diff --git a/doc/notebooks/demo_central_moments.ipynb b/doc/notebooks/demo_central_moments.ipynb
index 1d59c9f947aee462c621fd10eec0ec556da76812..cc1a9490a504eb54217c4348bd35896ca77f44cf 100644
--- a/doc/notebooks/demo_central_moments.ipynb
+++ b/doc/notebooks/demo_central_moments.ipynb
@@ -255,7 +255,7 @@
        "        "
       ],
       "text/plain": [
-       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f7cb10fb1c0>"
+       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f3c14ff4400>"
       ]
      },
      "execution_count": 3,
@@ -347,7 +347,7 @@
        "        "
       ],
       "text/plain": [
-       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f7cb0f67fd0>"
+       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f3c14fbfdc0>"
       ]
      },
      "execution_count": 4,
@@ -482,10 +482,10 @@
     {
      "data": {
       "text/html": [
-       "<table style=\"border:none\"><tr><th>Name</th><th>Runtime</th><th>Adds</th><th>Muls</th><th>Divs</th><th>Total</th></tr><tr><td>OriginalTerm</td><td>-</td> <td>899</td> <td>1204</td> <td>3</td>  <td>2106</td> </tr><tr><td>sympy_cse</td><td>321.34 ms</td> <td>393</td> <td>246</td> <td>1</td>  <td>640</td> </tr></table>"
+       "<table style=\"border:none\"><tr><th>Name</th><th>Runtime</th><th>Adds</th><th>Muls</th><th>Divs</th><th>Total</th></tr><tr><td>OriginalTerm</td><td>-</td> <td>899</td> <td>1204</td> <td>3</td>  <td>2106</td> </tr><tr><td>sympy_cse</td><td>212.66 ms</td> <td>393</td> <td>246</td> <td>1</td>  <td>640</td> </tr></table>"
       ],
       "text/plain": [
-       "<pystencils.simp.simplificationstrategy.SimplificationStrategy.create_simplification_report.<locals>.Report at 0x7f7cb0f678b0>"
+       "<pystencils.simp.simplificationstrategy.SimplificationStrategy.create_simplification_report.<locals>.Report at 0x7f3c14eaca60>"
       ]
      },
      "execution_count": 8,
@@ -549,7 +549,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f7ccc65cac0>"
+       "<matplotlib.image.AxesImage at 0x7f3c149e1850>"
       ]
      },
      "execution_count": 11,
@@ -558,7 +558,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1152x432 with 1 Axes>"
       ]
@@ -592,7 +592,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f7cc7f6d190>"
+       "<matplotlib.image.AxesImage at 0x7f3c148f06d0>"
       ]
      },
      "execution_count": 12,
@@ -601,7 +601,7 @@
     },
     {
      "data": {
