diff --git a/environment.yml b/environment.yml
index 36e2d4d55435b48312e8d74daf5a5a3949d30300..9fc1835054423bd772e273bcf3182c142c6ffb2b 100644
--- a/environment.yml
+++ b/environment.yml
@@ -2,6 +2,7 @@ name: base
 channels:
 - conda-forge
 dependencies:
+- ipython>=8.0.1
 - traits
 - matplotlib
 - numpy
@@ -15,6 +16,6 @@ dependencies:
 - pip
 - pip:
   - bmcs-utils==0.0.31a0
-  - bmcs-ibvpy==0.0.21a0
+  - bmcs-ibvpy==0.0.22a0
   - bmcs-cross-section==0.0.54a0
   - bmcs-beam==0.0.17a0
\ No newline at end of file
diff --git a/extras/sparse_solver/dense_mtx.py b/extras/sparse_solver/dense_mtx.py
index 564b433b8ecbaebd3908402c940442847b881213..08270db8814c48f4ebddb0f480084ef7522e0107 100755
--- a/extras/sparse_solver/dense_mtx.py
+++ b/extras/sparse_solver/dense_mtx.py
@@ -4,33 +4,6 @@ from numpy import allclose, arange, eye, linalg, ones, ix_, array, zeros, \
     ones
 from traits.api import HasTraits, Array, Property, cached_property, Instance, \
     Delegate, Any
-from traitsui.api \
-    import View, Item, TabularEditor
-from traitsui.tabular_adapter \
-    import TabularAdapter
-
-
-#from sys_mtx_assembly import SysMtxAssembly
-class ArrayAdapter(TabularAdapter):
-
-    columns = Property
-
-    def _get_columns(self):
-        n_columns = getattr(self.object, self.name).shape[1]
-        cols = [(str(i), i) for i in range(n_columns)]
-        return [('i', 'index')] + cols
-
-    font = 'Courier 10'
-    alignment = 'right'
-    format = '%6.2f'
-    index_text = Property
-
-    def _get_index_text(self):
-        return str(self.row)
-
-tabular_editor = TabularEditor(
-    adapter=ArrayAdapter())
-
 
 class DenseMtx(HasTraits):
 
@@ -65,8 +38,3 @@ class DenseMtx(HasTraits):
         '''String representation - delegate to matrix'''
         return str(self.mtx)
 
-    view = View(Item('mtx', editor=tabular_editor, show_label=False),
-                resizable=True,
-                scrollable=True,
-                buttons=['OK', 'Cancel'],
-                width=1.0, height=0.5)
diff --git a/tour1_intro/1_3_elastic_stiffness_of_the_composite.ipynb b/tour1_intro/1_3_elastic_stiffness_of_the_composite.ipynb
index 3f92cb4133d62f5bd75e5eec67a7495d291685b6..8a500186ca93678a67699186afab34ccbdfe56b6 100644
--- a/tour1_intro/1_3_elastic_stiffness_of_the_composite.ipynb
+++ b/tour1_intro/1_3_elastic_stiffness_of_the_composite.ipynb
@@ -1,11 +1,6 @@
 {
  "cells": [
   {
-   "attachments": {
-    "image.png": {
-     "image/png": 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"
-    }
-   },
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
@@ -17,8 +12,46 @@
     "<a id=\"top\"></a>\n",
     "# **1.3 Calculate elastic stiffness of a given composite**\n",
     "\n",
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551801)\n",
-    "\n",
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551801) -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/oGM8nCIHpAE\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f294ce912e0>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('oGM8nCIHpAE')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
     "## Task\n",
     "Predict the tensile stiffness of a reinforced concrete cross section shown in the Figure with the thickness of 10~mm and width of 100 mm.\n",
     "The cross-section is reinforced with 6 layers of textile fabrics made of CAR-EP3300 specified in the table below\n",
@@ -127,7 +160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -142,7 +175,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -151,7 +184,7 @@
        "37082.18859138533"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -196,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -212,7 +245,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -234,7 +267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -272,7 +305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -284,7 +317,7 @@
        "(A_r*E_car*n_l - E_c*(A_r*n_l - d*h))/(d*h)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/tour2_constant_bond/fragmentation.ipynb b/tour2_constant_bond/fragmentation.ipynb
index 5d3aa1fba7f063f1cbe85a65c73781d2e2cce3bf..bc340b85a3a4e6a64fae3af1613a99aa875f2bad 100644
--- a/tour2_constant_bond/fragmentation.ipynb
+++ b/tour2_constant_bond/fragmentation.ipynb
@@ -18,7 +18,42 @@
    "id": "romantic-maine",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=602450)"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=602450) -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5287f7df-3d9d-4aba-b454-8a199c9f2238",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/6Lzj6CH376w\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f1e60280a60>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('6Lzj6CH376w')"
    ]
   },
   {
@@ -122,14 +157,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "id": "labeled-regression",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ff944969a7074a2097257aa64f975bc0",
+       "model_id": "831340191a0e46bbb0924728c5d9838d",
        "version_major": 2,
        "version_minor": 0
       },
@@ -396,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "regulation-bronze",
    "metadata": {},
    "outputs": [],
@@ -419,7 +454,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "stock-interval",
    "metadata": {},
    "outputs": [],
@@ -434,7 +469,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "junior-patrol",
    "metadata": {},
    "outputs": [
@@ -444,7 +479,7 @@
        "26570.0"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -455,7 +490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "e77defe7-ce4a-42f2-9ac2-8cbdc5302d5c",
    "metadata": {},
    "outputs": [
@@ -465,7 +500,7 @@
        "0.01"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -484,7 +519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "fundamental-bulletin",
    "metadata": {},
    "outputs": [],
@@ -500,7 +535,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "bb9b6f0f-ad91-4b18-a65f-b19873afd2b4",
    "metadata": {},
    "outputs": [
@@ -510,7 +545,7 @@
        "(3.1884, 13.8)"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -529,14 +564,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "nuclear-firmware",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "264d36e796a045ad8cf0f730588d0a07",
+       "model_id": "72740e1b8ea54068b96b532efee1b626",
        "version_major": 2,
        "version_minor": 0
       },
@@ -590,7 +625,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "engaged-breast",
    "metadata": {},
    "outputs": [
@@ -600,7 +635,7 @@
        "97.79047929936306"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -625,7 +660,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "molecular-french",
    "metadata": {},
    "outputs": [
@@ -635,7 +670,7 @@
        "0.020096"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -644,6 +679,16 @@
     "A_f / A_c"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "35550041-f70f-4054-8a59-3bf5897fba0c",
+   "metadata": {},
+   "source": [
+    "## **Question:** How to evaluate the corresponding crack opening?\n",
+    "\n",
+    "In the design of steel reinforced concrete or carbon concrete, it is necessary to limit the maximum crack opening to a prescribed value, i.e. $w_\\max < 0.1$ mm. As an exercise propose a formula for $w_\\max$."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "transsexual-overall",
@@ -657,14 +702,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "martial-sense",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "8f78782968464654a365983515afa681",
+       "model_id": "e82b054e323d4678b4e03d3ade37467a",
        "version_major": 2,
        "version_minor": 0
