Read the Docs build information
Build id: 1659295
Project: datarobot-public-api-client
Version: early-access
Commit: f51f4787db73fa7681665d4292984a2e90190838
Date: 2023-08-14T16:48:09.848214Z
State: finished
Success: True


[rtd-command-info] start-time: 2023-08-14T16:48:13.719032Z, end-time: 2023-08-14T16:48:26.971878Z, duration: 13, exit-code: 0
git clone --no-single-branch --depth 50 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: 2023-08-14T16:48:27.208289Z, end-time: 2023-08-14T16:48:27.959931Z, duration: 0, exit-code: 0
git checkout --force f51f4787db73fa7681665d4292984a2e90190838
Note: switching to 'f51f4787db73fa7681665d4292984a2e90190838'.

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 <new-branch-name>

Or undo this operation with:

  git switch -

Turn off this advice by setting config variable advice.detachedHead to false

HEAD is now at f51f4787 Mbraun/drx 0.1.15 (#2641)

[rtd-command-info] start-time: 2023-08-14T16:48:28.196660Z, end-time: 2023-08-14T16:48:28.281311Z, duration: 0, exit-code: 0
git clean -d -f -f


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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:
  version: 3.7
  install:
    - method: pip
      path: .
      extra_requirements:
        - dev

[rtd-command-info] start-time: 2023-08-14T16:48:30.521710Z, end-time: 2023-08-14T16:48:35.472377Z, duration: 4, exit-code: 0
python3.7 -mvirtualenv $READTHEDOCS_VIRTUALENV_PATH
Using base prefix '/home/docs/.pyenv/versions/3.7.9'
New python executable in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/bin/python3.7
Also creating executable in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/bin/python
Installing setuptools, pip, wheel...
done.

[rtd-command-info] start-time: 2023-08-14T16:48:35.709842Z, end-time: 2023-08-14T16:48:36.899148Z, duration: 1, exit-code: 0
python -m pip install --upgrade --no-cache-dir pip setuptools
Requirement already satisfied: pip in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (23.2.1)
Requirement already satisfied: setuptools in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (68.0.0)

[rtd-command-info] start-time: 2023-08-14T16:48:37.183367Z, end-time: 2023-08-14T16:48:44.110880Z, duration: 6, exit-code: 0
python -m pip install --upgrade --no-cache-dir pillow==5.4.1 mock==1.0.1 alabaster>=0.7,<0.8,!=0.7.5 commonmark==0.9.1 recommonmark==0.5.0 sphinx<2 sphinx-rtd-theme<0.5 readthedocs-sphinx-ext<2.3 jinja2<3.1.0
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Requirement already satisfied: setuptools in /home/docs/checkouts/readthedocs.org/user_builds/datarobot-public-api-client/envs/early-access/lib/python3.7/site-packages (from sphinx<2) (68.0.0)
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  Obtaining dependency information for MarkupSafe>=2.0 from https://files.pythonhosted.org/packages/e5/dd/49576e803c0d974671e44fa78049217fcc68af3662a24f831525ed30e6c7/MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata
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Building wheels for collected packages: mock
  Building wheel for mock (setup.py): started
  Building wheel for mock (setup.py): finished with status 'done'
  Created wheel for mock: filename=mock-1.0.1-py3-none-any.whl size=23753 sha256=e32cdf85d36b8c0a3108970c08f623bdf93b0d956d6664f18aa7e5a7c7af12e8
  Stored in directory: /tmp/pip-ephem-wheel-cache-lo4ll250/wheels/7a/94/b1/0fdc5339a5bd487a5cc15421ec200d9ba3e2aa7190e4a727f1
Successfully built mock
Installing collected packages: snowballstemmer, pytz, mock, commonmark, urllib3, sphinxcontrib-serializinghtml, six, Pygments, pillow, packaging, MarkupSafe, imagesize, idna, docutils, charset-normalizer, certifi, babel, alabaster, sphinxcontrib-websupport, requests, jinja2, sphinx, readthedocs-sphinx-ext, sphinx-rtd-theme, recommonmark
Successfully installed MarkupSafe-2.1.3 Pygments-2.16.1 alabaster-0.7.13 babel-2.12.1 certifi-2023.7.22 charset-normalizer-3.2.0 commonmark-0.9.1 docutils-0.17.1 idna-3.4 imagesize-1.4.1 jinja2-3.0.3 mock-1.0.1 packaging-23.1 pillow-5.4.1 pytz-2023.3 readthedocs-sphinx-ext-2.2.2 recommonmark-0.5.0 requests-2.31.0 six-1.16.0 snowballstemmer-2.2.0 sphinx-1.8.6 sphinx-rtd-theme-0.4.3 sphinxcontrib-serializinghtml-1.1.5 sphinxcontrib-websupport-1.2.4 urllib3-2.0.4

[rtd-command-info] start-time: 2023-08-14T16:48:44.376888Z, end-time: 2023-08-14T16:49:24.828261Z, duration: 40, 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
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Successfully built datarobot jupyter-contrib-nbextensions jupyter_contrib_core
Installing collected packages: webencodings, wcwidth, types-urllib3, types-PyYAML, types-pytz, types-python-dateutil, trafaret, ptyprocess, pickleshare, jupyter_highlight_selected_word, ipython_genutils, fastjsonschema, backcall, zipp, wrapt, websocket-client, urllib3, typing-extensions, types-requests, typed-ast, traitlets, tornado, tomlkit, tomli, tokenize-rt, tinycss2, sphinxcontrib-qthelp, sphinxcontrib-jsmath, sphinxcontrib-htmlhelp, sphinxcontrib-devhelp, sphinxcontrib-applehelp, soupsieve, sniffio, Send2Trash, pyzmq, pyyaml, python-dateutil, pyrsistent, pyflakes, pycparser, pycodestyle, py, psutil, prompt-toolkit, prometheus-client, pkgutil-resolve-name, Pillow, pexpect, pathspec, parso, pandocfilters, numpy, nest-asyncio, mypy-extensions, mock, mistune, mccabe, lxml, lazy-object-proxy, jupyterlab-pygments, isort, iniconfig, exceptiongroup, entrypoints, dill, defusedxml, decorator, debugpy, coverage, bleach, terminado, platformdirs, pandas, mypy, matplotlib-inline, jupyter_core, jedi, importlib-resources, importlib-metadata, cffi, beautifulsoup4, astroid, anyio, Sphinx, responses, requests-toolbelt, pylint, pluggy, jupyter-client, ipython, flake8, click, attrs, argon2-cffi-bindings, sphinx-rtd-theme, sphinx-autodoc-typehints, pytest, numpydoc, jsonschema, ipykernel, datarobot, black, argon2-cffi, pytest-cov, pytest-asyncio, nbformat, nbclient, nbconvert, nbsphinx, jupyter-server, notebook-shim, nbclassic, notebook, jupyter_contrib_core, jupyter_nbextensions_configurator, jupyter-contrib-nbextensions
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      Successfully uninstalled urllib3-2.0.4
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Successfully installed Pillow-9.2.0 Send2Trash-1.8.2 Sphinx-4.3.2 anyio-3.7.1 argon2-cffi-21.3.0 argon2-cffi-bindings-21.2.0 astroid-2.13.5 attrs-23.1.0 backcall-0.2.0 beautifulsoup4-4.12.2 black-22.8.0 bleach-6.0.0 cffi-1.15.1 click-8.1.6 coverage-7.2.7 datarobot-3.3.0b0 debugpy-1.6.7.post1 decorator-5.1.1 defusedxml-0.7.1 dill-0.3.7 entrypoints-0.4 exceptiongroup-1.1.3 fastjsonschema-2.18.0 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-0.19.0 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-4.9.3 matplotlib-inline-0.1.6 mccabe-0.7.0 mistune-3.0.1 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-1.5.7 notebook-6.5.5 notebook-shim-0.2.3 numpy-1.21.6 numpydoc-1.4.0 pandas-1.3.5 pandocfilters-1.5.0 parso-0.8.3 pathspec-0.11.2 pexpect-4.8.0 pickleshare-0.7.5 pkgutil-resolve-name-1.3.10 platformdirs-3.10.0 pluggy-1.2.0 prometheus-client-0.17.1 prompt-toolkit-3.0.39 psutil-5.9.5 ptyprocess-0.7.0 py-1.11.0 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 sniffio-1.3.0 soupsieve-2.4.1 sphinx-autodoc-typehints-1.17.1 sphinx-rtd-theme-1.0.0 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 terminado-0.17.1 tinycss2-1.2.1 tokenize-rt-5.0.0 tomli-2.0.1 tomlkit-0.12.1 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 typing-extensions-4.7.1 urllib3-1.26.16 wcwidth-0.2.6 webencodings-0.5.1 websocket-client-1.6.1 wrapt-1.15.0 zipp-3.15.0

[rtd-command-info] start-time: 2023-08-14T16:49:28.663261Z, end-time: 2023-08-14T16:49:28.726557Z, 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
# "<project> v<release> 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 <link> 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')

# Add RTD Theme only if they aren't overriding it already
using_rtd_theme = (
    (
        'html_theme' in globals() and
        html_theme in ['default'] and
        # Allow people to bail with a hack of having an html_style
        'html_style' not in globals()
    ) or 'html_theme' not in globals()
)
if using_rtd_theme:
    html_theme = 'sphinx_rtd_theme'
    html_style = None
    html_theme_options = {}


# This following legacy behavior will gradually be sliced out until its deprecated and removed.
# Skipped for Sphinx 6+
# Skipped by internal Feature flag SKIP_SPHINX_HTML_THEME_PATH
# Skipped by all new projects since SKIP_SPHINX_HTML_THEME_PATH's introduction (jan 2023)
if (
        using_rtd_theme
        and version_info < (6,0)
        and not False
    ):
    theme = importlib.import_module('sphinx_rtd_theme')
    if 'html_theme_path' in globals():
        html_theme_path.append(theme.get_html_theme_path())
    else:
        html_theme_path = [theme.get_html_theme_path()]

# Define websupport2_base_url and websupport2_static_url
if globals().get('websupport2_base_url', False):
    websupport2_base_url = 'https://readthedocs.com/websupport'
    websupport2_static_url = 'https://assets.readthedocs.com/'


#Add project information to the template context.
context = {
    'using_theme': using_rtd_theme,
    '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': [
    ("v3.2.0", "/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/"),
    ("v2.28.1", "/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': 'f51f4787',
}

