diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 18e51cd5..fa65372c 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -12,7 +12,7 @@ jobs:
 
     strategy:
       matrix:
-        python-version: [3.7, 3.8, 3.9]
+        python-version: [3.7, 3.8, 3.9, 3.10]
 
     # Not intended for forks.
     if: github.repository == 'st-tech/zr-obp'
diff --git a/README.md b/README.md
index b3d2f0f0..9c91ffbf 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 <div align="center"><img src="https://raw.githubusercontent.com/st-tech/zr-obp/master/images/logo.png" width="60%"/></div>
 
 [![pypi](https://img.shields.io/pypi/v/obp.svg)](https://pypi.python.org/pypi/obp)
-[![Python](https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9-blue)](https://www.python.org)
+[![Python](https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://www.python.org)
 [![Downloads](https://pepy.tech/badge/obp)](https://pepy.tech/project/obp)
 ![GitHub commit activity](https://img.shields.io/github/commit-activity/m/st-tech/zr-obp)
 ![GitHub last commit](https://img.shields.io/github/last-commit/st-tech/zr-obp)
diff --git a/README_JN.md b/README_JN.md
index 16a85f84..dc1e005e 100644
--- a/README_JN.md
+++ b/README_JN.md
@@ -1,7 +1,7 @@
 <div align="center"><img src="https://raw.githubusercontent.com/st-tech/zr-obp/master/images/logo.png" width="60%"/></div>
 
 [![pypi](https://img.shields.io/pypi/v/obp.svg)](https://pypi.python.org/pypi/obp)
-[![Python](https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9-blue)](https://www.python.org)
+[![Python](https://img.shields.io/badge/python-3.7%20%7C%203.8%20%7C%203.9%20%7C%203.10-blue)](https://www.python.org)
 [![Downloads](https://pepy.tech/badge/obp)](https://pepy.tech/project/obp)
 ![GitHub commit activity](https://img.shields.io/github/commit-activity/m/st-tech/zr-obp)
 ![GitHub last commit](https://img.shields.io/github/last-commit/st-tech/zr-obp)
@@ -170,9 +170,9 @@ cd zr-obp
 python setup.py install
 ```
 
-Pythonおよび利用パッケージのバージョンは以下の通りです。
+本書執筆時点のPythonおよび利用パッケージのバージョンは以下の通りです。
 
-```
+```toml
 [tool.poetry.dependencies]
 python = ">=3.7.1,<3.10"
 torch = "^1.9.0"
@@ -188,7 +188,7 @@ pyieoe = "^0.1.1"
 pingouin = "^0.4.0"
 ```
 
-これらのパッケージのバージョンが異なると、使用方法や挙動が本書執筆時点と異なる場合があるので、注意してください。
+利用パッケージは更新されることがあります。リポジトリの最新版が使用するパッケージのバージョンは[pyproject.toml](./pyproject.toml)を確認してください。
 
 # 使用方法
 
diff --git a/poetry.lock b/poetry.lock
index e3086e01..00394836 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,6 +1,6 @@
 [[package]]
 name = "atomicwrites"
-version = "1.4.0"
+version = "1.4.1"
 description = "Atomic file writes."
 category = "dev"
 optional = false
@@ -8,17 +8,17 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.2.0"
+version = "22.1.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.5"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"]
+tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "black"
@@ -45,30 +45,30 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2021.5.30"
+version = "2022.9.24"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.4"
+version = "2.1.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
-python-versions = ">=3.5.0"
+python-versions = ">=3.6.0"
 
 [package.extras]
-unicode_backport = ["unicodedata2"]
+unicode-backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
-version = "8.0.1"
+version = "8.1.3"
 description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -76,22 +76,19 @@ importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.6"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 
 [[package]]
 name = "cycler"
-version = "0.10.0"
+version = "0.11.0"
 description = "Composable style cycles"
 category = "main"
 optional = false
-python-versions = "*"
-
-[package.dependencies]
-six = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "flake8"
@@ -107,9 +104,31 @@ mccabe = ">=0.6.0,<0.7.0"
 pycodestyle = ">=2.7.0,<2.8.0"
 pyflakes = ">=2.3.0,<2.4.0"
 