       },
@@ -725,7 +770,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "hungry-momentum",
    "metadata": {},
    "outputs": [],
@@ -741,7 +786,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "stone-harmony",
    "metadata": {},
    "outputs": [
@@ -751,7 +796,7 @@
        "32771.0843373494"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -768,14 +813,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "needed-suspension",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c302b69931ed4a9c89584ad33457108f",
+       "model_id": "66c01c5df4884d799401e54730fcefdf",
        "version_major": 2,
        "version_minor": 0
       },
diff --git a/tour3_nonlinear_bond/3_1_nonlinear_bond.ipynb b/tour3_nonlinear_bond/3_1_nonlinear_bond.ipynb
index 13bcee36ef1482f952406cee535bc8bc10569a5a..17ab15ceafa9d974883a346f7bbe9d4afaf84e63 100644
--- a/tour3_nonlinear_bond/3_1_nonlinear_bond.ipynb
+++ b/tour3_nonlinear_bond/3_1_nonlinear_bond.ipynb
@@ -11,7 +11,41 @@
     "<a id=\"top\"></a>\n",
     "# **3.1 Nonlinear bond - softening and hardening**\n",
     "\n",
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551816)&nbsp; part 1"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551816)&nbsp; part 1 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/M7JZNVzrgko\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f0fb0615d90>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('M7JZNVzrgko')"
    ]
   },
   {
@@ -182,7 +216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -2017,7 +2051,7 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2117,7 +2151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2145,7 +2179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2170,7 +2204,7 @@
        "⎩           τ₂             otherwise "
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2199,7 +2233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2224,7 +2258,7 @@
        "⎩   0      otherwise "
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2259,7 +2293,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2280,7 +2314,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -2289,7 +2323,7 @@
        "array([0.  , 0.5 , 1.  , 0.55, 0.1 ])"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2319,7 +2353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -2329,7 +2363,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "1e27168b03f6422b959477621c0e397f",
+       "model_id": "dcda2ca55d034d5da7714ceb448fcb00",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2378,7 +2412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2394,7 +2428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2460,7 +2494,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -2473,7 +2507,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fa414d35f899450d883770687536d056",
+       "model_id": "6311c4ea6d0b4d798af80fcf546543b6",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2514,7 +2548,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551816)&nbsp; part 2"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551816)&nbsp; part 2 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/ytyeBbRDcvk\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f0f49166340>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('ytyeBbRDcvk')"
    ]
   },
   {
@@ -2542,7 +2609,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -2567,7 +2634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2590,7 +2657,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2609,7 +2676,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -2622,7 +2689,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "191f53c204a3442a8db2895726fe41c7",
+       "model_id": "841e0ba1e2594ce98f65d890ff246f6c",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2674,7 +2741,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -2689,18 +2756,18 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "56138825e40d41788a71220f6237f042",
+       "model_id": "d97fbd0027cf4fbf8b216b9fa5fb45bc",
        "version_major": 2,
        "version_minor": 0
       },
-      "image/png": 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",
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",
       "text/html": [
        "\n",
        "            <div style=\"display: inline-block;\">\n",
        "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
        "                    Figure\n",
        "                </div>\n",
-       "                <img 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' 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+       "                <img 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' width=800.0/>\n",
        "            </div>\n",
        "        "
       ],
@@ -2737,7 +2804,7 @@
     "po_rilem.hist.plot_Pw(ax, color='red')\n",
     "\n",
     "print('calculate d=28 mm, L=3d')\n",
-    "d = 16.0 # [mm]\n",
+    "d = 28.0 # [mm]\n",
     "po_rilem.cross_section.trait_set(A_m=100*100, A_f=3.14*(d/2)**2, P_b=3.14*d)\n",
     "po_rilem.geometry.L_x=3*d\n",
     "po_rilem.w_max = 0.05\n",
@@ -2770,24 +2837,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3c11ecfcaf724ac0b6717d60ee0dc741",
+       "model_id": "779ab7cf89454d2892f6a201d17f1345",
        "version_major": 2,
        "version_minor": 0
       },
-      "image/png": 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",
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",
       "text/html": [
        "\n",
        "            <div style=\"display: inline-block;\">\n",
        "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
        "                    Figure\n",
        "                </div>\n",
-       "                <img 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' 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+       "                <img 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' width=800.0/>\n",
        "            </div>\n",
        "        "
       ],
@@ -2858,7 +2925,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551816)&nbsp; part 3"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551816)&nbsp; part 3 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/bSVj6UND89c\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f33d2671070>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('bSVj6UND89c')"
    ]
   },
   {
@@ -2940,7 +3040,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -2953,7 +3053,7 @@
        "25.3"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3004,7 +3104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -3017,7 +3117,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5cdc978dc83d459c8404a9134d2c550d",
+       "model_id": "2b07e220f86742298c0858e94794e6ef",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3052,7 +3152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -3065,7 +3165,7 @@
        "39.05"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3104,7 +3204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -3121,18 +3221,18 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "95fb1027fa82417799c7cffffaba0d61",
+       "model_id": "48644b90d4dd42fc803a9b9a05e48eee",
        "version_major": 2,
        "version_minor": 0
       },
-      "image/png": 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",
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",
       "text/html": [
        "\n",
        "            <div style=\"display: inline-block;\">\n",
        "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
        "                    Figure\n",
        "                </div>\n",
-       "                <img 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' width=1000.0/>\n",
