diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 74c35af..1388c4d 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -7,7 +7,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.6", "3.7"]
+        python-version: ["3.9"]
 
     steps:
     - uses: actions/checkout@v2
diff --git a/README.md b/README.md
index 0fa16d9..1fc77c5 100644
--- a/README.md
+++ b/README.md
@@ -77,6 +77,41 @@ opt_param = env_wise_hyper_opt(training_data[features + [time_column]],
 
 Don't simply use a timestamp column from the dataset, make it discrete before and guarantee there is a reasonable amount of data points in every period. Example: use year if you have 3+ years of data. Notice the choice to make it discrete becomes a modeling choice you can optimize.
 
+### Random segments
+
+#### Selecting randomly from multiple time columns
+The user can use a list instead of a string as the `time_column` argument. The model will select randomly from it when building every estimator from the defined `n_estimators`.
+
+```python
+from time_robust_forest.models import TimeForestClassifier
+
+features = ["x_1", "x_2"]
+time_columns = ["periods", "periods_2"]
+target = "y"
+
+model = TimeForestClassifier(time_column=time_columns)
+
+model.fit(training_data[features + time_columns], training_data[target])
+predictions = model.predict_proba(test_data[features])[:, 1]
+```
+
+#### Generating random segments from a timestamp column
+
+The user can define a maximum number of segments (`random_segments`) and the model will split the data using the time stamp information. In the following example, the model segments the data in 1, 2, 3... 10 parts. For every estimator, it picks randomly one of the ten columns representing the `time_column` and use it. In this case, the `time_column` should be the time stamp information.
+
+```python
+from time_robust_forest.models import TimeForestClassifier
+
+features = ["x_1", "x_2"]
+time_column = "time_stamp"
+target = "y"
+
+model = TimeForestClassifier(time_column=time_column, random_segments=10)
+
+model.fit(training_data[features + [time_column]], training_data[target])
+predictions = model.predict_proba(test_data[features])[:, 1]
+```
+
 ## License
 
 [![License](https://img.shields.io/github/license/lgmoneda/time-robust-forest)](https://github.com/lgmoneda/time-robust-forest/blob/main/LICENSE)
diff --git a/poetry.lock b/poetry.lock
index 842f969..b35ac04 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,23 +1,15 @@
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
-optional = false
-python-versions = "*"
-
 [[package]]
 name = "astroid"
-version = "2.5.6"
+version = "2.11.6"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.6.2"
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
-typed-ast = {version = ">=1.4.0,<1.5", markers = "implementation_name == \"cpython\" and python_version < \"3.8\""}
-wrapt = ">=1.11,<1.13"
+typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
+wrapt = ">=1.11,<2"
 
 [[package]]
 name = "atomicwrites"
@@ -29,93 +21,100 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.2.0"
+version = "21.4.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [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"]
+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", "cloudpickle"]
 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"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
 
 [[package]]
 name = "bandit"
-version = "1.7.0"
+version = "1.7.4"
 description = "Security oriented static analyser for python code."
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
 colorama = {version = ">=0.3.9", markers = "platform_system == \"Windows\""}
 GitPython = ">=1.0.1"
 PyYAML = ">=5.3.1"
-six = ">=1.10.0"
 stevedore = ">=1.20.0"
 
+[package.extras]
+test = ["coverage (>=4.5.4)", "fixtures (>=3.0.0)", "flake8 (>=4.0.0)", "stestr (>=2.5.0)", "testscenarios (>=0.5.0)", "testtools (>=2.3.0)", "toml", "beautifulsoup4 (>=4.8.0)", "pylint (==1.9.4)"]
+toml = ["toml"]
+yaml = ["pyyaml"]
+
 [[package]]
 name = "black"
-version = "21.6b0"
+version = "22.6.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
 
 [package.dependencies]
-appdirs = "*"
-click = ">=7.1.2"
-dataclasses = {version = ">=0.6", markers = "python_version < \"3.7\""}
+click = ">=8.0.0"
 mypy-extensions = ">=0.4.3"
-pathspec = ">=0.8.1,<1"
-regex = ">=2020.1.8"
-toml = ">=0.10.1"
-typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\""}
-typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
+typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.6.0)", "aiohttp-cors (>=0.4.0)"]
-python2 = ["typed-ast (>=1.4.2)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2021.5.30"
+version = "2022.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "cfgv"
-version = "3.3.0"
+version = "3.3.1"
 description = "Validate configuration and produce human readable error messages."
 category = "dev"
 optional = false
 python-versions = ">=3.6.1"
 