+[[package]]
+name = "fonttools"
+version = "4.38.0"
+description = "Tools to manipulate font files"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["munkres", "scipy"]
+lxml = ["lxml (>=4.0,<5)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+repacker = ["uharfbuzz (>=0.23.0)"]
+symfont = ["sympy"]
+type1 = ["xattr"]
+ufo = ["fs (>=2.2.0,<3)"]
+unicode = ["unicodedata2 (>=14.0.0)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+
 [[package]]
 name = "idna"
-version = "3.2"
+version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
@@ -117,20 +136,20 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.8.1"
+version = "5.0.0"
 description = "Read metadata from Python packages"
-category = "dev"
+category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
 perf = ["ipython"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "iniconfig"
@@ -142,34 +161,37 @@ python-versions = "*"
 
 [[package]]
 name = "isort"
-version = "5.9.3"
+version = "5.10.1"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
 python-versions = ">=3.6.1,<4.0"
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "joblib"
-version = "1.0.1"
+version = "1.2.0"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "kiwisolver"
-version = "1.3.2"
+version = "1.4.4"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[package.dependencies]
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+
 [[package]]
 name = "littleutils"
 version = "0.2.2"
@@ -180,7 +202,7 @@ python-versions = "*"
 
 [[package]]
 name = "matplotlib"
-version = "3.4.3"
+version = "3.5.3"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -188,11 +210,14 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 cycler = ">=0.10"
+fonttools = ">=4.22.0"
 kiwisolver = ">=1.0.1"
-numpy = ">=1.16"
+numpy = ">=1.17"
+packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
+setuptools_scm = ">=4,<7"
 
 [[package]]
 name = "mccabe"
@@ -212,7 +237,7 @@ python-versions = "*"
 
 [[package]]
 name = "numpy"
-version = "1.21.2"
+version = "1.21.6"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -220,7 +245,7 @@ python-versions = ">=3.7,<3.11"
 
 [[package]]
 name = "outdated"
-version = "0.2.1"
+version = "0.2.2"
 description = "Check if a version of a PyPI package is outdated"
 category = "main"
 optional = false
@@ -229,28 +254,34 @@ python-versions = "*"
 [package.dependencies]
 littleutils = "*"
 requests = "*"
+setuptools = ">=44"
 
 [[package]]
 name = "packaging"
-version = "21.0"
+version = "21.3"
 description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-pyparsing = ">=2.0.2"
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.3.2"
+version = "1.3.5"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
 python-versions = ">=3.7.1"
 
 [package.dependencies]
-numpy = ">=1.17.3"
+numpy = [
+    {version = ">=1.17.3", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+]
 python-dateutil = ">=2.7.3"
 pytz = ">=2017.3"
 
@@ -271,15 +302,15 @@ xarray = "*"
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.2"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "patsy"
-version = "0.5.1"
+version = "0.5.3"
 description = "A Python package for describing statistical models and for building design matrices."
 category = "main"
 optional = false
@@ -289,6 +320,9 @@ python-versions = "*"
 numpy = ">=1.4"
 six = "*"
 
+[package.extras]
+test = ["pytest", "pytest-cov", "scipy"]
+
 [[package]]
 name = "pillow"
 version = "9.1.1"
@@ -323,15 +357,15 @@ tabulate = "*"
 
 [[package]]
 name = "platformdirs"
-version = "2.3.0"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "2.5.4"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
-docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+docs = ["furo (>=2022.9.29)", "proselint (>=0.13)", "sphinx (>=5.3)", "sphinx-autodoc-typehints (>=1.19.4)"]
+test = ["appdirs (==1.4.4)", "pytest (>=7.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
 name = "pluggy"
@@ -350,11 +384,11 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "py"
-version = "1.10.0"
+version = "1.11.0"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "pycodestyle"
@@ -392,11 +426,14 @@ tqdm = ">=4.56.0"
 