+       "                <img 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' width=1000.0/>\n",
        "            </div>\n",
        "        "
       ],
diff --git a/tour3_nonlinear_bond/3_2_anchorage_length.ipynb b/tour3_nonlinear_bond/3_2_anchorage_length.ipynb
index f77918b42890753f7268d36f6c233b4cf8526f83..6cd85435f173526370ba10130f38a6c170987340 100644
--- a/tour3_nonlinear_bond/3_2_anchorage_length.ipynb
+++ b/tour3_nonlinear_bond/3_2_anchorage_length.ipynb
@@ -11,7 +11,41 @@
     "<a id=\"top\"></a>\n",
     "# **3.2 Pullout curve versus bond length**\n",
     "\n",
-    "<a href=\"https://moodle.rwth-aachen.de/mod/page/view.php?id=551819\"><img src=\"../icons/bmcs_video.png\" alt=\"Run\"></a> part 1"
+    "<!-- <a href=\"https://moodle.rwth-aachen.de/mod/page/view.php?id=551819\"><img src=\"../icons/bmcs_video.png\" alt=\"Run\"></a> part 1 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/CMJaIZmgD2Q\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7fd09c336e20>"
+      ]
+     },
+     "execution_count": 1,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('CMJaIZmgD2Q')"
    ]
   },
   {
@@ -177,7 +211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -189,7 +223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -202,7 +236,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b7b7674bbf42409d9e919b8e781e00b5",
+       "model_id": "4a231605ffe14aebb31a0bebd36c9822",
        "version_major": 2,
        "version_minor": 0
       },
@@ -219,6 +253,7 @@
     "po_trc.material_model='trilinear'\n",
     "po_trc.geometry.L = 100\n",
     "po_trc.material_model_.trait_set(E_m=28000, E_f=180000, tau_1=5.5, tau_2=8, s_1=0.07, s_2=6)\n",
+    "# po_trc.tline.step = 0.05\n",
     "po_trc.interact()"
    ]
   },
@@ -243,7 +278,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -284,7 +319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -293,7 +328,7 @@
        "200.07"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -328,7 +363,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a97cd273bfa148569b7a6bd8d0419842",
+       "model_id": "b087dae97bfd45b1b5d64e318320fbf3",
        "version_major": 2,
        "version_minor": 0
       },
@@ -398,8 +433,8 @@
    "source": [
     "# **Case study 2: Anchorage and constant bond-slip law**\n",
     "\n",
-    "<a href=\"https://moodle.rwth-aachen.de/mod/page/view.php?id=551819\"><img src=\"../icons/bmcs_video.png\" alt=\"Run\"></a> part 2\n",
-    "\n",
+    "<!-- <a href=\"https://moodle.rwth-aachen.de/mod/page/view.php?id=551819\"><img src=\"../icons/bmcs_video.png\" alt=\"Run\"></a> part 2\n",
+    " -->\n",
     "The first study using a hardening law has shown that the maximum pullout force increases nearly linearly\n",
     "up to the failure of the reinforcement. Derivation of such a trend was our goal to have an idea how \n",
     "to derive a formula for the assessment of anchorage length. \n",
@@ -412,6 +447,39 @@
    "cell_type": "code",
    "execution_count": 7,
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/vBmCr7c5yrU\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7fd039b6e820>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('vBmCr7c5yrU')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
    "outputs": [],
    "source": [
     "import sympy as sp\n",
@@ -434,7 +502,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -448,7 +516,7 @@
        "╲╱ A_f⋅E_f⋅p_b⋅τ⋅w "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -471,7 +539,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -484,7 +552,7 @@
        "L_bâ‹…p_bâ‹…Ï„"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -510,7 +578,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -527,7 +595,7 @@
        "⎩                                                        "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -570,7 +638,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -583,7 +651,7 @@
        "80.028"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -603,13 +671,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0111f60049bf4953aaa70e72595ef183",
+       "model_id": "f96de9a9020e4c23abc35ef3ee2bb1ed",
        "version_major": 2,
        "version_minor": 0
       },
@@ -668,7 +736,40 @@
    "source": [
     "# **Case study 3: CFRP sheet revisited**\n",
     "\n",
-    "<a href=\"https://moodle.rwth-aachen.de/mod/page/view.php?id=551819\"><img src=\"../icons/bmcs_video.png\" alt=\"Run\"></a> part 3"
+    "<!-- <a href=\"https://moodle.rwth-aachen.de/mod/page/view.php?id=551819\"><img src=\"../icons/bmcs_video.png\" alt=\"Run\"></a> part 3 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/t0_atbKAfRE\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7fd039a29340>"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('t0_atbKAfRE')"
    ]
   },
   {
@@ -687,7 +788,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -700,7 +801,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a6a893d16c3d43f0859cf1db6ba1ee31",
+       "model_id": "398bb38fed8c4707a893172397c4bf08",
        "version_major": 2,
        "version_minor": 0
       },
@@ -739,7 +840,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -783,13 +884,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "08941c5e174648b0a106ab54946e37e4",
+       "model_id": "b9e81021899b4a28853f93eea4b9fc68",
        "version_major": 2,
        "version_minor": 0
       },
diff --git a/tour4_plastic_bond/4_1_PO_multilinear_unloading.ipynb b/tour4_plastic_bond/4_1_PO_multilinear_unloading.ipynb
index 009feb8335d3c11da9bb1f57f890d95a5c5480bc..8f71ef64e28435229b9d6ff4a766b011290435c9 100644
--- a/tour4_plastic_bond/4_1_PO_multilinear_unloading.ipynb
+++ b/tour4_plastic_bond/4_1_PO_multilinear_unloading.ipynb
@@ -12,7 +12,41 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551829) part 1"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551829) part 1 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/SCuoGg7_8GE\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7fedddfdc6d0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('SCuoGg7_8GE')"
    ]
   },
   {
@@ -84,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -119,7 +153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -132,7 +166,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "ca8a891f35f449b48af22b8ffb3edc84",
+       "model_id": "25324c4f61cb4d15919379b74f8ee62f",
        "version_major": 2,
        "version_minor": 0
       },
@@ -159,7 +193,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -177,7 +211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -190,7 +224,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a3386a83b8144fb3a2f3c5f64e40204f",
+       "model_id": "715f3f63cb80433abea78ec23a6abccb",
        "version_major": 2,
        "version_minor": 0
       },
@@ -239,7 +273,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c8a40e7c91e742b5b46a3bb30e7a6ca1",
+       "model_id": "8d88aff7a19c4a5bb136a26615b8243d",
        "version_major": 2,
        "version_minor": 0
       },
@@ -293,7 +327,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551829) part 2"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551829) part 2 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/btj1SgUjBeA\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7fedddfdcac0>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('btj1SgUjBeA')"
    ]
   },
   {
diff --git a/tour4_plastic_bond/4_2_BS_EP_SH_I_A.ipynb b/tour4_plastic_bond/4_2_BS_EP_SH_I_A.ipynb
index de7a4ea11e5c1240eeb74b798040806ae774676a..62dd5edf704290722cd3ef9c02348d0b7ad11c83 100644
--- a/tour4_plastic_bond/4_2_BS_EP_SH_I_A.ipynb
