness 10000) in paragraph at lines 16769--16770 [225] [226] [227] [228] [229] [230] [231] [232] [233] [234] [235] Overfull \hbox (13.15462pt too wide) in paragraph at lines 17980--17981 [] Underfull \hbox (badness 10000) in paragraph at lines 17980--17981 [236] [237] [238] [239] [240] [241] [242] [243] Underfull \hbox (badness 10000) in paragraph at lines 18777--18783 \T1/qtm/m/n/10 ues: [\T1/qtm/m/it/10 datarobot.TARGET_TYPE.BINARY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , Underfull \hbox (badness 5924) in paragraph at lines 18777--18783 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.UNSTRUCTURED\T1/qtm/m/n/10 , Underfull \hbox (badness 7203) in paragraph at lines 18784--18789 []\T1/qtm/m/n/10 Tar-get fea-ture name. It is op-tional(ignored if pro-vided) [244] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 [] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [245] Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 []\T1/qtm/m/n/10 Tar-get type of the cus- Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/n/10 tom in-fer-ence model. Val-ues: [\T1/qtm/m/it/10 datarobot.TARGE T_TYPE.BINARY\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , [246] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 [] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ] Note: Underfull \hbox (badness 5175) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19089--19093 []\T1/qtm/m/n/10 Per-ma-nently en- [247] Underfull \hbox (badness 10000) in paragraph at lines 19218--19222 []\T1/qtm/m/n/10 Per-ma-nently en- [248] Overfull \hbox (70.84099pt too wide) in paragraph at lines 19378--19384 []\T1/qtm/m/n/10 the type of the im-age, ei-ther CUS-TOM_MODEL_IMAGE_TYPE.CUSTO M_MODEL_IMAGE Underfull \hbox (badness 10000) in paragraph at lines 19378--19384 \T1/qtm/m/n/10 if the test-ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as it s model or CUS- Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 [] Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [249] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 [] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [250] [251] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 [] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [252] Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 [] Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19888--19892 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [253] [254] Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 [] Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [255] Underfull \hbox (badness 10000) in paragraph at lines 20078--20082 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [256] [257] [258] [259] [260] [261] [262] [263] [264] [265] Underfull \hbox (badness 10000) in paragraph at lines 21406--21410 \T1/qtm/m/n/10 See datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS [266] [267] Underfull \hbox (badness 10000) in paragraph at lines 21727--21732 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be cal-i-brated to [268] [269] Underfull \hbox (badness 10000) in paragraph at lines 21926--21930 []\T1/qtm/m/n/10 the tar-get typed Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 cal-i-brated to be be-tween 0 and 1 by DR. if None, uses de-faul t value Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 from DR app (True). only ap-plies to cus-tom es-ti-ma-tors with tar-get type [270] [271] [272] Underfull \hbox (badness 10000) in paragraph at lines 22399--22403 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22404--22409 []\T1/qtm/m/n/10 You must [273] Underfull \hbox (badness 10000) in paragraph at lines 22474--22478 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22479--22484 []\T1/qtm/m/n/10 You must [274] Underfull \hbox (badness 10000) in paragraph at lines 22638--22642 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [275] [276] [277] [278] [279] [280] [281] Underfull \hbox (badness 10000) in paragraph at lines 23417--23420 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: Underfull \hbox (badness 10000) in paragraph at lines 23473--23476 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: [282] [283] [284] Overfull \vbox (1.47964pt too high) detected at line 23808 [285] [286] [287] [288] [289] [290] [291] [292] [293] [294] [295] Underfull \hbox (badness 10000) in paragraph at lines 24940--24944 []\T1/qtm/m/n/10 Fil-ter avail-able [296] Underfull \hbox (badness 10000) in paragraph at lines 25002--25006 []\T1/qtm/m/n/10 Fil-ter avail-able [297] [298] [299] [300] [301] [302] [303] [304] Underfull \hbox (badness 10000) in paragraph at lines 25955--25963 \T1/qtm/m/n/10 - for \T1/qtm/m/it/10 query \T1/qtm/m/n/10 based data-sources - `[][]$https : / / s3 . amazonaws . com / datarobot _ test / [305] Overfull \vbox (0.83734pt too high) detected at line 26142 [306] [307] [308] Underfull \hbox (badness 10000) in paragraph at lines 26382--26385 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 26389--26392 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. [309] Overfull \hbox (10.06342pt too wide) in paragraph at lines 26448--26452 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [310] [311] Overfull \hbox (10.06342pt too wide) in paragraph at lines 26763--26767 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [312] [313] Underfull \hbox (badness 10000) in paragraph at lines 27015--27018 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 27022--27025 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. [314] Overfull \hbox (10.06342pt too wide) in paragraph at lines 27077--27081 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [315] [316] [317] [318] [319] [320] [321] Underfull \hbox (badness 10000) in paragraph at lines 27982--27985 [] [322] Underfull \hbox (badness 10000) in paragraph at lines 28053--28056 [] [323] [324] Underfull \hbox (badness 10000) in paragraph at lines 28249--28252 [] Overfull \hbox (4.89491pt too wide) in paragraph at lines 28253--28256 [] [325] [326] [327] Underfull \hbox (badness 10000) in paragraph at lines 28478--28483 []\T1/qtm/m/n/10 [bool] Is `'True'' if chal-lenger mod-els is en-abled for this de- Underfull \hbox (badness 10000) in paragraph at lines 28478--28483 \T1/qtm/m/n/10 ploy-ment. To up-date ex-ist-ing `'chal-lenger_models'' set-ting s, see Underfull \hbox (badness 10000) in paragraph at lines 28557--28561 []\T1/qtm/m/n/10 [list] To cre-ate or up-date ex-ist-ing seg-ment anal-y-sis at -tributes, see [328] [329] [330] Underfull \hbox (badness 10000) in paragraph at lines 28881--28886 []\T1/qtm/m/n/10 [bool] If pre-dic-tions data col-lec-tion is en-abled for this de-ploy- Underfull \hbox (badness 10000) in paragraph at lines 28881--28886 \T1/qtm/m/n/10 ment. To up-date ex-ist-ing `'pre-dic-tions_data_collection'' se t-tings, see [331] Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 []\T1/qtm/m/n/10 [bool] If tar-get pre-dic-tion_warning is en-abled for this de -ploy- Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 \T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' set-tings, see [332] [333] [334] [335] [336] [337] [338] [339] [340] Overfull \hbox (53.69485pt too wide) in paragraph at lines 30007--30010 [] [341] [342] [343] [344] [345] [346] [347] [348] Overfull \hbox (10.41382pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 tected_feature=None\T1/qtm/m/n/10 , Overfull \hbox (13.70381pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 ness_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (28.9938pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (41.04382pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 able_target_outcome=None\T1/txtt/m/n/10 )| [349] [350] [351] [352] Overfull \hbox (77.69371pt too wide) in paragraph at lines 31246--31246 []\T1/qtm/m/it/10 baseline_validation_job_id\T1/qtm/m/n/10 , Overfull \hbox (9.35371pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (28.0437pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 log_version_id\T1/qtm/m/n/10 , Overfull \hbox (60.2637pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 time_partition_column\T1/qtm/m/n/10 , Overfull \hbox (109.75372pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 is_external_baseline_dataset_valid\T1/qtm/m/n/10 , Overfull \hbox (70.54372pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 series_id_columns=None\T1/qtm/m/n/10 , Overfull \hbox (54.2937pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 out_start_date=None\T1/qtm/m/n/10 , Overfull \hbox (50.39372pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 out_end_date=None\T1/qtm/m/n/10 , Overfull \hbox (13.63371pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 tests=None\T1/qtm/m/n/10 , Overfull \hbox (71.42369pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 cast_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (67.52371pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 cast_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (16.73369pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 sage=None\T1/txtt/m/n/10 )| [353] [354] Underfull \hbox (badness 10000) in paragraph at lines 31392--31395 []\T1/qtm/m/n/10 Scores on the [355] [356] [357] [358] Underfull \hbox (badness 10000) in paragraph at lines 31889--31894 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [359] [360] [361] [362] Underfull \hbox (badness 10000) in paragraph at lines 32355--32360 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [363] [364] [365] Underfull \hbox (badness 8075) in paragraph at lines 32800--32804 []\T1/qtm/m/n/10 His-togram in-for-ma-tion as a mul-ti-cat-e-gor-i-cal_histogra m. The [366] [367] Underfull \hbox (badness 10000) in paragraph at lines 32950--32953 []\T1/qtm/m/n/10 [list(dict)] List of joint prob-a-bil-ity val-ues with a schem a de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 32958--32961 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 32958--32961 \T1/txtt/m/n/10 pairwise_joint_probabilities.statistic_dataframes[(0,1)].loc[\T S1/txtt/m/n/10 '\T1/txtt/m/n/10 A\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 33017--33020 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: [368] Underfull \hbox (badness 5787) in paragraph at lines 33076--33079 []\T1/qtm/m/n/10 [list(dict)] List of con-di-tional prob-a-bil-ity val-ues with a schema de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 33086--33089 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0|B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 33086--33089 \T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)]. [369] Underfull \hbox (badness 10000) in paragraph at lines 33154--33158 []\T1/qtm/m/n/10 The con-di-tional prob-a-bil-i-ties for the re-quested Underfull \hbox (badness 10000) in paragraph at lines 33229--33233 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_METRIC] The name of a met- Underfull \hbox (badness 5563) in paragraph at lines 33229--33233 \T1/qtm/m/n/10 ric to get pair-wise data for. Since `v2.19' this is op-tional a nd de-faults to Underfull \hbox (badness 10000) in paragraph at lines 33234--33238 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_TYPE] The type of de- Underfull \hbox (badness 10000) in paragraph at lines 33234--33238 \T1/qtm/m/n/10 pen-dence for the data. Since `v2.19' this is op-tional and de-f aults to [370] [371] [372] [373] Underfull \hbox (badness 10000) in paragraph at lines 33656--33661 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 33656--33661 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 33656--33661 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 33662--33667 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [374] Underfull \hbox (badness 10000) in paragraph at lines 33720--33723 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33724--33729 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33724--33729 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [375] Underfull \hbox (badness 10000) in paragraph at lines 33782--33785 []\T1/qtm/m/n/10 The re-quested re-la-tion-ships Underfull \hbox (badness 10000) in paragraph at lines 33820--33823 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33824--33829 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33824--33829 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [376] [377] Underfull \hbox (badness 10000) in paragraph at lines 33993--33996 []\T1/qtm/m/n/10 Col-umn(s) from the sec-ond [378] Underfull \hbox (badness 10000) in paragraph at lines 34018--34023 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 34018--34023 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 34018--34023 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 34024--34029 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [379] [380] Underfull \hbox (badness 10000) in paragraph at lines 34269--34273 []\T1/qtm/m/n/10 cre-den-tials used by the sec-ondary Underfull \hbox (badness 10000) in paragraph at lines 34300--34304 []\T1/qtm/m/n/10 list of sec- [381] [382] Underfull \hbox (badness 10000) in paragraph at lines 34480--34483 []\T1/qtm/m/n/10 [list of Sec-ondary-Dataset-Con-fig-u-ra-tions] The re- [383] [384] [385] [386] Overfull \hbox (14.04398pt too wide) in paragraph at lines 34806--34806 []\T1/qtm/m/it/10 ff_metadata_datetime_per_backtest\T1/txtt/m/n/10 )| [387] [388] [389] [390] [391] [392] [393] [394] [395] [396] [397] [398] [399] [400] [401] [402] [403] Overfull \hbox (11.75487pt too wide) in paragraph at lines 36881--36884 [] [404] Underfull \hbox (badness 10000) in paragraph at lines 37050--37060 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 37050--37060 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [405] Underfull \hbox (badness 10000) in paragraph at lines 37117--37122 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 37117--37122 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [406] [407] Underfull \hbox (badness 10000) in paragraph at lines 37388--37392 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 37393--37400 [] [408] Underfull \hbox (badness 10000) in paragraph at lines 37484--37488 [] Underfull \hbox (badness 5359) in paragraph at lines 37484--37488 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 37492--37495 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 37499--37502 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 37506--37510 [] [409] [410] Underfull \hbox (badness 10000) in paragraph at lines 37668--37671 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [411] [412] [413] [414] [415] Underfull \hbox (badness 10000) in paragraph at lines 38259--38264 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 38259--38264 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [416] [417] [418] Underfull \hbox (badness 10000) in paragraph at lines 38684--38688 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [419] [420] [421] [422] Underfull \hbox (badness 10000) in paragraph at lines 39153--39156 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 39160--39164 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 39172--39176 [] [423] [424] [425] [426] [427] [428] [429] [430] [431] [432] [433] [434] Underfull \hbox (badness 10000) in paragraph at lines 40502--40506 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [435] [436] [437] [438] Underfull \hbox (badness 10000) in paragraph at lines 40942--40946 [] Underfull \hbox (badness 5359) in paragraph at lines 40942--40946 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 40950--40953 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 40957--40960 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 40964--40968 [] [439] [440] [441] [442] [443] [444] Overfull \hbox (11.75487pt too wide) in paragraph at lines 41737--41740 [] [445] Underfull \hbox (badness 10000) in paragraph at lines 41910--41913 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [446] [447] [448] Underfull \hbox (badness 10000) in paragraph at lines 42196--42200 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 42201--42208 [] [449] Underfull \hbox (badness 10000) in paragraph at lines 42320--42323 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 42327--42331 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 42339--42343 [] [450] [451] [452] [453] [454] [455] [456] [457] Underfull \hbox (badness 10000) in paragraph at lines 43293--43297 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [458] [459] [460] [461] Underfull \hbox (badness 10000) in paragraph at lines 43733--43737 [] Underfull \hbox (badness 5359) in paragraph at lines 43733--43737 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 43741--43744 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 43748--43751 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 43755--43759 [] [462] [463] [464] [465] [466] [467] Overfull \hbox (11.75487pt too wide) in paragraph at lines 44528--44531 [] [468] Underfull \hbox (badness 10000) in paragraph at lines 44724--44727 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [469] [470] Underfull \hbox (badness 10000) in paragraph at lines 44927--44932 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 44927--44932 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [471] [472] Underfull \hbox (badness 10000) in paragraph at lines 45148--45152 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 45153--45160 [] [473] Underfull \hbox (badness 10000) in paragraph at lines 45272--45275 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 45279--45283 [] [474] Overfull \hbox (9.0348pt too wide) in paragraph at lines 45291--45295 [] [475] [476] Underfull \hbox (badness 10000) in paragraph at lines 45532--45542 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 45532--45542 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 45599--45604 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 45599--45604 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [477] [478] [479] Underfull \hbox (badness 6173) in paragraph at lines 45867--45872 []\T1/qtm/m/n/10 [str] which of train-ing_row_count, train-ing_duration, or tra in- [480] [481] Overfull \hbox (11.83478pt too wide) in paragraph at lines 46099--46103 [] [482] [483] Underfull \hbox (badness 10000) in paragraph at lines 46310--46315 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 46310--46315 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [484] Underfull \hbox (badness 10000) in paragraph at lines 46453--46456 []\T1/qtm/m/n/10 The back-test [485] Underfull \hbox (badness 10000) in paragraph at lines 46512--46515 []\T1/qtm/m/n/10 The back-test Underfull \hbox (badness 10000) in paragraph at lines 46558--46561 []\T1/qtm/m/n/10 The back-test [486] [487] [488] [489] [490] [491] Underfull \hbox (badness 10000) in paragraph at lines 47196--47200 []\T1/qtm/m/n/10 [ForecastVsActualPlotPreview] a [][]\T1/txtt/m/sl/10 ForecastV sActualPlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [492] [493] Underfull \hbox (badness 7047) in paragraph at lines 47358--47362 []\T1/qtm/m/n/10 [AnomalyOverTimePlotPreview] a [][]\T1/txtt/m/sl/10 AnomalyOve rTimePlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [494] [495] Underfull \hbox (badness 10000) in paragraph at lines 47534--47538 [] Underfull \hbox (badness 5359) in paragraph at lines 47534--47538 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 47542--47545 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 47549--47552 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 47556--47560 [] [496] Underfull \hbox (badness 10000) in paragraph at lines 47693--47698 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check [497] Underfull \hbox (badness 10000) in paragraph at lines 47737--47744 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 47795--47800 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Roc Curve data source. C heck Underfull \hbox (badness 10000) in paragraph at lines 47839--47846 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) ROC curve data source. C heck [498] [499] [500] [501] [502] Underfull \hbox (badness 10000) in paragraph at lines 48382--48386 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [503] [504] [505] [506] [507] [508] Overfull \hbox (11.75487pt too wide) in paragraph at lines 49093--49096 [] [509] Underfull \hbox (badness 10000) in paragraph at lines 49289--49292 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [510] Underfull \hbox (badness 10000) in paragraph at lines 49363--49368 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49363--49368 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [511] [512] Underfull \hbox (badness 10000) in paragraph at lines 49501--49505 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 49506--49513 [] [513] Underfull \hbox (badness 10000) in paragraph at lines 49704--49709 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49704--49709 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [514] [515] [516] [517] [518] [519] [520] [521] [522] [523] [524] [525] Underfull \hbox (badness 10000) in paragraph at lines 50979--50983 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [526] [527] [528] [529] Underfull \hbox (badness 10000) in paragraph at lines 51419--51423 [] Underfull \hbox (badness 5359) in paragraph at lines 51419--51423 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 51427--51430 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 51434--51437 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 51441--51445 [] [530] [531] [532] [533] [534] [535] Overfull \hbox (11.75487pt too wide) in paragraph at lines 52214--52217 [] [536] Underfull \hbox (badness 10000) in paragraph at lines 52410--52413 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [537] [538] Underfull \hbox (badness 10000) in paragraph at lines 52613--52618 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 52613--52618 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [539] [540] Underfull \hbox (badness 10000) in paragraph at lines 52834--52838 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 52839--52846 [] [541] Underfull \hbox (badness 10000) in paragraph at lines 52958--52961 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 52965--52969 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 52977--52981 [] [542] [543] [544] Underfull \hbox (badness 10000) in paragraph at lines 53218--53228 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 53218--53228 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 53285--53290 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 53285--53290 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [545] [546] [547] Underfull \hbox (badness 10000) in paragraph at lines 53596--53599 []\T1/qtm/m/n/10 [dict] ^^PPa-ram-e-ters^^Q dic-tio-nary, same as spec-i-fied o n Overfull \hbox (26.8249pt too wide) in paragraph at lines 53600--53601 [] Underfull \hbox (badness 10000) in paragraph at lines 53600--53601 [548] [549] [550] [551] [552] [553] Overfull \hbox (3.26418pt too wide) in paragraph at lines 54414--54414 \T1/qtm/m/it/10 low_partial_history_time_series_predictions=False\T1/qtm/m/n/10 , [554] Underfull \hbox (badness 10000) in paragraph at lines 54423--54426 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 54433--54436 []\T1/qtm/m/n/10 Note that ei-ther (\T1/txtt/m/n/10 holdout_start_date\T1/qtm/m /n/10 , \T1/txtt/m/n/10 holdout_duration\T1/qtm/m/n/10 ) or (\T1/txtt/m/n/10 ho ldout_start_date\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 54443--54447 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54443--54447 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the Underfull \hbox (badness 10000) in paragraph at lines 54459--54464 []\T1/qtm/m/n/10 [str or None] The du-ra-tion of the hold-out scor-ing data. If [555] [556] Underfull \hbox (badness 10000) in paragraph at lines 54604--54608 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [557] Underfull \hbox (badness 10000) in paragraph at lines 54712--54717 []\T1/qtm/m/n/10 Op-tion 2 (New in ver-sion v2.20): Use \T1/txtt/m/n/10 index\T 1/qtm/m/n/10 , \T1/txtt/m/n/10 primary_training_start_date\T1/qtm/m/n/10 , [558] Underfull \hbox (badness 10000) in paragraph at lines 54812--54813 []\T1/qtm/m/n/10 [bool][Switch to us-ing the older a_priori key name in-stead o f [559] [560] Underfull \hbox (badness 10000) in paragraph at lines 54917--54921 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54917--54921 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [561] [562] Underfull \hbox (badness 10000) in paragraph at lines 55142--55146 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [563] [564] [565] Underfull \hbox (badness 10000) in paragraph at lines 55515--55524 []\T1/qtm/m/n/10 [bool, op-tional] De-faults to \T1/txtt/m/n/10 False\T1/qtm/m/ n/10 . If \T1/txtt/m/n/10 False\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 55515--55524 \T1/qtm/m/n/10 will use a duration-based ap-proach for spec-i-fy-ing back-tests (\T1/txtt/m/n/10 gap_duration\T1/qtm/m/n/10 , [566] Underfull \hbox (badness 10000) in paragraph at lines 55691--55694 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 55691--55694 \T1/txtt/m/n/10 partitioning_method \T1/qtm/m/n/10 pa-ram-e-ter. To see the ful l par-ti-tion-ing use [][]\T1/txtt/m/sl/10 DatetimePartitioning. [567] [568] [569] Underfull \hbox (badness 10000) in paragraph at lines 55918--55921 []\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into a [570] [571] [572] [573] [574] [575] [576] [577] [578] [579] Underfull \hbox (badness 10000) in paragraph at lines 57145--57148 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57150--57153 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [580] Underfull \hbox (badness 6708) in paragraph at lines 57217--57222 []\T1/qtm/m/n/10 Cre-ate pre-dic-tion ex-pla-na-tions for the the dataset used to train the model. This can be Underfull \hbox (badness 6927) in paragraph at lines 57217--57222 \T1/qtm/m/n/10 re-trieved by call-ing \T1/txtt/m/n/10 dr.Model.get().featurelis t_id\T1/qtm/m/n/10 . For OTV and time-series projects, Underfull \hbox (badness 10000) in paragraph at lines 57232--57235 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57237--57240 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [581] [582] [583] Overfull \hbox (15.28386pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , Overfull \hbox (13.06384pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , Overfull \hbox (46.11383pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )| [584] Underfull \hbox (badness 10000) in paragraph at lines 57684--57687 []\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a s Overfull \hbox (89.36382pt too wide) in paragraph at lines 57697--57697 \T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , Overfull \hbox (5.23384pt too wide) in paragraph at lines 57697--57697 \T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )| [585] [586] [587] [588] [589] [590] [591] [592] [593] Underfull \hbox (badness 10000) in paragraph at lines 58617--58622 []\T1/qtm/m/n/10 Raised if an ob-ject passed to the \T1/txtt/m/n/10 options \T1 /qtm/m/n/10 pa-ram-e-ter is not an [594] [595] [596] [597] [598] Underfull \hbox (badness 6412) in paragraph at lines 59180--59187 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59180--59187 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59180--59187 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [599] Overfull \hbox (1.56093pt too wide) in paragraph at lines 59264--59272 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [600] [601] Underfull \hbox (badness 6412) in paragraph at lines 59535--59542 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59535--59542 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59535--59542 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [602] [603] Underfull \hbox (badness 6412) in paragraph at lines 59727--59734 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59727--59734 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59727--59734 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [604] [605] [606] [607] [608] Underfull \hbox (badness 10000) in paragraph at lines 60257--60261 []\T1/qtm/m/n/10 Raised if \T1/txtt/m/n/10 forecast_point \T1/qtm/m/n/10 or \T1 /txtt/m/n/10 predictions_start_date \T1/qtm/m/n/10 and [609] [610] [611] [612] [613] [614] [615] [616] [617] [618] [619] Underfull \hbox (badness 10000) in paragraph at lines 61468--61478 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 61468--61478 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [620] Underfull \hbox (badness 10000) in paragraph at lines 61559--61564 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 61559--61564 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [621] Underfull \hbox (badness 10000) in paragraph at lines 61653--61657 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. Underfull \hbox (badness 10000) in paragraph at lines 61703--61707 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. [622] Underfull \hbox (badness 10000) in paragraph at lines 61769--61773 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [623] Underfull \hbox (badness 10000) in paragraph at lines 61944--61948 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with Underfull \hbox (badness 10000) in paragraph at lines 61988--61992 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [624] Underfull \hbox (badness 10000) in paragraph at lines 62045--62051 []\T1/qtm/m/n/10 This should be VER-BOSITY_LEVEL.SILENT or VER- [625] [626] Underfull \hbox (badness 10000) in paragraph at lines 62308--62314 []\T1/qtm/m/n/10 (New in ver-sion v2.23) one of Underfull \hbox (badness 10000) in paragraph at lines 62308--62314 \T1/txtt/m/n/10 datarobot.enums.DATETIME_AUTOPILOT_DATA_SAMPLING_METHOD\T1/qtm/ m/n/10 . Ap-pli-ca-ble [627] Underfull \hbox (badness 10000) in paragraph at lines 62343--62348 []\T1/qtm/m/n/10 Time Se-ries only. Underfull \hbox (badness 10000) in paragraph at lines 62366--62373 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for Underfull \hbox (badness 10000) in paragraph at lines 62366--62373 \T1/qtm/m/n/10 cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proporti onalParity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 62366--62373 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or Overfull \hbox (1.56093pt too wide) in paragraph at lines 62385--62393 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [628] [629] Underfull \hbox (badness 10000) in paragraph at lines 62536--62540 []\T1/qtm/m/n/10 [PartitioningMethod, op-tional] An in-stance of \T1/txtt/m/n/1 0 datarobot. [630] [631] Underfull \hbox (badness 10000) in paragraph at lines 62852--62855 []\T1/qtm/m/n/10 If value of \T1/txtt/m/n/10 variable_type \T1/qtm/m/n/10 is no t from \T1/txtt/m/n/10 datarobot.enums. [632] [633] [634] [635] Overfull \hbox (1.56093pt too wide) in paragraph at lines 63343--63351 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [636] [637] Underfull \hbox (badness 10000) in paragraph at lines 63544--63550 []\T1/qtm/m/n/10 This is an al-ter-na-tive to pass-ing a spec-i-fi-ca-tion to [ ][]\T1/txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the [638] [639] [640] [641] [642] [643] [644] [645] Overfull \hbox (47.95493pt too wide) in paragraph at lines 64487--64490 [] Overfull \hbox (1.75493pt too wide) in paragraph at lines 64526--64529 [] [646] [647] [648] Overfull \hbox (0.7738pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 