 [[package]]
 name = "pyparsing"
-version = "2.4.7"
-description = "Python parsing module"
+version = "3.0.9"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6.8"
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
@@ -433,7 +470,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2021.1"
+version = "2022.6"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -441,29 +478,29 @@ python-versions = "*"
 
 [[package]]
 name = "pyyaml"
-version = "5.4.1"
+version = "6.0"
 description = "YAML parser and emitter for Python"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "requests"
-version = "2.27.1"
+version = "2.28.1"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7, <4"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
-idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+charset-normalizer = ">=2,<3"
+idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "scikit-learn"
@@ -480,10 +517,10 @@ scipy = ">=1.1.0"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
-benchmark = ["matplotlib (>=2.2.3)", "pandas (>=0.25.0)", "memory-profiler (>=0.57.0)"]
-docs = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.0.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
-examples = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)"]
-tests = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=21.6b0)", "mypy (>=0.770)", "pyamg (>=4.0.0)"]
+benchmark = ["matplotlib (>=2.2.3)", "memory-profiler (>=0.57.0)", "pandas (>=0.25.0)"]
+docs = ["Pillow (>=7.1.2)", "matplotlib (>=2.2.3)", "memory-profiler (>=0.57.0)", "numpydoc (>=1.0.0)", "pandas (>=0.25.0)", "scikit-image (>=0.14.5)", "seaborn (>=0.9.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=2.2.3)", "pandas (>=0.25.0)", "scikit-image (>=0.14.5)", "seaborn (>=0.9.0)"]
+tests = ["black (>=21.6b0)", "flake8 (>=3.8.2)", "matplotlib (>=2.2.3)", "mypy (>=0.770)", "pandas (>=0.25.0)", "pyamg (>=4.0.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "scikit-image (>=0.14.5)"]
 
 [[package]]
 name = "scipy"
@@ -510,6 +547,36 @@ numpy = ">=1.15"
 pandas = ">=0.23"
 scipy = ">=1.0"
 
+[[package]]
+name = "setuptools"
+version = "65.6.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+
+[[package]]
+name = "setuptools-scm"
+version = "6.4.2"
+description = "the blessed package to manage your versions by scm tags"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = ">=20.0"
+setuptools = "*"
+tomli = ">=1.0.0"
+
+[package.extras]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -520,37 +587,62 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "statsmodels"
-version = "0.12.2"
+version = "0.13.2"
 description = "Statistical computations and models for Python"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-numpy = ">=1.15"
-pandas = ">=0.21"
-patsy = ">=0.5"
-scipy = ">=1.1"
+numpy = ">=1.17"
+packaging = ">=21.3"
+pandas = ">=0.25"
+patsy = ">=0.5.2"
+scipy = ">=1.3"
 
