diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index e7efd59..337a674 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -51,8 +51,19 @@ jobs:
       - name: Install dependencies
         run: poetry install
 
+      - name: Glob notebooks in docs folder
+        uses: tj-actions/glob@v22
+        id: glob
+        with:
+          files: |
+            docs/**/*.ipynb
+
+      - name: Run documentation notebooks
+        run: |
+          poetry run jupyter nbconvert --execute --to notebook --inplace ${{ steps.glob.outputs.paths }}
+
       - name: Generate docs
-        working-directory: doc/
+        working-directory: docs/
         run: make html
 
       - name: Setup Pages
@@ -61,7 +72,7 @@ jobs:
       - name: Upload artifact
         uses: actions/upload-pages-artifact@v3
         with:
-          path: "doc/_build/html/"
+          path: "docs/_build/html/"
 
       - name: Deploy to GitHub Pages
         id: deployment
diff --git a/README.md b/README.md
index dba1ba0..a08fb1a 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,9 @@
 # stormvogel 🐦
 
+An interactive approach to probabilistic model checking
+
+Take a look at [the stormvogel documentation!](https://moves-rwth.github.io/stormvogel/)
+
 ## Setup
 
 Install `poetry`. Install dependencies:
diff --git a/doc/Makefile b/docs/Makefile
similarity index 100%
rename from doc/Makefile
rename to docs/Makefile
diff --git a/doc/conf.py b/docs/conf.py
similarity index 97%
rename from doc/conf.py
rename to docs/conf.py
index 11df729..9216e28 100644
--- a/doc/conf.py
+++ b/docs/conf.py
@@ -24,5 +24,5 @@
 # -- Options for HTML output -------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
 