rently_deployed\T1/qtm/m/n/10 , Overfull \hbox (20.52379pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 tered_model_version\T1/qtm/m/n/10 , Overfull \hbox (33.44382pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 first_deployed_at=None\T1/qtm/m/n/10 , Overfull \hbox (35.10382pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 first_deployed_by=None\T1/qtm/m/n/10 , Overfull \hbox (37.6538pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 tion_environment=None\T1/txtt/m/n/10 )| Overfull \hbox (74.31384pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (57.84383pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (1.99382pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 for_challenger=None\T1/qtm/m/n/10 , Overfull \hbox (1.54384pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 tion_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (26.68387pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 tion_environment_id=None\T1/qtm/m/n/10 , [649] Overfull \hbox (32.31396pt too wide) in paragraph at lines 64928--64928 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (15.84395pt too wide) in paragraph at lines 64928--64928 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , [650] [651] [652] [653] [654] [655] [656] [657] [658] [659] [660] [661] Underfull \hbox (badness 10000) in paragraph at lines 66352--66357 []\T1/qtm/m/n/10 [float] The to-tal of SHAP val-ues for fea-tures be-yond the [662] [663] [664] [665] [666] [667] [668] [669] Overfull \vbox (1.47964pt too high) detected at line 67296 [670] [671] [672] Overfull \hbox (5.70496pt too wide) in paragraph at lines 67549--67552 [] [673] [674] [675] [676] [677] Underfull \hbox (badness 10000) in paragraph at lines 68139--68142 []\T1/qtm/m/n/10 A [678] Overfull \hbox (53.69485pt too wide) in paragraph at lines 68292--68295 [] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68345--68348 [] [679] Overfull \hbox (40.76382pt too wide) in paragraph at lines 68433--68433 \T1/qtm/m/it/10 not_added_to_menu=None\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 68443--68447 []\T1/qtm/m/n/10 The list of [680] Overfull \hbox (4.4887pt too wide) in paragraph at lines 68567--68567 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68596--68599 []\T1/qtm/m/n/10 A [681] Overfull \hbox (2.52364pt too wide) in paragraph at lines 68637--68637 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (16.40364pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 name\T1/qtm/m/n/10 , Overfull \hbox (10.60364pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 role\T1/qtm/m/n/10 , Overfull \hbox (78.57361pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 share_recipient_type\T1/qtm/m/n/10 , Overfull \hbox (35.9886pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68646--68650 []\T1/qtm/m/n/10 The role of the Overfull \hbox (10.33382pt too wide) in paragraph at lines 68688--68688 \T1/qtm/m/it/10 info_creator_full_name\T1/qtm/m/n/10 , Overfull \hbox (41.32385pt too wide) in paragraph at lines 68688--68688 \T1/qtm/m/it/10 last_modifier_full_name=None\T1/qtm/m/n/10 , [682] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68743--68746 [] [683] [684] [685] [686] [687] [688] [689] [690] [691] [692] [693] [694] [695] [696] [697] [698] [699] [700] Overfull \hbox (18.28377pt too wide) in paragraph at lines 70770--70770 []\T1/qtm/m/it/10 document_index\T1/qtm/m/n/10 , Overfull \hbox (50.41376pt too wide) in paragraph at lines 70770--70770 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [701] Overfull \hbox (2.3038pt too wide) in paragraph at lines 70859--70859 \T1/qtm/m/it/10 ment_page_width\T1/qtm/m/n/10 , Overfull \hbox (5.17381pt too wide) in paragraph at lines 70859--70859 \T1/qtm/m/it/10 ment_page_height\T1/qtm/m/n/10 , Overfull \hbox (29.41382pt too wide) in paragraph at lines 70859--70859 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [702] [703] [704] Overfull \hbox (11.64404pt too wide) in paragraph at lines 71134--71134 \T1/qtm/m/it/10 tive_feature_derivation_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (7.74406pt too wide) in paragraph at lines 71134--71134 \T1/qtm/m/it/10 tive_feature_derivation_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (15.70413pt too wide) in paragraph at lines 71134--71134 \T1/qtm/m/it/10 is_n_clusters_dynamically_determined=None\T1/qtm/m/n/10 , [705] Underfull \hbox (badness 10000) in paragraph at lines 71166--71169 []\T1/qtm/m/n/10 The back-test [706] [707] [708] [709] [710] [711] [712] [713] [714] [715] [716] [717] Overfull \hbox (28.40382pt too wide) in paragraph at lines 72566--72566 \T1/qtm/m/it/10 chunk_overlap_percentage\T1/qtm/m/n/10 , [718] [719] [720] Overfull \hbox (24.70378pt too wide) in paragraph at lines 72996--72996 []\T1/qtm/m/it/10 embedding_models\T1/qtm/m/n/10 , Overfull \hbox (46.93874pt too wide) in paragraph at lines 72996--72996 \T1/qtm/m/it/10 fault_embedding_model\T1/txtt/m/n/10 )| Overfull \hbox (55.02869pt too wide) in paragraph at lines 73020--73020 []\T1/qtm/m/it/10 text_chunking_configs\T1/txtt/m/n/10 )| [721] Overfull \hbox (39.31352pt too wide) in paragraph at lines 73039--73039 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (121.12354pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (43.53351pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 tar- Overfull \hbox (104.25352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ploy- Overfull \hbox (63.75352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (68.75352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (44.33353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 val- Overfull \hbox (35.14352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 i- Overfull \hbox (42.36353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 da- Overfull \hbox (75.33351pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ploy- Overfull \hbox (104.85353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (44.43353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ten- Overfull \hbox (57.09352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (40.19351pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 er- Overfull \hbox (85.2435pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [722] [723] [724] Overfull \hbox (15.94391pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_settings=None\T1/qtm/m/n/10 , Overfull \hbox (7.19391pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_name=None\T1/qtm/m/n/10 , Overfull \hbox (8.7739pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_status=None\T1/qtm/m/n/10 , Overfull \hbox (44.8239pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (51.65388pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_error_resolution=None\T1/qtm/m/n/10 , Overfull \hbox (63.5239pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tom_model_llm_validation_status=None\T1/qtm/m/n/10 , Overfull \hbox (54.2639pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tom_model_llm_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (63.84387pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tom_model_llm_error_resolution=None\T1/txtt/m/n/10 )| [725] [726] Underfull \hbox (badness 10000) in paragraph at lines 73538--73541 []\T1/qtm/m/n/10 Set-tings for the [727] Underfull \hbox (badness 10000) in paragraph at lines 73726--73729 []\T1/qtm/m/n/10 The new vec-tor Underfull \hbox (badness 10000) in paragraph at lines 73738--73741 []\T1/qtm/m/n/10 Whether to re-move the vec-tor [728] [729] Underfull \hbox (badness 10000) in paragraph at lines 73938--73943 []\T1/qtm/m/n/10 Set-tings for the [730] Overfull \hbox (7.81361pt too wide) in paragraph at lines 74089--74089 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (89.62363pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (12.0336pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 tar- Overfull \hbox (72.75362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (10.30362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 de- Overfull \hbox (17.93362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ploy- Overfull \hbox (32.25362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (37.25362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (12.83362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 val- Overfull \hbox (3.64362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 i- Overfull \hbox (10.86362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 da- Overfull \hbox (43.8336pt too wide) in paragraph at lines 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74291--74291 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (47.05351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 de- Overfull \hbox (54.68352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ploy- Overfull \hbox (110.10352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (49.68352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ten- Overfull \hbox (62.3435pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (45.4435pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 er- Overfull \hbox (90.49348pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [733] Overfull \hbox (1.10875pt too wide) in paragraph at lines 74360--74360 \T1/qtm/m/it/10 ation_user_id\T1/txtt/m/n/10 )| [734] [735] Overfull \hbox (25.10367pt too wide) in paragraph at lines 74586--74586 []\T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (21.46367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (14.24367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 user_id\T1/qtm/m/n/10 , Overfull \hbox (24.96364pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 turelist_id\T1/qtm/m/n/10 , Overfull \hbox (5.20367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 items\T1/qtm/m/n/10 , Overfull \hbox (76.37366pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 early_stopping_rounds\T1/qtm/m/n/10 , Overfull \hbox (1.18367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 sam- Overfull \hbox (41.29367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 ple_pct=None\T1/qtm/m/n/10 , Overfull \hbox (4.27367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 train- Overfull \hbox (72.01367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 ing_row_count=None\T1/qtm/m/n/10 , Overfull \hbox (33.21365pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 score=None\T1/qtm/m/n/10 , Overfull \hbox (22.96367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 ric=None\T1/qtm/m/n/10 , Overfull \hbox (103.21365pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 tal_number_of_chunks=None\T1/qtm/m/n/10 , Overfull \hbox (74.59366pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 model_number=None\T1/txtt/m/n/10 )| [736] [737] [738] Overfull \hbox (33.53941pt too wide) in paragraph at lines 74890--74891 [] Underfull \hbox (badness 10000) in paragraph at lines 74890--74891 Overfull \hbox (132.76941pt too wide) in paragraph at lines 74918--74919 [] Underfull \hbox (badness 10000) in paragraph at lines 74918--74919 [739] Underfull \hbox (badness 10000) in paragraph at lines 74958--74960 []\T1/qtm/m/n/10 Added sup-port to get the count of users' LLM API re-quests. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 74962--74964 []\T1/qtm/m/n/10 Added sup-port to get the count of users' vec-tor databases. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 74970--74972 []\T1/qtm/m/n/10 Added new meth-ods to the class [][]\T1/txtt/m/sl/10 Notebook[ ][] \T1/qtm/m/n/10 which in-cludes [][]\T1/txtt/m/sl/10 Notebook.run[][] \T1/qt m/m/n/10 and [][]\T1/txtt/m/sl/10 Notebook. Underfull \hbox (badness 10000) in paragraph at lines 75049--75055 \T1/txtt/m/sl/10 create_for_external[][] \T1/qtm/m/n/10 to cre-ate a new reg-is -tered model ver-sion from an ex-ter-nal model. Underfull \hbox (badness 10000) in paragraph at lines 75049--75055 [][]\T1/txtt/m/sl/10 RegisteredModelVersion.list_associated_deployments[][] \T1 /qtm/m/n/10 to list de-ploy-ments as-so-ci-ated with Underfull \hbox (badness 7362) in paragraph at lines 75049--75055 \T1/qtm/m/n/10 a reg-is-tered model ver-sion. [][]\T1/txtt/m/sl/10 RegisteredMo delVersion.create_for_leaderboard_item[][] \T1/qtm/m/n/10 to cre- Underfull \hbox (badness 10000) in paragraph at lines 75049--75055 \T1/qtm/m/n/10 ate a new reg-is-tered model ver-sion from a Leader-board model. [][]\T1/txtt/m/sl/10 RegisteredModelVersion. [740] Overfull \hbox (132.07492pt too wide) in paragraph at lines 75092--75094 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_v s_actuals_over_time Overfull \hbox (28.7594pt too wide) in paragraph at lines 75126--75129 [] Underfull \hbox (badness 10000) in paragraph at lines 75126--75129 \T1/qtm/m/n/10 All in-ter-ac-tions with \T1/txtt/m/n/10 Project.advanced_option s \T1/qtm/m/n/10 should be ex-pected to be through the [741] [742] Underfull \hbox (badness 10000) in paragraph at lines 75232--75238 \T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor ingJob.cancel[][] [][]BatchMonitoringJob. Underfull \hbox (badness 7888) in paragraph at lines 75264--75266 []\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 DatetimePartitioningId[][]\T1/qtm/m /n/10 , which can be passed as a \T1/qtm/m/it/10 par-ti-tion-ing_method \T1/qtm /m/n/10 to [][]\T1/txtt/m/sl/10 Project. Underfull \hbox (badness 10000) in paragraph at lines 75298--75307 \T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l ist[][] [][]BatchMonitoringJobDefinition. Underfull \hbox (badness 10000) in paragraph at lines 75298--75307 \T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM onitoringJobDefinition.update[][] Underfull \hbox (badness 10000) in paragraph at lines 75298--75307 [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin gJobDefinition.run_on_schedule[][] Underfull \hbox (badness 10000) in paragraph at lines 75320--75333 \T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] [] []Dataset.create_from_query_generator[][] Underfull \hbox (badness 10000) in paragraph at lines 75320--75333 [][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj ect.create_from_data_source[][] [][]Project. Underfull \hbox (badness 10000) in paragraph at lines 75320--75333 \T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f rom_clustering_model[][] [][]Project. [743] Underfull \hbox (badness 10000) in paragraph at lines 75369--75371 []\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the env var Overfull \hbox (38.23495pt too wide) in paragraph at lines 75378--75380 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_o ver_time Underfull \hbox (badness 10000) in paragraph at lines 75420--75435 \T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef fect[][] [][]Model.get_lift_chart[][] Underfull \hbox (badness 10000) in paragraph at lines 75420--75435 [][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char t[][] [][]Model.get_all_residuals_charts[][] Underfull \hbox (badness 10000) in paragraph at lines 75420--75435 [][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c hart[][] [][]Model.get_roc_curve[][] [][]Model. [744] Underfull \hbox (badness 10000) in paragraph at lines 75465--75467 []\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p acts for the model [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75489--75491 \T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/ 10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations. [745] Underfull \hbox (badness 10000) in paragraph at lines 75603--75605 []\T1/qtm/m/n/10 The sliced in-sight API end-point \T1/qtm/m/it/10 GET: api/v2/ insights// \T1/qtm/m/n/10 re-turns a pag-i-nated re- Underfull \hbox (badness 10000) in paragraph at lines 75617--75620 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit_metadata \T1/qtm/m/n/10 has bee n re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75627--75630 []\T1/txtt/m/n/10 DatetimeModel.request_feature_fit \T1/qtm/m/n/10 has been re- moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75642--75645 []\T1/txtt/m/n/10 Model.get_or_request_feature_fit \T1/qtm/m/n/10 has been re-m oved. Use [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75647--75650 []\T1/txtt/m/n/10 DatetimeModel.get_or_request_feature_fit \T1/qtm/m/n/10 has b een re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75657--75660 []\T1/qtm/m/n/10 Dep-re-cated the fol-low-ing meth-ods for re-triev-ing [][]\T1 /txtt/m/sl/10 SharingAccess[][] \T1/qtm/m/n/10 in-for-ma-tion. - [][]\T1/txtt/m /sl/10 DataStore. [746] Overfull \hbox (248.73975pt too wide) in paragraph at lines 75721--75722 [] Underfull \hbox (badness 10000) in paragraph at lines 75721--75722 Overfull \hbox (1039.5398pt too wide) in paragraph at lines 75743--75744 [] Underfull \hbox (badness 10000) in paragraph at lines 75743--75744 [747] Underfull \hbox (badness 10000) in paragraph at lines 75802--75806 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 BatchPredictionJob.app ly_time_series_data_prep_and_score[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7221) in paragraph at lines 75802--75806 [][]\T1/txtt/m/sl/10 BatchPredictionJob.apply_time_series_data_prep_and_score_t o_file[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75808--75813 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 DataEngineQueryGenerat or.prepare_prediction_dataset[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7308) in paragraph at lines 75808--75813 [][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75839--75843 []\T1/qtm/m/n/10 Added two new meth-ods to the Im-ageAug-men-ta-tion-List class : [][]\T1/txtt/m/sl/10 ImageAugmentationList.list[][]\T1/qtm/m/n/10 , [748] Underfull \hbox (badness 10000) in paragraph at lines 75944--75948 []\T1/qtm/m/n/10 Re-stored [][]\T1/txtt/m/sl/10 Model.get_leaderboard_ui_permal ink[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.open_model_browser[][]\T1/qt m/m/n/10 , [][]\T1/txtt/m/sl/10 Project. [749] [750] [751] Underfull \hbox (badness 10000) in paragraph at lines 76194--76197 []\T1/qtm/m/n/10 Added sup-port for cre-at-ing mono-tonic fea-ture lists for ti me se-ries projects. Set Underfull \hbox (badness 10000) in paragraph at lines 76199--76201 []\T1/qtm/m/n/10 Added in-for-ma-tion about ver-tex to ad-vanced tun-ing pa-ram -e-ters [][]\T1/txtt/m/sl/10 datarobot.models.Model. Underfull \hbox (badness 10000) in paragraph at lines 76282--76284 [][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use Underfull \hbox (badness 10000) in paragraph at lines 76286--76288 [][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 r equired_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use [752] Underfull \hbox (badness 6364) in paragraph at lines 76318--76320 []\T1/qtm/m/n/10 The [][]\T1/txtt/m/sl/10 Deployment[][] \T1/qtm/m/n/10 method \T1/txtt/m/n/10 create_from_custom_model_image \T1/qtm/m/n/10 was re-moved. Use [][]\T1/txtt/m/sl/10 Deployment. Underfull \hbox (badness 10000) in paragraph at lines 76370--76375 []\T1/qtm/m/n/10 Added ex-per-i-men-tal sup-port to re-trieve doc-u-ment text e x-trac-tion sam-ples us- Underfull \hbox (badness 10000) in paragraph at lines 76370--76375 \T1/qtm/m/n/10 ing: - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSample[][] \T1 /qtm/m/n/10 - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSamplePage[][] \T1/qtm /m/n/10 - [753] Underfull \hbox (badness 10000) in paragraph at lines 76412--76419 []\T1/qtm/m/n/10 Added sup-port to pass cal-cu-la-tion mode to pre-dic-tion ex- pla-na-tions (\T1/qtm/m/it/10 mode \T1/qtm/m/n/10 pa-ram-e-ter in Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.apply_bias_mitigation[][] \T1/qtm /m/n/10 - [][]\T1/txtt/m/sl/10 Project.request_bias_mitigation_feature_info[][] Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.get_bias_mitigation_feature_info[ ][] \T1/qtm/m/n/10 and by adding new bias mit- Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 i-ga-tion params - bias_mitigation_feature_name - bias_mitigatio n_technique - in- Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 clude_bias_mitigation_feature_as_predictor_variable to the ex-is t-ing method - [][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7256) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 by adding this enum to sup-ply params to some of the above func- tion-al-ity \T1/txtt/m/n/10 datarobot.enums. [754] Underfull \hbox (badness 10000) in paragraph at lines 76589--76591 []\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that \T1/qtm/m/it/10 fea-ture_derivation_window_end \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobo t. Underfull \hbox (badness 10000) in paragraph at lines 76607--76610 []\T1/qtm/m/n/10 Added the abil-ity to turn off su-per-vised fea-ture re-duc-ti on for Time Se-ries projects. Op-tion [755] [756] Overfull \hbox (52.89496pt too wide) in paragraph at lines 76819--76820 [] Underfull \hbox (badness 10000) in paragraph at lines 76819--76820 Underfull \hbox (badness 10000) in paragraph at lines 76833--76835 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit Output written on datarobot-public-api-client.pdf (839 pages, 4014780 bytes). Transcript written on datarobot-public-api-client.log. Latexmk: Index file 'datarobot-public-api-client.idx' was written Latexmk: References changed. 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[3] [4] Chapter 2. (/usr/share/texlive/texmf-dist/tex/latex/txfonts/t1txtt.fd) [5] (/usr/share/texlive/texmf-dist/tex/latex/txfonts/ts1txtt.fd) Underfull \hbox (badness 10000) in paragraph at lines 305--308 [][][]\T1/txtt/m/sl/10 Dataset.create_from_url[][] \T1/qtm/m/n/10 takes .csv da ta from a URL. If you have set Underfull \hbox (badness 10000) in paragraph at lines 314--318 [][][]\T1/txtt/m/sl/10 Dataset.create_from_data_source[][] \T1/qtm/m/n/10 takes data from a data source. 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[45] Underfull \hbox (badness 10000) in paragraph at lines 2869--2874 \T1/qtm/m/n/10 and \T1/txtt/m/n/10 validation_start_date\T1/qtm/m/n/10 . Us-ing the same date for both \T1/txtt/m/n/10 primary_training_end_date \T1/qtm/m/n/1 0 and [46] Underfull \hbox (badness 10000) in paragraph at lines 2901--2906 []\T1/qtm/m/n/10 For date-time par-ti-tioned model you can re-trieve the Ac-cu- racy over Time plot. To do so use Underfull \hbox (badness 7558) in paragraph at lines 2901--2906 [][]\T1/txtt/m/sl/10 DatetimeModel.get_accuracy_over_time_plot[][]\T1/qtm/m/n/1 0 . You can also re-trieve the de-tailed meta-data us-ing [47] [48] [49] [50] [51] Underfull \hbox (badness 6141) in paragraph at lines 3317--3324 []\T1/qtm/m/n/10 Enough rows of his-tor-i-cal data must be pro-vided to cover t he span of the ef-fec-tive Fea-ture Deriva- [52] [53] [54] [55] Underfull \hbox (badness 10000) in paragraph at lines 3605--3610 []\T1/qtm/m/n/10 Pre-dic-tion in-ter-vals can be cal-cu-lated for a [][]\T1/txt t/m/sl/10 DatetimeModel[][] \T1/qtm/m/n/10 us-ing the [][]\T1/txtt/m/sl/10 Date timeModel. [56] [57] Overfull \vbox (1.97241pt too high) detected at line 3803 [58] [59] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3831 ├── abyssinian ! 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LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3834 │   ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3834 │   ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3834 │   ├── … ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3835 ├── american\PYGZus{}bulldog ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3835 ├── american\PYGZus{}bulldog ! 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Type H for immediate help. ... l.3836 ...├── american\PYGZus{}bulldog01.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3837 ...├── american\PYGZus{}bulldog02.jpg ! LaTeX Error: Unicode character │ (U+2502) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.3838 │ ├── … [60] [61] [62 <./sample1.png> <./sample2.png>] [63] [64 <./activation_map1.png> <./activation_map2.png>] [65] [66 <./embeddings.png>] Overfull \vbox (0.56935pt too high) detected at line 4181 [67] [68] [69] [70] Underfull \hbox (badness 7012) in paragraph at lines 4364--4367 []\T1/qtm/m/n/10 1. Up-load a pre-dic-tion dataset, spec-i-fy-ing \T1/txtt/m/n/ 10 predictions_start_date\T1/qtm/m/n/10 , \T1/txtt/m/n/10 predictions_end_date\ T1/qtm/m/n/10 , and [71] Underfull \hbox (badness 10000) in paragraph at lines 4414--4417 []\T1/qtm/m/n/10 Up-load a pre-dic-tion dataset that con-tains la-bel col-umn(s ), re-quest com-pute ex-ter-nal test on one of [72] [73] [74] [75] [76] [77] [78] [79] ! LaTeX Error: Unicode character 物 (U+7269) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} ! LaTeX Error: Unicode character 类 (U+7C7B) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5174 ...gment\PYGZus{}id}\PYG{l+s+s2}{\PYGZdq{}} [80] [81] [82] [83] [84] [85] [86] [87] [88] [89] ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5781 ├── images ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5782 ├  ├──animal01.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5783 ├  ├──animal02.jpg ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5784 ├  ├──animal03.png ! LaTeX Error: Unicode character ├ (U+251C) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv ! LaTeX Error: Unicode character ─ (U+2500) not set up for use with LaTeX. See the LaTeX manual or LaTeX Companion for explanation. Type H for immediate help. ... l.5785 ├── data.csv [90] [91] Underfull \vbox (badness 1087) detected at line 5922 [92] [93] [94] [95] [96] Underfull \hbox (badness 10000) in paragraph at lines 6191--6198 \T1/qtm/b/n/10 Note: \T1/txtt/m/n/10 PredictionExplanations.get_all_as_datafra me() \T1/qtm/m/n/10 and \T1/txtt/m/n/10 PredictionExplanations. [97] [98] [99] [100] [101] [102] [103] [104] [105] [106] [107] [108] [109] [110] [111] Underfull \hbox (badness 10000) in paragraph at lines 7188--7193 []\T1/qtm/m/n/10 If you just want to get gen-er-ated pre-dic-tions from a Pre-d ic-tJob, you can use the \T1/txtt/m/n/10 PredictJob. [112] [113] [114] [115] [116] [117] [118] [119] [120] [121] Overfull \vbox (2.72194pt too high) detected at line 7938 [122] [123] [124] Underfull \hbox (badness 5231) in paragraph at lines 8071--8076 []\T1/qtm/m/n/10 In or-der to sched-ule the ex-e-cu-tion of a Batch Pre-dic-tio n job, a def-i-ni-tion must first be cre-ated, us- Underfull \hbox (badness 10000) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 minute val- Underfull \hbox (badness 7981) in paragraph at lines 8147--8150 \T1/qtm/m/n/10 hour of the Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 []|\T1/qtm/m/n/10 The hour(s) Underfull \hbox (badness 10000) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 of the day Underfull \hbox (badness 5741) in paragraph at lines 8160--8163 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 []|\T1/qtm/m/n/10 Strings, ei- Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ther 3-letter Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 ab-bre-vi-a-tions Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 or the full Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 month, can Underfull \hbox (badness 10000) in paragraph at lines 8173--8175 \T1/qtm/m/n/10 change-ably Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 []\T1/qtm/m/n/10 Months that Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 pat-i-ble with Overfull \hbox (8.34909pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/qtm/m/n/10 are ig-nored, Overfull \hbox (13.59908pt too wide) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 ": [31], Underfull \hbox (badness 10000) in paragraph at lines 8176--8179 \T1/txtt/m/n/10 "month":[ Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ab-bre-vi-a- Underfull \hbox (badness 5741) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 tions or the Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 full name Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 of the day, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 in-ter-change- Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ably (e.g., Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun-day^^Q, Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^Psun^^Q, or Underfull \hbox (badness 10000) in paragraph at lines 8189--8191 \T1/qtm/m/n/10 ^^PSun^^Q, all Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 di-tive with Overfull \hbox (10.84909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 run both Underfull \hbox (badness 7981) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 on the date Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (8.34909pt too wide) in paragraph at lines 8192--8195 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8192--8195 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 []|\T1/qtm/m/n/10 The date(s) Underfull \hbox (badness 5741) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 that the job Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/txtt/m/n/10 ... 31] \T1/qtm/m/n/10 or Underfull \hbox (badness 10000) in paragraph at lines 8205--8207 \T1/qtm/m/n/10 days of the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 field is ad- Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 di-tive with Overfull \hbox (5.5991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 mean-ing the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 job will Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 the date(s) Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 de-fined in Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 this field Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 spec-i-fied by Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 dates 1st, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 3rd, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 plus ev-ery Overfull \hbox (8.34909pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_month Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is set to Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 ["*"] \T1/qtm/m/n/10 and Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 is de-fined, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 will trig-ger Overfull \hbox (3.0991pt too wide) in paragraph at lines 8208--8212 \T1/txtt/m/n/10 day_of_week Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 Tues-day the Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 2nd, 9th, Underfull \hbox (badness 10000) in paragraph at lines 8208--8212 \T1/qtm/m/n/10 16th, 23rd, Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 such as Underfull \hbox (badness 10000) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 Febru-ary Underfull \hbox (badness 6032) in paragraph at lines 8213--8216 \T1/qtm/m/n/10 31st are ig- [125] Overfull \vbox (691.36992pt too high) has occurred while \output is active [126] Underfull \hbox (badness 5832) in paragraph at lines 8224--8230 []\T1/qtm/m/n/10 Job def-i-ni-tions are only be ex-e-cuted by the sched-uler if \T1/txtt/m/n/10 enabled \T1/qtm/m/n/10 is set to \T1/txtt/m/n/10 True\T1/qtm/m /n/10 . If you have a Underfull \hbox (badness 8056) in paragraph at lines 8224--8230 \T1/qtm/m/n/10 job def-i-ni-tion that was pre-vi-ously run-ning as a sched-uled job, but should now be stopped, sim-ply Underfull \hbox (badness 10000) in paragraph at lines 8267--8270 []\T1/qtm/m/n/10 When cre-at-ing a new de-ploy-ment, a DataRobot \T1/txtt/m/n/1 0 registered_model_version_id\TS1/txtt/m/n/10 ``\T1/txtt/m/n/10 (also known as [127] [128] [129] [130] [131] Overfull \vbox (1.97241pt too high) detected at line 8640 [132] [133] [134] [135] [136] [137] [138] [139] Underfull \hbox (badness 10000) in paragraph at lines 9128--9132 \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobot.models.deployment.DeploymentGr antSharedRoleWithId[][] \T1/qtm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.model s. [140] [141] [142] Underfull \hbox (badness 10000) in paragraph at lines 9291--9294 []\T1/qtm/m/n/10 Re-fer to [][]\T1/txtt/m/sl/10 ExecutionEnvironment[][] \T1/qt m/m/n/10 for prop-er-ties of the ex-e-cu-tion en-vi-ron-ment ob-ject and [143] [144] [145] Overfull \vbox (2.67389pt too high) detected at line 9507 [146] Overfull \vbox (1.97238pt too high) detected at line 9571 [147] [148] [149] [150] Underfull \hbox (badness 10000) in paragraph at lines 9793--9797 []\T1/qtm/m/n/10 cus-tom_model.update(is_training_data_for_versions_permanently _enabled=True) cus- [151] [152] [153] [154] [155] [156] [157] [158] [159] [160] Underfull \hbox (badness 10000) in paragraph at lines 10416--10419 []\T1/qtm/m/n/10 You can also fil-ter the reg-is-tered model ver-sions that are re-turned by pass-ing an in-stance of the [161] [162] [163] [164] [165] [166] [167] [168] [169] [170] Underfull \hbox (badness 10000) in paragraph at lines 11085--11088 []\T1/qtm/m/n/10 Use Cases sup-port \T1/txtt/m/n/10 SHARING_ROLE.OWNER\T1/qtm/m /n/10 , \T1/txtt/m/n/10 SHARING_ROLE.EDITOR\T1/qtm/m/n/10 , \T1/txtt/m/n/10 SHA RING_ROLE.CONSUMER \T1/qtm/m/n/10 and [171] [172] [173] [174] Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for cal- Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/qtm/m/n/10 cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proportional Parity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 11380--11387 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or [175] [176] [177] Underfull \hbox (badness 10000) in paragraph at lines 11691--11695 []\T1/qtm/m/n/10 Fil-ter by \T1/qtm/m/it/10 sta-tus \T1/qtm/m/n/10 == Anoma-lyA ssess-mentSta- [178] [179] [180] Overfull \hbox (14.55872pt too wide) in paragraph at lines 12098--12098 \T1/qtm/m/it/10 **record_kwargs\T1/txtt/m/n/10 )| [181] Underfull \hbox (badness 10000) in paragraph at lines 12254--12258 []\T1/qtm/m/n/10 greater or [182] [183] Underfull \hbox (badness 10000) in paragraph at lines 12420--12425 []\T1/qtm/m/n/10 Op-tional. Fil-ter [184] [185] [186] [187] [188] [189] [190] Underfull \hbox (badness 10000) in paragraph at lines 13287--13291 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13292--13296 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [191] Underfull \hbox (badness 10000) in paragraph at lines 13336--13340 []\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.: Underfull \hbox (badness 10000) in paragraph at lines 13341--13345 []\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.: [192] Underfull \hbox (badness 10000) in paragraph at lines 13501--13504 []\T1/qtm/m/n/10 par-ti-tion : sub-set of train-ing data to score, one of \T1/t xtt/m/n/10 datarobot.enums. [193] [194] [195] [196] [197] [198] [199] [200] [201] [202] [203] [204] [205] [206] [207] [208] [209] [210] [211] [212] [213] [214] [215] [216] [217] [218] [219] [220] [221] Underfull \hbox (badness 10000) in paragraph at lines 16431--16435 []\T1/qtm/m/n/10 [str or None] Type of au-to-mated doc-u-ment. You can spec-ify : [222] [223] [224] Overfull \hbox (8.64493pt too wide) in paragraph at lines 16769--16770 [] Underfull \hbox (badness 10000) in paragraph at lines 16769--16770 [225] [226] [227] [228] [229] [230] [231] [232] [233] [234] [235] Overfull \hbox (13.15462pt too wide) in paragraph at lines 17980--17981 [] Underfull \hbox (badness 10000) in paragraph at lines 17980--17981 [236] [237] [238] [239] [240] [241] [242] [243] Underfull \hbox (badness 10000) in paragraph at lines 18777--18783 \T1/qtm/m/n/10 ues: [\T1/qtm/m/it/10 datarobot.TARGET_TYPE.BINARY\T1/qtm/m/n/10 , \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , Underfull \hbox (badness 5924) in paragraph at lines 18777--18783 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.UNSTRUCTURED\T1/qtm/m/n/10 , Underfull \hbox (badness 7203) in paragraph at lines 18784--18789 []\T1/qtm/m/n/10 Tar-get fea-ture name. It is op-tional(ignored if pro-vided) [244] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 [] Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 18846--18853 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [245] Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 []\T1/qtm/m/n/10 Tar-get type of the cus- Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/n/10 tom in-fer-ence model. Val-ues: [\T1/qtm/m/it/10 datarobot.TARGE T_TYPE.BINARY\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19031--19036 \T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , \T1/qtm/m/it/1 0 datarobot.TARGET_TYPE.MULTICLASS\T1/qtm/m/n/10 , [246] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 [] Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ] Note: Underfull \hbox (badness 5175) in paragraph at lines 19072--19079 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19089--19093 []\T1/qtm/m/n/10 Per-ma-nently en- [247] Underfull \hbox (badness 10000) in paragraph at lines 19218--19222 []\T1/qtm/m/n/10 Per-ma-nently en- [248] Overfull \hbox (70.84099pt too wide) in paragraph at lines 19378--19384 []\T1/qtm/m/n/10 the type of the im-age, ei-ther CUS-TOM_MODEL_IMAGE_TYPE.CUSTO M_MODEL_IMAGE Underfull \hbox (badness 10000) in paragraph at lines 19378--19384 \T1/qtm/m/n/10 if the test-ing at-tempt is us-ing a Cus-tom-Mod-e-lIm-age as it s model or CUS- Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 [] Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19422--19428 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [249] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 [] Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19470--19477 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [250] [251] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 [] Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 10000) in paragraph at lines 19752--19758 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [252] Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19859--19870 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 [] Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 19871--19878 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported Underfull \hbox (badness 10000) in paragraph at lines 19888--19892 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [253] [254] Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfile1.txt^^Q), (^^P/home/user/Documents/myModel/folder/file2. txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20044--20055 \T1/qtm/m/n/10 ^^Pfolder/file2.txt^^Q)] or [^^P/home/user/Documents/myModel/fil e1.txt^^Q, Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 [] Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca n ac-cess the Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/n/10 pub-lic net-work. Val-ues: [\T1/qtm/m/it/10 datarobot.NETWORK_EG RESS_POLICY.NONE\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.PUBLIC\T1/qtm/m/n/10 ]. Note: Underfull \hbox (badness 5175) in paragraph at lines 20061--20068 \T1/qtm/m/it/10 datarobot.NETWORK_EGRESS_POLICY.DR_API_ACCESS \T1/qtm/m/n/10 va lue is only sup-ported [255] Underfull \hbox (badness 10000) in paragraph at lines 20078--20082 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [256] [257] [258] [259] [260] [261] [262] [263] [264] [265] Underfull \hbox (badness 10000) in paragraph at lines 21406--21410 \T1/qtm/m/n/10 See datarobot.enums.EXECUTION_ENVIRONMENT_VERSION_BUILD_STATUS [266] [267] Underfull \hbox (badness 10000) in paragraph at lines 21727--21732 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be cal-i-brated to [268] [269] Underfull \hbox (badness 10000) in paragraph at lines 21926--21930 []\T1/qtm/m/n/10 the tar-get typed Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 []\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 cal-i-brated to be be-tween 0 and 1 by DR. if None, uses de-faul t value Underfull \hbox (badness 10000) in paragraph at lines 21961--21967 \T1/qtm/m/n/10 from DR app (True). only ap-plies to cus-tom es-ti-ma-tors with tar-get type [270] [271] [272] Underfull \hbox (badness 10000) in paragraph at lines 22399--22403 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22404--22409 []\T1/qtm/m/n/10 You must [273] Underfull \hbox (badness 10000) in paragraph at lines 22474--22478 []\T1/qtm/m/n/10 Ad-di-tional pa- Underfull \hbox (badness 10000) in paragraph at lines 22479--22484 []\T1/qtm/m/n/10 You must [274] Underfull \hbox (badness 10000) in paragraph at lines 22638--22642 []\T1/qtm/m/n/10 Ad-di-tional pa-ram-e-ters re- [275] [276] [277] [278] [279] [280] [281] Underfull \hbox (badness 10000) in paragraph at lines 23417--23420 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: Underfull \hbox (badness 10000) in paragraph at lines 23473--23476 []\T1/qtm/m/n/10 [str] Op-tional. The full JDBC URL (for ex-am-ple: [282] [283] [284] Overfull \vbox (1.47964pt too high) detected at line 23808 [285] [286] [287] [288] [289] [290] [291] [292] [293] [294] [295] Underfull \hbox (badness 10000) in paragraph at lines 24940--24944 []\T1/qtm/m/n/10 Fil-ter avail-able [296] Underfull \hbox (badness 10000) in paragraph at lines 25002--25006 []\T1/qtm/m/n/10 Fil-ter avail-able [297] [298] [299] [300] [301] [302] [303] [304] Underfull \hbox (badness 10000) in paragraph at lines 25955--25963 \T1/qtm/m/n/10 - for \T1/qtm/m/it/10 query \T1/qtm/m/n/10 based data-sources - `[][]$https : / / s3 . amazonaws . com / datarobot _ test / [305] Overfull \vbox (0.83734pt too high) detected at line 26142 [306] [307] [308] Underfull \hbox (badness 10000) in paragraph at lines 26382--26385 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 26389--26392 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. [309] Overfull \hbox (10.06342pt too wide) in paragraph at lines 26448--26452 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [310] [311] Overfull \hbox (10.06342pt too wide) in paragraph at lines 26763--26767 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [312] [313] Underfull \hbox (badness 10000) in paragraph at lines 27015--27018 []\T1/qtm/m/n/10 Sta-tus back-test/holdout train-ing. One of \T1/txtt/m/n/10 da tarobot.enums. Underfull \hbox (badness 10000) in paragraph at lines 27022--27025 []\T1/qtm/m/n/10 Sta-tus back-test/holdout val-i-da-tion. One of \T1/txtt/m/n/1 0 datarobot.enums. [314] Overfull \hbox (10.06342pt too wide) in paragraph at lines 27077--27081 []\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS _RESOLUTION\T1/qtm/m/n/10 , [315] [316] [317] [318] [319] [320] [321] Underfull \hbox (badness 10000) in paragraph at lines 27982--27985 [] [322] Underfull \hbox (badness 10000) in paragraph at lines 28053--28056 [] [323] [324] Underfull \hbox (badness 10000) in paragraph at lines 28249--28252 [] Overfull \hbox (4.89491pt too wide) in paragraph at lines 28253--28256 [] [325] [326] [327] Underfull \hbox (badness 10000) in paragraph at lines 28478--28483 []\T1/qtm/m/n/10 [bool] Is `'True'' if chal-lenger mod-els is en-abled for this de- Underfull \hbox (badness 10000) in paragraph at lines 28478--28483 \T1/qtm/m/n/10 ploy-ment. To up-date ex-ist-ing `'chal-lenger_models'' set-ting s, see Underfull \hbox (badness 10000) in paragraph at lines 28557--28561 []\T1/qtm/m/n/10 [list] To cre-ate or up-date ex-ist-ing seg-ment anal-y-sis at -tributes, see [328] [329] [330] Underfull \hbox (badness 10000) in paragraph at lines 28881--28886 []\T1/qtm/m/n/10 [bool] If pre-dic-tions data col-lec-tion is en-abled for this de-ploy- Underfull \hbox (badness 10000) in paragraph at lines 28881--28886 \T1/qtm/m/n/10 ment. To up-date ex-ist-ing `'pre-dic-tions_data_collection'' se t-tings, see [331] Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 []\T1/qtm/m/n/10 [bool] If tar-get pre-dic-tion_warning is en-abled for this de -ploy- Underfull \hbox (badness 10000) in paragraph at lines 28949--28954 \T1/qtm/m/n/10 ment. To cre-ate or up-date ex-ist-ing `'pre-dic-tion_warning'' set-tings, see [332] [333] [334] [335] [336] [337] [338] [339] [340] Overfull \hbox (53.69485pt too wide) in paragraph at lines 30007--30010 [] [341] [342] [343] [344] [345] [346] [347] [348] Overfull \hbox (10.41382pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 tected_feature=None\T1/qtm/m/n/10 , Overfull \hbox (13.70381pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 ness_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (28.9938pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (41.04382pt too wide) in paragraph at lines 31024--31024 \T1/qtm/m/it/10 able_target_outcome=None\T1/txtt/m/n/10 )| [349] [350] [351] [352] Overfull \hbox (77.69371pt too wide) in paragraph at lines 31246--31246 []\T1/qtm/m/it/10 baseline_validation_job_id\T1/qtm/m/n/10 , Overfull \hbox (9.35371pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (28.0437pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 log_version_id\T1/qtm/m/n/10 , Overfull \hbox (60.2637pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 time_partition_column\T1/qtm/m/n/10 , Overfull \hbox (109.75372pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 is_external_baseline_dataset_valid\T1/qtm/m/n/10 , Overfull \hbox (70.54372pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 series_id_columns=None\T1/qtm/m/n/10 , Overfull \hbox (54.2937pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 out_start_date=None\T1/qtm/m/n/10 , Overfull \hbox (50.39372pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 out_end_date=None\T1/qtm/m/n/10 , Overfull \hbox (13.63371pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 tests=None\T1/qtm/m/n/10 , Overfull \hbox (71.42369pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 cast_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (67.52371pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 cast_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (16.73369pt too wide) in paragraph at lines 31246--31246 \T1/qtm/m/it/10 sage=None\T1/txtt/m/n/10 )| [353] [354] Underfull \hbox (badness 10000) in paragraph at lines 31392--31395 []\T1/qtm/m/n/10 Scores on the [355] [356] [357] [358] Underfull \hbox (badness 10000) in paragraph at lines 31889--31894 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [359] [360] [361] [362] Underfull \hbox (badness 10000) in paragraph at lines 32355--32360 []\T1/qtm/m/n/10 {`key':'DataRobot', `sum-mary':{`min':0, `max':29815.0, `std-D ev':6498.029, [363] [364] [365] Underfull \hbox (badness 8075) in paragraph at lines 32800--32804 []\T1/qtm/m/n/10 His-togram in-for-ma-tion as a mul-ti-cat-e-gor-i-cal_histogra m. The [366] [367] Underfull \hbox (badness 10000) in paragraph at lines 32950--32953 []\T1/qtm/m/n/10 [list(dict)] List of joint prob-a-bil-ity val-ues with a schem a de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 32958--32961 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 32958--32961 \T1/txtt/m/n/10 pairwise_joint_probabilities.statistic_dataframes[(0,1)].loc[\T S1/txtt/m/n/10 '\T1/txtt/m/n/10 A\TS1/txtt/m/n/10 '\T1/txtt/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 33017--33020 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via: [368] Underfull \hbox (badness 5787) in paragraph at lines 33076--33079 []\T1/qtm/m/n/10 [list(dict)] List of con-di-tional prob-a-bil-ity val-ues with a schema de-scribed as Underfull \hbox (badness 10000) in paragraph at lines 33086--33089 []\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0|B=1) can