-      "image/png": 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fdAQAALDvLESUriX5jt8pBQAA2HcWIkq7O6/5TCkAAMC+sxhRmuS7mhQAAGDfWYgoXUvl1V4ePQYAAABztjBR+m1RCgAAsO8sTJS+0gdGjwEAAMCcLUSUnuvlnD33Q6PHAAAAYM4WIkpXu/KttUtGjwEAAMCcLUaUZikvr146egwAAADmbCGi9LW1lTz97atHjwEAAMCcLUSUnuulvPSaM6UAAAD7zYJE6XJe+s5lo8cAAABgzhYiSl87t5ynX7py9BgAAADM2UJE6dpa5f+84ndKAQAA9puFiNKsVta+ddHoKQAAAJizhYjSpdcqlz67EKMAAAAwRztSglV1a5KPJVlO8onu/sjrPn81ufjl3olRAAAAWGDbHqVVtZzk15L8RJLTSb5QVQ909xObvWbpXHLp2bXtHgUAAIAFtxNnSt+Z5FR3P5UkVfWZJEeTbBqly698Nz988swOjAIAAMAi24kovTbJsxsen07y985/UlUdT3I8SS7JpTn39Fd3YBQAAAAW2dKoN+7uu7v7SHcfuSgXjxoDAACAgXbiTOlzSa7f8Pi6adum/sbf/Wt56ORv7sAoAAAAjFZVm+7biTOlX0hyY1XdUFUHktye5IEdeB8AAAB2uW0/U9rd56rqg0l+N+s/CXNvdz++3e8DAADA7rcjv1Pa3Q8meXAn/jYAAAB7x7AvOgIAAABRCgAAwDCiFAAAgGFEKQAAAMOIUgAAAIYRpQAAAAwjSgEAABhGlAIAADCMKAUAAGAYUQoAAMAw1d2jZ0hVnU3yTJKrk3xt8DjsHdYT282aYrtZU2w3a4rtZk2xXf5qdx+80I6FiNLvqaqT3X1k9BzsDdYT282aYrtZU2w3a4rtZk0xDy7fBQAAYBhRCgAAwDCLFqV3jx6APcV6YrtZU2w3a4rtZk2x3awpdtxCfaYUAACA/WXRzpQCAACwjyxElFbVrVX1p1V1qqruGj0Pu1NVPV1VX6qqx6rq5LTtyqp6qKq+Mt1eMXpOFldV3VtVL1bVlzdsu+AaqnW/Oh23/qSq3jFuchbVJmvq31fVc9Ox6rGqeu+Gfb84rak/rap/MmZqFlVVXV9Vn6+qJ6rq8ar60LTdcYoteZ015TjFXA2P0qpaTvJrSd6T5KYk76+qm8ZOxS72D7v7bRu+uvyuJA93941JHp4ew2Y+meTW87Zttobek+TG6b/jST4+pxnZXT6Z719TSfLR6Vj1tu5+MEmmf/tuT/K3ptf85+nfSPiec0l+vrtvSnJzkjundeM4xVZttqYSxynmaHiUJnlnklPd/VR3v5bkM0mODp6JveNokhPT/RNJbhs3Couuu/8wyUvnbd5sDR1N8uu97o+SXF5V18xlUHaNTdbUZo4m+Ux3f6e7/yzJqaz/GwlJku4+091fnO5/K8mTSa6N4xRb9DprajOOU+yIRYjSa5M8u+Hx6bz+/wywmU7ye1X1aFUdn7Yd6u4z0/3nkxwaMxq72GZryLGLWXxwupzy3g0fK7CmeNOq6nCStyd5JI5TbIPz1lTiOMUcLUKUwnb5B939jqxfrnRnVf3Yxp29/lXTvm6aLbOG2CYfT/LXk7wtyZkk/3HoNOw6VfWDSX4ryc929zc37nOcYisusKYcp5irRYjS55Jcv+HxddM2+Evp7uem2xeT/HbWLyd54XuXKk23L46bkF1qszXk2MWWdPcL3b3a3WtJ/kv+36Vv1hRvqKouyno8fKq7Pzdtdpxiyy60phynmLdFiNIvJLmxqm6oqgNZ//D0A4NnYpepqsuq6i3fu5/kHyf5ctbX0rHpaceS3D9mQnaxzdbQA0l+Zvp2y5uTfGPD5XOwqfM+0/cvsn6sStbX1O1VdXFV3ZD1L6f5n/Oej8VVVZXkniRPdvevbNjlOMWWbLamHKeYt5XRA3T3uar6YJLfTbKc5N7ufnzwWOw+h5L89vqxNStJ/lt3/05VfSHJfVV1R5Jnkrxv4IwsuKr6dJJ3J7m6qk4n+XCSj+TCa+jBJO/N+pc8vJrkA3MfmIW3yZp6d1W9LeuXWD6d5F8lSXc/XlX3JXki69+IeWd3rw4Ym8X1riQ/neRLVfXYtO2X4jjF1m22pt7vOMU81fpHDwAAAGD+FuHyXQAAAPYpUQoAAMAwohQAAIBhRCkAAADDiFIAAACGEaUAAAAMI0oBAAAYRpQCAAAwzP8FTuZGRHiwWF0AAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 1152x432 with 1 Axes>"
       ]
@@ -627,7 +627,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f7cc7f18b80>"
+       "<matplotlib.legend.Legend at 0x7f3c148392e0>"
       ]
      },
      "execution_count": 13,
@@ -636,7 +636,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 936x720 with 1 Axes>"
       ]
@@ -676,7 +676,7 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f7cc7f45730>]"
+       "[<matplotlib.lines.Line2D at 0x7f3c067df5b0>]"
       ]
      },
      "execution_count": 14,
@@ -685,7 +685,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 936x720 with 1 Axes>"