 [[package]]
-name = "chardet"
-version = "4.0.0"
-description = "Universal encoding detector for Python 2 and 3"
+name = "charset-normalizer"
+version = "2.1.0"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
-version = "7.1.2"
+version = "8.1.3"
 description = "Composable command line interface toolkit"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.5"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
@@ -134,23 +133,26 @@ test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
 [[package]]
 name = "darglint"
-version = "1.8.0"
+version = "1.8.1"
 description = "A utility for ensuring Google-style docstrings stay up to date with the source code."
 category = "dev"
 optional = false
 python-versions = ">=3.6,<4.0"
 
 [[package]]
-name = "dataclasses"
-version = "0.8"
-description = "A backport of the dataclasses module for Python 3.6"
-category = "main"
+name = "dill"
+version = "0.3.5.1"
+description = "serialize all of python"
+category = "dev"
 optional = false
-python-versions = ">=3.6, <3.7"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+
+[package.extras]
+graph = ["objgraph (>=1.7.2)"]
 
 [[package]]
 name = "distlib"
-version = "0.3.2"
+version = "0.3.4"
 description = "Distribution utilities"
 category = "dev"
 optional = false
@@ -174,84 +176,72 @@ pipenv = ["pipenv"]
 
 [[package]]
 name = "filelock"
-version = "3.0.12"
+version = "3.7.1"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
+testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
 
 [[package]]
 name = "gitdb"
-version = "4.0.7"
+version = "4.0.9"
 description = "Git Object Database"
 category = "dev"
 optional = false
-python-versions = ">=3.4"
+python-versions = ">=3.6"
 
 [package.dependencies]
-smmap = ">=3.0.1,<5"
+smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.17"
-description = "Python Git Library"
+version = "3.1.27"
+description = "GitPython is a python library used to interact with Git repositories"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
-typing-extensions = {version = ">=3.7.4.0", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "identify"
-version = "2.2.10"
+version = "2.5.1"
 description = "File identification library for Python"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
 
 [package.extras]
-license = ["editdistance-s"]
+license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "2.10"
+version = "3.3"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.5"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.5.0"
+version = "4.12.0"
 description = "Read metadata from Python packages"
 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)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
-
-[[package]]
-name = "importlib-resources"
-version = "5.1.4"
-description = "Read resources from Python packages"
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
-
-[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)", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
 
 [[package]]
 name = "iniconfig"
@@ -263,20 +253,21 @@ python-versions = "*"
 
 [[package]]
 name = "isort"
-version = "5.8.0"
+version = "5.10.1"
 description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
-python-versions = ">=3.6,<4.0"
+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)"]
+plugins = ["setuptools"]
 
 [[package]]
 name = "joblib"
-version = "1.0.1"
+version = "1.1.0"
 description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
@@ -284,19 +275,19 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "lazy-object-proxy"
-version = "1.6.0"
+version = "1.7.1"
 description = "A fast and thorough lazy object proxy."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "mccabe"
-version = "0.6.1"
+version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "mypy"
@@ -309,7 +300,6 @@ python-versions = ">=3.5"
 [package.dependencies]
 mypy-extensions = ">=0.4.3,<0.5.0"
 toml = "*"
-typed-ast = {version = ">=1.4.0,<1.5.0", markers = "python_version < \"3.8\""}
 typing-extensions = ">=3.7.4"
 
 [package.extras]
@@ -326,30 +316,30 @@ python-versions = "*"
 
 [[package]]
 name = "nodeenv"
-version = "1.6.0"
+version = "1.7.0"
 description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 
 [[package]]
 name = "numpy"
-version = "1.19.5"
+version = "1.23.0"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 
 [[package]]
 name = "packaging"
-version = "20.9"
+version = "21.3"
 description = "Core utilities for Python packages"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
-pyparsing = ">=2.0.2"
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
@@ -369,47 +359,55 @@ test = ["pytest (>=4.0.2)", "pytest-xdist", "hypothesis (>=3.58)"]
 
 [[package]]
 name = "pathspec"
-version = "0.8.1"
+version = "0.9.0"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 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.*,>=2.7"
 
 [[package]]
 name = "pbr"
-version = "5.6.0"
+version = "5.9.0"
 description = "Python Build Reasonableness"
 category = "dev"
 optional = false
 python-versions = ">=2.6"
 