# 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/1659295/'

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: 2023-08-14T16:49:29.128297Z, end-time: 2023-08-14T16:50:21.432947Z, duration: 52, 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 43 source files that are out of date
updating environment: [new config] 43 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... [ 16%] reference/admin/index
reading sources... [ 18%] reference/admin/sharing
reading sources... [ 20%] reference/data/database_connectivity
reading sources... [ 23%] reference/data/dataset
reading sources... [ 25%] reference/data/feature_discovery
reading sources... [ 27%] reference/data/index
reading sources... [ 30%] reference/index
reading sources... [ 32%] reference/mlops/custom_model
reading sources... [ 34%] reference/mlops/deployment
reading sources... [ 37%] reference/mlops/index
reading sources... [ 39%] reference/modeling/blueprint
reading sources... [ 41%] reference/modeling/index
reading sources... [ 44%] reference/modeling/insights/automated_documentation
reading sources... [ 46%] reference/modeling/insights/external_testset
reading sources... [ 48%] reference/modeling/insights/index
reading sources... [ 51%] reference/modeling/insights/prediction_explanations
reading sources... [ 53%] reference/modeling/insights/rating_table
reading sources... [ 55%] reference/modeling/job
reading sources... [ 58%] reference/modeling/model
reading sources... [ 60%] reference/modeling/model_recommendation
reading sources... [ 62%] reference/modeling/prime
reading sources... [ 65%] reference/modeling/project
reading sources... [ 67%] reference/modeling/spec/binary_data
reading sources... [ 69%] reference/modeling/spec/custom_task
reading sources... [ 72%] reference/modeling/spec/datetime_partition
reading sources... [ 74%] reference/modeling/spec/index
reading sources... [ 76%] reference/modeling/spec/monotonic_constraints
reading sources... [ 79%] reference/modeling/spec/segmented_modeling
reading sources... [ 81%] reference/modeling/spec/time_series
reading sources... [ 83%] 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... [ 16%] reference/admin/index
writing output... [ 18%] reference/admin/sharing
writing output... [ 20%] reference/data/database_connectivity
writing output... [ 23%] reference/data/dataset
writing output... [ 25%] reference/data/feature_discovery
writing output... [ 27%] reference/data/index
writing output... [ 30%] reference/index
writing output... [ 32%] reference/mlops/custom_model
writing output... [ 34%] reference/mlops/deployment
writing output... [ 37%] reference/mlops/index
writing output... [ 39%] reference/modeling/blueprint
writing output... [ 41%] reference/modeling/index
writing output... [ 44%] reference/modeling/insights/automated_documentation
writing output... [ 46%] reference/modeling/insights/external_testset
writing output... [ 48%] reference/modeling/insights/index
writing output... [ 51%] reference/modeling/insights/prediction_explanations
writing output... [ 53%] reference/modeling/insights/rating_table
writing output... [ 55%] reference/modeling/job
writing output... [ 58%] reference/modeling/model
writing output... [ 60%] reference/modeling/model_recommendation
writing output... [ 62%] reference/modeling/prime
writing output... [ 65%] reference/modeling/project
writing output... [ 67%] reference/modeling/spec/binary_data
writing output... [ 69%] reference/modeling/spec/custom_task
writing output... [ 72%] reference/modeling/spec/datetime_partition
writing output... [ 74%] reference/modeling/spec/index
writing output... [ 76%] reference/modeling/spec/monotonic_constraints
writing output... [ 79%] reference/modeling/spec/segmented_modeling
writing output... [ 81%] reference/modeling/spec/time_series
writing output... [ 83%] reference/modeling/spec/unsupervised_anomaly
writing output... [ 86%] reference/modeling/spec/unsupervised_clustering
writing output... [ 88%] reference/modeling/spec/visualai
writing output... [ 90%] reference/predictions/batch_predictions
writing output... [ 93%] reference/predictions/index
writing output... [ 95%] reference/predictions/predict_job
writing output... [ 97%] reference/use_cases/index
writing output... [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: 2023-08-14T16:50:21.830017Z, end-time: 2023-08-14T16:51:14.147641Z, duration: 52, 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] 43 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... [ 16%] reference/admin/index
reading sources... [ 18%] reference/admin/sharing
reading sources... [ 20%] reference/data/database_connectivity
reading sources... [ 23%] reference/data/dataset
reading sources... [ 25%] reference/data/feature_discovery
reading sources... [ 27%] reference/data/index
reading sources... [ 30%] reference/index
reading sources... [ 32%] reference/mlops/custom_model
reading sources... [ 34%] reference/mlops/deployment
reading sources... [ 37%] reference/mlops/index
reading sources... [ 39%] reference/modeling/blueprint
reading sources... [ 41%] reference/modeling/index
reading sources... [ 44%] reference/modeling/insights/automated_documentation
reading sources... [ 46%] reference/modeling/insights/external_testset
reading sources... [ 48%] reference/modeling/insights/index
reading sources... [ 51%] reference/modeling/insights/prediction_explanations
reading sources... [ 53%] reference/modeling/insights/rating_table
reading sources... [ 55%] reference/modeling/job
reading sources... [ 58%] reference/modeling/model
reading sources... [ 60%] reference/modeling/model_recommendation
reading sources... [ 62%] reference/modeling/prime
reading sources... [ 65%] reference/modeling/project
reading sources... [ 67%] reference/modeling/spec/binary_data
reading sources... [ 69%] reference/modeling/spec/custom_task
reading sources... [ 72%] reference/modeling/spec/datetime_partition
reading sources... [ 74%] reference/modeling/spec/index
reading sources... [ 76%] reference/modeling/spec/monotonic_constraints
reading sources... [ 79%] reference/modeling/spec/segmented_modeling
reading sources... [ 81%] reference/modeling/spec/time_series
reading sources... [ 83%] 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
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add_cus_dep( "glo", "gls", 0, "makeglo" );
sub makeglo {
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Chapter 1.
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Chapter 2.

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[1] [2] [1] [2]
Chapter 1.
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Chapter 2.
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[][][]\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

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[][][]\T1/txtt/m/sl/10 Dataset.create_from_data_source[][] \T1/qtm/m/n/10 takes
 data from a data source. If you have set
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[]\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

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[]\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
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[]\T1/qtm/m/n/10 gap_duration (str): A du-ra-tion string such as those re-turne
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\T1/qtm/m/n/10 and \T1/txtt/m/n/10 validation_start_date\T1/qtm/m/n/10 . Us-ing
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[]\T1/qtm/m/n/10 For date-time par-ti-tioned model you can re-trieve the Ac-cu-
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0 . You can also re-trieve the de-tailed meta-data us-ing
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[]\T1/qtm/m/n/10 Pre-dic-tion in-ter-vals can be cal-cu-lated for a [][]\T1/txt
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[58] [59] [60] [61 <./sample1.png> <./sample2.png>] [62] [63 <./activation_map1
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[]\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
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[]\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
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\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.
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[]\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.
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[]\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-

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[]\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

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\T1/qtm/m/n/10 of [][]\T1/txtt/m/sl/10 datarobot.models.deployment.DeploymentGr
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s.

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[]\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
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[]\T1/qtm/m/n/10 cus-tom_model.update(is_training_data_for_versions_permanently
_enabled=True) cus-
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[]\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
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ssess-mentSta-
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[]\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.:

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[]\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.:
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[]\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.:

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[]\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.:
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[]\T1/qtm/m/n/10 [str or None] Type of au-to-mated doc-u-ment. You can spec-ify
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[]\T1/qtm/m/n/10 The pro-gram-ming lan-guage of the cus-tom in-fer-ence model. 
Can be

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\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 ,

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n ac-cess the

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\T1/qtm/m/it/10 datarobot.TARGET_TYPE.REGRESSION\T1/qtm/m/n/10 , \T1/qtm/m/it/1
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[]\T1/qtm/m/n/10 the type of the im-age, ei-ther CUS-TOM_MODEL_IMAGE_TYPE.CUSTO
M_MODEL_IMAGE

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[]\T1/qtm/m/n/10 whether anomaly pre-dic-tions should be cal-i-brated to
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[]\T1/qtm/m/n/10 [str] the full JDBC url, for ex-am-ple \T1/qtm/m/it/10 jdbc:po
stgresql://my.dbaddress.org:5432/my_db\T1/qtm/m/n/10 . 
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[]\T1/qtm/m/n/10 A list of \T1/txtt/m/n/10 datarobot.enums.DATETIME_TREND_PLOTS
_RESOLUTION\T1/qtm/m/n/10 ,
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[]\T1/qtm/m/n/10 [bool] Is ‘’True’’ if pre-dic-tions by fore-cast

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\T1/qtm/m/n/10 date is en-abled for this de-ploy-ment. To up-date this set-ting
, see
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[]\T1/qtm/m/n/10 [list] To cre-ate or up-date ex-ist-ing seg-ment anal-y-sis at
-tributes, see
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[]\T1/qtm/m/n/10 [bool] If tar-get drift track-ing is en-abled for this de-ploy
-ment.

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\T1/qtm/m/n/10 To cre-ate or up-date ex-ist-ing ‘’-tar-get_drift’’ set-
tings, see

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[]\T1/qtm/m/n/10 [bool] If fea-ture drift track-ing is en-abled for this de-plo
y-ment.

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\T1/qtm/m/n/10 To cre-ate or up-date ex-ist-ing ‘’fea-ture_drift’’ set-
tings, see
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[]\T1/qtm/m/n/10 [bool] If pre-dic-tions data col-lec-tion is en-abled for this
 de-ploy-ment.

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set-tings, see
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\T1/qtm/m/n/10 cre-ate or up-date ex-ist-ing ‘’pre-dic-tion_warning’’ s
et-tings, see
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\T1/qtm/m/it/10 tected_feature=None\T1/qtm/m/n/10 , 

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[]\T1/qtm/m/n/10 De-

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[]\T1/qtm/m/n/10 The

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[]\T1/qtm/m/n/10 De-

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[]
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[]\T1/qtm/m/n/10 {‘key’:’DataRobot’, ‘-sum-ma-ry’:{‘min’:0, ‘
-

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\T1/qtm/m/n/10 max’:29815.0, ‘st-d-De-v’:6498.029, ‘mean’:1490.75, �
�-me-di-
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[]\T1/qtm/m/n/10 {‘key’:’DataRobot’, ‘-sum-ma-ry’:{‘min’:0, ‘
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�-me-di-
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[]\T1/qtm/m/n/10 His-togram in-for-ma-tion as a mul-ti-cat-e-gor-i-cal_histogra
m. The
[352] [353]
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[]\T1/qtm/m/n/10 [list(dict)] List of joint prob-a-bil-ity val-ues with a schem
a de-scribed as

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[]\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via:

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\T1/txtt/m/n/10 pairwise_joint_probabilities.statistic_dataframes[(0,1)].loc[\T
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[]\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0,B=1) can be re-trieved via:
[354]
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[]\T1/qtm/m/n/10 [list(dict)] List of con-di-tional prob-a-bil-ity val-ues with
 a schema de-scribed as

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[]\T1/qtm/m/n/10 E.g. The prob-a-bil-ity P(A=0|B=1) can be re-trieved via:

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\T1/txtt/m/n/10 pairwise_conditional_probabilities.statistic_dataframes[(0,1)].