+++ b/tour4_plastic_bond/4_2_BS_EP_SH_I_A.ipynb
@@ -12,7 +12,41 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 1"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 1 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/OLMa5bYffSA\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f54082474c0>"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('OLMa5bYffSA')"
    ]
   },
   {
@@ -67,7 +101,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -80,7 +114,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "98f42979accc40d7848695d7004fcc0a",
+       "model_id": "f14faca1952c4872b4afda48424fbd26",
        "version_major": 2,
        "version_minor": 0
       },
@@ -111,7 +145,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -124,7 +158,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0c7c593a610549f58bccfa3bcbbd9256",
+       "model_id": "52be50b41bdc4818ae54c36ab081e858",
        "version_major": 2,
        "version_minor": 0
       },
@@ -186,7 +220,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 2"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 2 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/BlsIRMT7SEo\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f54081a7be0>"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('BlsIRMT7SEo')"
    ]
   },
   {
@@ -235,7 +302,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 3"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 3 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/QOALP75E4uU\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f5408153280>"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('QOALP75E4uU')"
    ]
   },
   {
@@ -254,7 +354,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 47,
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
@@ -330,7 +430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 48,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -349,7 +449,7 @@
        "-τ_Y + ╲╱  \\tau  "
       ]
      },
-     "execution_count": 4,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -387,7 +487,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 49,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -404,7 +504,7 @@
        "E_bâ‹…(s - sâ‚šâ‚—)"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -489,7 +589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 50,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -510,7 +610,7 @@
        "       \\tau       "
       ]
      },
-     "execution_count": 6,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -620,7 +720,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 51,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -637,7 +737,7 @@
        "E_bâ‹…(\\dot{s} - \\dot{s}__\\mathrm{pl})"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -663,7 +763,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 52,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -684,7 +784,7 @@
        "                  \\tau                 "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -707,7 +807,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 53,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -728,7 +828,7 @@
        " ╲╱  \\tau   "
       ]
      },
-     "execution_count": 9,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -792,7 +892,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 54,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -809,7 +909,7 @@
        "{\\dot{s}__\\mathrm{pl}: \\dot{s}}"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -854,7 +954,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 55,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -871,7 +971,7 @@
        "{\\dot{\\tau}: 0}"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 55,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -880,6 +980,48 @@
     "{dot_tau: sp.simplify(dot_tau_.subs(dot_s_pl, dot_s_pl_).subs(lambda_, lambda_solved))}"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## **Hardening - elastic domain changes during yielding**\n",
+    "\n",
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 4 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/Nu86DjtFKQk\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f5408babeb0>"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('Nu86DjtFKQk')"
+   ]
+  },
   {
    "attachments": {
     "image.png": {
@@ -893,10 +1035,6 @@
     }
    },
    "source": [
-    "## **Hardening - elastic domain changes during yielding**\n",
-    "\n",
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 4\n",
-    "\n",
     "The derivation scheme presented above can be used for more general assumptions describing the inelastic range of the material behavior. In this section, we will include the next dissipative mechanism, namely isotropic hardening. In simple terms we now allow the growth of the elastic domain with a variable $Z$.\n",
     "\n",
     "![image.png](attachment:image.png)\n",
@@ -923,7 +1061,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 57,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -942,7 +1080,7 @@
        "-Z - τ_Y + ╲╱  \\tau  "
       ]
      },
-     "execution_count": 12,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -975,7 +1113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 58,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -992,7 +1130,7 @@
        "{\\dot{Z}: Kâ‹…\\dot{z}, \\dot{\\tau}: E_bâ‹…(\\dot{s} - \\dot{s}__\\mathrm{pl})}"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1050,7 +1188,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 59,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -1071,7 +1209,7 @@
        "⎩                             \\tau                         ⎭"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1105,7 +1243,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 60,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -1126,7 +1264,7 @@
        "⎩                                       \\tau                              ⎭"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 60,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1151,7 +1289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 61,
    "metadata": {
     "slideshow": {
      "slide_type": "slide"
@@ -1172,7 +1310,7 @@
        "⎩                  \\tau                                   ⎭"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1195,7 +1333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 62,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -1216,7 +1354,7 @@
        "    \\tauâ‹…(E_b + K)    "
       ]
      },
-     "execution_count": 17,
+     "execution_count": 62,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1247,7 +1385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 63,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -1268,7 +1406,7 @@
        "⎩                        E_b + K                 \\tau⋅(E_b + K)    ⎭"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 63,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1292,7 +1430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
@@ -1307,7 +1445,7 @@
        "⎩               E_b + K   ⎭"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1342,6 +1480,48 @@
     "<font color=\"green\">**How to transform the differential continuous evolution equations into an algorithm that can simulate the material response to variable loading?**</font>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# **Numerical iterative solution**\n",
+    "\n",