+[[package]]
+name = "platformdirs"
+version = "2.5.2"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)", "sphinx (>=4)"]
+test = ["appdirs (==1.4.4)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)", "pytest (>=6)"]
+
 [[package]]
 name = "pluggy"
-version = "0.13.1"
+version = "1.0.0"
 description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
-[package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
+python-versions = ">=3.6"
 
 [package.extras]
 dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "2.13.0"
+version = "2.19.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
 
 [package.dependencies]
 cfgv = ">=2.0.0"
 identify = ">=1.0.0"
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
-importlib-resources = {version = "*", markers = "python_version < \"3.7\""}
 nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 toml = "*"
@@ -417,11 +415,11 @@ virtualenv = ">=20.0.8"
 
 [[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 = "pydocstyle"
@@ -439,38 +437,49 @@ toml = ["toml"]
 
 [[package]]
 name = "pygments"
-version = "2.9.0"
+version = "2.12.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "pylint"
-version = "2.8.3"
+version = "2.14.4"
 description = "python code static checker"
 category = "dev"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.7.2"
 
 [package.dependencies]
-astroid = "2.5.6"
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
+astroid = ">=2.11.6,<=2.12.0-dev0"
+colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
+dill = ">=0.2"
 isort = ">=4.2.5,<6"
-mccabe = ">=0.6,<0.7"
-toml = ">=0.7.1"
+mccabe = ">=0.6,<0.8"
+platformdirs = ">=2.2.0"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+tomlkit = ">=0.10.1"
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+spelling = ["pyenchant (>=3.2,<4.0)"]
+testutils = ["gitpython (>3)"]
 
 [[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 = "dev"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6.8"
+
+[package.extras]
+diagrams = ["railroad-diagrams", "jinja2"]
 
 [[package]]
 name = "pytest"
-version = "6.2.4"
+version = "6.2.5"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
@@ -480,10 +489,9 @@ python-versions = ">=3.6"
 atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<1.0.0a1"
+pluggy = ">=0.12,<2.0"
 py = ">=1.8.2"
 toml = "*"
 
@@ -492,7 +500,7 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.1"
+version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
@@ -503,7 +511,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2021.1"
+version = "2022.1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
@@ -511,63 +519,53 @@ python-versions = "*"
 
 [[package]]
 name = "pyupgrade"
-version = "2.19.4"
+version = "2.34.0"
 description = "A tool to automatically upgrade syntax for newer versions."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
 
 [package.dependencies]
 tokenize-rt = ">=3.2.0"
 
 [[package]]
 name = "pyyaml"
-version = "5.4.1"
+version = "6.0"
 description = "YAML parser and emitter for Python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
-
-[[package]]
-name = "regex"
-version = "2021.4.4"
-description = "Alternative regular expression module, to replace re."
-category = "dev"
-optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "requests"
-version = "2.25.1"
+version = "2.28.1"
 description = "Python HTTP for Humans."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7, <4"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-chardet = ">=3.0.2,<5"
-idna = ">=2.5,<3"
+charset-normalizer = ">=2,<3"
+idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "rich"
-version = "10.3.0"
+version = "10.16.2"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 category = "main"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.6.2,<4.0.0"
 
 [package.dependencies]
 colorama = ">=0.4.0,<0.5.0"
 commonmark = ">=0.9.0,<0.10.0"
-dataclasses = {version = ">=0.7,<0.9", markers = "python_version >= \"3.6\" and python_version < \"3.7\""}
 pygments = ">=2.6.0,<3.0.0"
-typing-extensions = {version = ">=3.7.4,<4.0.0", markers = "python_version < \"3.8\""}
 
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
@@ -588,31 +586,34 @@ requests = "*"
 
 [[package]]
 name = "scikit-learn"
-version = "0.23.2"
+version = "1.1.0"
 description = "A set of python modules for machine learning and data mining"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 
 [package.dependencies]
-joblib = ">=0.11"
-numpy = ">=1.13.3"
-scipy = ">=0.19.1"
+joblib = ">=1.0.0"
+numpy = ">=1.17.3"
+scipy = ">=1.3.2"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
-alldeps = ["numpy (>=1.13.3)", "scipy (>=0.19.1)"]
+benchmark = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"]
+docs = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+examples = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)"]
+tests = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.770)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)"]
 
