diff --git a/CHANGELOG.md b/CHANGELOG.md
index f99b213dae3fa17c9031e9fedd706c48c09eee80..9f1586c2f0a2c1146c73a7052e6e38fb895d58d7 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,10 @@
+# v1.0.2
+## 20/01/2020
+
+**Improved:**
+
+* Removed unnecessary descriptor from tutorial
+
 # v1.0.1
 ## 17/01/2020
 
diff --git a/tcmi.ipynb b/tcmi.ipynb
index cc16309926d6eca564523e784760c7117a6af83e..fcc157cf0af217fe1cfc0d70efd3294d2e51a02c 100644
--- a/tcmi.ipynb
+++ b/tcmi.ipynb
@@ -25,7 +25,7 @@
     " Matthias Scheffler<sup>1</sup>,\n",
     " and Luca Ghiringhelli<sup> 1</sup> <br><br>\n",
     "<sup>1</sup> Fritz Haber Institute of the Max Planck Society, Faradayweg 4-6, D-14195 Berlin, Germany <br>\n",
-    "<span class=\"nomad--last-updated\" data-version=\"v1.0.1\">[Last updated: January 17, 2020]</span>\n",
+    "<span class=\"nomad--last-updated\" data-version=\"v1.0.2\">[Last updated: January 20, 2020]</span>\n",
     "</p>\n",
     "  \n",
     "<div> \n",
@@ -75,8 +75,8 @@
    "execution_count": 1,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-01-17T09:14:38.542016Z",
-     "start_time": "2020-01-17T09:14:38.539754Z"
+     "end_time": "2020-01-20T09:39:22.700649Z",
+     "start_time": "2020-01-20T09:39:22.698564Z"
     },
     "init_cell": true
    },
@@ -100,8 +100,8 @@
    "execution_count": 2,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-01-17T09:14:39.810527Z",
-     "start_time": "2020-01-17T09:14:38.543402Z"
+     "end_time": "2020-01-20T09:39:24.010953Z",
+     "start_time": "2020-01-20T09:39:22.704342Z"
     },
     "hidden": true,
     "init_cell": true
@@ -2442,7 +2442,7 @@
     "\n",
     "$$\n",
     "\\begin{equation}\n",
-    "    D1 = \\frac{\\text{IP}(B) - \\text{EA}(B)}{r_p(A)^2}\\ ,\\quad \\ D2 = \\frac{|r_s(A) - r_p(B)|}{\\exp[r_s(A)]}\\ ,\\quad D3 = \\frac{|r_s(B) - r_p(B)|}{\\exp[r_d(A)]} \\ .\n",
+    "    D1 = \\frac{\\text{IP}(B) - \\text{EA}(B)}{r_p(A)^2}\\ ,\\quad \\ D2 = \\frac{|r_s(A) - r_p(B)|}{\\exp[r_s(A)]} \\ .\n",
     "\\end{equation}\n",
     "$$"
    ]
@@ -2462,11 +2462,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 3,
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2020-01-17T09:14:14.881245Z",
-     "start_time": "2020-01-17T09:14:14.835250Z"
+     "end_time": "2020-01-17T09:32:40.231624Z",
+     "start_time": "2020-01-17T09:32:40.167835Z"
     },
     "scrolled": true
    },
@@ -2560,8 +2560,7 @@
     "# Add extra features from PRL\n",
     "extra = {\n",
     "    'D1': (data['EA(B)'] - data['IP(B)']) / data['rp(A)']**2,\n",
-    "    'D2': np.abs(data['rs(A)'] - data['rp(B)']) / np.exp(data['rs(A)']),\n",
-    "    'D3': np.abs(data['rp(B)'] - data['rs(B)']) / np.exp(data['rd(A)'])\n",
+    "    'D2': np.abs(data['rs(A)'] - data['rp(B)']) / np.exp(data['rs(A)'])\n",
     "}\n",
     "# for k, v in extra.items():\n",
     "#     data[k] = v\n",
diff --git a/tcmi/__init__.py b/tcmi/__init__.py
index bf8f7238b88c8f8abd4c13fbe87a48a54464482a..f10e91e8272a07bfdbd342c69d4a213b191ea155 100644
--- a/tcmi/__init__.py
+++ b/tcmi/__init__.py
@@ -12,7 +12,7 @@ You may not use this file except in compliance with the License.
 
 # Metadata
 __name__ = 'tcmi'
-__version__ = '1.0.1'
+__version__ = '1.0.2'
 __description__ = 'A Python package for estimating mutual dependencies of multivariate continuous distributions'
 __author__ = 'Benjamin Regler <regler@fhi-berlin.mpg.de>'
 __url__ = 'https://github.com/sommerregen/tcmi'