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 5 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/hfP8hcqWfbg\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f54081b4be0>"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('hfP8hcqWfbg')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -1350,10 +1530,6 @@
     }
    },
    "source": [
-    "# **Numerical iterative solution**\n",
-    "\n",
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 5\n",
-    "\n",
     "<div style=\"background-color:lightgray;text-align:left\"> <img src=\"../icons/evaluate.png\" alt=\"Evaluate\" width=\"40\" height=\"40\">\n",
     "    &nbsp; &nbsp; <b>How to get numbers?</b> </div>"
    ]
@@ -1641,7 +1817,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
@@ -1651,7 +1827,7 @@
        "       1.76641039, 2.05694336, 2.31490712, 2.53621714, 2.71736924])"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1667,16 +1843,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fee20a7bdf0>]"
+       "[<matplotlib.lines.Line2D at 0x7f54082f7bb0>]"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1710,7 +1886,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 68,
    "metadata": {
     "scrolled": true,
     "slideshow": {
@@ -1746,13 +1922,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2aa4074c7f1942a39944b8645b38ef0a",
+       "model_id": "7a43a6b0c3ac4b5d80197ff5ac9006ae",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1819,7 +1995,40 @@
    "source": [
     "**Task:** To show that the derivation procedure is general, let us now extend the with kinematic hardening $X = \\gamma \\alpha$. The following video shows how to do it.\n",
     "\n",
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 6"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=615712) part 6 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/WROT3aN-BR0\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f540801e7c0>"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('WROT3aN-BR0')"
    ]
   },
   {
diff --git a/tour4_plastic_bond/4_3_PO_trc_cfrp_cyclic.ipynb b/tour4_plastic_bond/4_3_PO_trc_cfrp_cyclic.ipynb
index d628e45d9990d4d3acd46b28e6e6be976770e898..bd863895ea94c0a99acc01bbc66ba910cd2438e4 100644
--- a/tour4_plastic_bond/4_3_PO_trc_cfrp_cyclic.ipynb
+++ b/tour4_plastic_bond/4_3_PO_trc_cfrp_cyclic.ipynb
@@ -18,7 +18,41 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=619022)"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=619022) -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/ItmQQ9yQDjI\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7fadf82b9160>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('ItmQQ9yQDjI')"
    ]
   },
   {
@@ -134,7 +168,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c62e49689b8d448e8cdfbea42b3e07d9",
+       "model_id": "f7ce660e24f349a0860ffc5ed0cadda3",
        "version_major": 2,
        "version_minor": 0
       },
@@ -179,7 +213,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "672a979f5691473cbeacda70368c0121",
+       "model_id": "6b483b7de0bf4420a3bd1acc7b4f9490",
        "version_major": 2,
        "version_minor": 0
       },
@@ -218,14 +252,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "init call\n",
       "Warning: Update progress bar from model - not implemented yet\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "3b3c476b6b434d20ad3b9b4ea0bf9c42",
+       "model_id": "c1afe3e4279842c6b5ade4aee6f8a0b2",
        "version_major": 2,
        "version_minor": 0
       },
@@ -315,7 +348,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b8ac8c8d7a7044498904cbabf852369a",
+       "model_id": "8a6a3d0af4e04e738dae450992ea1a3c",
        "version_major": 2,
        "version_minor": 0
       },
@@ -382,14 +415,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "init call\n",
       "Warning: Update progress bar from model - not implemented yet\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "9c358b71242f418a9e341eec4b7fb4bf",
+       "model_id": "f7ee37abfd554c3bbc328699a54c88cd",
        "version_major": 2,
        "version_minor": 0
       },
diff --git a/tour5_damage_bond/5_1_Introspect_Damage_Evolution_Damage_initiation.ipynb b/tour5_damage_bond/5_1_Introspect_Damage_Evolution_Damage_initiation.ipynb
index 5b3876b4d657c4a7d2e9e748034313fb81d3dbaf..e2e7ec49b266410a6245dc25373fd2bb6d6910e4 100644
--- a/tour5_damage_bond/5_1_Introspect_Damage_Evolution_Damage_initiation.ipynb
+++ b/tour5_damage_bond/5_1_Introspect_Damage_Evolution_Damage_initiation.ipynb
@@ -17,8 +17,47 @@
    "source": [
     "# **5.1 Interface behavior governed by damage**\n",
     "\n",
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 1\n",
-    "\n",
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 1 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/6YZl4BOUsLk\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f31f33c8bb0>"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from IPython.display import YouTubeVideo\n",
+    "YouTubeVideo('6YZl4BOUsLk')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
     "<div style=\"background-color:lightgray;text-align:left\"> <img src=\"../icons/start_flag.png\" alt=\"Previous trip\" width=\"50\" height=\"50\">\n",
     "    &nbsp; &nbsp; <b>Starting point</b> </div> "
    ]
@@ -257,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 29,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -287,7 +326,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 2"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 2 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/fVjFN-M9V0M\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f31f30d1e80>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('fVjFN-M9V0M')"
    ]
   },
   {
@@ -341,7 +413,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -350,10 +422,10 @@
        "$\\displaystyle \\begin{cases} 0 & \\text{for}\\: \\kappa < \\kappa_{0} \\\\\\frac{\\kappa - \\kappa_{0}}{- \\kappa_{0} + \\kappa_{u}} & \\text{for}\\: \\kappa < \\kappa_{u} \\\\1 & \\text{otherwise} \\end{cases}$"
       ],
       "text/plain": [
-       "<ibvpy.tmodel.mats_damage_fn.LinearDamageFn at 0x7fc382f9c9f0>"
+       "<ibvpy.tmodel.mats_damage_fn.LinearDamageFn at 0x7f31f33ad3b0>"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -373,13 +445,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "1fe33f0a113b4a5dafe74d8e26685826",
+       "model_id": "f5bace94d8784524a61e65d822e5329e",
        "version_major": 2,
        "version_minor": 0
       },
@@ -406,13 +478,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "fa1c0badcbab4303a242bbe453ca5e7e",
+       "model_id": "05238cd42ac94a09b507a907640b04ae",
        "version_major": 2,
        "version_minor": 0
       },
@@ -517,7 +589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -526,10 +598,10 @@
        "$\\displaystyle \\begin{cases} 0 & \\text{for}\\: \\kappa < 0 \\\\1 - e^{- \\left(\\frac{\\kappa}{\\lambda}\\right)^{m}} & \\text{otherwise} \\end{cases}$"
       ],
       "text/plain": [
-       "<ibvpy.tmodel.mats_damage_fn.WeibullDamageFn at 0x7fc37ab96310>"
+       "<ibvpy.tmodel.mats_damage_fn.WeibullDamageFn at 0x7f31f3053220>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -550,13 +622,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "909e09fd8e8743d69005b27fc62c7e98",
+       "model_id": "6fdd3f63731d4dc7a1945a56448ee9e4",
        "version_major": 2,
        "version_minor": 0
       },
@@ -581,13 +653,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2851b7ff887946808105f5cf649d0bc4",
+       "model_id": "dcde2433af5345299f5cf2d5992d5d13",
        "version_major": 2,
        "version_minor": 0
       },