be re-trieved via: Underfull \hbox (badness 10000) in paragraph at lines 33086--33089 \T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)]. [369] Underfull \hbox (badness 10000) in paragraph at lines 33154--33158 []\T1/qtm/m/n/10 The con-di-tional prob-a-bil-i-ties for the re-quested Underfull \hbox (badness 10000) in paragraph at lines 33229--33233 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_METRIC] The name of a met- Underfull \hbox (badness 5563) in paragraph at lines 33229--33233 \T1/qtm/m/n/10 ric to get pair-wise data for. Since `v2.19' this is op-tional a nd de-faults to Underfull \hbox (badness 10000) in paragraph at lines 33234--33238 []\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_TYPE] The type of de- Underfull \hbox (badness 10000) in paragraph at lines 33234--33238 \T1/qtm/m/n/10 pen-dence for the data. Since `v2.19' this is op-tional and de-f aults to [370] [371] [372] [373] Underfull \hbox (badness 10000) in paragraph at lines 33656--33661 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 33656--33661 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 33656--33661 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 33662--33667 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [374] Underfull \hbox (badness 10000) in paragraph at lines 33720--33723 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33724--33729 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33724--33729 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [375] Underfull \hbox (badness 10000) in paragraph at lines 33782--33785 []\T1/qtm/m/n/10 The re-quested re-la-tion-ships Underfull \hbox (badness 10000) in paragraph at lines 33820--33823 []\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers. Underfull \hbox (badness 10000) in paragraph at lines 33824--33829 []\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each Underfull \hbox (badness 10000) in paragraph at lines 33824--33829 \T1/qtm/m/n/10 el-e-ment is a dic-tio-nary or a \T1/txtt/m/n/10 datarobot.helpe rs.feature_discovery. [376] [377] Underfull \hbox (badness 10000) in paragraph at lines 33993--33996 []\T1/qtm/m/n/10 Col-umn(s) from the sec-ond [378] Underfull \hbox (badness 10000) in paragraph at lines 34018--34023 []\T1/qtm/m/n/10 List of fea-ture deriva-tion win- Underfull \hbox (badness 10000) in paragraph at lines 34018--34023 \T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only al-lowed Underfull \hbox (badness 10000) in paragraph at lines 34018--34023 \T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo w_end and fea- Underfull \hbox (badness 10000) in paragraph at lines 34024--34029 []\T1/qtm/m/n/10 Clos-est value of pre-dic- [379] [380] Underfull \hbox (badness 10000) in paragraph at lines 34269--34273 []\T1/qtm/m/n/10 cre-den-tials used by the sec-ondary Underfull \hbox (badness 10000) in paragraph at lines 34300--34304 []\T1/qtm/m/n/10 list of sec- [381] [382] Underfull \hbox (badness 10000) in paragraph at lines 34480--34483 []\T1/qtm/m/n/10 [list of Sec-ondary-Dataset-Con-fig-u-ra-tions] The re- [383] [384] [385] [386] Overfull \hbox (14.04398pt too wide) in paragraph at lines 34806--34806 []\T1/qtm/m/it/10 ff_metadata_datetime_per_backtest\T1/txtt/m/n/10 )| [387] [388] [389] [390] [391] [392] [393] [394] [395] [396] [397] [398] [399] [400] [401] [402] [403] Overfull \hbox (11.75487pt too wide) in paragraph at lines 36881--36884 [] [404] Underfull \hbox (badness 10000) in paragraph at lines 37050--37060 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 37050--37060 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [405] Underfull \hbox (badness 10000) in paragraph at lines 37117--37122 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 37117--37122 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [406] [407] Underfull \hbox (badness 10000) in paragraph at lines 37388--37392 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 37393--37400 [] [408] Underfull \hbox (badness 10000) in paragraph at lines 37484--37488 [] Underfull \hbox (badness 5359) in paragraph at lines 37484--37488 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 37492--37495 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 37499--37502 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 37506--37510 [] [409] [410] Underfull \hbox (badness 10000) in paragraph at lines 37668--37671 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [411] [412] [413] [414] [415] Underfull \hbox (badness 10000) in paragraph at lines 38259--38264 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 38259--38264 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [416] [417] [418] Underfull \hbox (badness 10000) in paragraph at lines 38684--38688 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [419] [420] [421] [422] Underfull \hbox (badness 10000) in paragraph at lines 39153--39156 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 39160--39164 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 39172--39176 [] [423] [424] [425] [426] [427] [428] [429] [430] [431] [432] [433] [434] Underfull \hbox (badness 10000) in paragraph at lines 40502--40506 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [435] [436] [437] [438] Underfull \hbox (badness 10000) in paragraph at lines 40942--40946 [] Underfull \hbox (badness 5359) in paragraph at lines 40942--40946 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 40950--40953 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 40957--40960 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 40964--40968 [] [439] [440] [441] [442] [443] [444] Overfull \hbox (11.75487pt too wide) in paragraph at lines 41737--41740 [] [445] Underfull \hbox (badness 10000) in paragraph at lines 41910--41913 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [446] [447] [448] Underfull \hbox (badness 10000) in paragraph at lines 42196--42200 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 42201--42208 [] [449] Underfull \hbox (badness 10000) in paragraph at lines 42320--42323 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 42327--42331 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 42339--42343 [] [450] [451] [452] [453] [454] [455] [456] [457] Underfull \hbox (badness 10000) in paragraph at lines 43293--43297 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [458] [459] [460] [461] Underfull \hbox (badness 10000) in paragraph at lines 43733--43737 [] Underfull \hbox (badness 5359) in paragraph at lines 43733--43737 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 43741--43744 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 43748--43751 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 43755--43759 [] [462] [463] [464] [465] [466] [467] Overfull \hbox (11.75487pt too wide) in paragraph at lines 44528--44531 [] [468] Underfull \hbox (badness 10000) in paragraph at lines 44724--44727 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [469] [470] Underfull \hbox (badness 10000) in paragraph at lines 44927--44932 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 44927--44932 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [471] [472] Underfull \hbox (badness 10000) in paragraph at lines 45148--45152 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 45153--45160 [] [473] Underfull \hbox (badness 10000) in paragraph at lines 45272--45275 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 45279--45283 [] [474] Overfull \hbox (9.0348pt too wide) in paragraph at lines 45291--45295 [] [475] [476] Underfull \hbox (badness 10000) in paragraph at lines 45532--45542 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 45532--45542 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 45599--45604 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 45599--45604 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [477] [478] [479] Underfull \hbox (badness 6173) in paragraph at lines 45867--45872 []\T1/qtm/m/n/10 [str] which of train-ing_row_count, train-ing_duration, or tra in- [480] [481] Overfull \hbox (11.83478pt too wide) in paragraph at lines 46099--46103 [] [482] [483] Underfull \hbox (badness 10000) in paragraph at lines 46310--46315 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 46310--46315 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [484] Underfull \hbox (badness 10000) in paragraph at lines 46453--46456 []\T1/qtm/m/n/10 The back-test [485] Underfull \hbox (badness 10000) in paragraph at lines 46512--46515 []\T1/qtm/m/n/10 The back-test Underfull \hbox (badness 10000) in paragraph at lines 46558--46561 []\T1/qtm/m/n/10 The back-test [486] [487] [488] [489] [490] [491] Underfull \hbox (badness 10000) in paragraph at lines 47196--47200 []\T1/qtm/m/n/10 [ForecastVsActualPlotPreview] a [][]\T1/txtt/m/sl/10 ForecastV sActualPlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [492] [493] Underfull \hbox (badness 7047) in paragraph at lines 47358--47362 []\T1/qtm/m/n/10 [AnomalyOverTimePlotPreview] a [][]\T1/txtt/m/sl/10 AnomalyOve rTimePlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing [494] [495] Underfull \hbox (badness 10000) in paragraph at lines 47534--47538 [] Underfull \hbox (badness 5359) in paragraph at lines 47534--47538 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 47542--47545 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 47549--47552 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 47556--47560 [] [496] Underfull \hbox (badness 10000) in paragraph at lines 47693--47698 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check [497] Underfull \hbox (badness 10000) in paragraph at lines 47737--47744 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Lift chart data source. Check Underfull \hbox (badness 10000) in paragraph at lines 47795--47800 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) Roc Curve data source. C heck Underfull \hbox (badness 10000) in paragraph at lines 47839--47846 []\T1/qtm/m/n/10 [str] (Dep-re-cated in ver-sion v3.4) ROC curve data source. C heck [498] [499] [500] [501] [502] Underfull \hbox (badness 10000) in paragraph at lines 48382--48386 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [503] [504] [505] [506] [507] [508] Overfull \hbox (11.75487pt too wide) in paragraph at lines 49093--49096 [] [509] Underfull \hbox (badness 10000) in paragraph at lines 49289--49292 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [510] Underfull \hbox (badness 10000) in paragraph at lines 49363--49368 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49363--49368 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [511] [512] Underfull \hbox (badness 10000) in paragraph at lines 49501--49505 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 49506--49513 [] [513] Underfull \hbox (badness 10000) in paragraph at lines 49704--49709 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 49704--49709 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [514] [515] [516] [517] [518] [519] [520] [521] [522] [523] [524] [525] Underfull \hbox (badness 10000) in paragraph at lines 50979--50983 []\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char ts by [526] [527] [528] [529] Underfull \hbox (badness 10000) in paragraph at lines 51419--51423 [] Underfull \hbox (badness 5359) in paragraph at lines 51419--51423 \T1/qtm/m/n/10 keys: \T1/txtt/m/n/10 featureName\T1/qtm/m/n/10 , \T1/txtt/m/n/1 0 impactNormalized\T1/qtm/m/n/10 , and \T1/txtt/m/n/10 impactUnnormalized\T1/qt m/m/n/10 , and Overfull \hbox (10.2848pt too wide) in paragraph at lines 51427--51430 [] Overfull \hbox (1.01459pt too wide) in paragraph at lines 51434--51437 [] Overfull \hbox (4.81488pt too wide) in paragraph at lines 51441--51445 [] [530] [531] [532] [533] [534] [535] Overfull \hbox (11.75487pt too wide) in paragraph at lines 52214--52217 [] [536] Underfull \hbox (badness 10000) in paragraph at lines 52410--52413 []\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load ed from [537] [538] Underfull \hbox (badness 10000) in paragraph at lines 52613--52618 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 52613--52618 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [539] [540] Underfull \hbox (badness 10000) in paragraph at lines 52834--52838 []\T1/qtm/m/n/10 re-sponse Overfull \hbox (16.65489pt too wide) in paragraph at lines 52839--52846 [] [541] Underfull \hbox (badness 10000) in paragraph at lines 52958--52961 [] Overfull \hbox (56.6198pt too wide) in paragraph at lines 52965--52969 [] Overfull \hbox (9.0348pt too wide) in paragraph at lines 52977--52981 [] [542] [543] [544] Underfull \hbox (badness 10000) in paragraph at lines 53218--53228 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 53218--53228 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). Underfull \hbox (badness 10000) in paragraph at lines 53285--53290 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 53285--53290 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [545] [546] [547] Underfull \hbox (badness 10000) in paragraph at lines 53596--53599 []\T1/qtm/m/n/10 [dict] ^^PPa-ram-e-ters^^Q dic-tio-nary, same as spec-i-fied o n Overfull \hbox (26.8249pt too wide) in paragraph at lines 53600--53601 [] Underfull \hbox (badness 10000) in paragraph at lines 53600--53601 [548] [549] [550] [551] [552] [553] Overfull \hbox (3.26418pt too wide) in paragraph at lines 54414--54414 \T1/qtm/m/it/10 low_partial_history_time_series_predictions=False\T1/qtm/m/n/10 , [554] Underfull \hbox (badness 10000) in paragraph at lines 54423--54426 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 54433--54436 []\T1/qtm/m/n/10 Note that ei-ther (\T1/txtt/m/n/10 holdout_start_date\T1/qtm/m /n/10 , \T1/txtt/m/n/10 holdout_duration\T1/qtm/m/n/10 ) or (\T1/txtt/m/n/10 ho ldout_start_date\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 54443--54447 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54443--54447 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the Underfull \hbox (badness 10000) in paragraph at lines 54459--54464 []\T1/qtm/m/n/10 [str or None] The du-ra-tion of the hold-out scor-ing data. If [555] [556] Underfull \hbox (badness 10000) in paragraph at lines 54604--54608 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [557] Underfull \hbox (badness 10000) in paragraph at lines 54712--54717 []\T1/qtm/m/n/10 Op-tion 2 (New in ver-sion v2.20): Use \T1/txtt/m/n/10 index\T 1/qtm/m/n/10 , \T1/txtt/m/n/10 primary_training_start_date\T1/qtm/m/n/10 , [558] Underfull \hbox (badness 10000) in paragraph at lines 54812--54813 []\T1/qtm/m/n/10 [bool][Switch to us-ing the older a_priori key name in-stead o f [559] [560] Underfull \hbox (badness 10000) in paragraph at lines 54917--54921 []\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums. Underfull \hbox (badness 7133) in paragraph at lines 54917--54921 \T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe r mod-els cre-ated by the [561] [562] Underfull \hbox (badness 10000) in paragraph at lines 55142--55146 []\T1/qtm/m/n/10 (New in ver-sion v2.24) [563] [564] [565] Underfull \hbox (badness 10000) in paragraph at lines 55515--55524 []\T1/qtm/m/n/10 [bool, op-tional] De-faults to \T1/txtt/m/n/10 False\T1/qtm/m/ n/10 . If \T1/txtt/m/n/10 False\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 55515--55524 \T1/qtm/m/n/10 will use a duration-based ap-proach for spec-i-fy-ing back-tests (\T1/txtt/m/n/10 gap_duration\T1/qtm/m/n/10 , [566] Underfull \hbox (badness 10000) in paragraph at lines 55691--55694 []\T1/qtm/m/n/10 This is the spec-i-fi-ca-tion that should be passed to [][]\T1 /txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the Underfull \hbox (badness 10000) in paragraph at lines 