[355]
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[]\T1/qtm/m/n/10 The con-di-tional prob-a-bil-i-ties for the re-quested

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[]\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_METRIC] The name of a met-ric to

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\T1/qtm/m/n/10 get pair-wise data for. Since ‘v2.19’ this is op-tional and 
de-faults to
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[]\T1/qtm/m/n/10 [enums.FEATURE_ASSOCIATION_TYPE] The type of de-

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\T1/qtm/m/n/10 pen-dence for the data. Since ‘v2.19’ this is op-tional and 
de-faults to
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[]\T1/qtm/m/n/10 List of fea-ture deriva-tion win-

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\T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only 
al-lowed

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\T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo
w_end and fea-

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[]\T1/qtm/m/n/10 Clos-est value of pre-dic-
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[]\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers.

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[]\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each

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\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.
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[]\T1/qtm/m/n/10 The re-quested re-la-tion-ships

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[]\T1/qtm/m/n/10 Each el-e-ment is a \T1/txtt/m/n/10 datarobot.helpers.

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[]\T1/qtm/m/n/10 [list of fea-ture dis-cov-ery set-tings, op-tional] Each

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\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.
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[]\T1/qtm/m/n/10 Col-umn(s) from the sec-ond
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[]\T1/qtm/m/n/10 List of fea-ture deriva-tion win-

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\T1/qtm/m/n/10 dows set-tings. If present, time-aware joins will be used. Only 
al-lowed

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\T1/qtm/m/n/10 when fea-ture_derivation_window_start, fea-ture_derivation_windo
w_end and fea-

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[]\T1/qtm/m/n/10 Clos-est value of pre-dic-
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[]\T1/qtm/m/n/10 cre-den-tials used by the sec-ondary

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[]\T1/qtm/m/n/10 list of sec-
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[]\T1/qtm/m/n/10 [list of Sec-ondary-Dataset-Con-fig-u-ra-tions] The re-
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[]\T1/qtm/m/it/10 ff_metadata_datetime_per_backtest\T1/txtt/m/n/10 )|  
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[]
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[]\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

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\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 ).
[391]
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[]\T1/qtm/m/n/10 All du-ra-tions should be spec-i-fied with a du-ra-tion string
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[][]\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
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\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

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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
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[]\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

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[][]\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
[401] [402] [403] [404]
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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\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

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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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\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

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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
[455] [456]
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[]\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

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[][]\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
[457] [458]
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[]\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

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\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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[][]\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
[463] [464] [465]
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[]\T1/qtm/m/n/10 [str] which of train-ing_row_count, train-ing_duration, or tra
in-
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[]
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[]\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

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[][]\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
[470]
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[]\T1/qtm/m/n/10 The back-test

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[]\T1/qtm/m/n/10 The back-test
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[]\T1/qtm/m/n/10 The back-test
[472] [473] [474] [475] [476] [477]
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[]\T1/qtm/m/n/10 [ForecastVsActualPlotPreview] a [][]\T1/txtt/m/sl/10 ForecastV
sActualPlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing
[478]
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[]\T1/qtm/m/n/10 [AnomalyOverTimePlotPreview] a [][]\T1/txtt/m/sl/10 AnomalyOve
rTimePlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing
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\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

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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]
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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
[494]
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[]\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

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[][]\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
[495] [496]
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[]

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[]
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[]\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

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[][]\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
[499] [500] [501] [502] [503] [504] [505] [506] [507] [508] [509]
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]

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\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

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[]

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[]

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[]
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[]
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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
[521] [522]
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[]\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

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[][]\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
[523] [524]
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[]

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[]
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[]

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[]

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[]
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[]\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

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\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 ).
[528]
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[]\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

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[][]\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
[529] [530]
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[]\T1/qtm/m/n/10 [dict] “-Pa-ram-e-ter-s” dic-tio-nary, same as spec-i-fied
 on

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[]

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[531] [532] [533] [534] [535] [536]
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\T1/qtm/m/it/10 low_partial_history_time_series_predictions=False\T1/qtm/m/n/10
 , 
[537]
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[]\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

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[]\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 ,

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[]\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums.

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\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the

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[]\T1/qtm/m/n/10 [str or None] The du-ra-tion of the hold-out scor-ing data. If

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[]\T1/qtm/m/n/10 (New in ver-sion v2.24)
[540]
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[]\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 ,
[541]
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[]\T1/qtm/m/n/10 [bool][Switch to us-ing the older a_priori key name in-stead o
f
[542] [543]
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[]\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums.

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\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the
[544] [545]
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[]\T1/qtm/m/n/10 (New in ver-sion v2.24)
[546] [547] [548]
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[]\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 ,

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\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 ,
[549] [550]
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[]\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

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\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.
[551] [552]
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[]\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into
 a
[553] [554] [555] [556] [557] [558] [559] [560] [561] [562]
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[]\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.

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[]\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/
m/n/10 datarobot.Model.
[563] [564] [565]
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\T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )|  
[566]
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[]\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a
s

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\T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )|  
[567] [568] [569] [570] [571] [572] [573] [574]
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[]\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
[575] [576] [577] [578] [579] [580]
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[]\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th
e

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[][]\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 .

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\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.

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[]\T1/qtm/m/n/10 Com-pute “All back-test”
[581]
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[]\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu
e
[582]
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[]\T1/qtm/m/n/10 Project.list(search_params={‘project_name’: ‘red’}) >>
>
[583]
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[]\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th
e

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[][]\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 57851--57858
\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.
[584] [585]
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[]\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th
e

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[][]\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 58043--58050
\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.
[586] [587] [588] [589] [590]
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[]\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
[591] [592] [593] [594] [595] [596] [597] [598] [599] [600]
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[]\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 59784--59794
\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 ).
[601]
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[]\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

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[][]\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
[602]
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[]\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot
.enums.
[603]
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[]\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot
.enums.

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[]\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with
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[]\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with

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[]\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with

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[]\T1/qtm/m/n/10 This should be VER-BOSITY_LEVEL.SILENT or VER-
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[]\T1/qtm/m/n/10 (New in ver-sion v2.23) one of

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\T1/txtt/m/n/10 datarobot.enums.DATETIME_AUTOPILOT_DATA_SAMPLING_METHOD\T1/qtm/
m/n/10 . Ap-pli-ca-ble

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[]\T1/qtm/m/n/10 Time Se-ries only.

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[]\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for

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\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 ,

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\T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable
AndUnfavorableRateParity \T1/qtm/m/n/10 or
[609]
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[]\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu
e
[610]
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[]\T1/qtm/m/n/10 [PartitioningMethod, op-tional] An in-stance of \T1/txtt/m/n/1
0 datarobot.
[611] [612] [613]
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[]\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.
[614] [615] [616]
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[]\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu
e
[617] [618]
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[]\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
[619] [620] [621] [622] [623] [624] [625] [626] [627] [628] [629] [630]
[631] [632]
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[]\T1/qtm/m/n/10 [float] The to-tal of SHAP val-ues for fea-tures be-yond the
[633] [634] [635] [636] [637] [638] [639] [640]
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[]

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[]

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[]\T1/qtm/m/n/10 A

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[]
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[]

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[]
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\T1/qtm/m/it/10 not_added_to_menu=None\T1/qtm/m/n/10 , 

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[]\T1/qtm/m/n/10 The list of
[651]
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\T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )|  

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[]
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[]\T1/qtm/m/n/10 A

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[]\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 name\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 role\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 share_recipient_type\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )|  

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[]\T1/qtm/m/n/10 De-

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[]\T1/qtm/m/n/10 The

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\T1/qtm/m/it/10 info_creator_full_name\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 last_modifier_full_name=None\T1/qtm/m/n/10 , 
[653]
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[]
[654] [655] [656] [657] [658] [659] [660] [661] [662] [663] [664] [665]
[666] [667]
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\T1/qtm/m/it/10 tive_feature_derivation_window_start=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 tive_feature_derivation_window_end=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 is_n_clusters_dynamically_determined=None\T1/qtm/m/n/10 , 
[668] [669]
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[]\T1/qtm/m/n/10 The back-test
[670] [671] [672] [673]
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[]\T1/qtm/m/it/10 document_index\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 fea- 

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\T1/qtm/m/it/10 ture_name\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 thumb- 

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\T1/qtm/m/it/10 nail_id\T1/qtm/m/n/10 , 

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[674]
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[]\T1/qtm/m/it/10 page_index\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 tion=None\T1/txtt/m/n/10 )|  
[675] [676] [677] [678] [679] [680] [681] [682] [683] [684]
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\T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor
ingJob.cancel[][] [][]BatchMonitoringJob.

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[]\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.
[685]
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\T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l
ist[][] [][]BatchMonitoringJobDefinition.

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\T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM
onitoringJobDefinition.update[][]

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[][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin
gJobDefinition.run_on_schedule[][]

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\T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] []
[]Dataset.create_from_query_generator[][]

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[][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj
ect.create_from_data_source[][] [][]Project.

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\T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f
rom_clustering_model[][] [][]Project.

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[]\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the
 env var

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[]\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_o
ver_time <datarobot.models.Deployment.get_predictions_over_time>
[686]
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\T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef
fect[][] [][]Model.get_lift_chart[][]

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[][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char
t[][] [][]Model.get_all_residuals_charts[][]

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[][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c
hart[][] [][]Model.get_roc_curve[][] [][]Model.

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[]\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p
acts for the model :meth:

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\T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/
10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations.
[687]
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[]\T1/qtm/m/n/10 The sliced in-sight API end-point \T1/qtm/m/it/10 GET: api/v2/
insights/<insight_name>/ \T1/qtm/m/n/10 re-turns a pag-i-nated re-
[688]
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[]\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 69791--69794
[]\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.

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[]\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.

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[]\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 69821--69824
[]\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.
[689]
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[]

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[]

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[]\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

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[][]\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

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[]\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 69972--69977
[][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c
atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries
[690]
Underfull \hbox (badness 10000) in paragraph at lines 70003--70007
[]\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 ,
[691]
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[]\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.
[692] [693]
Underfull \hbox (badness 10000) in paragraph at lines 70358--70361
[]\T1/qtm/m/n/10 Added sup-port for cre-at-ing mono-tonic fea-ture lists for ti
me se-ries projects. Set

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[]\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.
[694]
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[][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 ’s \T1/txtt/m/n/1
0 required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use

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[][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\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

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[]\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.
[695]
Underfull \hbox (badness 10000) in paragraph at lines 70534--70539
[]\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-

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\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 -

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[]\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

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\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[][]


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\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-

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\T1/qtm/m/n/10 i-ga-tion params - bias_mitigation_feature_name - bias_mitigatio
n_technique - in-

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\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

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\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.
[696] [697]
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[]\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.