       ]
@@ -800,7 +800,7 @@
        "        "
       ],
       "text/plain": [
-       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f7ccc63c850>"
+       "<lbmpy.methods.momentbased.MomentBasedLbMethod at 0x7f3c0678c760>"
       ]
      },
      "execution_count": 16,
@@ -941,10 +941,10 @@
     {
      "data": {
       "text/html": [
-       "<table style=\"border:none\"><tr><th>Name</th><th>Runtime</th><th>Adds</th><th>Muls</th><th>Divs</th><th>Total</th></tr><tr><td>OriginalTerm</td><td>-</td> <td>1543</td> <td>1917</td> <td>2</td>  <td>3462</td> </tr><tr><td>sympy_cse</td><td>193.52 ms</td> <td>248</td> <td>179</td> <td>1</td>  <td>428</td> </tr></table>"
+       "<table style=\"border:none\"><tr><th>Name</th><th>Runtime</th><th>Adds</th><th>Muls</th><th>Divs</th><th>Total</th></tr><tr><td>OriginalTerm</td><td>-</td> <td>1543</td> <td>1917</td> <td>2</td>  <td>3462</td> </tr><tr><td>sympy_cse</td><td>146.13 ms</td> <td>248</td> <td>179</td> <td>1</td>  <td>428</td> </tr></table>"
       ],
       "text/plain": [
-       "<pystencils.simp.simplificationstrategy.SimplificationStrategy.create_simplification_report.<locals>.Report at 0x7f7cc7993190>"
+       "<pystencils.simp.simplificationstrategy.SimplificationStrategy.create_simplification_report.<locals>.Report at 0x7f3c066bc670>"
       ]
      },
      "execution_count": 19,
@@ -1061,7 +1061,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.6"
+   "version": "3.8.2"
   }
  },
  "nbformat": 4,
diff --git a/doc/sphinx/tutorials.rst b/doc/sphinx/tutorials.rst
index 359f101250f95e1c639294520e2034ae14e887d3..093b56032be43f9198c1b6d6bda36ff2dedb5a73 100644
--- a/doc/sphinx/tutorials.rst
+++ b/doc/sphinx/tutorials.rst
@@ -18,6 +18,7 @@ You can open the notebooks directly to play around with the code examples.
     /notebooks/08_tutorial_shanchen_twocomponent.ipynb
     /notebooks/demo_stencils.ipynb
     /notebooks/demo_create_method_from_scratch.ipynb
+    /notebooks/demo_central_moments.ipynb
     /notebooks/demo_moments_cumulants_and_maxwellian_equilibrium.ipynb
     /notebooks/demo_automatic_chapman_enskog_analysis.ipynb
     /notebooks/demo_thermalized_lbm.ipynb
diff --git a/lbmpy/moments.py b/lbmpy/moments.py
index f46fd0f5ec0fc5c98b0b409ea25382323acb4f50..04a060c1ddbde0a026750e122c64162ff2138c7e 100644
--- a/lbmpy/moments.py
+++ b/lbmpy/moments.py
@@ -446,7 +446,6 @@ def get_central_moments(stencil, u=tuple(sp.symbols("u_0 u_1 u_2"))):
         return central_moments
 
 
-
 def gram_schmidt(moments, stencil, weights=None):
     r"""
     Computes orthogonal set of moments using the method by Gram-Schmidt