@@ -644,7 +716,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 3"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 3 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/oiB8bhhvOQo\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f31f13d10d0>"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('oiB8bhhvOQo')"
    ]
   },
   {
@@ -668,7 +773,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
@@ -682,7 +787,7 @@
        "1 - ℯ  "
       ]
      },
-     "execution_count": 8,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -703,7 +808,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 42,
    "metadata": {
     "hide_input": true,
     "slideshow": {
@@ -714,7 +819,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "06c4b8a34daa4542a0a7c9e2bc107393",
+       "model_id": "50675aac05d148b9943ab56cbafe831f",
        "version_major": 2,
        "version_minor": 0
       },
@@ -780,7 +885,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
@@ -789,10 +894,10 @@
        "$\\displaystyle \\begin{cases} 0 & \\text{for}\\: \\kappa \\leq \\kappa_{0} \\\\1 - \\frac{\\kappa_{0} e^{\\frac{- \\kappa + \\kappa_{0}}{- \\kappa_{0} + \\kappa_\\mathrm{f}}}}{\\kappa} & \\text{otherwise} \\end{cases}$"
       ],
       "text/plain": [
-       "<ibvpy.tmodel.mats_damage_fn.ExpSlopeDamageFn at 0x7fc37ab96450>"
+       "<ibvpy.tmodel.mats_damage_fn.ExpSlopeDamageFn at 0x7f31f164fef0>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 43,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -805,13 +910,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "553af540dbf54a6da749361253d0de39",
+       "model_id": "aeba15ba04f44388ad9aad952224c4a0",
        "version_major": 2,
        "version_minor": 0
       },
@@ -872,7 +977,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -881,10 +986,10 @@
        "$\\displaystyle \\begin{cases} 0 & \\text{for}\\: \\kappa \\leq \\kappa_{0} \\\\1 - \\begin{cases} 1 & \\text{for}\\: \\kappa < \\kappa_{0} \\\\\\frac{\\kappa_{0} \\cdot \\left(1 - \\frac{1 - e^{- \\frac{\\alpha \\left(\\kappa - \\kappa_{0}\\right)}{- \\kappa_{0} + \\kappa_{u}}}}{1 - e^{- \\alpha}}\\right)}{\\kappa} & \\text{for}\\: \\kappa < \\kappa_{u} \\\\0 & \\text{otherwise} \\end{cases} & \\text{otherwise} \\end{cases}$"
       ],
       "text/plain": [
-       "<ibvpy.tmodel.mats_damage_fn.AbaqusDamageFn at 0x7fc37aae1040>"
+       "<ibvpy.tmodel.mats_damage_fn.AbaqusDamageFn at 0x7f31f15b57c0>"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -897,13 +1002,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5adbe68e79aa40bdaf68f8510e3c4a90",
+       "model_id": "6c2c56bd5e144d3b8b0322ab78f8e560",
        "version_major": 2,
        "version_minor": 0
       },
@@ -947,7 +1052,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -956,10 +1061,10 @@
        "$\\displaystyle 1 - \\begin{cases} 1 & \\text{for}\\: \\kappa < \\kappa_{0} \\\\e^{\\frac{\\left(\\kappa - \\kappa_{0}\\right) \\left(\\sqrt{E_{b}} \\sqrt{- E_{b} \\kappa_{0}^{2} + 4 G_{f}} + E_{b} \\kappa_{0}\\right)}{E_{b} \\kappa_{0}^{2} - 2 G_{f}}} & \\text{otherwise} \\end{cases}$"
       ],
       "text/plain": [
-       "<ibvpy.tmodel.mats_damage_fn.GfDamageFn at 0x7fc37ac0c040>"
+       "<ibvpy.tmodel.mats_damage_fn.GfDamageFn at 0x7f31f13bdb30>"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 47,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -972,13 +1077,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c758633654a047c18d7452e57b6b0d20",
+       "model_id": "c43a2738b18d4ae0a669157316759ab4",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1003,13 +1108,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "b9b6111e4b634f11ad64210e733dc7d1",
+       "model_id": "45d40f92cb6d4da8bca0b5f492487caf",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1082,7 +1187,40 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 4"
+    "<!-- [![title](../fig/bmcs_video.png)](https://moodle.rwth-aachen.de/mod/page/view.php?id=551838)&nbsp;part 4 -->"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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MtxFre0ukQABbsmSZAvvw0wI2qDMtLsKZuBJvOgNJAuvMujqUycMtxFrNyomkX2DMEwCCLjrVTsvcBO56OUP7dOEcLHoTK8Mt5Fp1ctc1rnWBA/u/staurarqVYvLrosusmdOz5fimU4ZXIobqC0ubfE9o0doVBys7huoZJu4M/3WcYw6VUbSLm/xQ3jcjIbMAm83SMJ+98DqVlbLKgmKY40A8Ih2OFwxga8UG8i1cpylzXMDACCYNx1geZPUsZNlDnbmHWZIdNmYlpF46L/BTPPCZ54baIiqiIiAiIgIiICIiAiIgIiICIiAiIgIiICsGAVasbgEGjS97V2jzV6ope9q7R5q9BVXyhlOC9wbJi/94dKxV95S2laOcc1uqVW1WOh0WCHXtg6QNOzAraZRFM0GAkhtwJMnBBr5/wDeZL+Z5tXZXGz/AO8yX8zzauytb9ldd2NO+2mzKwsosmwsIiDnVstcx722QQGgi+NszdHTKsq5XZphwbJIBi8RIJvunRGGJChXyt7XuApFwa2RGLjqHhtVYy55LobAaWyQHG42LUgjU4/7UEhl7rUbl96JtaOsY9CU84lzmixi6yb8LmnVjwrx0KTcreX2RTjh2ZMwBw78P7R/uClklUupuJpWDfwdd2np0LrMeznE+6WUVntcLIBbYc44ySIAHxVjKvAtO4N1/RGKqZVcKRcadlw+7JPkqclypxcbdOzDZLoN+GAif+lJXHNccoeHPbZaSHANEkXEAybtc9ig3LpdBAbw7N5xEHzGCw7KntL+Dah0AAGY5WHX+tyzTytznC6G2y0kSQRwgNGsDo4SuHOVtKqXUnFwBN4LZuum4yqDl7iDZp32C4SbpE3AYkXYjWFhuVPcLW4mQ1ztM3BpDRdjLiP/ABKy/K32QQADZJi8zwwPDxTorNfK3NBs2YDWmYkCbUnESOCAMMVZlJLmMIa0kubxxxZOMa1U3LKhmKJLrIIEkY43xdjh+sQZlbwXfyvvwSAZgud0Xm4Ya+2Ok35Q4lpcwN4cAGZNxIiQNIGvFW5JlJe0W4DjMRIkCJMdEgK9jw6YvgkdYuKop5Q51HdLEOg8G/X4KT1T1yrr5a5lR7bBLQ0EHQSTET8b4u64oGdzE7nFwuLjIlgdBuuN8DHAq2nlzyBwIcQODfcS+yTMar1OhlD3C0aBFwcIImSBOMYSexIhVmS5Vuj3tsltg467yOri/ELWyfL6rmyaUmdFoRwQYwN8kjEYK6jUL3PFRtwdDbjrIjsAPWrKFebnHhWnAXEYE+UJEpEq2ZS40S4xbgkXGCAYmNWGlUHLqkPMNEMtCQb4iDjgZIHmtx1Yiq1lm4iZ6dR1fvr16+XVGPe0UiQ2IIm8mOhc4lMT7thrg9z2kBzWkEXTiJ7dPWFa1oGAjYtJuWVDNmidGJImRfo0YK3Ja7nF1sRwoFx6bvhj0rp02ViyJnTrWtRyhxLAYMl4N0XNNzvD/cFtICIiAiIgIiICIiAiIgIiICIiAiIgIiICIiAiIgIiICsbgFWrBgEGjS97V2jzV6ope9q7R5q9AVNX3lLaVXlWUOYYBaLhiB063DUpEy+idZ8kGrn/AN5kv5nm1dlcvPO528n3Qvm3wbMYyMZ0YLqLW8/hXVlSPztoysLKwsmosrCIOfXymo1zg2naAbIx4R1A4DVfhjgqxlbyXQ0gNLZIY7+y1IIvuc7C8WVZUzpRa4tL4IMHDR1qP8Xocvw+q64Lezjjr7pNyiqX2bEC3EkOgDhdvFbfhwxqvnkuUOc2ajCwkwBDrrpvu2icD8FV/GKHL+I+qfxihy/D6q/Tt7H1Ke4Mpqloht9iZLTxodou0tH+7tn7TUkixNwIMOEkxf8AE3Y3KH8Yocvw+qfxihy/iPqrwW/qnHX+yRyqoHObYMAgWrLo0yY03gYa1IVXggGL6pbc0iGw4jbMAT0qv+MUOX8R9U/i9Dl/EfVOC3scdf7NnJnlzZPKcNoDiAewBWrR/i9Dl+H1T+MUOX8R9VPp29l+pT3byLR/jFDl+H1W5bvMNcYuujzK5msx1h1FonpKSiWAmYE64vS0eQ75fqlo8h3y/VRUkUbR5Dvl+qWjyHfL9UEkUbR5Dvl+qWjyHfL9UGSARBEhAALgIHQsWjyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJIo2jyHfL9UtHkO+X6oJKwYBUF8CS10D8P1V4wQaNL3tXaPNXqil72rtCvQFTV95S2lQyjLqVJzW1KjWl2AJ23nULsVOr7yltPgg0/tB7zJfzPNq7K432g95kv5nm1dla37K67saeZbTZlERZNmEREHjssZ/qKxNJzwXmOMNPQo5BFOoXVaLntskWbM3nTevXZNxT+J3/ACKsdMXRPSvXH8n8eHHy8k/xfy4s/DxtR0VXOp0ajWECGwQRgTr1fFRJw/kHC/g/ovY1bdg2eN+9apc2s6kRIa+0IMxcCJ0HROhPuf18p9p+/h5WoQW3UDJB+6bukXLAcdNAm7k/ovYZM2oGndCCZujV2K1Puv8APyn2n7+HinuJ/wDhOibjfEah0KQfp3AzPJ/TYvZon3Mf1+T7T/Xw8UHf/nJ/8T9Fr7i/kO/2le9RdR/Lx0r8pP8ADz/18PBbi/kO/wBpXtWnjfi8gra3EdsPgoUmza/F5BY+N40+Ljk38HwfpZ59Wjk+cbdZ1Lg8GcKkm4xhFy3K9WwwuvMNmBiYV259JQ0wsG7kZkzv7W17gwsDSAJJvBAcDeBoIOwhbeccrNGm+pZLoi4dJiTqAxJ1Bbe5BZNNBVReXQYInQcVrZblhotBsPfJAhvSQO2/Bbwpwsbl0oIg3FaBzgRlIo2HYTPZwo5N8TruXS3NY3IIIzcFp5JlpqWb28JlqGuktwuPb8Fv7msbkg18srFjC4QSIxMC8gXnrVWbcs3dlvC+LjOgEfAi5bxphBTQSREQEREBERAREQEREBERAREQEREBERAREQEREBERBCtxHbD4KTOKNijW4jth8FJmA2INKl72rtCvVFL3tXaFeg5Wdcz+0ukvDYbDeCJmcSdIjQtzcw11BoJIBi8knDWVsqmr7yltKDT+0HvMl/M82rtLi/aD3mS/mebV2lrfsrruxp5ltNhERZNmEREFWTcU/id/yKuVOTcU/id/yKuQFF5IBIvMXKSINWlWqOa+WQ4C6cCb1U6rlMEimwm6Bht0/Dpxuv30QaNDKapcbdOGAkTBnRgMSJm+FbkrqpLt0Aj7p09d/wC4WyiAiIgrrcR2w+CjQ+9+LyClW4jth8FGh978XkEFyIiAiIgIiICIiDCysIgLKwsoCLCIMosIgyiIgIiICIiAiIgIiICIiAiIgIiICIiAiIghW4jth8FlmA2LFbiO2HwWWYDYg0qXvau0K9UUve1doV6AqavvKW0q5U1feUtpQaf2g95kv5nm1dpcX7Qe8yX8zzau0tb9ldd2NPMtpsIiLJswiIg1GNeZs3C077/9xn7qlYqa/n/xVmTcU/id/wAirUGtudTX8/8Aim51Nfz/AOKsfXDXsYcXTGGha7s5saYIcOFZB4N5mNeCCzc6mv5/8U3Opr+f/FWUaoqNa4TB7VRQyxry0AG91njYcEuBPZG2dSCe51Nfz/4pudTX8/8AitiyOntKWR09pQa+51Nfz/4pudTX8/8AitiyOntKWR09pQatRlSyZwgzw/8AFXUPvfi8gq6j73tuuadN+BVlD734vIILkREBERAREQEREGFlYRAQlRc/DpPkofeOweaBakdZ8VhrjJv0+QUQ4xcLpPiVhrr3SDjt0BBbul8KVsKgOBdcdB8ll+jaPFBsAoqUY8wNiC9FU2rjcph4QSRYRBlFhEGUWEQZRYRBlFhEGUWEQZRYRBlFhEEa3EdsPgsswGxRrcR2w+CkzAbEGlS97V2hXqil72rtCvQFTV95S2lXKmr7yltKDT+0HvMl/M82rsrjfaD3mS/mebV2Vrfsrruxp5ltNhERZNhERBVk3FP4nf8AIq1VZNxT+J3/ACKtQYcARBEhZARUkPDyZtNODRF2F/j8EFjtCSf2P1UKDXhjRUIL9JH/AEFpvySuZipA0cN3KmJjTdsiBiUG9J/Y/VZk/sfqstwEmSsoIyf2P1ST+x+qkiCmrxXbDo6Fmh978XkFXVaZedBadJ1HRgrKH3vxeQQWoiICIiAiIgIixa0IMqp7pYT0LIN52+QVRdwCBeYPVignUMFu3yKwGy4zqF3bislt4OJnHqKwXcIgauoYoFoAXmLz4rDcXbfILLGwDrk+K0a2XU2Oc0AudODNmk4IZbrgC4TfcfJYe3CCReP3euWc5VLVzGja4nwAQ51qCJptIn7riD8QriU4odUz0H4LDXXCQRd+8FrZPnKnU4N7Hcl13ZoK224DYorDCDMa/JPvDYfJYDQZkaUs8K4nDbqQSebv3rU7RVT5jQbx4rNvXIQWNqyMFIPCppm5PvHZ9UGwEVGR4POt5+F3kr0BFXVrNZE2r+S1zvAFTY8OAIwKDKIiAiIgIiICIiCFbiO2HwUmYDYo1uI7YfBSZgNiDSpe9q7Qr1RS97V2hXoMKqr7yltKtVVX3lLaUGnn/wB5kv5nm1dlcbP/ALzJfzPNq7K1v2V13Y08y2mwiIsmwiIg16NZrYaTe5746YcSVM5S2zUN53ObQAvuEx2R2qNGk1zbxeHvg6RwjgdCmKDdW2837dfWgm5wAkkAdKh7RT5bf9wVhEqO5t5I7EEDlFPlt7QtDJM9UatQsgt1F0QY8F0tzbyR2LVyfNVGk8vay86zIGwLuvDieLr6M7ceY4enq2G1aZMBzSdoVlkalgMGodikuGjXq5QxhIIwbaJi7T9ClCu15IDSCADeBpkfAghWuptJktBMRJAw1Iyk1vFaBOoAYYIMVgLDth8FGh978XkFKtxHbD4KND734vIILUREBERARFXVw6x4hBlzrx0nyUSeF1HyR5izt8iokS4TqN3YgNMl0XCcerQsRDHdfmpWoJ6lENlpnpu6ygy+TGgT1lZuB1CFh7rhrkKjLK25i1i4iGoNPOGVm9jTF5mMdi5dB4Bc0kWp06ZU7V5xJm9amUjhbVpWGdpbxdfqQmY2rmWiMCRsJCjWcYkknaSVZ5OIlvvqBzg0XkGSdUY/TrXayGtIDTcdBXAzdTi0dQhdFjiI6NSkRy5uuLnydloN94N+lLV94OG1V5NXDmzgZvVo43Us2rDnA6dI8VNRqCQJ1hZs6iR++lBFjQQLtCBvCMHQMb9aMmyMDdsQOvMgjBBHIy4U3kxx3wQCfvHR5LUdlmUWZFMzAMbm642JA63XHVp1rdzc8Opy0gi2+8GfvlZo5dSeQGuknC47fAE9MFBqZ7eP5dNwlriSRLQTEYWjBiZ04dMrpNEADoWlltAVSwgjgyYLiLwcYvBgjSFvNmBOOmEBFlEGEWUQYRZRBhFlEFdbiO2HwUmYDYsVuI7YfBZZgNiDSpe9q7Qr1r0ve1doWwgKmr7yltKuVNX3lLaUGnn/AN5kv5nm1dlcbP8A7zJfzPNq7K1v2V13Y077abCIiybCIiDVYH8EtPBD32hpPCMR1pFUtqAyC6Qw8HgiLiY0z8IVuTcU/id/yKtQYfMcGJ6cFVFXXT7D9VLd2Q42hDeNfgoe20uW3GLzpFx8EE2B334J0WQVGKutnYfqpteHAFpkHSFWzKWOdYDja1RHl0HsKCTRUkSWRpgGfFXKMdJ+CR0n4IKatN5e1wcLIm68f9rGS0Xt477V0Yk3zir46T8EjpPwQRrcR2w+CjQ+9+LyCjVfc9t/FPgpUPvfi8ggtREQEREBVVzcY2q1V1uKdhQRLYg4mcUceEAMYPVgsPMi7CRf16FkgAjVegNEOOuB5rAOIGs36kF7joEDacVlsCdAlBgABoOySuFl2U7rVkcUCB09K3M5ZRFNrNJAkdHTtXOLTIuOGrYrDmUW3dqqygXTqPkthtE33E36lF+TOLXaF3HVxPRziL1VUxaOnwWyaRnEKpzBbEzcFbzyc1hvZFdTJjGfotppVlKg0UwNTdatNBpTK4MirWHX4E3/AFXSsi0dF2jrXI3AgXaz4reyKuTIMEgDsvXNo9XVZ9Gy4G6+b9KyXEYjsvWHOwm6/TsKkTcVw0RpuEATfCk3E7fIIBIAKi1l5gkX+QQSyH3TDrE9qhQzdSpkFoMjC8nAED4EjrUcjD/ZGQQX7kLJIgTZulQyEV7f82bMHk6xZwJM8ab4vCA6laFMgsbatDhNkmZwggi612rdpsDWhowGC0HVWjcg9tNxs2qYLgHE3C6fxLotNwm5BlERAREQEREBERBCtxHbD4LLMBsWK3EdsPgsswGxBpUve1doV6ope9q7Qr0BU1feUtpVypq+8pbSg08/+8yX8zzauyuNn/3mS/mebV2Vrfsrruxp5ltNhERZNhERBVk3FP4nf8irVRTLmgiwTwnG4t0uJGnpU90d/Td2t+qDDsnaZ0A4gabyfMqHsFK7gAQZu6/qrN0d/Td2t+qbo7+m7tb9UGWUgwANEAaFBmTtaZDROuTpv8z2lS3R39N3a36pujv6bu1v1QTk6kk6lDdHf03drfqm6O/pu7W/VBOTqSTqUN0d/Td2t+qbo7+m7tb9UEarLnGPunwWaH3vxeQWKj3FpG5uvGtv1WaH3vxeQQWoiICIiAq67ZB2YKxQqG6ImUEKjrhtHiFgiS2deHUViODOJgKTzeAMZ7LigOdDtZIVbnhkk3um4dQU3ENMnVeexc19Qvc46J8hgiKtAOLjEnsU4APUfJRkBg6llw0m6NH70qowDeb4vRs3nELMk4i794pI0Y9naqOVUudBuiVVRbaqxrIC2srYQ86ZvVWbWWqpOgEmR2K26w4j1dd4EHYpAdPaoHAwZU7WsIo0mMNJw2rAPCkXG7zWaZHxPisjE7B5oNxtQOs7fIqT2iDdoWjgQRdfo2LZFYlpF0wuZh1EroOvtUC8gOJGE4dAU7WsEKqs/wDlVCNDXHxUdLcnqtbk7HGQ1rBMgiIGoqGSZxZWIDQ4S21fGppIuJvAe3ovW00Q0DQAososaZa1oMRIAFwwCCmpScwDcha0AOIgDbj4rZExfitOu4buww6WDARBtSNc6+xbiDKIiAiIgIiICIiCFbiO2HwWWYDYsVuI7YfBZZgNiDSpe9q7Qr1RS97V2hXoCpq+8pbSrlTV95S2lBp5/wDeZL+Z5tXZXGz/AO8yX8zzauytb9ldd2NPMtpsIiLJsIiICIiAiIgIiICysIgyiwiAq6OL/wAXkFYq6OL/AMXkEFiIiAiIgLDllReJxQUTNPULOOu5TfAjQAVEn+X1KvKqlloP3iRHReg18sqWngaADdrwxVFqCdc+QWHuvHn1LBEYG8quWAYF6y1oN89mAWROkTsWCQ4+enqQZJOAg+SzdF47UiNPbegnSOxUaeXMmy4YYKvNAIa50TJuV2W1WFhgi0NE39axmwtbSYLTbRvgm9SZ5wjcu049KzBOBuWJJ0XdGlZ4Oi7Z9F0MkQLwIWBtg6isgHHFZkkxF/aERgzIGOxTc0wbiNq2qNBrRwTfpIKledRHZKmXUVYp2tOCqytgNCrI+67bp0q0wMQQejT2KnKQ7cy1pDnPuA1zjeNGK5dNutRJpljSAYgFwtdZnHrVOQ5DuJdBkEAC6+6cTN+MbAFfWc4U3FrQXhpIbNxMXCdqxkj3OYC/GToIkSYMHCRCCFTJAam6WiHDDgsu6JInSdOlbKIgIiICIiAiIgIiIIVuI7YfBZZgNixW4jth8FlnFGxBpUve1doV6ope9q7Qr0BU1feUtpVypq+8pbSg08/+8yX8zzauyuNn/wB5kv5nm1dla37K67saeZbTYREWTYREQEREBERAREQEREBERAVdHF/4vIKxV0cX/i8ggsREQEREBRfMXKSw7BBSxsNOk3rRqtqVbw267HoW6wzdok3aTekHBpu6fJBojJ3YQBr0gditZkAibXWFtWrIvEDov/VRADjPw09aI1/Y50kjsJWH5OAMeohbbpGBk6ijbryDOsXouHNdk5befheFrkF5dN7QYjRtOvYuxc4mz1kLWrZDBLqbgNbXYHpnQelXKYaVYAUniI4JujoVeTuY9jWWhc0S049bToVrnuHGpuHQIP6qFSHiNytbbMefgmOeSMeqcGmWgXtcYs6jE3ditEfex6dGxUUMlLDaLpOgEmG7J/exXl+iNpxVcz+mSNAPmFt5NTLRJEyqMnpAm64DGFtwTqI6bpSViAlrscNE3E/osuBGk7MVlzwMQVW4hotYk3NDdJ1DR19eC5dMVapYJLS5xua1sSegTCzQpMDw99ndnC7QQOSJvhQh1FrqtQte8kNGgNDnAWZ1SZJi+MMANatlLXVG1QCCKYfBcBodiIOAc8TrMIOl7VTuO6MggkcIXgY9kFWNcHAEEEG8EYFcvJ8lD3Pa8ua5t/GaZtFxB4ugufHxXTpUwxoaJMaTielBNERAREQEREBERAREQQrcR2w+CyzAbFitxHbD4LLMBsQaVL3tXaFeqKXvau0K9BhVVfeUtpVypq+8pbUGnn/3mS/mebV2VxvtB7zJfzPNq7K2v2V13Y08y2mwiIsWwiIgIiICIiAiLKDCLKIMIsogwq6OL/xeQVqqo4v/ABeQQWIsogwiyiDCjVZaEAlvSI8wsvdZBJmBqBJ7BetanlwdUsARdILpB0fdIkDhC9BFzKs8JrHtHJuceo3fELByljYBcWE3BrxEnUJx6iqjndoDJDeGGxwxEuMRhh0/BbjMopua1xLRaAucRPCE2dqCInFw2RoRzgbhBPToUfZmObNF9jpYQW9PB4s9SbnUaIhtQdjvjIJ7EEwyMD23rFonRdrCoGUNPGtUxqeIB68OwrYLiBeLuj6IHB6Lu0LAYTfOwG9BDjwuoHQsuEYEzqxCCFZs3Ft+iFpPpQb4J1/vBdBoIxE9IUXEP4PbI8JVymHOvwBUgY0diuq5KW3tJjwUcmYXGSJaPiVUwvo0wR+5VzpGnqN6Oc049hF6g82BaJM4AY9Q6Vy6Yq1tzFp4JOADbyegDElKNFtttSpZ3Vw4OggY2WzeenX2ARZaYDVrAF9zWhui0QA0TgSSJKoyrKWOdTdwwSBZgNvLzLBfpluzWgw+tUioC8GXGIdTmGuJcBP9pbjqPQTmm2uSCDaaXTaFm8EidJ4MT03i7SoZKym/BzgwC1Dw2yQWx8vTr03EbWb64IsSTEkG+8TOoRFoXaiIkIN0ACYGOKyiICIiAiIgIiICIiAiIghW4jth8FlnFGxYrcR2w+CyzijYg0aXvau0K9U0ve1doV6AqavvKW1XKmr7yltQaf2g95kv5nm1dlcb7Qe8yX8zzauytr9ldd2NPMtpsIiLFsIiICIiAiIgIiICIiAiIgKuji/8XkFYq6OL/wAXkEFqIiAiIgLFkallEGlUzc0lpBIg4G+6Q6BOF4CorZM5lsgF0lriYEXOLsAbRvJMagB0rqIg5FB9amxjWtF7JvpvstNkmBeS1oIbdfxrsFPJc6FxcXiGNHIcDMN7ZJdhyV0KtFjxD2tcBocAfFUHIqRtNkybyA4yNmoY9pQT9rplwZPCNwEG/pww6cFE5AwOtMlhiOCYA1mzxZ6YWiciq8MQ+LYeIc2+HyIn+2wBPJPRLdcobVax5N7hJFmOMeuyWiNcjrQblRtVogBlUTp4JA1nEH4KIqtbxrVM6beHbe3sKDObCJDHkGYgAkw22IEze3D4wtulUD2hwwI6Lui5BRaJwgjWPJSluGHQVgZFTA4A3PVYuHZgesKBpVQTex7dAPBcekkXHZAQTsTrA0D9FkktGAOz6Kl+UNYOHapfiw7RLfipPqWW2zDhos6dQGsnagxVrsYLVQgTcAdJODRrJUqWTkHdXTbi5k8Fo1ap1lKDLQ3SqLJgw10cAaZ0TrOGrWdfLAKjWxXIDnGyCI0FugTcSDfpAQWvq1HPLXU5YW8UiRP4sMYu61qC2QP5bQbBkmi4CJwFx6buvSsupbtUeW1L3CQCHcGIaJBGgscYONpy2RklUB1mpBL50wRfeem8Xf2hBrsaarg1rBSFkboIFqRgDGq6IjGQboXUpUwxoaMAsUadkCTaMRaOJGiVYgIiICIiAiIgIiICIsEgdaDKIiCFbiO2HwWWcUbFitxHbD4KFWoW0nOGLWE9gQa1L3tXaFetTInlxc44uDSesSttAVNX3lLarlTV95S2lBp/aD3mS/mebV2VxvtB7zJfzPNq7K2v2V13Y08y2mwiIsWwiIgIiICIiAiIgIiICIiAq6OL/wAXkFYq6OL/AMXkEFqIiAiIgIiICwsrCAqBk0Vd0DiJ4w16tivRBzmU8opgEQ66XMEXuMFxBuMk2/luxUmVbb2ipRFsEiZwEOvF3QP9wW+sWRNqBIETpg6PgEGrlOQtLf5bWteDcbxdILmyMAQ2FrnN9WyGhwgMDbnkSQdhF+JuOq/FdNZQcTJ8udTFR7+FfEBx0BziY+6YujXF963m5a7dA0sAaXltoPnCIujWSOiDetuyNQWvVyO1VbUBALdETyhcdHGPwQbFoawqXUqTDullo6QNd03aenpWmc0zi8YuNzLry4gY4cMzrgYLfyelYY1szA2fDQEGrUqUqpeDTtWWmCYvEXgasVqVMopNiRUNmTiL4Aqun5T1Rt6xosJJLWknG4X3Rf1EhY9mp4WGxd90aMOxBBmSNDmm/gzGGJmSTjpPQthEQEREBERAREQERQNQBwbN5vhBNERAWvlmSNrNDXTwXBwgxe0yFsIgwsoiCutxHbD4KNSnbpOaMXMI7Qp1uI7YfBZZxRsQc7I2WS9pxaGjsELbVFL3tXaFegKmr7yltVyorEB9IkwJKDU+0HvMl/M82rsrjZ64b8nLCHBr5MEXCReur7Qzlt7Qtbz+Fdd2NI/O2myxFX7Qzlt7QntDOW3tCybLEVftDOW3tCe0M5be0ILEVftDOW3tCe0M5be0ILEVftDOW3tCe0M5be0ILEVftDOW3tCe0M5be0ILEVftDOW3tCe0M5be0ILEVftDOW3tCe0M5be0ILFXRxf+LyCe0M5be0KulWYLUvbe7WNQQbCKv2hnLb2hPaGctvaEFiKv2hnLb2hPaGctvaEFiKv2hnLb2hPaGctvaEFiKv2hnLb2hPaGctvaEFiKv2hnLb2hPaGctvaEFiKv2hnLb2hPaGctvaEFiKv2hnLb2hPaGctvaEGXVmgFxcIBg6b9W1YdlLAYLhN3zYdsFa7qOTkzLZmZtmZN91+tSLaJjhNuj73JkjT0oL2V2OwcDdax0HTsuR1ZoAJcIJgbf2CqGNotdaa5oMRNrEdKrp5Pk7Q0S24ATavMa0G0coYCRaEiZv1