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[]\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
[698] [699]
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[]

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[]\T1/txtt/m/n/10 DatetimeModel.get_feature_fit <datarobot.models.DatetimeModel
.

Underfull \hbox (badness 10000) in paragraph at lines 71023--71026
[]\T1/qtm/m/n/10 Dep-re-cat-ing sca-le-out pa-ram-e-ters for projects / mod-els
. In-cludes \T1/txtt/m/n/10 scaleout_modeling_mode\T1/qtm/m/n/10 ,
[700]
Underfull \hbox (badness 6268) in paragraph at lines 71124--71127
[]\T1/qtm/m/n/10 Added the abil-ity to up-load a pre-dic-tion dataset into a pr
oject from the AI cat-a-log [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 71159--71163
[]\T1/qtm/m/n/10 Added the abil-ity to con-trol class map-ping ag-gre-ga-tion i
n mul-ti-class projects via

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
[]\T1/qtm/m/n/10 Added the abil-ity to com-pute and re-trieve Fea-ture Ef-fects
 for a Mul-ti-class model us-

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/qtm/m/n/10 ing [][]\T1/txtt/m/sl/10 datarobot.models.Model.request_feature_
effects_multiclass()[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/txtt/m/sl/10 models.Model.get_feature_effects_multiclass()[][] \T1/qtm/m/n/
10 or [][]\T1/txtt/m/sl/10 datarobot.models.Model.

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/txtt/m/sl/10 get_or_request_feature_effects_multiclass()[][] \T1/qtm/m/n/10
 meth-ods. For date-time mod-els use fol-low-

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/qtm/m/n/10 ing meth-ods [][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel
.request_feature_effects_multiclass()[][]\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
[][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel.get_feature_effects_multicl
ass()[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 datarobot.models.
[701] [702]
Underfull \hbox (badness 10000) in paragraph at lines 71319--71322
[]\T1/qtm/m/n/10 fix [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/q
tm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n
/10 to cor-rectly for-mat

Underfull \hbox (badness 10000) in paragraph at lines 71398--71401
[]\T1/qtm/m/n/10 Added the abil-ity to re-quest a spe-cific model be pre-pared 
for de-ploy-ment us-ing [][]\T1/txtt/m/sl/10 Project.
[703] [704] [705]
Underfull \hbox (badness 10000) in paragraph at lines 71639--71642
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n/10 has be
en dep-re-cated.

Underfull \hbox (badness 10000) in paragraph at lines 71644--71647
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/qtm/m/n/10 has bee
n dep-re-cated.
[706]
Underfull \hbox (badness 7907) in paragraph at lines 71815--71820
[]\T1/qtm/m/n/10 Sup-port for Batch Pre-dic-tion Job Def-i-ni-tions has now bee
n added through the fol-low-ing class:

Underfull \hbox (badness 10000) in paragraph at lines 71857--71860
[]\T1/qtm/m/n/10 Added method to down-load fea-ture dis-cov-ery recipe SQLs (li
m-ited beta fea-ture). [][]\T1/txtt/m/sl/10 Project.
[707]
Underfull \hbox (badness 10000) in paragraph at lines 71933--71938
[]\T1/qtm/m/n/10 Par-tial his-tory pre-dic-tions can be made with time se-ries 
time se-ries mul-ti-series mod-els us-

Underfull \hbox (badness 10000) in paragraph at lines 71933--71938
\T1/qtm/m/n/10 ing the \T1/txtt/m/n/10 allow_partial_history_time_series_predic
tions \T1/qtm/m/n/10 at-tribute of the [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 71958--71966
[][]\T1/txtt/m/sl/10 PairwiseJointProbabilities[][] \T1/qtm/m/n/10 and [][]\T1/
txtt/m/sl/10 PairwiseConditionalProbabilities[][] \T1/qtm/m/n/10 or [][]\T1/txt
t/m/sl/10 Feature.

Underfull \hbox (badness 10000) in paragraph at lines 71958--71966
\T1/txtt/m/sl/10 get_pairwise_correlations[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/s
l/10 Feature.get_pairwise_joint_probabilities[][] \T1/qtm/m/n/10 and [][]\T1/tx
tt/m/sl/10 Feature.

Overfull \hbox (7.91493pt too wide) in paragraph at lines 71993--71994
[]

Underfull \hbox (badness 10000) in paragraph at lines 71993--71994

[708]
Underfull \hbox (badness 10000) in paragraph at lines 72029--72032
[]\T1/qtm/m/n/10 Sup-port for down-load-ing fea-ture dis-cov-ery train-ing or p
re-dic-tion dataset us-ing [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 72034--72040
[]\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 datarobot.models.FeatureAssociation
Matrix[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.models.

Underfull \hbox (badness 10000) in paragraph at lines 72034--72040
\T1/txtt/m/sl/10 FeatureAssociationMatrixDetails[][] \T1/qtm/m/n/10 and [][]\T1
/txtt/m/sl/10 datarobot.models.FeatureAssociationFeaturelists[][]

Underfull \hbox (badness 7168) in paragraph at lines 72059--72062
[]\T1/qtm/m/n/10 Re-move \T1/qtm/m/it/10 de-sired_memory \T1/qtm/m/n/10 param f
rom the fol-low-ing classes: [][]\T1/txtt/m/sl/10 datarobot.CustomInferenceMode
l[][]\T1/qtm/m/n/10 ,

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[]\T1/qtm/m/n/10 Re-move \T1/txtt/m/n/10 desired_memory \T1/qtm/m/n/10 param fr
om the fol-low-ing meth-ods: [][]\T1/txtt/m/sl/10 CustomInferenceModel.

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\T1/txtt/m/sl/10 create[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVer
sion.create_clean[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVersion.c
reate_from_previous[][]\T1/qtm/m/n/10 ,
[709]
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[]

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[]

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[]\T1/qtm/m/n/10 Fea-ture dis-cov-ery projects can now be cre-ated us-ing the [
][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 method by pro-vid-ing

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[]

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[710]
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[]\T1/qtm/m/n/10 New \T1/txtt/m/n/10 sampling_method \T1/qtm/m/n/10 param in []
[]\T1/txtt/m/sl/10 Model.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/1
0 Project.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.

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[]

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[][][]\T1/txtt/m/sl/10 SecondaryDatasetConfigurations.

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[]\T1/qtm/m/n/10 Class \T1/txtt/m/n/10 FeatureEngineeringGraph \T1/qtm/m/n/10 h
as been re-moved. Use [][]\T1/txtt/m/sl/10 datarobot.models.
[711]
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[]\T1/qtm/m/n/10 for [][]\T1/txtt/m/sl/10 datarobot.

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[]\T1/qtm/m/n/10 for [][]\T1/txtt/m/sl/10 datarobot.models.

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[][][]\T1/txtt/m/sl/10 datarobot.

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[]\T1/qtm/m/n/10 Added a new method to trig-ger Fea-ture Im-pact cal-cu-la-tion
 for a Cus-tom In-fer-ence Im-age:
[712] [713]
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[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.

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[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.
[714] [715]
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[]\T1/qtm/m/n/10 Batch Pre-dic-tion jobs now sup-port scor-ing to Azure and Goo
gle Cloud Stor-age with meth-ods

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[]

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[]\T1/qtm/m/n/10 These meth-ods now pro-vide ad-di-tional meta-data fields in F
ea-ture Im-pact re-sults if called with

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[]\T1/qtm/m/n/10 Sec-ondary dataset con-fig-u-ra-tion re-trieve and dele-tion i
s eas-ier now though new

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[][]\T1/txtt/m/sl/10 SecondaryDatasetConfigurations.delete[][] \T1/qtm/m/n/10 s
oft deletes a Sec-ondary dataset con-fig-u-ra-tion.
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[]

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[717]
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[]\T1/qtm/m/n/10 A new boolean at-tribute \T1/txtt/m/n/10 unsupervised_mode \T1
/qtm/m/n/10 was added to [][]\T1/txtt/m/sl/10 datarobot.
[718]
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[]\T1/qtm/m/n/10 Time se-ries model de-ploy-ments now sup-port pre-dic-tion in-
ter-vals. See

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[][]\T1/txtt/m/sl/10 Deployment.get_prediction_intervals_settings[][] \T1/qtm/m
/n/10 and [][]\T1/txtt/m/sl/10 Deployment.
[719]
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[]\T1/qtm/m/n/10 It’s now pos-si-ble to get fea-ture as-so-ci-a-tion sta-tuse
s for fea-turelists us-ing [][]\T1/txtt/m/sl/10 Project.

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[]\T1/qtm/m/n/10 Method [][]\T1/txtt/m/sl/10 Project.set_target[][] \T1/qtm/m/n
/10 sup-port new op-tional pa-ram-e-ters \T1/txtt/m/n/10 featureEngineeringGrap
hs \T1/qtm/m/n/10 and

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[]\T1/qtm/m/n/10 Se-ries ac-cu-racy re-trieval meth-ods ([][]\T1/txtt/m/sl/10 D
atetimeModel.get_series_accuracy_as_dataframe[][] \T1/qtm/m/n/10 and
[720]
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[]\T1/qtm/m/n/10 Mono-tonic con-straints are now sup-ported for OTV projects. T
o that end, the pa-ram-e-ters

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\T1/txtt/m/n/10 monotonic_increasing_featurelist_id \T1/qtm/m/n/10 and \T1/txtt
/m/n/10 monotonic_decreasing_featurelist_id \T1/qtm/m/n/10 can be
[721] [722] [723]
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[]\T1/qtm/m/n/10 Pre-vi-ously avail-able for only Eu-reqa mod-els, Ad-vanced Tu
n-ing meth-ods and ob-jects, in-clud-ing

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[][]\T1/txtt/m/sl/10 Model.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , []
[]\T1/txtt/m/sl/10 Model.get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][
]\T1/txtt/m/sl/10 Model.

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[][][]\T1/txtt/m/sl/10 Project.upload_dataset[][] \T1/qtm/m/n/10 and [][]\T1/tx
tt/m/sl/10 Project.upload_dataset_from_data_source[][] \T1/qtm/m/n/10 will re-t
urn a
[724] [725]
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[]\T1/qtm/m/n/10 New class for work-ing with model com-pli-ance doc-u-men-ta-ti
on fea-ture of DataRobot: class

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[]\T1/qtm/m/n/10 Cross se-ries fea-tures can now be cre-ated within time se-rie
s mul-ti-series projects us-ing

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\T1/qtm/m/n/10 the \T1/txtt/m/n/10 use_cross_series_features \T1/qtm/m/n/10 and
 \T1/txtt/m/n/10 aggregation_type \T1/qtm/m/n/10 at-tributes of the [][]\T1/txt
t/m/sl/10 datarobot.