 [[package]]
 name = "scipy"
-version = "1.5.4"
+version = "1.6.1"
 description = "SciPy: Scientific Library for Python"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-numpy = ">=1.14.5"
+numpy = ">=1.16.5"
 
 [[package]]
 name = "shellingham"
@@ -632,15 +633,15 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "smmap"
-version = "4.0.0"
+version = "5.0.0"
 description = "A pure Python implementation of a sliding window memory map manager"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "snowballstemmer"
-version = "2.1.0"
+version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
 category = "dev"
 optional = false
@@ -648,27 +649,26 @@ python-versions = "*"
 
 [[package]]
 name = "stevedore"
-version = "3.3.0"
+version = "3.5.0"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-importlib-metadata = {version = ">=1.7.0", markers = "python_version < \"3.8\""}
 pbr = ">=2.0.0,<2.1.0 || >2.1.0"
 
 [[package]]
 name = "threadpoolctl"
-version = "2.1.0"
+version = "3.1.0"
 description = "threadpoolctl"
 category = "main"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "tokenize-rt"
-version = "4.1.0"
+version = "4.2.1"
 description = "A wrapper around the stdlib `tokenize` which roundtrips."
 category = "dev"
 optional = false
@@ -683,230 +683,265 @@ optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
-name = "typed-ast"
-version = "1.4.3"
-description = "a fork of Python 2 and 3 ast modules with type comment support"
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+
+[[package]]
+name = "tomlkit"
+version = "0.11.1"
+description = "Style preserving TOML library"
+category = "dev"
+optional = false
+python-versions = ">=3.6,<4.0"
 
 [[package]]
 name = "typer"
-version = "0.3.2"
+version = "0.5.0"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-click = ">=7.1.1,<7.2.0"
+click = ">=7.1.1,<9.0.0"
 colorama = {version = ">=0.4.3,<0.5.0", optional = true, markers = "extra == \"all\""}
+rich = {version = ">=10.11.0,<13.0.0", optional = true, markers = "extra == \"all\""}
 shellingham = {version = ">=1.3.0,<2.0.0", optional = true, markers = "extra == \"all\""}
 
 [package.extras]
-test = ["pytest-xdist (>=1.32.0,<2.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "mypy (==0.782)", "black (>=19.10b0,<20.0b0)", "isort (>=5.0.6,<6.0.0)", "shellingham (>=1.3.0,<2.0.0)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "coverage (>=5.2,<6.0)"]
-all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)"]
-dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)"]
-doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=5.4.0,<6.0.0)", "markdown-include (>=0.5.1,<0.6.0)"]
+all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)", "rich (>=10.11.0,<13.0.0)"]
+dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2.17.0,<3.0.0)"]
+doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "mdx-include (>=1.4.1,<2.0.0)"]
+test = ["shellingham (>=1.3.0,<2.0.0)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "coverage (>=5.2,<6.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "mypy (==0.910)", "black (>=22.3.0,<23.0.0)", "isort (>=5.0.6,<6.0.0)", "rich (>=10.11.0,<13.0.0)"]
 
 [[package]]
 name = "typing-extensions"
-version = "3.10.0.0"
-description = "Backported and Experimental Type Hints for Python 3.5+"
-category = "main"
+version = "4.3.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [[package]]
 name = "urllib3"
-version = "1.26.5"
+version = "1.26.9"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 
 [package.extras]
-brotli = ["brotlipy (>=0.6.0)"]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
 secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.4.7"
+version = "20.15.1"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [package.dependencies]
-appdirs = ">=1.4.3,<2"
 distlib = ">=0.3.1,<1"
-filelock = ">=3.0.0,<4"
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
-importlib-resources = {version = ">=1.0", markers = "python_version < \"3.7\""}
+filelock = ">=3.2,<4"
+platformdirs = ">=2,<3"
 six = ">=1.9.0,<2"
 
 [package.extras]
-docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=19.9.0rc1)"]
-testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)", "xonsh (>=0.9.16)"]
+docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
+testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
 
 [[package]]
 name = "wrapt"
-version = "1.12.1"
+version = "1.14.1"
 description = "Module for decorators, wrappers and monkey patching."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "zipp"
-version = "3.4.1"
+version = "3.8.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 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 (>=1.2.3)", "pytest-flake8", "pytest-cov", "pytest-enabler", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=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 (>=0.9.1)"]
 
