diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index e819ac9..5f40909 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -8,7 +8,7 @@ jobs:
     strategy:
       max-parallel: 1
       matrix:
-        python-version: [3.7, 3.8, 3.9]
+        python-version: ["3.7", "3.8", "3.9", "3.10"]
     steps:
     - uses: actions/checkout@v2
     - name: Set up Python ${{ matrix.python-version }}
@@ -28,12 +28,12 @@ jobs:
         flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
     - name: Test with pytest
       run: |
-        pytest
+        python -m pytest
     - name: Build python package
       run: |
         python setup.py sdist bdist_wheel
     - name: Deploy to PyPI
-      if: success() && startsWith(github.ref, 'refs/tags') && matrix.python-version == 3.9
+      if: success() && startsWith(github.ref, 'refs/tags') && matrix.python-version == '3.10'
       uses: pypa/gh-action-pypi-publish@master
       with:
         user: __token__
diff --git a/README.md b/README.md
index 07d0f5d..5135d56 100644
--- a/README.md
+++ b/README.md
@@ -32,7 +32,7 @@
     ·
     <a href="https://medium.com/oss-by-maif/eurybia-maif-releases-a-new-open-source-solution-for-quality-ia-models-in-production-57bd0266a77e">Eurybia Quick Tour</a>
     ·
-    <a href="https://www.kdnuggets.com/2022/07/detecting-data-drift-ensuring-production-ml-model-quality-eurybia.html">Tutorial Article</a>    
+    <a href="https://www.kdnuggets.com/2022/07/detecting-data-drift-ensuring-production-ml-model-quality-eurybia.html">Tutorial Article</a>
   </p>
 </div>
 
@@ -61,13 +61,17 @@ The 3 steps to display results:
 
 ```python
 from eurybia import SmartDrift
+
 sd = SmartDrift(
-  df_current=df_current,
-  df_baseline=df_baseline,
-  deployed_model=my_model, # Optional: put in perspective result with importance on deployed model
-  encoding=my_encoder, # Optional: if deployed_model and encoder to use this model
-  dataset_names={"df_current": "Current dataset Name", "df_baseline": "Baseline dataset Name"} # Optional: Names for outputs
-  )
+    df_current=df_current,
+    df_baseline=df_baseline,
+    deployed_model=my_model,  # Optional: put in perspective result with importance on deployed model
+    encoding=my_encoder,  # Optional: if deployed_model and encoder to use this model
+    dataset_names={
+        "df_current": "Current dataset Name",
+        "df_baseline": "Baseline dataset Name",
+    },  # Optional: Names for outputs
+)
 ```
 
 - Step 2: Compile Model
@@ -75,10 +79,10 @@ sd = SmartDrift(
 
 ```python
 sd.compile(
-  full_validation=True, # Optional: to save time, leave the default False value. If True, analyze consistency on modalities between columns.
-  date_compile_auc='01/01/2022', # Optional: useful when computing the drift for a time that is not now
-  datadrift_file="datadrift_auc.csv", # Optional: name of the csv file that contains the performance history of data drift
-  )
+    full_validation=True,  # Optional: to save time, leave the default False value. If True, analyze consistency on modalities between columns.
+    date_compile_auc="01/01/2022",  # Optional: useful when computing the drift for a time that is not now
+    datadrift_file="datadrift_auc.csv",  # Optional: name of the csv file that contains the performance history of data drift
+)
 ```
 
 - Step 3: Generate report
@@ -87,18 +91,18 @@ sd.compile(
 
 ```python
 sd.generate_report(
-  output_file='output/my_report_name.html',
-  title_story="my_report_title",
-  title_description="my_report_subtitle", # Optional: add a subtitle to describe report
-  project_info_file='project_info.yml' # Optional: add information on report
-  )
+    output_file="output/my_report_name.html",
+    title_story="my_report_title",
+    title_description="my_report_subtitle",  # Optional: add a subtitle to describe report
+    project_info_file="project_info.yml",  # Optional: add information on report
+)
 ```
 
 [Report Example](https://eurybia.readthedocs.io/en/latest/report.html)
 
 ## 🛠 Installation
 
-Eurybia is intended to work with Python versions 3.7 to 3.9. Installation can be done with pip:
+Eurybia is intended to work with Python versions 3.7 to 3.10. Installation can be done with pip:
 
 ```
 pip install eurybia
diff --git a/requirements.dev.txt b/requirements.dev.txt
index 47a22c3..9124555 100644
--- a/requirements.dev.txt
+++ b/requirements.dev.txt
@@ -15,7 +15,7 @@ sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
 nbsphinx==0.8.8
 sphinx_material==0.0.35
-pytest==5.2.3
+pytest>=5.2.3
 pytest-cov==2.8.1
 scikit-learn>=0.24.2
 xgboost>=1.0.0
diff --git a/setup.py b/setup.py
index 14b3b5d..f2c991f 100755
--- a/setup.py
+++ b/setup.py
@@ -38,7 +38,7 @@
 setup(
     name="eurybia",  # Replace with your own username
     version=version_d["__version__"],
-    python_requires=">3.6, < 3.10",
+    python_requires=">3.6, < 3.11",
     url="https://github.com/MAIF/eurybia",
     author="Nicolas Roux, Johann Martin, Thomas Bouché",
     author_email="thomas.bouche@maif.fr",
@@ -50,6 +50,7 @@
         "Programming Language :: Python :: 3.7",
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
         "License :: OSI Approved :: Apache Software License",
         "Operating System :: OS Independent",
     ],
@@ -77,10 +78,15 @@
         ("data", ["eurybia/data/titanic_original.csv"]),
         ("data", ["eurybia/data/US_Accidents_extract.csv"]),
         ("style", ["eurybia/style/colors.json"]),
-        ("assets", ["eurybia/assets/local-report-base.css",
-            "eurybia/assets/local-report-base.js",
-            "eurybia/assets/logo_eurybia_dp.png",
-            "eurybia/assets/report_template.html"]),
+        (
+            "assets",
+            [
+                "eurybia/assets/local-report-base.css",
+                "eurybia/assets/local-report-base.js",
+                "eurybia/assets/logo_eurybia_dp.png",
+                "eurybia/assets/report_template.html",
+            ],
+        ),
     ],
     include_package_data=True,
     setup_requires=setup_requirements,