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[]\T1/qtm/m/n/10 New \T1/txtt/m/n/10 number_of_known_in_advance_features \T1/qt
m/m/n/10 at-tribute has been added to the [][]\T1/txtt/m/sl/10 datarobot.
[726]
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[]\T1/qtm/m/n/10 Train-ing pre-dic-tions for date-time par-ti-tioned projects n
ow sup-port the new data sub-set

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[]\T1/qtm/m/n/10 New meth-ods and ob-jects, in-clud-ing [][]\T1/txtt/m/sl/10 Mo
del.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Mode
l.

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\T1/txtt/m/sl/10 get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][]\T1/txt
t/m/sl/10 Model.advanced_tune[][]\T1/qtm/m/n/10 , and [][]\T1/txtt/m/sl/10 Adva
ncedTuningSession[][]\T1/qtm/m/n/10 , were

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[]\T1/qtm/m/n/10 A cus-tom pre-dic-tion thresh-old may now be con-fig-ured for 
each model via [][]\T1/txtt/m/sl/10 Model.

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[]\T1/qtm/m/n/10 In-di-vid-ual cross val-i-da-tion scores can be re-trieved for
 new mod-els us-ing [][]\T1/txtt/m/sl/10 Model.
[727]
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[][][]\T1/txtt/m/sl/10 ModelRecommendation.get[][] \T1/qtm/m/n/10 now ac-cepts 
an op-tional pa-ram-e-ter of type \T1/txtt/m/n/10 datarobot.enums.

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[]\T1/qtm/m/n/10 A new rec-om-men-da-tion type “Rec-om-mended for De-ploy-men
-t” has been added to
[728]
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[]\T1/qtm/m/n/10 Added a new fea-ture to re-trieve fea-ture logs for time se-ri
es projects. Check [][]\T1/txtt/m/sl/10 datarobot.

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\T1/txtt/m/sl/10 DatetimePartitioning.feature_log_list()[][] \T1/qtm/m/n/10 and
 [][]\T1/txtt/m/sl/10 datarobot.DatetimePartitioning.
[729] [730] [731] [732] [733] [734] [735] [736] [737]
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[]\T1/qtm/m/n/10 its
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[]\T1/qtm/m/n/10 In sev-eral places where \T1/txtt/m/n/10 AppPlatformError \T1/
qtm/m/n/10 was be-ing raised, now \T1/txtt/m/n/10 TypeError\T1/qtm/m/n/10 , \T1
/txtt/m/n/10 ValueError \T1/qtm/m/n/10 or

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[]\T1/qtm/m/n/10 If a \T1/txtt/m/n/10 ClientError \T1/qtm/m/n/10 or \T1/txtt/m/
n/10 ServerError \T1/qtm/m/n/10 oc-curs dur-ing a call to \T1/txtt/m/n/10 Proje
ct.from_async\T1/qtm/m/n/10 , then a
[742]
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[]\T1/txtt/m/n/10 recommendation_settings \T1/qtm/m/n/10 pa-ram-e-ter of \T1/tx
tt/m/n/10 Project.start \T1/qtm/m/n/10 is dep-re-cated in fa-vor of
[743] [744] [745] [746] [747] (./datarobot-public-api-client.ind [748]
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[]\T1/txtt/m/n/10 AccuracyOverTime \T1/qtm/m/n/10 (\T1/qtm/m/it/10 class in

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lass in

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[]\T1/txtt/m/n/10 activate() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.D
eployment method\T1/qtm/m/n/10 ),

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[]\T1/txtt/m/n/10 add_to_project() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.mo
dels.user_blueprints.models.UserBlueprintAddToProjectMenu

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[]\T1/txtt/m/n/10 add_to_project() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.Us
erBlueprint class

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els.BlenderModel

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els.DatetimeModel

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[]\T1/txtt/m/n/10 advanced_tune() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.mod
els.Model method\T1/qtm/m/n/10 ),

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els.PrimeModel

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n

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.models.Project

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ass in

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ass in

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class in

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[]\T1/txtt/m/n/10 apply_time_series_data_prep_and_score()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BatchPredictionJob class

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[]\T1/txtt/m/n/10 as_dataframe() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.mode
ls.PairwiseConditionalProbabilities

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ls.PairwiseJointProbabilities

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[]\T1/txtt/m/n/10 Backtest \T1/qtm/m/n/10 (\T1/qtm/m/it/10 class in datarobot.h
elpers.partitioning_methods\T1/qtm/m/n/10 ),
[749]
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[]\T1/txtt/m/n/10 batch_features_type_transform()

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[]\T1/txtt/m/n/10 bucket_sample_sizes

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s.deployment.AccuracyOverTime

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el.ClusteringModel

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ortedModel class

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taEngineQueryGenerator

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mbinedModel

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Featurelist class

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[]\T1/txtt/m/n/10 from_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.
PayoffMatrix class
[755]
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[]\T1/txtt/m/n/10 from_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.
PrimeModel class

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[]\T1/txtt/m/n/10 from_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.
RatingTableModel

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[]\T1/txtt/m/n/10 from_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.
segmentation.SegmentationTask

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[]\T1/txtt/m/n/10 from_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.Segment
ationTask class

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[]\T1/txtt/m/n/10 from_data_store() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot._
experimental.models.recipes.Recipe

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[]\T1/txtt/m/n/10 from_dataset() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot._exp
erimental.models.recipes.Recipe

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[]\T1/txtt/m/n/10 from_job() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.P
redictJob class

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
CustomTask class

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
CustomTaskVersion

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
DataSource class

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
DataStore class

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
models.api_object.APIObject

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
models.Blueprint

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models.Deployment

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models.Featurelist

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
models.lift_chart.LiftChart

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[]\T1/txtt/m/n/10 from_server_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
models.pareto_front.ParetoFront

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models.PayoffMatrix

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models.roc_curve.RocCurve

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[]\T1/txtt/m/n/10 generate() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.Datetime
Partitioning class

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utomated_documentation.AutomatedDocument

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[]\T1/txtt/m/n/10 generate_optimized()

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.models.model_lineage.ModelLineage

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.models.notebooks.Notebook

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.models.retraining.RetrainingPolicy

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ryGenerator class

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ronmentVersion class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.anomal
y_assessment.AnomalyAssessmentExplanations

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y_assessment.AnomalyAssessmentPredictionsPreview

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BatchM
onitoringJob class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BatchP
redictionJob class

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redictionJobDefinition
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ance_doc_template.ComplianceDocTemplate

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Custom
ModelVersionConversion

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.data_s
lice.DataSlice class

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ment.Accuracy class

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ment.bias_and_fairness.FairnessScoresOverTime

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ment.PredictionsOverTime

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ment.ServiceStatsOverTime

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ment.TargetDrift class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.extern
al_baseline_validation.ExternalBaselineValidationInfo

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Featur
eAssociationMatrixDetails

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Featur
eHistogram class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Featur
eImpactJob class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Intera
ctionFeature class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.missin
g_report.MissingValuesReport

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.ModelB
lueprintChart class

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ngFeature class

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ngFeaturelist class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Multic
ategoricalHistogram

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seConditionalProbabilities

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Pairwi
seCorrelations class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Pairwi
seJointProbabilities

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.predic
tion_explanations.PredictionExplanationsPage

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Predic
tionDataset class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Predic
tionEnvironment class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Rating
TableModel class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Relati
onshipsConfiguration

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Second
aryDatasetConfigurations

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.segmen
tation.SegmentationTask

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.traini
ng_predictions.TrainingPredictions

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.visual
ai.ImageAugmentationOptions
[757]
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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.PredictionExp
lanationsInitialization

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[]\T1/txtt/m/n/10 get_access_list() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.C
alendarFile class

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[]\T1/txtt/m/n/10 get_access_list() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.D
ataStore method\T1/qtm/m/n/10 ),

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[]\T1/txtt/m/n/10 get_access_list() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.m
odels.Project

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[]\T1/txtt/m/n/10 get_accuracy() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.mode
ls.Deployment

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[]\T1/txtt/m/n/10 get_accuracy_over_time()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Deployment method\T1/qtm/m/n/1
0 ),

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[]\T1/txtt/m/n/10 get_accuracy_over_time_plot()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.DatetimeModel method\T1/qtm/m/
n/10 ),

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[]\T1/txtt/m/n/10 get_accuracy_over_time_plot_preview()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.DatetimeModel method\T1/qtm/m/
n/10 ),

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[]\T1/txtt/m/n/10 get_accuracy_over_time_plots_metadata()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.DatetimeModel method\T1/qtm/m/
n/10 ),

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[]\T1/txtt/m/n/10 get_active_combined_model()

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[]\T1/txtt/m/n/10 get_advanced_tuning_parameters()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BlenderModel method\T1/qtm/m/n
/10 ),

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[]\T1/txtt/m/n/10 get_advanced_tuning_parameters()

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n/10 ),

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0 ),

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[]\T1/txtt/m/n/10 get_all() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Mo
delRecommendation

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10 ),

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.training_predictions.TrainingP
redictions

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m/n/10 ),

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/10 ),

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n/10 ),

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.PrimeModel method\T1/qtm/m/n/1
0 ),

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/10 ),

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n/10 ),

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.PrimeModel method\T1/qtm/m/n/1
0 ),

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[]\T1/txtt/m/n/10 get_all_feature_impacts()

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[]\T1/txtt/m/n/10 get_all_features() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.
models.Dataset

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[]\T1/txtt/m/n/10 get_all_jobs() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.mode
ls.Project method\T1/qtm/m/n/10 ),

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[]\T1/txtt/m/n/10 get_all_lift_charts()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BlenderModel method\T1/qtm/m/n
/10 ),

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[]\T1/txtt/m/n/10 get_all_lift_charts()

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.DatetimeModel method\T1/qtm/m/
n/10 ),

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[]\T1/txtt/m/n/10 get_all_lift_charts() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarob
ot.models.Model

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\T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.PrimeModel method\T1/qtm/m/n/1
0 ),

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perimental.models.recipes\T1/qtm/m/n/10 ),

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atureImpactJob

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lationshipsConfiguration

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[]\T1/qtm/m/n/10 For mul-ti-class mod-els, you can get a list of per-class lift
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racy over Time plot. To do so use

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[][]\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
[46] [47] [48] [49] [50] [51] [52] [53] [54]
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[]\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.
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[58] [59] [60] [61 <./sample1.png> <./sample2.png>] [62] [63 <./activation_map1
.png> <./activation_map2.png>] [64] [65 <./embeddings.png>]
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[]\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
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[]\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
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\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.
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[]\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.
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[]\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-

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[]\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

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 job, but should now be stopped, sim-ply
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\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.