 [package.extras]
-build = ["cython (>=0.29)"]
-develop = ["cython (>=0.29)"]
-docs = ["sphinx", "nbconvert", "jupyter-client", "ipykernel", "matplotlib", "nbformat", "numpydoc", "pandas-datareader"]
+build = ["cython (>=0.29.26)"]
+develop = ["cython (>=0.29.26)"]
+docs = ["ipykernel", "jupyter_client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
+
+[[package]]
+name = "statsmodels"
+version = "0.13.5"
+description = "Statistical computations and models for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+numpy = {version = ">=1.17", markers = "python_version != \"3.10\" or platform_system != \"Windows\" or platform_python_implementation == \"PyPy\""}
+packaging = ">=21.3"
+pandas = ">=0.25"
+patsy = ">=0.5.2"
+scipy = [
+    {version = ">=1.3", markers = "(python_version > \"3.9\" or platform_system != \"Windows\" or platform_machine != \"x86\") and python_version < \"3.12\""},
+    {version = ">=1.3,<1.8", markers = "python_version == \"3.7\""},
+    {version = ">=1.3,<1.9", markers = "python_version == \"3.8\" and platform_system == \"Windows\" and platform_machine == \"x86\" or python_version == \"3.9\" and platform_system == \"Windows\" and platform_machine == \"x86\""},
+]
+
+[package.extras]
+build = ["cython (>=0.29.32)"]
+develop = ["Jinja2", "colorama", "cython (>=0.29.32)", "cython (>=0.29.32,<3.0.0)", "flake8", "isort", "joblib", "matplotlib (>=3)", "oldest-supported-numpy (>=2022.4.18)", "pytest (>=7.0.1,<7.1.0)", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=7.0.0,<7.1.0)"]
+docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
 
 [[package]]
 name = "tabulate"
-version = "0.8.9"
+version = "0.9.0"
 description = "Pretty-print tabular data"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [package.extras]
 widechars = ["wcwidth"]
 
 [[package]]
 name = "threadpoolctl"
-version = "2.2.0"
+version = "3.1.0"
 description = "threadpoolctl"
 category = "main"
 optional = false
@@ -566,26 +658,26 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "1.2.1"
+version = "2.0.1"
 description = "A lil' TOML parser"
-category = "dev"
+category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "torch"
-version = "1.9.0"
+version = "1.12.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 category = "main"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.7.0"
 
 [package.dependencies]
 typing-extensions = "*"
 
 [[package]]
 name = "tqdm"
-version = "4.62.2"
+version = "4.64.1"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
@@ -597,82 +689,84 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 [package.extras]
 dev = ["py-make (>=0.1.0)", "twine", "wheel"]
 notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
 telegram = ["requests"]
 
 [[package]]
 name = "typed-ast"
-version = "1.4.3"
+version = "1.5.4"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "typing-extensions"
-version = "3.10.0.2"
-description = "Backported and Experimental Type Hints for Python 3.5+"
+version = "4.4.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [[package]]
 name = "urllib3"
-version = "1.26.6"
+version = "1.26.12"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "xarray"
-version = "0.19.0"
+version = "0.20.2"
 description = "N-D labeled arrays and datasets in Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-numpy = ">=1.17"
-pandas = ">=1.0"
+importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+numpy = ">=1.18"
+pandas = ">=1.1"
+typing-extensions = {version = ">=3.7", markers = "python_version < \"3.8\""}
 
 [package.extras]
-accel = ["scipy", "bottleneck", "numbagg"]
-complete = ["netcdf4", "h5netcdf", "scipy", "pydap", "zarr", "fsspec", "cftime", "rasterio", "cfgrib", "pooch", "bottleneck", "numbagg", "dask", "matplotlib", "seaborn", "nc-time-axis"]
-docs = ["netcdf4", "h5netcdf", "scipy", "pydap", "zarr", "fsspec", "cftime", "rasterio", "cfgrib", "pooch", "bottleneck", "numbagg", "dask", "matplotlib", "seaborn", "nc-time-axis", "sphinx-autosummary-accessors", "sphinx-rtd-theme", "ipython", "ipykernel", "jupyter-client", "nbsphinx", "scanpydoc"]
-io = ["netcdf4", "h5netcdf", "scipy", "pydap", "zarr", "fsspec", "cftime", "rasterio", "cfgrib", "pooch"]
-parallel = ["dask"]
-viz = ["matplotlib", "seaborn", "nc-time-axis"]
+accel = ["bottleneck", "numbagg", "scipy"]
+complete = ["bottleneck", "cfgrib", "cftime", "dask[complete]", "fsspec", "h5netcdf", "matplotlib", "nc-time-axis", "netCDF4", "numbagg", "pooch", "pydap", "rasterio", "scipy", "seaborn", "zarr"]
+docs = ["bottleneck", "cfgrib", "cftime", "dask[complete]", "fsspec", "h5netcdf", "ipykernel", "ipython", "jupyter-client", "matplotlib", "nbsphinx", "nc-time-axis", "netCDF4", "numbagg", "pooch", "pydap", "rasterio", "scanpydoc", "scipy", "seaborn", "sphinx-autosummary-accessors", "sphinx-rtd-theme", "zarr"]
+io = ["cfgrib", "cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "rasterio", "scipy", "zarr"]
+parallel = ["dask[complete]"]
+viz = ["matplotlib", "nc-time-axis", "seaborn"]
 