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 lock-version = "1.1"
-python-versions = "^3.6.3"
-content-hash = "b7bc1862ab87a00fb7e468f313e5ac2f30d909182ae3894c8673523538391ef1"
+python-versions = "^3.9.12"
+content-hash = "9627c6ccf7bab8cf73c403b6a199783c97f89627690d9cbb16482a650ae2d4d1"
 
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diff --git a/pyproject.toml b/pyproject.toml
index 59563db..6f30ccb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
 name = "time-robust-forest"
-version = "0.1.13"
+version = "0.1.14"
 description = "Explores time information to train a robust random forest"
 readme = "README.md"
 authors = [
@@ -32,19 +32,20 @@ classifiers = [  # Update me
 "time-robust-forest" = "time_robust_forest.__main__:app"
 
 [tool.poetry.dependencies]
-python = "^3.6.3"
-importlib_metadata = {version = ">=1.6,<5.0", python = "<3.8"}
-typer = {extras = ["all"], version = "^0.3.2"}
+python = "^3.9.12"
+importlib_metadata = {version = ">=1.6,<5.0", python = "<=3.9.12"}
+typer = {extras = ["all"], version = "^0.5.0"}
 rich = ">=9.8.2,<11.0.0"
-numpy = "1.19.5"
+numpy = "1.23.0"
 pandas = "1.1.3"
-scikit-learn = "0.23.2"
+click = "8.1.3"
+scikit-learn = "1.1.0"
 
 [tool.poetry.dev-dependencies]
 darglint = "^1.5.8"
 isort = "^5.7.0"
 pyupgrade = "^2.7.4"
-black = "^21.6b0"
+black = "^22.3.0"
 mypy = "^0.902"
 bandit = "^1.7.0"
 safety = "^1.10.3"
@@ -56,7 +57,7 @@ pre-commit = "^2.9.3"
 [tool.black]
 # https://github.com/psf/black
 line-length = 80
-target-version = ["py37"]
+target-version = ["py39"]
 
 [tool.isort]
 # https://github.com/timothycrosley/isort/
diff --git a/setup.cfg b/setup.cfg
index 19fdfb3..f40c74b 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -10,7 +10,7 @@ docstring_style = google
 
 [mypy]
 # mypy configurations: http://bit.ly/2zEl9WI
-python_version = 3.6
+python_version = 3.9.12
 pretty = True
 allow_redefinition = False
 check_untyped_defs = True
diff --git a/time_robust_forest/functions.py b/time_robust_forest/functions.py
index 936c73c..685212c 100644
--- a/time_robust_forest/functions.py
+++ b/time_robust_forest/functions.py
@@ -255,3 +255,30 @@ def check_numerical_match(
             print(result)
         aggregated_metric.append(np.mean(result))
     return np.mean(aggregated_metric)
+
+
+def split_time_index_column_into_n_segments(df, n_segments, time_index_column):
+    """
+    Splits the time index / stamp column into n segments.
+    """
+    return pd.cut(
+        df[time_index_column],
+        bins=n_segments,
+        labels=[str(i) for i in range(n_segments)],
+    ).astype(str)
+
+
+def generate_n_segments_columns(df, n_segments, time_index_column):
+    """
+    Generates n segment columns based in a time_index_column able to order the
+    examples from older to newer.
+    """
+    random_segments_columns = []
+    for segment in range(0, n_segments):
+        segment_column_name = f"time_column_segment_{str(segment)}"
+        df[segment_column_name] = split_time_index_column_into_n_segments(
+            df, segment + 1, time_index_column
+        )
+        random_segments_columns.append(segment_column_name)
+
+    return random_segments_columns
diff --git a/time_robust_forest/models.py b/time_robust_forest/models.py
index 12cc4f4..0cde3c3 100644
--- a/time_robust_forest/models.py
+++ b/time_robust_forest/models.py
@@ -11,6 +11,7 @@
     check_min_sample_periods,
     check_min_sample_periods_dict,
     fill_right_dict,
+    generate_n_segments_columns,
     impurity_decrease_by_period,
     initialize_period_dict,
     score_by_period,
@@ -225,6 +226,7 @@ def __init__(
         min_impurity_decrease=0,
         n_jobs=-1,
         multi=True,
+        random_segments=None,
         random_state=42,
     ):
         self.max_depth = max_depth
@@ -238,7 +240,9 @@ def __init__(
         self.criterion = criterion
         self.period_criterion = period_criterion
         self.min_impurity_decrease = min_impurity_decrease
+        self.random_segments = random_segments
         self.random_state = random_state
+        self.rng = default_rng(self.random_state)
 
     def fit(self, X, y, sample_weight=None, verbose=False):
         """
@@ -261,28 +265,60 @@ def fit(self, X, y, sample_weight=None, verbose=False):
         if type(y) == pd.Series:
             y = y.values
 