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[]\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
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[]\T1/qtm/m/n/10 cus-tom_model.update(is_training_data_for_versions_permanently
_enabled=True) cus-
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[]\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
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[]\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for cal-

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\T1/qtm/m/n/10 cu-lat-ing fair-ness. Can be one of \T1/txtt/m/n/10 proportional
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\T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable
AndUnfavorableRateParity \T1/qtm/m/n/10 or
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ssess-mentSta-
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[]

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\T1/qtm/m/it/10 **record_kwargs\T1/txtt/m/n/10 )|  
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[]\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.:

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[]\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.:
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[]\T1/qtm/m/n/10 [string] The URL for the pre-dic-tion dataset (e.g.:

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[]\T1/qtm/m/n/10 [string] The URL for the scored dataset (e.g.:
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[]\T1/qtm/m/n/10 [str or None] Type of au-to-mated doc-u-ment. You can spec-ify
:
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[]

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[]\T1/qtm/m/n/10 Au-then-ti-ca-tion to-ken type: To-ken, Bearer.
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[]\T1/qtm/m/n/10 The pro-gram-ming lan-guage of the cus-tom in-fer-ence model. 
Can be

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\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 ,

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\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 ,

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[]

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\T1/qtm/m/n/10 De-ter-mines whether the given cus-tom model is iso-lated, or ca
n ac-cess the

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\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 ,

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\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 ,

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\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 ,

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n ac-cess the

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RESS_POLICY.NONE\T1/qtm/m/n/10 ,

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[]\T1/qtm/m/n/10 the type of the im-age, ei-ther CUS-TOM_MODEL_IMAGE_TYPE.CUSTO
M_MODEL_IMAGE

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s model or CUS-
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n/10 or \T1/txtt/m/n/10 crossValidation \T1/qtm/m/n/10 (also

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\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 ).
[391]
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[]\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

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[][]\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
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\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

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[]
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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
[396] [397] [398] [399] [400]
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[]\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

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[][]\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
[401] [402] [403] [404]
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]

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\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

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[]
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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]

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\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

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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
[455] [456]
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[]\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

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[][]\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
[457] [458]
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[]
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[]\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

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\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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[]\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

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[][]\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
[463] [464] [465]
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[]\T1/qtm/m/n/10 [str] which of train-ing_row_count, train-ing_duration, or tra
in-
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[]
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[]\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

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[][]\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
[470]
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[]\T1/qtm/m/n/10 The back-test

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[]\T1/qtm/m/n/10 The back-test
[471]
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[]\T1/qtm/m/n/10 The back-test
[472] [473] [474] [475] [476] [477]
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[]\T1/qtm/m/n/10 [ForecastVsActualPlotPreview] a [][]\T1/txtt/m/sl/10 ForecastV
sActualPlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing
[478]
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[]\T1/qtm/m/n/10 [AnomalyOverTimePlotPreview] a [][]\T1/txtt/m/sl/10 AnomalyOve
rTimePlotPreview[][] \T1/qtm/m/n/10 rep-re-sent-ing
[479] [480]
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\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

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[]
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]
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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
[494]
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[]\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

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[][]\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
[495] [496]
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[]
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[]\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

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[][]\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
[499] [500] [501] [502] [503] [504] [505] [506] [507] [508] [509]
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[]\T1/qtm/m/n/10 [DataSlice, op-tional] Fil-ters the re-turned resid-u-als char
ts by
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[]

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\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

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[]
[520]
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[]\T1/qtm/m/n/10 [string] The dataset to make pre-dic-tions against (as up-load
ed from
[521] [522]
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[]\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

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[][]\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
[523] [524]
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[]
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[]\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

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\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 ).
[528]
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[]\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

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[][]\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
[529] [530]
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[]\T1/qtm/m/n/10 [dict] “-Pa-ram-e-ter-s” dic-tio-nary, same as spec-i-fied
 on

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[]

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[531] [532] [533] [534] [535] [536]
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\T1/qtm/m/it/10 low_partial_history_time_series_predictions=False\T1/qtm/m/n/10
 , 
[537]
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[]\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

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[]\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 ,

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[]\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums.

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\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the

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[]\T1/qtm/m/n/10 [str or None] The du-ra-tion of the hold-out scor-ing data. If

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[]\T1/qtm/m/n/10 (New in ver-sion v2.24)
[540]
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[]\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 ,
[541]
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[]\T1/qtm/m/n/10 [bool][Switch to us-ing the older a_priori key name in-stead o
f
[542] [543]
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[]\T1/qtm/m/n/10 [str] one of \T1/txtt/m/n/10 datarobot.enums.

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\T1/txtt/m/n/10 DATETIME_AUTOPILOT_DATA_SELECTION_METHOD\T1/qtm/m/n/10 . Whethe
r mod-els cre-ated by the
[544] [545]
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[]\T1/qtm/m/n/10 (New in ver-sion v2.24)
[546] [547] [548]
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[]\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 ,

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\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 ,
[549] [550]
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[]\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

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\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.
[551] [552]
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[]\T1/qtm/m/n/10 [pandas.Dataframe] the back-test at-tributes, for-mat-ted into
 a
[553] [554] [555] [556] [557] [558] [559] [560] [561] [562]
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[]\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.

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[]\T1/qtm/m/n/10 Com-pute pre-dic-tions for the model and dataset via \T1/txtt/
m/n/10 datarobot.Model.
[563] [564] [565]
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\T1/qtm/m/it/10 tion_explanations=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 justed_prediction=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 justed_prediction_values=None\T1/txtt/m/n/10 )|  
[566]
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[]\T1/qtm/m/n/10 [list] an ar-ray of dic-tio-nar-ies with a schema de-scribed a
s

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\T1/qtm/m/it/10 tion_explanations_record_location=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 ment_method=None\T1/txtt/m/n/10 )|  
[567] [568] [569] [570] [571] [572] [573] [574]
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[]\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
[575] [576] [577] [578] [579] [580]
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[]\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th
e

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[][]\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 .

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\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.

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[]\T1/qtm/m/n/10 Com-pute “All back-test”
[581]
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[]\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu
e
[582]
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[]\T1/qtm/m/n/10 Project.list(search_params={‘project_name’: ‘red’}) >>
>
[583]
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[]\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th
e

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[][]\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 .

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\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.
[584] [585]
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[]\T1/qtm/m/n/10 [PartitioningMethod ob-ject, op-tional] In-stance of one of th
e

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[][]\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 .

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\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.
[586] [587] [588] [589] [590]
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[]\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
[591] [592] [593] [594] [595] [596] [597] [598] [599] [600]
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[]\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

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\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 ).
[601]
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[]\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

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[][]\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
[602]
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[]\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot
.enums.
[603]
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[]\T1/qtm/m/n/10 [str] Cho-sen blend method, one from \T1/txtt/m/n/10 datarobot
.enums.

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[]\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with
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[]\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with

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[]\T1/qtm/m/n/10 [QUEUE_STATUS enum, op-tional] If called with

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[]\T1/qtm/m/n/10 This should be VER-BOSITY_LEVEL.SILENT or VER-
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[]\T1/qtm/m/n/10 (New in ver-sion v2.23) one of

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\T1/txtt/m/n/10 datarobot.enums.DATETIME_AUTOPILOT_DATA_SAMPLING_METHOD\T1/qtm/
m/n/10 . Ap-pli-ca-ble

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[]\T1/qtm/m/n/10 Time Se-ries only.

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[]\T1/qtm/m/n/10 (New in ver-sion v2.24) Met-ric to use for

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\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 ,

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\T1/txtt/m/n/10 predictionBalance\T1/qtm/m/n/10 , \T1/txtt/m/n/10 trueFavorable
AndUnfavorableRateParity \T1/qtm/m/n/10 or
[609]
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[]\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu
e
[610]
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[]\T1/qtm/m/n/10 [PartitioningMethod, op-tional] An in-stance of \T1/txtt/m/n/1
0 datarobot.
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[]\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.
[614] [615] [616]
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[]\T1/qtm/m/n/10 [str, op-tional] One of datarobot.enums.BiasMitigationTechniqu
e
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[]\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
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[631] [632]
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[]\T1/qtm/m/n/10 [float] The to-tal of SHAP val-ues for fea-tures be-yond the
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[]

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[]

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[]\T1/qtm/m/n/10 A

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[]
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[]

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[]\T1/qtm/m/n/10 The list of
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\T1/qtm/m/it/10 **kwargs\T1/txtt/m/n/10 )|  

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[]
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[]\T1/qtm/m/n/10 A

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[]\T1/qtm/m/it/10 id\T1/qtm/m/n/10 , 

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[]\T1/qtm/m/n/10 De-

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[]\T1/qtm/m/n/10 The

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\T1/qtm/m/it/10 last_modifier_full_name=None\T1/qtm/m/n/10 , 
[653]
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[]
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\T1/qtm/m/it/10 tive_feature_derivation_window_start=None\T1/qtm/m/n/10 , 

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\T1/qtm/m/it/10 is_n_clusters_dynamically_determined=None\T1/qtm/m/n/10 , 
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[]\T1/qtm/m/n/10 The back-test
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[]\T1/qtm/m/it/10 document_index\T1/qtm/m/n/10 , 

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[675] [676] [677] [678] [679] [680] [681] [682] [683] [684]
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\T1/txtt/m/sl/10 run[][] [][]BatchMonitoringJob.get_status[][] [][]BatchMonitor
ingJob.cancel[][] [][]BatchMonitoringJob.

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[]\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.
[685]
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\T1/qtm/m/n/10 and run_once [][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.l
ist[][] [][]BatchMonitoringJobDefinition.

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\T1/txtt/m/sl/10 get[][] [][]BatchMonitoringJobDefinition.create[][] [][]BatchM
onitoringJobDefinition.update[][]

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[][]\T1/txtt/m/sl/10 BatchMonitoringJobDefinition.delete[][] [][]BatchMonitorin
gJobDefinition.run_on_schedule[][]

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\T1/txtt/m/sl/10 create_from_url[][] [][]Dataset.create_from_data_source[][] []
[]Dataset.create_from_query_generator[][]

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[][]\T1/txtt/m/sl/10 Dataset.create_project[][] [][]Project.create[][] [][]Proj
ect.create_from_data_source[][] [][]Project.

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\T1/txtt/m/sl/10 create_from_dataset[][] [][]Project.create_segmented_project_f
rom_clustering_model[][] [][]Project.

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[]\T1/qtm/m/n/10 If the user con-fig-ures the client via env vars, then set the
 env var

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[]\T1/qtm/m/n/10 Added method meth:\T1/qtm/m/it/10 Deployment.get_predictions_o
ver_time <datarobot.models.Deployment.get_predictions_over_time>
[686]
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\T1/txtt/m/sl/10 request_feature_effect[][] [][]Model.get_or_request_feature_ef
fect[][] [][]Model.get_lift_chart[][]

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[][]\T1/txtt/m/sl/10 Model.get_all_lift_charts[][] [][]Model.get_residuals_char
t[][] [][]Model.get_all_residuals_charts[][]

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[][]\T1/txtt/m/sl/10 Model.request_lift_chart[][] [][]Model.request_residuals_c
hart[][] [][]Model.get_roc_curve[][] [][]Model.

