diff --git a/docs/changelog.rst b/docs/changelog.rst
index f42ca6a1..6de4986c 100644
--- a/docs/changelog.rst
+++ b/docs/changelog.rst
@@ -3,7 +3,7 @@
 What's new
 ##########
 
-v0.3.11 (unreleased)
+v0.3.11 (April 2021)
 --------------------
 
 **Bugfixes**
diff --git a/notebooks/04_Correlations.ipynb b/notebooks/04_Correlations.ipynb
index 3f5eaaef..d7f8dc1d 100644
--- a/notebooks/04_Correlations.ipynb
+++ b/notebooks/04_Correlations.ipynb
@@ -852,13 +852,13 @@
        "      <td>shepherd</td>\n",
        "      <td>two-sided</td>\n",
        "      <td>500</td>\n",
-       "      <td>16.0</td>\n",
-       "      <td>-0.319</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>-0.32</td>\n",
        "      <td>[-0.4, -0.24]</td>\n",
        "      <td>0.102</td>\n",
-       "      <td>0.098</td>\n",
-       "      <td>-0.33</td>\n",
-       "      <td>6.791e-13</td>\n",
+       "      <td>0.099</td>\n",
+       "      <td>-0.332</td>\n",
+       "      <td>5.190e-13</td>\n",
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -866,11 +866,11 @@
        "</div>"
       ],
       "text/plain": [
-       "             X             Y    method       tail    n  outliers      r  \\\n",
-       "0  Neuroticism  Extraversion  shepherd  two-sided  500      16.0 -0.319   \n",
+       "             X             Y    method       tail    n  outliers     r  \\\n",
+       "0  Neuroticism  Extraversion  shepherd  two-sided  500      15.0 -0.32   \n",
        "\n",
-       "           CI95%     r2  adj_r2     z      p-unc  power  \n",
-       "0  [-0.4, -0.24]  0.102   0.098 -0.33  6.791e-13    1.0  "
+       "           CI95%     r2  adj_r2      z      p-unc  power  \n",
+       "0  [-0.4, -0.24]  0.102   0.099 -0.332  5.190e-13    1.0  "
       ]
      },
      "execution_count": 8,
diff --git a/pingouin/__init__.py b/pingouin/__init__.py
index 67015fac..c95a516b 100644
--- a/pingouin/__init__.py
+++ b/pingouin/__init__.py
@@ -20,7 +20,7 @@
 from .config import *
 
 # Current version
-__version__ = "0.3.10"
+__version__ = "0.3.11"
 
 # Warn if a newer version of Pingouin is available
 from outdated import warn_if_outdated
diff --git a/setup.py b/setup.py
index 30d4d99c..8732945b 100644
--- a/setup.py
+++ b/setup.py
@@ -15,7 +15,7 @@ def read(fname):
 MAINTAINER_EMAIL = 'raphaelvallat9@gmail.com'
 URL = 'https://pingouin-stats.org/index.html'
 DOWNLOAD_URL = 'https://github.com/raphaelvallat/pingouin/'
-VERSION = '0.3.10'
+VERSION = '0.3.11'
 PACKAGE_DATA = {'pingouin.data.icons': ['*.svg']}
 
 INSTALL_REQUIRES = [