+        if type(self.random_segments) == int:
+            X["target_"] = y
+            X.sort_values(by=self.time_column, inplace=True)
+            X["time_index"] = range(1, len(X) + 1)
+            self.random_segments_columns = generate_n_segments_columns(
+                X, self.random_segments, "time_index"
+            )
+
+            y = X["target_"].values
+            X.drop(
+                columns=["time_index", self.time_column, "target_"],
+                inplace=True,
+            )
+        elif self.random_segments == None:
+            self.random_segments = 1
+            self.random_segments_columns = [self.time_column]
+        else:
+            self.random_segments_columns = self.random_segments
+            self.random_segments = len(self.random_segments_columns)
+
         self.train_target_proportion = np.mean(y)
         self.classes_ = np.unique(y)
-        self.total_sample = X[self.time_column].value_counts().to_dict()
 
         self.n_estimators_ = []
+        self.selected_time_columns = [
+            self.random_segments_columns[
+                self.rng.integers(0, self.random_segments)
+            ]
+            for i in range(self.n_estimators)
+        ]
+
+        features = [
+            col for col in X.columns if col not in self.random_segments_columns
+        ]
+
         if not self.multi:
             self.n_estimators_ = [
                 _RandomTimeSplitTree(
-                    X,
+                    X[features + [self.selected_time_columns[i]]],
                     y,
                     min_sample_periods=self.min_sample_periods,
                     max_depth=self.max_depth,
                     bootstrapping=self.bootstrapping,
                     sample_weight=sample_weight,
-                    time_column=self.time_column,
+                    time_column=self.selected_time_columns[i],
                     row_indexes=[],
                     verbose=verbose,
                     max_features=self.max_features,
                     criterion=self.criterion,
                     period_criterion=self.period_criterion,
                     min_impurity_decrease=self.min_impurity_decrease,
-                    total_sample=self.total_sample,
+                    total_sample=X[self.selected_time_columns[i]]
+                    .value_counts()
+                    .to_dict(),
                     random_state=i + self.random_state,
                 )
                 for i in range(self.n_estimators)
@@ -290,19 +326,21 @@ def fit(self, X, y, sample_weight=None, verbose=False):
         else:
             self.n_estimators_ = Parallel(n_jobs=self.n_jobs, verbose=0)(
                 delayed(_RandomTimeSplitTree)(
-                    X,
+                    X[features + [self.selected_time_columns[i]]],
                     y,
                     min_sample_periods=self.min_sample_periods,
                     max_depth=self.max_depth,
                     bootstrapping=self.bootstrapping,
                     sample_weight=sample_weight,
-                    time_column=self.time_column,
+                    time_column=self.selected_time_columns[i],
                     row_indexes=[],
                     verbose=verbose,
                     max_features=self.max_features,
                     period_criterion=self.period_criterion,
                     min_impurity_decrease=self.min_impurity_decrease,
-                    total_sample=self.total_sample,
+                    total_sample=X[self.selected_time_columns[i]]
+                    .value_counts()
+                    .to_dict(),
                     criterion=self.criterion,
                     random_state=i + self.random_state,
                 )
@@ -484,6 +522,11 @@ def __init__(
 
         self.n_examples = len(row_indexes)
         self.variables = [col for col in X.columns if col != time_column]
+        self.variables = [
+            col for col in self.variables if "time_column" not in col
+        ]
+        ### Xunxo
+        # self.total_sample = X[self.time_column].value_counts().to_dict()
         if max_features == "auto":
             self.max_n_variables = max(int(len(self.variables) ** 0.5), 1)
         else:
@@ -629,10 +672,10 @@ def find_better_split(self, variable, variable_idx):
 
             if self.criterion == "std" or self.criterion == "std_norm":
                 right_period_dict[period_i]["squared_sum"] -= (
-                    y_i ** 2
+                    y_i**2
                 ) * weight_i
                 left_period_dict[period_i]["squared_sum"] += (
-                    y_i ** 2
+                    y_i**2
                 ) * weight_i
 
             if (