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[]\T1/qtm/m/n/10 Added new method for re-triev-ing all avail-able fea-ture im-p
acts for the model :meth:

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\T1/txtt/m/sl/10 PredictionExplanations.get_all_as_dataframe()[][] \T1/qtm/m/n/
10 and [][]\T1/txtt/m/sl/10 datarobot.PredictionExplanations.
[687]
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[]\T1/qtm/m/n/10 The sliced in-sight API end-point \T1/qtm/m/it/10 GET: api/v2/
insights/<insight_name>/ \T1/qtm/m/n/10 re-turns a pag-i-nated re-
[688]
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[]\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.

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[]\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.

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[]\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.

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[]\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.

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[]\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.
[689]
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[]

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[]

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[]\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

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[][]\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

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[]\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

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[][]\T1/txtt/m/sl/10 DataEngineQueryGenerator.prepare_prediction_dataset_from_c
atalog[][] \T1/qtm/m/n/10 that ap-ply time se-ries
[690]
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[]\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 ,
[691]
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[]\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.
[692] [693]
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[]\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 70363--70365
[]\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.
[694]
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[][][]\T1/txtt/m/sl/10 CustomModelVersion[][]\T1/qtm/m/n/10 ’s \T1/txtt/m/n/1
0 required_metadata \T1/qtm/m/n/10 pa-ram-e-ter has been re-moved. Use

Underfull \hbox (badness 10000) in paragraph at lines 70450--70452
[][][]\T1/txtt/m/sl/10 CustomTaskVersion[][]\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

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[]\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.
[695]
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[]\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-

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\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 -

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[]\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 70627--70640
\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 70627--70640
\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 70627--70640
\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 70627--70640
\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

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\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.
[696] [697]
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[]\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.

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[]\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
[698] [699]
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[]

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[]\T1/txtt/m/n/10 DatetimeModel.get_feature_fit <datarobot.models.DatetimeModel
.

Underfull \hbox (badness 10000) in paragraph at lines 71023--71026
[]\T1/qtm/m/n/10 Dep-re-cat-ing sca-le-out pa-ram-e-ters for projects / mod-els
. In-cludes \T1/txtt/m/n/10 scaleout_modeling_mode\T1/qtm/m/n/10 ,
[700]
Underfull \hbox (badness 6268) in paragraph at lines 71124--71127
[]\T1/qtm/m/n/10 Added the abil-ity to up-load a pre-dic-tion dataset into a pr
oject from the AI cat-a-log [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 71159--71163
[]\T1/qtm/m/n/10 Added the abil-ity to con-trol class map-ping ag-gre-ga-tion i
n mul-ti-class projects via

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[]\T1/qtm/m/n/10 Added the abil-ity to com-pute and re-trieve Fea-ture Ef-fects
 for a Mul-ti-class model us-

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/qtm/m/n/10 ing [][]\T1/txtt/m/sl/10 datarobot.models.Model.request_feature_
effects_multiclass()[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/txtt/m/sl/10 models.Model.get_feature_effects_multiclass()[][] \T1/qtm/m/n/
10 or [][]\T1/txtt/m/sl/10 datarobot.models.Model.

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/txtt/m/sl/10 get_or_request_feature_effects_multiclass()[][] \T1/qtm/m/n/10
 meth-ods. For date-time mod-els use fol-low-

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
\T1/qtm/m/n/10 ing meth-ods [][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel
.request_feature_effects_multiclass()[][]\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 71169--71177
[][]\T1/txtt/m/sl/10 datarobot.models.DatetimeModel.get_feature_effects_multicl
ass()[][] \T1/qtm/m/n/10 or [][]\T1/txtt/m/sl/10 datarobot.models.
[701] [702]
Underfull \hbox (badness 10000) in paragraph at lines 71319--71322
[]\T1/qtm/m/n/10 fix [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/q
tm/m/n/10 and [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n
/10 to cor-rectly for-mat

Underfull \hbox (badness 10000) in paragraph at lines 71398--71401
[]\T1/qtm/m/n/10 Added the abil-ity to re-quest a spe-cific model be pre-pared 
for de-ploy-ment us-ing [][]\T1/txtt/m/sl/10 Project.
[703] [704] [705]
Underfull \hbox (badness 10000) in paragraph at lines 71639--71642
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomModelVersion[][] \T1/qtm/m/n/10 has be
en dep-re-cated.

Underfull \hbox (badness 10000) in paragraph at lines 71644--71647
[]\T1/qtm/m/n/10 The \T1/txtt/m/n/10 required_metadata \T1/qtm/m/n/10 prop-erty
 of [][]\T1/txtt/m/sl/10 datarobot.CustomTaskVersion[][] \T1/qtm/m/n/10 has bee
n dep-re-cated.
[706]
Underfull \hbox (badness 7907) in paragraph at lines 71815--71820
[]\T1/qtm/m/n/10 Sup-port for Batch Pre-dic-tion Job Def-i-ni-tions has now bee
n added through the fol-low-ing class:

Underfull \hbox (badness 10000) in paragraph at lines 71857--71860
[]\T1/qtm/m/n/10 Added method to down-load fea-ture dis-cov-ery recipe SQLs (li
m-ited beta fea-ture). [][]\T1/txtt/m/sl/10 Project.
[707]
Underfull \hbox (badness 10000) in paragraph at lines 71933--71938
[]\T1/qtm/m/n/10 Par-tial his-tory pre-dic-tions can be made with time se-ries 
time se-ries mul-ti-series mod-els us-

Underfull \hbox (badness 10000) in paragraph at lines 71933--71938
\T1/qtm/m/n/10 ing the \T1/txtt/m/n/10 allow_partial_history_time_series_predic
tions \T1/qtm/m/n/10 at-tribute of the [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 71958--71966
[][]\T1/txtt/m/sl/10 PairwiseJointProbabilities[][] \T1/qtm/m/n/10 and [][]\T1/
txtt/m/sl/10 PairwiseConditionalProbabilities[][] \T1/qtm/m/n/10 or [][]\T1/txt
t/m/sl/10 Feature.

Underfull \hbox (badness 10000) in paragraph at lines 71958--71966
\T1/txtt/m/sl/10 get_pairwise_correlations[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/s
l/10 Feature.get_pairwise_joint_probabilities[][] \T1/qtm/m/n/10 and [][]\T1/tx
tt/m/sl/10 Feature.

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[]

Underfull \hbox (badness 10000) in paragraph at lines 71993--71994

[708]
Underfull \hbox (badness 10000) in paragraph at lines 72029--72032
[]\T1/qtm/m/n/10 Sup-port for down-load-ing fea-ture dis-cov-ery train-ing or p
re-dic-tion dataset us-ing [][]\T1/txtt/m/sl/10 Project.

Underfull \hbox (badness 10000) in paragraph at lines 72034--72040
[]\T1/qtm/m/n/10 Added [][]\T1/txtt/m/sl/10 datarobot.models.FeatureAssociation
Matrix[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 datarobot.models.

Underfull \hbox (badness 10000) in paragraph at lines 72034--72040
\T1/txtt/m/sl/10 FeatureAssociationMatrixDetails[][] \T1/qtm/m/n/10 and [][]\T1
/txtt/m/sl/10 datarobot.models.FeatureAssociationFeaturelists[][]

Underfull \hbox (badness 7168) in paragraph at lines 72059--72062
[]\T1/qtm/m/n/10 Re-move \T1/qtm/m/it/10 de-sired_memory \T1/qtm/m/n/10 param f
rom the fol-low-ing classes: [][]\T1/txtt/m/sl/10 datarobot.CustomInferenceMode
l[][]\T1/qtm/m/n/10 ,

Underfull \hbox (badness 10000) in paragraph at lines 72064--72071
[]\T1/qtm/m/n/10 Re-move \T1/txtt/m/n/10 desired_memory \T1/qtm/m/n/10 param fr
om the fol-low-ing meth-ods: [][]\T1/txtt/m/sl/10 CustomInferenceModel.

Underfull \hbox (badness 10000) in paragraph at lines 72064--72071
\T1/txtt/m/sl/10 create[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVer
sion.create_clean[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 CustomModelVersion.c
reate_from_previous[][]\T1/qtm/m/n/10 ,
[709]
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[]

Underfull \hbox (badness 10000) in paragraph at lines 72173--72174


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[]

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[]\T1/qtm/m/n/10 Fea-ture dis-cov-ery projects can now be cre-ated us-ing the [
][]\T1/txtt/m/sl/10 Project.start[][] \T1/qtm/m/n/10 method by pro-vid-ing

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[]

Underfull \hbox (badness 10000) in paragraph at lines 72214--72215

[710]
Underfull \hbox (badness 10000) in paragraph at lines 72286--72291
[]\T1/qtm/m/n/10 New \T1/txtt/m/n/10 sampling_method \T1/qtm/m/n/10 param in []
[]\T1/txtt/m/sl/10 Model.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/1
0 Project.train_datetime[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 72297--72300
[]

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[][][]\T1/txtt/m/sl/10 SecondaryDatasetConfigurations.

Underfull \hbox (badness 10000) in paragraph at lines 72311--72313
[]\T1/qtm/m/n/10 Class \T1/txtt/m/n/10 FeatureEngineeringGraph \T1/qtm/m/n/10 h
as been re-moved. Use [][]\T1/txtt/m/sl/10 datarobot.models.
[711]
Underfull \hbox (badness 10000) in paragraph at lines 72328--72331
[]\T1/qtm/m/n/10 for [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 72335--72338
[]\T1/qtm/m/n/10 for [][]\T1/txtt/m/sl/10 datarobot.models.