 [[package]]
 name = "zipp"
-version = "3.5.0"
+version = "3.10.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
+category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
+testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
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 lock-version = "1.1"
-python-versions = ">=3.7.1,<3.10"
-content-hash = "ac0acc8e3923f945e15e8f78fc7cf1f97d8abf7ab714cd9dedc7f7f961d149ff"
+python-versions = ">=3.7.1,<3.11"
+content-hash = "94fd536f1fbe2d76b015e1bf51656e1c315f729ac392921da4aae3c1a3c81c72"
 
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+    {file = "atomicwrites-1.4.1.tar.gz", hash = "sha256:81b2c9071a49367a7f770170e5eec8cb66567cfbbc8c73d20ce5ca4a8d71cf11"},
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+    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
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@@ -700,120 +794,162 @@ black = [
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 xarray = [
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 zipp = [
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+    {file = "zipp-3.10.0.tar.gz", hash = "sha256:7a7262fd930bd3e36c50b9a64897aec3fafff3dfdeec9623ae22b40e93f99bb8"},
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diff --git a/pyproject.toml b/pyproject.toml
index 334eec2a..611fbd48 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,9 @@ authors = ["Yuta Saito <ys552@cornell.edu>"]
 license = "Apache License 2.0"
 
 [tool.poetry.dependencies]
-python = ">=3.7.1,<3.10"
+python = ">=3.7.1,<3.11"
+# Add torch<1.13 constraints when updating poetry.lock file until Linux dependencies issues will be resolved
+# https://github.com/python-poetry/poetry/issues/6409
 torch = "^1.9.0"
 scikit-learn = "1.0.2"
 pandas = "^1.3.2"
@@ -14,7 +16,7 @@ numpy = "^1.21.2"
 matplotlib = "^3.4.3"
 tqdm = "^4.62.2"
 scipy = "1.7.3"
-PyYAML = "^5.4.1"
+pyyaml = "^6.0.0"
 seaborn = "^0.11.2"
 pyieoe = "^0.1.1"
 pingouin = "^0.4.0"
diff --git a/setup.py b/setup.py
index 2fd7bc38..6e73c6cb 100644
--- a/setup.py
+++ b/setup.py
@@ -1,8 +1,12 @@
-from obp.version import __version__
-from setuptools import setup, find_packages
 from os import path
 import sys
 
+from setuptools import find_packages
+from setuptools import setup
+
+from obp.version import __version__
+
+
 here = path.abspath(path.dirname(__file__))
 sys.path.insert(0, path.join(here, "obp"))
 
@@ -29,8 +33,8 @@
         "mypy-extensions>=0.4.3",
         "numpy>=1.21.2",
         "pandas>=1.3.2",
-        "pyyaml>=5.1",
-        "seaborn>=0.10.1",
+        "pyyaml>=6.0.0",
+        "seaborn>=0.11.2",
         "scikit-learn>=1.0.2",
         "scipy>=1.7.3",
         "torch>=1.9.0",
@@ -49,6 +53,7 @@
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
         "Topic :: Scientific/Engineering",
         "Topic :: Scientific/Engineering :: Mathematics",
         "Topic :: Scientific/Engineering :: Artificial Intelligence",