CT8CEZXYQSHCBj9VU4UTMuaZxl3RHgAoNp0A1zQ8WXCCLfVr1BBsms0Wb+NxYvB04qv22nyromYMRtUGCiDIc2ceNp144qIo5OGloLQDiLeN5OvpQbVKq14lpkKa1qLqVMWWuaB+JWe0M5be0ILUVXtDOW3tCe0M5be0ILUVXtDOW3tCe0M5be0ILVWKLbVuOFrWPaGctvaE9oZy29oQWoqvaGctvaE9oZy29oQWoqvaGctvaE9oZy29oQWoqvaGctvaE9oZy29oQSrcR2w+CyzijYqqtdha4B7cDpCy3KGQOG3DWEGtS97V2hXrXokGpVIvEhbCAtPKcoAeGFlq6Rp/60L5jvzzjzju6XpTfnnHnHd0vSg+kHLWf0TIFoiyJjZrWw0NcG3NZLbXCAPVqXy/fnnHnHd0vSsH7ZZxOOUd3S9KD6MK/9rD/AOIXRFFvIb2BfKN+OcP64/8AVS9Kzvzzjzju6XpQfUWs/mFu5tsgXGzs09Z7OlcB+dqgy1tENommaxYYZwmi1ZvM4nYvG7884847ul6VDfdl8zuzZxncqU/8UH1bchbiy2zZ5N8zr6j8Fpbq72nc9ybY/DfEcaf3qxXznfnnHnHd0vSm/POPOO7pelB77PIitRa2Wh2IaYm8alpZUC0N4T2yHfeOgSMeleGyn7S5ZVINStaIuHAYPAKj+NZT/U+Vn0Xr8PxqViIn0ePxPBva0zE9X1XN1+SMdZDnTiRaMWoJ1mAraTnEOtUQCGyODEnT+5XzCh9rcvptDGV4aMBudPbyVZvzzjzju6XpXmvMTaZh6qRMViJfSqFRzngOycBp0xhdpkfRXZTwLNmkHziAL9HRtXy/fnnHnHd0vSm/POPOO7pelcun0qnVJcAcmIBIExhOOjQsVnvA4NFpkAzZOMkEXdEFfNt+ececd3S9Kb884847ul6UH1LJ2h7ZdSDDOBAlYylllhLGNLrsWzpvuF6+Xb884847ul6U355x5x3dL0oPpO7Ogxk141jGI6Onp06lJlaS8bi2WRdecZ/t6J046F80355x5x3dL0pvzzjzju6XpQfSX13AOd7MIAn9OKsGs+T/AKadOGPRh+9S+b7884847ul6U355x5x3dL0oPp2TG2TaohgAESL5Mzo6B2q2vThjyxjS8NNkEXTFy+Wb884847ul6U355x5x3dL0oPpBrPh3+nGttx6pgH99ZVrXEsJ3EMIIEFs3TeYGPUvmW/POPOO7pelN+ececd3S9KD6UKjsPZwbrzEfCD49eKxuzrv9NeRN2joPBXzbfnnHnHd0vSm/POPOO7pelB9PyfhOdapBgAEXYm+dHQO1VZc/cy2GtAMXloO3yuxOjBfNd+ececd3S9Kb884847ul6UH1SnSBaC5jQ6LxAuMXhUMcXD3IBsTJaRwoF0EdPwXzLfnnHnHd0vSm/POPOO7pelB9Oq3WbNMHGeBN4jg6I03m65Ra5xAO4gS8CLJ4t0nRGk3jQvme/POPOO7pelN+ececd3S9KD6pRpgtaXMaHECRGB0rS3dzadp9Fuibi2J0XjR5hfON+ececd3S9Kb884847ul6UH0gVXyB7ONJw0QbsMcFOo5wfDaIc3CY0zdfqgE4aQvmm/POPOO7pelN+ececd3S9KD6UKrsPZo8NOF3QgqkmPZwMJMGBrxbsXzXfnnHnHd0vSm/POPOO7pelB9TDBudqw21ZmI0xgq2EFrZay1PDEYC++MRoxXzDfnnHnHd0vSm/POPOO7pelB9Lq1CC6zRa9oIggYiATgL75HYo1K5b/8AzjGJgxiByelfNt+ececd3S9Kb884847ul6UH0ptVxxyezwgDaGiRJuGqUq1CHOLaQe0YBrcbhfawN5IjoXzXfnnHnHd0vSm/POPOO7pelB9JfXLRJyfVhsvm66FmnWDmuO5NabMsnB5jRcOjtXzXfnnHnHd0vSm/POPOO7pelB9JNRwHuATrDSBf0ETrx6NaGq6T/p7gOScdOjq/RfNt+ececd3S9Kb884847ul6UH01zuB7trXyLrNowYkwIJiT2KtlV5icmE6ezRdtXzbfnnHnHd0vSm/POPOO7pelB9HGVEmz7NfiRpAnHDBW1Xw6GUmvbyhr6gvme/POPOO7pelN+ececd3S9KD6Ruz+b/Kb9lyk6qQx7jQHBAIEHha9F372L5rvzzjzju6XpTfnnHnHd0vSg+lDKXi1YoRFxxxuOAE6duNy3qbiWgkQSLxqXyffnnHnHd0vSm/POPOO7pelBwUREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQEREBERAREQf/2Q==\n",
+      "text/html": [
+       "\n",
+       "        <iframe\n",
+       "            width=\"400\"\n",
+       "            height=\"300\"\n",
+       "            src=\"https://www.youtube.com/embed/JlDb5Nj6W3Y\"\n",
+       "            frameborder=\"0\"\n",
+       "            allowfullscreen\n",
+       "            \n",
+       "        ></iframe>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<IPython.lib.display.YouTubeVideo at 0x7f31f0f72ca0>"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "YouTubeVideo('JlDb5Nj6W3Y')"
    ]
   },
   {
@@ -1126,7 +1264,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 52,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -1145,7 +1283,7 @@
        "╲╱  sₓ  + s_y  "
       ]
      },
-     "execution_count": 17,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1165,7 +1303,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 53,
    "metadata": {
     "hide_input": true,
     "slideshow": {
@@ -1176,7 +1314,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "2e610e5a43d44874a0d4b58381794a0c",
+       "model_id": "447ea461e8a948a08b9abdec310f6e9f",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1328,7 +1466,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 54,
    "metadata": {
     "hide_input": false,
     "slideshow": {
@@ -1339,7 +1477,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "5005c43b201c4603884ba39b420803b2",
+       "model_id": "024b851bf7154e13993ece88d55f5cd9",
        "version_major": 2,
        "version_minor": 0
       },
diff --git a/tour5_damage_bond/5_2_PO_cfrp_damage.ipynb b/tour5_damage_bond/5_2_PO_cfrp_damage.ipynb
index d87909fbaff8acdebcf3c10733d01bd09edb777c..3ff19732c701fa99d60f4f0e086881ccc54ed1d2 100644
--- a/tour5_damage_bond/5_2_PO_cfrp_damage.ipynb
+++ b/tour5_damage_bond/5_2_PO_cfrp_damage.ipynb
@@ -7,7 +7,7 @@
     "<a id=\"top\"></a>\n",
     "# **5.2 Pullout behavior governed by damage**\n",
     "\n",
-    "!!! This notebook is still under editing and and video production\n",
+    "!!! This notebook is still under editing and video production\n",
     "\n",
     " * Define a bond-slip law governed by damage and loading history using unloading.\n",
     " * What is different in comparison to elastic-plastic models?\n",
@@ -46,7 +46,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "c83b50c2460e423a812818347ec740e4",
+       "model_id": "7f07880961e544ae98891b9af0cda542",
        "version_major": 2,
        "version_minor": 0
       },
@@ -77,7 +77,7 @@
        "$\\displaystyle 1 - \\begin{cases} 1 & \\text{for}\\: \\kappa < \\kappa_{0} \\\\e^{\\frac{\\left(\\kappa - \\kappa_{0}\\right) \\left(\\sqrt{E_{b}} \\sqrt{- E_{b} \\kappa_{0}^{2} + 4 G_{f}} + E_{b} \\kappa_{0}\\right)}{E_{b} \\kappa_{0}^{2} - 2 G_{f}}} & \\text{otherwise} \\end{cases}$"
       ],
       "text/plain": [
-       "<ibvpy.tmodel.mats_damage_fn.GfDamageFn at 0x7f438e188e50>"
+       "<ibvpy.tmodel.mats_damage_fn.GfDamageFn at 0x7fcd36df0950>"
       ]
      },
      "execution_count": 3,
@@ -101,7 +101,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "db84454c52e94a6594f8b4b78b8b10de",
+       "model_id": "4a77c43514b04359bbb783df4e296076",
        "version_major": 2,
        "version_minor": 0
       },
diff --git a/tour6_energy/8_3_Damage function within a finite element implementation.ipynb b/tour6_energy/8_3_Damage function within a finite element implementation.ipynb
index 22613ad55b877051bf050469fbd5f33c290fc6a2..ddb907f9dd834700197c1459c69cdae33a457343 100644
--- a/tour6_energy/8_3_Damage function within a finite element implementation.ipynb	
+++ b/tour6_energy/8_3_Damage function within a finite element implementation.ipynb	
@@ -2,7 +2,11 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "metadata": {},
+   "metadata": {
+    "pycharm": {
+     "name": "#%% md\n"
+    }
+   },
    "source": [
     "# 8.3 Damage function within a fininite element solver\n",
     "@todo - this notebook must be updated - currently not running"
@@ -13,7 +17,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -29,7 +36,10 @@
    "cell_type": "markdown",
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
    },
    "source": [
     "## Define the damage functions\n",
@@ -44,7 +54,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -60,7 +73,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -74,7 +90,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -86,7 +105,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -102,7 +124,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -115,7 +140,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": []
@@ -124,7 +152,10 @@
    "cell_type": "markdown",
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%% md\n"
+    }
    },
    "source": [
     "## Nonlinear solver"
@@ -135,7 +166,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -196,7 +230,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": [
@@ -208,7 +245,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": []
@@ -218,7 +258,10 @@
    "execution_count": null,
    "metadata": {
     "deletable": true,
-    "editable": true
+    "editable": true,
+    "pycharm": {
+     "name": "#%%\n"
+    }
    },
    "outputs": [],
    "source": []
@@ -245,4 +288,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}
\ No newline at end of file