Underfull \hbox (badness 10000) in paragraph at lines 72342--72345
[][][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 72433--72436
[]\T1/qtm/m/n/10 Added a new method to trig-ger Fea-ture Im-pact cal-cu-la-tion
 for a Cus-tom In-fer-ence Im-age:
[712] [713]
Underfull \hbox (badness 10000) in paragraph at lines 72582--72591
[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 72593--72600
[]\T1/qtm/m/n/10 Added new ar-gu-ments \T1/txtt/m/n/10 explanation_algorithm \T
1/qtm/m/n/10 and \T1/txtt/m/n/10 max_explanations \T1/qtm/m/n/10 to method [][]
\T1/txtt/m/sl/10 Model.
[714] [715]
Underfull \hbox (badness 10000) in paragraph at lines 72793--72797
[]\T1/qtm/m/n/10 Batch Pre-dic-tion jobs now sup-port scor-ing to Azure and Goo
gle Cloud Stor-age with meth-ods

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[]

Underfull \hbox (badness 10000) in paragraph at lines 72799--72800


Underfull \hbox (badness 8132) in paragraph at lines 72831--72836
[]\T1/qtm/m/n/10 These meth-ods now pro-vide ad-di-tional meta-data fields in F
ea-ture Im-pact re-sults if called with

Underfull \hbox (badness 10000) in paragraph at lines 72851--72855
[]\T1/qtm/m/n/10 Sec-ondary dataset con-fig-u-ra-tion re-trieve and dele-tion i
s eas-ier now though new

Underfull \hbox (badness 10000) in paragraph at lines 72851--72855
[][]\T1/txtt/m/sl/10 SecondaryDatasetConfigurations.delete[][] \T1/qtm/m/n/10 s
oft deletes a Sec-ondary dataset con-fig-u-ra-tion.
[716]
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[]

Underfull \hbox (badness 10000) in paragraph at lines 72912--72913

[717]
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[]\T1/qtm/m/n/10 A new boolean at-tribute \T1/txtt/m/n/10 unsupervised_mode \T1
/qtm/m/n/10 was added to [][]\T1/txtt/m/sl/10 datarobot.
[718]
Underfull \hbox (badness 10000) in paragraph at lines 73201--73205
[]\T1/qtm/m/n/10 Time se-ries model de-ploy-ments now sup-port pre-dic-tion in-
ter-vals. See

Underfull \hbox (badness 10000) in paragraph at lines 73201--73205
[][]\T1/txtt/m/sl/10 Deployment.get_prediction_intervals_settings[][] \T1/qtm/m
/n/10 and [][]\T1/txtt/m/sl/10 Deployment.
[719]
Underfull \hbox (badness 10000) in paragraph at lines 73254--73257
[]\T1/qtm/m/n/10 It’s now pos-si-ble to get fea-ture as-so-ci-a-tion sta-tuse
s for fea-turelists us-ing [][]\T1/txtt/m/sl/10 Project.

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[]\T1/qtm/m/n/10 Method [][]\T1/txtt/m/sl/10 Project.set_target[][] \T1/qtm/m/n
/10 sup-port new op-tional pa-ram-e-ters \T1/txtt/m/n/10 featureEngineeringGrap
hs \T1/qtm/m/n/10 and

Underfull \hbox (badness 10000) in paragraph at lines 73299--73304
[]\T1/qtm/m/n/10 Se-ries ac-cu-racy re-trieval meth-ods ([][]\T1/txtt/m/sl/10 D
atetimeModel.get_series_accuracy_as_dataframe[][] \T1/qtm/m/n/10 and
[720]
Underfull \hbox (badness 10000) in paragraph at lines 73381--73383
[]\T1/qtm/m/n/10 Mono-tonic con-straints are now sup-ported for OTV projects. T
o that end, the pa-ram-e-ters

Underfull \hbox (badness 10000) in paragraph at lines 73381--73383
\T1/txtt/m/n/10 monotonic_increasing_featurelist_id \T1/qtm/m/n/10 and \T1/txtt
/m/n/10 monotonic_decreasing_featurelist_id \T1/qtm/m/n/10 can be
[721] [722] [723]
Underfull \hbox (badness 10000) in paragraph at lines 73671--73680
[]\T1/qtm/m/n/10 Pre-vi-ously avail-able for only Eu-reqa mod-els, Ad-vanced Tu
n-ing meth-ods and ob-jects, in-clud-ing

Underfull \hbox (badness 10000) in paragraph at lines 73671--73680
[][]\T1/txtt/m/sl/10 Model.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , []
[]\T1/txtt/m/sl/10 Model.get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][
]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 73710--73712
[][][]\T1/txtt/m/sl/10 Project.upload_dataset[][] \T1/qtm/m/n/10 and [][]\T1/tx
tt/m/sl/10 Project.upload_dataset_from_data_source[][] \T1/qtm/m/n/10 will re-t
urn a
[724] [725]
Underfull \hbox (badness 10000) in paragraph at lines 73835--73838
[]\T1/qtm/m/n/10 New class for work-ing with model com-pli-ance doc-u-men-ta-ti
on fea-ture of DataRobot: class

Underfull \hbox (badness 10000) in paragraph at lines 73854--73859
[]\T1/qtm/m/n/10 Cross se-ries fea-tures can now be cre-ated within time se-rie
s mul-ti-series projects us-ing

Underfull \hbox (badness 10000) in paragraph at lines 73854--73859
\T1/qtm/m/n/10 the \T1/txtt/m/n/10 use_cross_series_features \T1/qtm/m/n/10 and
 \T1/txtt/m/n/10 aggregation_type \T1/qtm/m/n/10 at-tributes of the [][]\T1/txt
t/m/sl/10 datarobot.

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[]\T1/qtm/m/n/10 New \T1/txtt/m/n/10 number_of_known_in_advance_features \T1/qt
m/m/n/10 at-tribute has been added to the [][]\T1/txtt/m/sl/10 datarobot.
[726]
Underfull \hbox (badness 10000) in paragraph at lines 73916--73920
[]\T1/qtm/m/n/10 Train-ing pre-dic-tions for date-time par-ti-tioned projects n
ow sup-port the new data sub-set

Underfull \hbox (badness 10000) in paragraph at lines 73975--73983
[]\T1/qtm/m/n/10 New meth-ods and ob-jects, in-clud-ing [][]\T1/txtt/m/sl/10 Mo
del.start_advanced_tuning_session[][]\T1/qtm/m/n/10 , [][]\T1/txtt/m/sl/10 Mode
l.

Underfull \hbox (badness 7504) in paragraph at lines 73975--73983
\T1/txtt/m/sl/10 get_advanced_tuning_parameters[][]\T1/qtm/m/n/10 , [][]\T1/txt
t/m/sl/10 Model.advanced_tune[][]\T1/qtm/m/n/10 , and [][]\T1/txtt/m/sl/10 Adva
ncedTuningSession[][]\T1/qtm/m/n/10 , were

Underfull \hbox (badness 10000) in paragraph at lines 73998--74001
[]\T1/qtm/m/n/10 A cus-tom pre-dic-tion thresh-old may now be con-fig-ured for 
each model via [][]\T1/txtt/m/sl/10 Model.

Underfull \hbox (badness 10000) in paragraph at lines 74008--74010
[]\T1/qtm/m/n/10 In-di-vid-ual cross val-i-da-tion scores can be re-trieved for
 new mod-els us-ing [][]\T1/txtt/m/sl/10 Model.
[727]
Underfull \hbox (badness 10000) in paragraph at lines 74050--74054
[][][]\T1/txtt/m/sl/10 ModelRecommendation.get[][] \T1/qtm/m/n/10 now ac-cepts 
an op-tional pa-ram-e-ter of type \T1/txtt/m/n/10 datarobot.enums.

Underfull \hbox (badness 10000) in paragraph at lines 74083--74087
[]\T1/qtm/m/n/10 A new rec-om-men-da-tion type “Rec-om-mended for De-ploy-men
-t” has been added to
[728]
Underfull \hbox (badness 10000) in paragraph at lines 74167--74171
[]\T1/qtm/m/n/10 Added a new fea-ture to re-trieve fea-ture logs for time se-ri
es projects. Check [][]\T1/txtt/m/sl/10 datarobot.

Underfull \hbox (badness 10000) in paragraph at lines 74167--74171
\T1/txtt/m/sl/10 DatetimePartitioning.feature_log_list()[][] \T1/qtm/m/n/10 and
 [][]\T1/txtt/m/sl/10 datarobot.DatetimePartitioning.
[729] [730] [731] [732] [733] [734] [735] [736] [737]
Underfull \hbox (badness 10000) in paragraph at lines 75023--75026
[]\T1/qtm/m/n/10 its
[738] [739] [740] [741]
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[]\T1/qtm/m/n/10 In sev-eral places where \T1/txtt/m/n/10 AppPlatformError \T1/
qtm/m/n/10 was be-ing raised, now \T1/txtt/m/n/10 TypeError\T1/qtm/m/n/10 , \T1
/txtt/m/n/10 ValueError \T1/qtm/m/n/10 or

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[]\T1/qtm/m/n/10 If a \T1/txtt/m/n/10 ClientError \T1/qtm/m/n/10 or \T1/txtt/m/
n/10 ServerError \T1/qtm/m/n/10 oc-curs dur-ing a call to \T1/txtt/m/n/10 Proje
ct.from_async\T1/qtm/m/n/10 , then a
[742]
Underfull \hbox (badness 10000) in paragraph at lines 75452--75455
[]\T1/txtt/m/n/10 recommendation_settings \T1/qtm/m/n/10 pa-ram-e-ter of \T1/tx
tt/m/n/10 Project.start \T1/qtm/m/n/10 is dep-re-cated in fa-vor of
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obot.models.Model

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odels.Predictions

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redictionExplanations

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in

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s in

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s in

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in

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ssmentPredictionsPreview

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lass in

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 class in

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[]\T1/txtt/m/n/10 from_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.
api_object.APIObject

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[]\T1/txtt/m/n/10 from_data() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.
BlenderModel class

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Blueprint class

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DatetimeModel class

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Deployment class

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Featurelist class

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PayoffMatrix class
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PrimeModel class

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RatingTableModel

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segmentation.SegmentationTask

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ationTask class

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experimental.models.recipes.Recipe

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[]\T1/txtt/m/n/10 from_job() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.P
redictJob class

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CustomTask class

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CustomTaskVersion

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DataSource class

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DataStore class

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models.api_object.APIObject

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models.Blueprint

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models.Deployment

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models.Featurelist

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models.lift_chart.LiftChart

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models.pareto_front.ParetoFront

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models.PayoffMatrix

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models.roc_curve.RocCurve

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Partitioning class

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utomated_documentation.AutomatedDocument

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.models.model_lineage.ModelLineage

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.models.notebooks.Notebook

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.models.retraining.RetrainingPolicy

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ryGenerator class

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ronmentVersion class

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y_assessment.AnomalyAssessmentExplanations

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y_assessment.AnomalyAssessmentPredictionsPreview

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.BatchM
onitoringJob class

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redictionJob class

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redictionJobDefinition
[756]
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ModelVersionConversion

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.data_s
lice.DataSlice class

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ment.Accuracy class

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ment.bias_and_fairness.FairnessScoresOverTime

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ment.PredictionsOverTime

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ment.ServiceStatsOverTime

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ment.TargetDrift class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.extern
al_baseline_validation.ExternalBaselineValidationInfo

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Featur
eAssociationMatrixDetails

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Featur
eHistogram class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Featur
eImpactJob class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Intera
ctionFeature class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.missin
g_report.MissingValuesReport

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.ModelB
lueprintChart class

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ngFeature class

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ngFeaturelist class

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ategoricalHistogram

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seConditionalProbabilities

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Pairwi
seCorrelations class

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[]\T1/txtt/m/n/10 get() \T1/qtm/m/n/10 (\T1/qtm/m/it/10 datarobot.models.Pairwi
seJointProbabilities

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tion_explanations.PredictionExplanationsPage

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[776]) (./datarobot-public-api-client.aux) )
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