55691--55694 \T1/txtt/m/n/10 partitioning_method \T1/qtm/m/n/10 pa-ram-e-ter. To see the ful l par-ti-tion-ing use [][]\T1/txtt/m/sl/10 DatetimePartitioning. [567] [568] [569] Underfull \hbox (badness 10000) in paragraph at lines 55918--55921 []\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into a [570] [571] [572] [573] [574] [575] [576] [577] [578] [579] Underfull \hbox (badness 10000) in paragraph at lines 57145--57148 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57150--57153 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [580] Underfull \hbox (badness 6708) in paragraph at lines 57217--57222 []\T1/qtm/m/n/10 Cre-ate pre-dic-tion ex-pla-na-tions for the the dataset used to train the model. This can be Underfull \hbox (badness 6927) in paragraph at lines 57217--57222 \T1/qtm/m/n/10 re-trieved by call-ing \T1/txtt/m/n/10 dr.Model.get().featurelis t_id\T1/qtm/m/n/10 . For OTV and time-series projects, Underfull \hbox (badness 10000) in paragraph at lines 57232--57235 []\T1/qtm/m/n/10 Com-pute a Pre-dic-tion-Ex-pla-na-tion-sIni-tial-iza-tion for the model via \T1/txtt/m/n/10 datarobot. Underfull \hbox (badness 10000) in paragraph at lines 57237--57240 []\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/ m/n/10 datarobot.Model. [581] [582] [583] Overfull \hbox (15.28386pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , Overfull \hbox (13.06384pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , Overfull \hbox (46.11383pt too wide) in paragraph at lines 57612--57612 \T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )| [584] Underfull \hbox (badness 10000) in paragraph at lines 57684--57687 []\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a s Overfull \hbox (89.36382pt too wide) in paragraph at lines 57697--57697 \T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , Overfull \hbox (5.23384pt too wide) in paragraph at lines 57697--57697 \T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )| [585] [586] [587] [588] [589] [590] [591] [592] [593] Underfull \hbox (badness 10000) in paragraph at lines 58617--58622 []\T1/qtm/m/n/10 Raised if an ob-ject passed to the \T1/txtt/m/n/10 options \T1 /qtm/m/n/10 pa-ram-e-ter is not an [594] [595] [596] [597] [598] Underfull \hbox (badness 6412) in paragraph at lines 59180--59187 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59180--59187 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59180--59187 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [599] Overfull \hbox (1.56093pt too wide) in paragraph at lines 59264--59272 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [600] [601] Underfull \hbox (badness 6412) in paragraph at lines 59535--59542 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59535--59542 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59535--59542 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [602] [603] Underfull \hbox (badness 6412) in paragraph at lines 59727--59734 []\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th e Underfull \hbox (badness 10000) in paragraph at lines 59727--59734 [][]\T1/qtm/m/it/10 Par-ti-tion Classes[][] \T1/qtm/m/n/10 de-fined in \T1/txtt /m/n/10 datarobot.helpers.partitioning_methods\T1/qtm/m/n/10 . Underfull \hbox (badness 10000) in paragraph at lines 59727--59734 \T1/qtm/m/n/10 As an al-ter-na-tive, use [][]\T1/txtt/m/sl/10 Project.set_parti tioning_method[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 Project. [604] [605] [606] [607] [608] Underfull \hbox (badness 10000) in paragraph at lines 60257--60261 []\T1/qtm/m/n/10 Raised if \T1/txtt/m/n/10 forecast_point \T1/qtm/m/n/10 or \T1 /txtt/m/n/10 predictions_start_date \T1/qtm/m/n/10 and [609] [610] [611] [612] [613] [614] [615] [616] [617] [618] [619] Underfull \hbox (badness 10000) in paragraph at lines 61468--61478 []\T1/qtm/m/n/10 [str, op-tional] Ei-ther \T1/txtt/m/n/10 validation \T1/qtm/m/ n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also Underfull \hbox (badness 10000) in paragraph at lines 61468--61478 \T1/txtt/m/n/10 dr.SCORING_TYPE.validation \T1/qtm/m/n/10 or \T1/txtt/m/n/10 dr .SCORING_TYPE.cross_validation\T1/qtm/m/n/10 ). [620] Underfull \hbox (badness 10000) in paragraph at lines 61559--61564 []\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string such as those re-turned by the Underfull \hbox (badness 8075) in paragraph at lines 61559--61564 [][]\T1/txtt/m/sl/10 partitioning_methods.construct_duration_string[][] \T1/qtm /m/n/10 helper method. Please see [][]\T1/qtm/m/it/10 date-time [621] Underfull \hbox (badness 10000) in paragraph at lines 61653--61657 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. Underfull \hbox (badness 10000) in paragraph at lines 61703--61707 []\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot .enums. [622] Underfull \hbox (badness 10000) in paragraph at lines 61769--61773 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [623] Underfull \hbox (badness 10000) in paragraph at lines 61944--61948 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with Underfull \hbox (badness 10000) in paragraph at lines 61988--61992 []\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with [624] Underfull \hbox (badness 10000) in paragraph at lines 62045--62051 []\T1/qtm/m/n/10 This should be VER-BOSITY_LEVEL.SILENT or VER- [625] [626] Underfull \hbox (badness 10000) in paragraph at lines 62308--62314 []\T1/qtm/m/n/10 (New in ver-sion v2.23) one of Underfull \hbox (badness 10000) in paragraph at lines 62308--62314 \T1/txtt/m/n/10 datarobot.enums.DATETIME_AUTOPILOT_DATA_SAMPLING_METHOD\T1/qtm/ m/n/10 . Ap-pli-ca-ble [627] Underfull \hbox (badness 10000) in paragraph at lines 62343--62348 []\T1/qtm/m/n/10 Time Se-ries only. Underfull \hbox (badness 10000) in paragraph at lines 62366--62373 []\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for Underfull \hbox (badness 10000) in paragraph at lines 62366--62373 \T1/qtm/m/n/10 cal-cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proporti onalParity\T1/qtm/m/n/10 , \T1/txtt/m/n/10 equalParity\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 62366--62373 \T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable AndUnfavorableRateParity \T1/qtm/m/n/10 or Overfull \hbox (1.56093pt too wide) in paragraph at lines 62385--62393 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [628] [629] Underfull \hbox (badness 10000) in paragraph at lines 62536--62540 []\T1/qtm/m/n/10 [PartitioningMethod, op-tional] An in-stance of \T1/txtt/m/n/1 0 datarobot. [630] [631] Underfull \hbox (badness 10000) in paragraph at lines 62852--62855 []\T1/qtm/m/n/10 If value of \T1/txtt/m/n/10 variable_type \T1/qtm/m/n/10 is no t from \T1/txtt/m/n/10 datarobot.enums. [632] [633] [634] [635] Overfull \hbox (1.56093pt too wide) in paragraph at lines 63343--63351 []\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu e [636] [637] Underfull \hbox (badness 10000) in paragraph at lines 63544--63550 []\T1/qtm/m/n/10 This is an al-ter-na-tive to pass-ing a spec-i-fi-ca-tion to [ ][]\T1/txtt/m/sl/10 Project.analyze_and_model[][] \T1/qtm/m/n/10 via the [638] [639] [640] [641] [642] [643] [644] [645] Overfull \hbox (47.95493pt too wide) in paragraph at lines 64487--64490 [] Overfull \hbox (1.75493pt too wide) in paragraph at lines 64526--64529 [] [646] [647] [648] Overfull \hbox (0.7738pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 rently_deployed\T1/qtm/m/n/10 , Overfull \hbox (20.52379pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 tered_model_version\T1/qtm/m/n/10 , Overfull \hbox (33.44382pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 first_deployed_at=None\T1/qtm/m/n/10 , Overfull \hbox (35.10382pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 first_deployed_by=None\T1/qtm/m/n/10 , Overfull \hbox (37.6538pt too wide) in paragraph at lines 64816--64816 \T1/qtm/m/it/10 tion_environment=None\T1/txtt/m/n/10 )| Overfull \hbox (74.31384pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (57.84383pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , Overfull \hbox (1.99382pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 for_challenger=None\T1/qtm/m/n/10 , Overfull \hbox (1.54384pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 tion_threshold=None\T1/qtm/m/n/10 , Overfull \hbox (26.68387pt too wide) in paragraph at lines 64870--64870 \T1/qtm/m/it/10 tion_environment_id=None\T1/qtm/m/n/10 , [649] Overfull \hbox (32.31396pt too wide) in paragraph at lines 64928--64928 \T1/qtm/m/it/10 ble_with_leaderboard_model_id=None\T1/qtm/m/n/10 , Overfull \hbox (15.84395pt too wide) in paragraph at lines 64928--64928 \T1/qtm/m/it/10 ble_with_model_package_id=None\T1/qtm/m/n/10 , [650] [651] [652] [653] [654] [655] [656] [657] [658] [659] [660] [661] Underfull \hbox (badness 10000) in paragraph at lines 66352--66357 []\T1/qtm/m/n/10 [float] The to-tal of SHAP val-ues for fea-tures be-yond the [662] [663] [664] [665] [666] [667] [668] [669] Overfull \vbox (1.47964pt too high) detected at line 67296 [670] [671] [672] Overfull \hbox (5.70496pt too wide) in paragraph at lines 67549--67552 [] [673] [674] [675] [676] [677] Underfull \hbox (badness 10000) in paragraph at lines 68139--68142 []\T1/qtm/m/n/10 A [678] Overfull \hbox (53.69485pt too wide) in paragraph at lines 68292--68295 [] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68345--68348 [] [679] Overfull \hbox (40.76382pt too wide) in paragraph at lines 68433--68433 \T1/qtm/m/it/10 not_added_to_menu=None\T1/qtm/m/n/10 , Underfull \hbox (badness 10000) in paragraph at lines 68443--68447 []\T1/qtm/m/n/10 The list of [680] Overfull \hbox (4.4887pt too wide) in paragraph at lines 68567--68567 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68596--68599 []\T1/qtm/m/n/10 A [681] Overfull \hbox (2.52364pt too wide) in paragraph at lines 68637--68637 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (16.40364pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 name\T1/qtm/m/n/10 , Overfull \hbox (10.60364pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 role\T1/qtm/m/n/10 , Overfull \hbox (78.57361pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 share_recipient_type\T1/qtm/m/n/10 , Overfull \hbox (35.9886pt too wide) in paragraph at lines 68637--68637 \T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )| Underfull \hbox (badness 10000) in paragraph at lines 68646--68650 []\T1/qtm/m/n/10 The role of the Overfull \hbox (10.33382pt too wide) in paragraph at lines 68688--68688 \T1/qtm/m/it/10 info_creator_full_name\T1/qtm/m/n/10 , Overfull \hbox (41.32385pt too wide) in paragraph at lines 68688--68688 \T1/qtm/m/it/10 last_modifier_full_name=None\T1/qtm/m/n/10 , [682] Overfull \hbox (0.71489pt too wide) in paragraph at lines 68743--68746 [] [683] [684] [685] [686] [687] [688] [689] [690] [691] [692] [693] [694] [695] [696] [697] [698] [699] [700] Overfull \hbox (18.28377pt too wide) in paragraph at lines 70770--70770 []\T1/qtm/m/it/10 document_index\T1/qtm/m/n/10 , Overfull \hbox (50.41376pt too wide) in paragraph at lines 70770--70770 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [701] Overfull \hbox (2.3038pt too wide) in paragraph at lines 70859--70859 \T1/qtm/m/it/10 ment_page_width\T1/qtm/m/n/10 , Overfull \hbox (5.17381pt too wide) in paragraph at lines 70859--70859 \T1/qtm/m/it/10 ment_page_height\T1/qtm/m/n/10 , Overfull \hbox (29.41382pt too wide) in paragraph at lines 70859--70859 \T1/qtm/m/it/10 tual_target_value=None\T1/qtm/m/n/10 , [702] [703] [704] Overfull \hbox (11.64404pt too wide) in paragraph at lines 71134--71134 \T1/qtm/m/it/10 tive_feature_derivation_window_start=None\T1/qtm/m/n/10 , Overfull \hbox (7.74406pt too wide) in paragraph at lines 71134--71134 \T1/qtm/m/it/10 tive_feature_derivation_window_end=None\T1/qtm/m/n/10 , Overfull \hbox (15.70413pt too wide) in paragraph at lines 71134--71134 \T1/qtm/m/it/10 is_n_clusters_dynamically_determined=None\T1/qtm/m/n/10 , [705] Underfull \hbox (badness 10000) in paragraph at lines 71166--71169 []\T1/qtm/m/n/10 The back-test [706] [707] [708] [709] [710] [711] [712] [713] [714] [715] [716] [717] Overfull \hbox (28.40382pt too wide) in paragraph at lines 72566--72566 \T1/qtm/m/it/10 chunk_overlap_percentage\T1/qtm/m/n/10 , [718] [719] [720] Overfull \hbox (24.70378pt too wide) in paragraph at lines 72996--72996 []\T1/qtm/m/it/10 embedding_models\T1/qtm/m/n/10 , Overfull \hbox (46.93874pt too wide) in paragraph at lines 72996--72996 \T1/qtm/m/it/10 fault_embedding_model\T1/txtt/m/n/10 )| Overfull \hbox (55.02869pt too wide) in paragraph at lines 73020--73020 []\T1/qtm/m/it/10 text_chunking_configs\T1/txtt/m/n/10 )| [721] Overfull \hbox (39.31352pt too wide) in paragraph at lines 73039--73039 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (121.12354pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (43.53351pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 tar- Overfull \hbox (104.25352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ploy- Overfull \hbox (63.75352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (68.75352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (44.33353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 val- Overfull \hbox (35.14352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 i- Overfull \hbox (42.36353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 da- Overfull \hbox (75.33351pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (41.80353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 de- Overfull \hbox (49.43353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ploy- Overfull \hbox (104.85353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (44.43353pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ten- Overfull \hbox (57.09352pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (40.19351pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 er- Overfull \hbox (85.2435pt too wide) in paragraph at lines 73039--73039 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [722] [723] [724] Overfull \hbox (15.94391pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_settings=None\T1/qtm/m/n/10 , Overfull \hbox (7.19391pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_name=None\T1/qtm/m/n/10 , Overfull \hbox (8.7739pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_status=None\T1/qtm/m/n/10 , Overfull \hbox (44.8239pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (51.65388pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tor_database_error_resolution=None\T1/qtm/m/n/10 , Overfull \hbox (63.5239pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tom_model_llm_validation_status=None\T1/qtm/m/n/10 , Overfull \hbox (54.2639pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tom_model_llm_error_message=None\T1/qtm/m/n/10 , Overfull \hbox (63.84387pt too wide) in paragraph at lines 73390--73390 \T1/qtm/m/it/10 tom_model_llm_error_resolution=None\T1/txtt/m/n/10 )| [725] [726] Underfull \hbox (badness 10000) in paragraph at lines 73538--73541 []\T1/qtm/m/n/10 Set-tings for the [727] Underfull \hbox (badness 10000) in paragraph at lines 73726--73729 []\T1/qtm/m/n/10 The new vec-tor Underfull \hbox (badness 10000) in paragraph at lines 73738--73741 []\T1/qtm/m/n/10 Whether to re-move the vec-tor [728] [729] Underfull \hbox (badness 10000) in paragraph at lines 73938--73943 []\T1/qtm/m/n/10 Set-tings for the [730] Overfull \hbox (7.81361pt too wide) in paragraph at lines 74089--74089 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (89.62363pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (12.0336pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 tar- Overfull \hbox (72.75362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (10.30362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 de- Overfull \hbox (17.93362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ploy- Overfull \hbox (32.25362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (37.25362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (12.83362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 val- Overfull \hbox (3.64362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 i- Overfull \hbox (10.86362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 da- Overfull \hbox (43.8336pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (10.30362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 de- Overfull \hbox (17.93362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ploy- Overfull \hbox (73.35362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (12.93362pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ten- Overfull \hbox (25.59361pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (8.6936pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 er- Overfull \hbox (53.74359pt too wide) in paragraph at lines 74089--74089 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [731] [732] Overfull \hbox (44.5635pt too wide) in paragraph at lines 74291--74291 []\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , Overfull \hbox (126.37352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 prompt_column_name\T1/qtm/m/n/10 , Overfull \hbox (48.7835pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 tar- Overfull \hbox (109.50351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 get_column_name\T1/qtm/m/n/10 , Overfull \hbox (47.05351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 de- Overfull \hbox (54.68352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ploy- Overfull \hbox (69.00351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ment_id\T1/qtm/m/n/10 , Overfull \hbox (74.00351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (49.58351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 val- Overfull \hbox (40.39351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 i- Overfull \hbox (47.61351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 da- Overfull \hbox (80.5835pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 tion_status\T1/qtm/m/n/10 , Overfull \hbox (47.05351pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 de- Overfull \hbox (54.68352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ploy- Overfull \hbox (110.10352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ment_access_data\T1/qtm/m/n/10 , Overfull \hbox (49.68352pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ten- Overfull \hbox (62.3435pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ant_id\T1/qtm/m/n/10 , Overfull \hbox (45.4435pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 er- Overfull \hbox (90.49348pt too wide) in paragraph at lines 74291--74291 \T1/qtm/m/it/10 ror_message\T1/txtt/m/n/10 )| [733] Overfull \hbox (1.10875pt too wide) in paragraph at lines 74360--74360 \T1/qtm/m/it/10 ation_user_id\T1/txtt/m/n/10 )| [734] [735] Overfull \hbox (25.10367pt too wide) in paragraph at lines 74586--74586 []\T1/qtm/m/it/10 project_id\T1/qtm/m/n/10 , Overfull \hbox (21.46367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 model_id\T1/qtm/m/n/10 , Overfull \hbox (14.24367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 user_id\T1/qtm/m/n/10 , Overfull \hbox (24.96364pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 turelist_id\T1/qtm/m/n/10 , Overfull \hbox (5.20367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 items\T1/qtm/m/n/10 , Overfull \hbox (76.37366pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 early_stopping_rounds\T1/qtm/m/n/10 , Overfull \hbox (1.18367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 sam- Overfull \hbox (41.29367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 ple_pct=None\T1/qtm/m/n/10 , Overfull \hbox (4.27367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 train- Overfull \hbox (72.01367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 ing_row_count=None\T1/qtm/m/n/10 , Overfull \hbox (33.21365pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 score=None\T1/qtm/m/n/10 , Overfull \hbox (22.96367pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 ric=None\T1/qtm/m/n/10 , Overfull \hbox (103.21365pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 tal_number_of_chunks=None\T1/qtm/m/n/10 , Overfull \hbox (74.59366pt too wide) in paragraph at lines 74586--74586 \T1/qtm/m/it/10 model_number=None\T1/txtt/m/n/10 )| [736] [737] [738] Overfull \hbox (33.53941pt too wide) in paragraph at lines 74890--74891 [] Underfull \hbox (badness 10000) in paragraph at lines 74890--74891 Overfull \hbox (132.76941pt too wide) in paragraph at lines 74918--74919 [] Underfull \hbox (badness 10000) in paragraph at lines 74918--74919 [739] Underfull \hbox (badness 10000) in paragraph at lines 74958--74960 []\T1/qtm/m/n/10 Added sup-port to get the count of users' LLM API re-quests. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 74962--74964 []\T1/qtm/m/n/10 Added sup-port to get the count of users' vec-tor databases. [ ][]\T1/txtt/m/sl/10 UserLimits. Underfull \hbox (badness 10000) in paragraph at lines 74970--74972 []\T1/qtm/m/n/10 Added new meth-ods to the class [][]\T1/txtt/m/sl/10 Notebook[ ][] \T1/qtm/m/n/10 which in-cludes [][]\T1/txtt/m/sl/10 Notebook.run[][] \T1/qt m/m/n/10 and [][]\T1/txtt/m/sl/10 Notebook. Underfull \hbox (badness 10000) in paragraph at lines 75049--75055 \T1/txtt/m/sl/10 create_for_external[][] \T1/qtm/m/n/10 to cre-ate a new reg-is -tered model ver-sion from an ex-ter-nal model. Underfull \hbox (badness 10000) in paragraph at lines 75049--75055 [][]\T1/txtt/m/sl/10 RegisteredModelVersion.list_associated_deployments[][] \T1 /qtm/m/n/10 to list de-ploy-ments as-so-ci-ated with Underfull \hbox (badness 7362) in paragraph at lines 75049--75055 \T1/qtm/m/n/10 a reg-is-tered model ver-sion. [][]\T1/txtt/m/sl/10 RegisteredMo delVersion.create_for_leaderboard_item[][] \T1/qtm/m/n/10 to cre- Underfull \hbox (badness 10000) in paragraph at lines 75049--75055 \T1/qtm/m/n/10 ate a new reg-is-tered model ver-sion from a Leader-board model. [][]\T1/txtt/m/sl/10 RegisteredModelVersion. [740] Overfull \hbox (132.07492pt too wide) in paragraph at lines 75092--75094 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_v s_actuals_over_time Overfull \hbox (28.7594pt too wide) in paragraph at lines 75126--75129 [] Underfull \hbox (badness 10000) in paragraph at lines 75126--75129 \T1/qtm/m/n/10 All in-ter-ac-tions with \T1/txtt/m/n/10 Project.advanced_option s \T1/qtm/m/n/10 should be ex-pected to be through the [741] [742] Underfull \hbox (badness 10000) in paragraph at lines 75232--75238 \T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor ingJob.cancel[][] [][]BatchMonitoringJob. Underfull \hbox (badness 7888) in paragraph at lines 75264--75266 []\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 DatetimePartitioningId[][]\T1/qtm/m /n/10 , which can be passed as a \T1/qtm/m/it/10 par-ti-tion-ing_method \T1/qtm /m/n/10 to [][]\T1/txtt/m/sl/10 Project. Underfull \hbox (badness 10000) in paragraph at lines 75298--75307 \T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l ist[][] [][]BatchMonitoringJobDefinition. Underfull \hbox (badness 10000) in paragraph at lines 75298--75307 \T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM onitoringJobDefinition.update[][] Underfull \hbox (badness 10000) in paragraph at lines 75298--75307 [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin gJobDefinition.run_on_schedule[][] Underfull \hbox (badness 10000) in paragraph at lines 75320--75333 \T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] [] []Dataset.create_from_query_generator[][] Underfull \hbox (badness 10000) in paragraph at lines 75320--75333 [][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj ect.create_from_data_source[][] [][]Project. Underfull \hbox (badness 10000) in paragraph at lines 75320--75333 \T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f rom_clustering_model[][] [][]Project. [743] Underfull \hbox (badness 10000) in paragraph at lines 75369--75371 []\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the env var Overfull \hbox (38.23495pt too wide) in paragraph at lines 75378--75380 []\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_o ver_time Underfull \hbox (badness 10000) in paragraph at lines 75420--75435 \T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef fect[][] [][]Model.get_lift_chart[][] Underfull \hbox (badness 10000) in paragraph at lines 75420--75435 [][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char t[][] [][]Model.get_all_residuals_charts[][] Underfull \hbox (badness 10000) in paragraph at lines 75420--75435 [][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c hart[][] [][]Model.get_roc_curve[][] [][]Model. [744] Underfull \hbox (badness 10000) in paragraph at lines 75465--75467 []\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p acts for the model [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75489--75491 \T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/ 10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations. [745] Underfull \hbox (badness 10000) in paragraph at lines 75603--75605 []\T1/qtm/m/n/10 The sliced in-sight API end-point \T1/qtm/m/it/10 GET: api/v2/ insights// \T1/qtm/m/n/10 re-turns a pag-i-nated re- Underfull \hbox (badness 10000) in paragraph at lines 75617--75620 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit_metadata \T1/qtm/m/n/10 has bee n re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75627--75630 []\T1/txtt/m/n/10 DatetimeModel.request_feature_fit \T1/qtm/m/n/10 has been re- moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75642--75645 []\T1/txtt/m/n/10 Model.get_or_request_feature_fit \T1/qtm/m/n/10 has been re-m oved. Use [][]\T1/txtt/m/sl/10 Model. Underfull \hbox (badness 10000) in paragraph at lines 75647--75650 []\T1/txtt/m/n/10 DatetimeModel.get_or_request_feature_fit \T1/qtm/m/n/10 has b een re-moved. Use [][]\T1/txtt/m/sl/10 DatetimeModel. Underfull \hbox (badness 10000) in paragraph at lines 75657--75660 []\T1/qtm/m/n/10 Dep-re-cated the fol-low-ing meth-ods for re-triev-ing [][]\T1 /txtt/m/sl/10 SharingAccess[][] \T1/qtm/m/n/10 in-for-ma-tion. - [][]\T1/txtt/m /sl/10 DataStore. [746] Overfull \hbox (248.73975pt too wide) in paragraph at lines 75721--75722 [] Underfull \hbox (badness 10000) in paragraph at lines 75721--75722 Overfull \hbox (1039.5398pt too wide) in paragraph at lines 75743--75744 [] Underfull \hbox (badness 10000) in paragraph at lines 75743--75744 [747] Underfull \hbox (badness 10000) in paragraph at lines 75802--75806 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 BatchPredictionJob.app ly_time_series_data_prep_and_score[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7221) in paragraph at lines 75802--75806 [][]\T1/txtt/m/sl/10 BatchPredictionJob.apply_time_series_data_prep_and_score_t o_file[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75808--75813 []\T1/qtm/m/n/10 Added new meth-ods [][]\T1/txtt/m/sl/10 DataEngineQueryGenerat or.prepare_prediction_dataset[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7308) in paragraph at lines 75808--75813 [][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries Underfull \hbox (badness 10000) in paragraph at lines 75839--75843 []\T1/qtm/m/n/10 Added two new meth-ods to the Im-ageAug-men-ta-tion-List class : [][]\T1/txtt/m/sl/10 ImageAugmentationList.list[][]\T1/qtm/m/n/10 , [748] Underfull \hbox (badness 10000) in paragraph at lines 75944--75948 []\T1/qtm/m/n/10 Re-stored [][]\T1/txtt/m/sl/10 Model.get_leaderboard_ui_permal ink[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.open_model_browser[][]\T1/qt m/m/n/10 , [][]\T1/txtt/m/sl/10 Project. [749] [750] [751] Underfull \hbox (badness 10000) in paragraph at lines 76194--76197 []\T1/qtm/m/n/10 Added sup-port for cre-at-ing mono-tonic fea-ture lists for ti me se-ries projects. Set Underfull \hbox (badness 10000) in paragraph at lines 76199--76201 []\T1/qtm/m/n/10 Added in-for-ma-tion about ver-tex to ad-vanced tun-ing pa-ram -e-ters [][]\T1/txtt/m/sl/10 datarobot.models.Model. Underfull \hbox (badness 10000) in paragraph at lines 76282--76284 [][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use Underfull \hbox (badness 10000) in paragraph at lines 76286--76288 [][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\T1/qtm/m/n/10 's \T1/txtt/m/n/10 r equired_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use [752] Underfull \hbox (badness 6364) in paragraph at lines 76318--76320 []\T1/qtm/m/n/10 The [][]\T1/txtt/m/sl/10 Deployment[][] \T1/qtm/m/n/10 method \T1/txtt/m/n/10 create_from_custom_model_image \T1/qtm/m/n/10 was re-moved. Use [][]\T1/txtt/m/sl/10 Deployment. Underfull \hbox (badness 10000) in paragraph at lines 76370--76375 []\T1/qtm/m/n/10 Added ex-per-i-men-tal sup-port to re-trieve doc-u-ment text e x-trac-tion sam-ples us- Underfull \hbox (badness 10000) in paragraph at lines 76370--76375 \T1/qtm/m/n/10 ing: - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSample[][] \T1 /qtm/m/n/10 - [][]\T1/txtt/m/sl/10 DocumentTextExtractionSamplePage[][] \T1/qtm /m/n/10 - [753] Underfull \hbox (badness 10000) in paragraph at lines 76412--76419 []\T1/qtm/m/n/10 Added sup-port to pass cal-cu-la-tion mode to pre-dic-tion ex- pla-na-tions (\T1/qtm/m/it/10 mode \T1/qtm/m/n/10 pa-ram-e-ter in Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.apply_bias_mitigation[][] \T1/qtm /m/n/10 - [][]\T1/txtt/m/sl/10 Project.request_bias_mitigation_feature_info[][] Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 - [][]\T1/txtt/m/sl/10 Project.get_bias_mitigation_feature_info[ ][] \T1/qtm/m/n/10 and by adding new bias mit- Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 i-ga-tion params - bias_mitigation_feature_name - bias_mitigatio n_technique - in- Underfull \hbox (badness 10000) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 clude_bias_mitigation_feature_as_predictor_variable to the ex-is t-ing method - [][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 and Underfull \hbox (badness 7256) in paragraph at lines 76463--76476 \T1/qtm/m/n/10 by adding this enum to sup-ply params to some of the above func- tion-al-ity \T1/txtt/m/n/10 datarobot.enums. [754] Underfull \hbox (badness 10000) in paragraph at lines 76589--76591 []\T1/qtm/m/n/10 Up-date the doc-u-men-ta-tion to sug-gest that \T1/qtm/m/it/10 fea-ture_derivation_window_end \T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobo t. Underfull \hbox (badness 10000) in paragraph at lines 76607--76610 []\T1/qtm/m/n/10 Added the abil-ity to turn off su-per-vised fea-ture re-duc-ti on for Time Se-ries projects. Op-tion [755] [756] Overfull \hbox (52.89496pt too wide) in paragraph at lines 76819--76820 [] Underfull \hbox (badness 10000) in paragraph at lines 76819--76820 Underfull \hbox (badness 10000) in paragraph at lines 76833--76835 []\T1/txtt/m/n/10 DatetimeModel.get_feature_fit Output written on datarobot-public-api-client.pdf (839 pages, 4015330 bytes). Transcript written on datarobot-public-api-client.log. Latexmk: Index file 'datarobot-public-api-client.idx' was written Latexmk: Log file says output to 'datarobot-public-api-client.pdf' Latexmk: Examining 'datarobot-public-api-client.log' === TeX engine is 'pdfTeX' Latexmk: Errors, in force_mode: so I tried finishing targets Collected error summary (may duplicate other messages): pdflatex: Command for 'pdflatex' gave return code 1 Refer to 'datarobot-public-api-client.log' for details