-html_theme = "alabaster"
+html_theme = "furo"
 html_static_path = ["_static"]
diff --git a/doc/die.ipynb b/docs/getting_started/die.ipynb
similarity index 93%
rename from doc/die.ipynb
rename to docs/getting_started/die.ipynb
index 95880c2..104e778 100644
--- a/doc/die.ipynb
+++ b/docs/getting_started/die.ipynb
@@ -10,7 +10,14 @@
     {
       "cell_type": "code",
       "execution_count": 1,
-      "metadata": {},
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:25.882261Z",
+          "iopub.status.busy": "2024-07-09T08:20:25.882010Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.004272Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.004022Z"
+        }
+      },
       "outputs": [],
       "source": [
         "import stormvogel.model\n",
@@ -28,6 +35,12 @@
       "cell_type": "code",
       "execution_count": 2,
       "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.005831Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.005718Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.016517Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.016314Z"
+        },
         "scrolled": true
       },
       "outputs": [
@@ -334,7 +347,7 @@
               "                  // adding nodes and edges to the graph\n",
               "                  data = {nodes: nodes, edges: edges};\n",
               "\n",
-              "                  var options = {"nodes": {"color": {"background": "white", "border": "black", "highlight": {"background": "white", "border": "black"}}}, "init": {"borderWidth": 3, "color": null, "shape": "circle"}, "states": {"borderWidth": 1, "color": null, "shape": "elipse"}, "actions": {"borderWidth": 1, "color": null, "shape": "box"}, "numbers": {"fractions": true, "digits": 5, "max_denominator": 20}, "layout": {"randomSeed": 5}};\n",
+              "                  var options = {"nodes": {"color": {"background": "white", "border": "black", "highlight": {"background": "white", "border": "black"}, "font": {"color": "black", "size": 14}}}, "init": {"borderWidth": 3, "color": null, "shape": "circle", "repulsion": 1}, "states": {"borderWidth": 1, "color": null, "shape": "elipse", "repulsion": 1}, "actions": {"borderWidth": 1, "color": null, "shape": "box", "repulsion": 1}, "numbers": {"fractions": true, "digits": 5, "max_denominator": 20}, "edges": {"font": {"color": "black", "size": 14}}, "layout": {"randomSeed": 5}};\n",
               "\n",
               "                  \n",
               "\n",
@@ -373,7 +386,7 @@
         {
           "data": {
             "text/plain": [
-              "<stormvogel.visualization.Visualization at 0x108b41160>"
+              "<stormvogel.visualization.Visualization at 0x1044b8b00>"
             ]
           },
           "execution_count": 2,
diff --git a/docs/getting_started/model.html b/docs/getting_started/model.html
new file mode 100644
index 0000000..ba51cfc
--- /dev/null
+++ b/docs/getting_started/model.html
@@ -0,0 +1,321 @@
+<html>
+    <head>
+        <meta charset="utf-8">
+
+            <script>function neighbourhoodHighlight(params) {
+  // console.log("in nieghbourhoodhighlight");
+  allNodes = nodes.get({ returnType: "Object" });
+  // originalNodes = JSON.parse(JSON.stringify(allNodes));
+  // if something is selected:
+  if (params.nodes.length > 0) {
+    highlightActive = true;
+    var i, j;
+    var selectedNode = params.nodes[0];
+    var degrees = 2;
+
+    // mark all nodes as hard to read.
+    for (let nodeId in allNodes) {
+      // nodeColors[nodeId] = allNodes[nodeId].color;
+      allNodes[nodeId].color = "rgba(200,200,200,0.5)";
+      if (allNodes[nodeId].hiddenLabel === undefined) {
+        allNodes[nodeId].hiddenLabel = allNodes[nodeId].label;
+        allNodes[nodeId].label = undefined;
+      }
+    }
+    var connectedNodes = network.getConnectedNodes(selectedNode);
+    var allConnectedNodes = [];
+
+    // get the second degree nodes
+    for (i = 1; i < degrees; i++) {
+      for (j = 0; j < connectedNodes.length; j++) {
+        allConnectedNodes = allConnectedNodes.concat(
+          network.getConnectedNodes(connectedNodes[j])
+        );
+      }
+    }
+
+    // all second degree nodes get a different color and their label back
+    for (i = 0; i < allConnectedNodes.length; i++) {
+      // allNodes[allConnectedNodes[i]].color = "pink";
+      allNodes[allConnectedNodes[i]].color = "rgba(150,150,150,0.75)";
+      if (allNodes[allConnectedNodes[i]].hiddenLabel !== undefined) {
+        allNodes[allConnectedNodes[i]].label =
+          allNodes[allConnectedNodes[i]].hiddenLabel;
+        allNodes[allConnectedNodes[i]].hiddenLabel = undefined;
+      }
+    }
+
+    // all first degree nodes get their own color and their label back
+    for (i = 0; i < connectedNodes.length; i++) {
+      // allNodes[connectedNodes[i]].color = undefined;
+      allNodes[connectedNodes[i]].color = nodeColors[connectedNodes[i]];
+      if (allNodes[connectedNodes[i]].hiddenLabel !== undefined) {
+        allNodes[connectedNodes[i]].label =
+          allNodes[connectedNodes[i]].hiddenLabel;
+        allNodes[connectedNodes[i]].hiddenLabel = undefined;
+      }
+    }
+
+    // the main node gets its own color and its label back.
+    // allNodes[selectedNode].color = undefined;
+    allNodes[selectedNode].color = nodeColors[selectedNode];
+    if (allNodes[selectedNode].hiddenLabel !== undefined) {
+      allNodes[selectedNode].label = allNodes[selectedNode].hiddenLabel;
+      allNodes[selectedNode].hiddenLabel = undefined;
+    }
+  } else if (highlightActive === true) {
+    // console.log("highlightActive was true");
+    // reset all nodes
+    for (let nodeId in allNodes) {
+      // allNodes[nodeId].color = "purple";
+      allNodes[nodeId].color = nodeColors[nodeId];
+      // delete allNodes[nodeId].color;
+      if (allNodes[nodeId].hiddenLabel !== undefined) {
+        allNodes[nodeId].label = allNodes[nodeId].hiddenLabel;
+        allNodes[nodeId].hiddenLabel = undefined;
+      }
+    }
+    highlightActive = false;
+  }
+
+  // transform the object into an array
+  var updateArray = [];
+  if (params.nodes.length > 0) {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        // console.log(allNodes[nodeId]);
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  } else {
+    // console.log("Nothing was selected");
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        // console.log(allNodes[nodeId]);
+        // allNodes[nodeId].color = {};
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  }
+}
+
+function filterHighlight(params) {
+  allNodes = nodes.get({ returnType: "Object" });
+  // if something is selected:
+  if (params.nodes.length > 0) {
+    filterActive = true;
+    let selectedNodes = params.nodes;
+
+    // hiding all nodes and saving the label
+    for (let nodeId in allNodes) {
+      allNodes[nodeId].hidden = true;
+      if (allNodes[nodeId].savedLabel === undefined) {
+        allNodes[nodeId].savedLabel = allNodes[nodeId].label;
+        allNodes[nodeId].label = undefined;
+      }
+    }
+
+    for (let i=0; i < selectedNodes.length; i++) {
+      allNodes[selectedNodes[i]].hidden = false;
+      if (allNodes[selectedNodes[i]].savedLabel !== undefined) {
+        allNodes[selectedNodes[i]].label = allNodes[selectedNodes[i]].savedLabel;
+        allNodes[selectedNodes[i]].savedLabel = undefined;
+      }
+    }
+
+  } else if (filterActive === true) {
+    // reset all nodes
+    for (let nodeId in allNodes) {
+      allNodes[nodeId].hidden = false;
+      if (allNodes[nodeId].savedLabel !== undefined) {
+        allNodes[nodeId].label = allNodes[nodeId].savedLabel;
+        allNodes[nodeId].savedLabel = undefined;
+      }
+    }
+    filterActive = false;
+  }
+
+  // transform the object into an array
+  var updateArray = [];
+  if (params.nodes.length > 0) {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  } else {
+    for (let nodeId in allNodes) {
+      if (allNodes.hasOwnProperty(nodeId)) {
+        updateArray.push(allNodes[nodeId]);
+      }
+    }
+    nodes.update(updateArray);
+  }
+}
+
+function selectNode(nodes) {
+  network.selectNodes(nodes);
+  neighbourhoodHighlight({ nodes: nodes });
+  return nodes;
+}
+
+function selectNodes(nodes) {
+  network.selectNodes(nodes);
+  filterHighlight({nodes: nodes});
+  return nodes;
+}
+
+function highlightFilter(filter) {
+  let selectedNodes = []
+  let selectedProp = filter['property']
+  if (filter['item'] === 'node') {
+    let allNodes = nodes.get({ returnType: "Object" });
+    for (let nodeId in allNodes) {
+      if (allNodes[nodeId][selectedProp] && filter['value'].includes((allNodes[nodeId][selectedProp]).toString())) {
+        selectedNodes.push(nodeId)
+      }
+    }
+  }
+  else if (filter['item'] === 'edge'){
+    let allEdges = edges.get({returnType: 'object'});
+    // check if the selected property exists for selected edge and select the nodes connected to the edge
+    for (let edge in allEdges) {
+      if (allEdges[edge][selectedProp] && filter['value'].includes((allEdges[edge][selectedProp]).toString())) {
+        selectedNodes.push(allEdges[edge]['from'])
+        selectedNodes.push(allEdges[edge]['to'])
+      }
+    }
+  }
+  selectNodes(selectedNodes)
+}</script>
+            <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css" integrity="sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==" crossorigin="anonymous" referrerpolicy="no-referrer" />
+            <script src="https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js" integrity="sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==" crossorigin="anonymous" referrerpolicy="no-referrer"></script>
+
+
+
+
+
+
+
+
+<center>
+<h1></h1>
+</center>
+
+<!-- <link rel="stylesheet" href="../node_modules/vis/dist/vis.min.css" type="text/css" />
+<script type="text/javascript" src="../node_modules/vis/dist/vis.js"> </script>-->
+        <link
+          href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css"
+          rel="stylesheet"
+          integrity="sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6"
+          crossorigin="anonymous"
+        />
+        <script
+          src="https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js"
+          integrity="sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf"
+          crossorigin="anonymous"
+        ></script>
+
+
+        <center>
+          <h1></h1>
+        </center>
+        <style type="text/css">
+
+             #mynetwork {
+                 width: 100%;
+                 height: 600px;
+                 background-color: #ffffff;
+                 border: 1px solid lightgray;
+                 position: relative;
+                 float: left;
+             }
+
+
+
+
+
+
+        </style>
+    </head>
+
+
+    <body>
+        <div class="card" style="width: 100%">
+
+
+            <div id="mynetwork" class="card-body"></div>
+        </div>
+
+
+
+
+        <script type="text/javascript">
+
+              // initialize global variables.
+              var edges;
+              var nodes;
+              var allNodes;
+              var allEdges;
+              var nodeColors;
+              var originalNodes;
+              var network;
+              var container;
+              var options, data;
+              var filter = {
+                  item : '',
+                  property : '',
+                  value : []
+              };
+
+
+
+
+
+              // This method is responsible for drawing the graph, returns the drawn network
+              function drawGraph() {
+                  var container = document.getElementById('mynetwork');
+
+
+
+                  // parsing and collecting nodes and edges from the python
+                  nodes = new vis.DataSet([{"borderWidth": 3, "color": null, "id": 0, "label": "init", "shape": "circle"}, {"borderWidth": 1, "color": "#f8e45c", "id": 1, "label": "studied", "shape": "star"}, {"borderWidth": 1, "color": "#f8e45c", "id": 2, "label": "didn\u0027t study\nR: 15", "shape": "star"}, {"borderWidth": 1, "color": "#f8e45c", "id": 3, "label": "pass test\nR: 100", "shape": "star"}, {"borderWidth": 1, "color": "#f8e45c", "id": 4, "label": "fail test\nR: 0", "shape": "star"}, {"borderWidth": 1, "color": "#f8e45c", "id": 5, "label": "end", "shape": "star"}, {"borderWidth": 1, "color": null, "id": 10000000000, "label": "study", "shape": "box"}, {"borderWidth": 1, "color": null, "id": 10000000001, "label": "don\u0027t study", "shape": "box"}]);
+                  edges = new vis.DataSet([{"arrows": "to", "color": null, "from": 0, "to": 10000000000}, {"arrows": "to", "color": null, "from": 10000000000, "label": "1.0", "to": 1}, {"arrows": "to", "color": null, "from": 0, "to": 10000000001}, {"arrows": "to", "color": null, "from": 10000000001, "label": "1.0", "to": 2}, {"arrows": "to", "color": null, "from": 1, "label": "0.9", "to": 3}, {"arrows": "to", "color": null, "from": 1, "label": "0.1", "to": 4}, {"arrows": "to", "color": null, "from": 2, "label": "0.4", "to": 3}, {"arrows": "to", "color": null, "from": 2, "label": "0.6", "to": 4}, {"arrows": "to", "color": null, "from": 3, "label": "1.0", "to": 5}, {"arrows": "to", "color": null, "from": 4, "label": "1.0", "to": 5}, {"arrows": "to", "color": null, "from": 5, "label": "1.0", "to": 5}]);
+
+                  nodeColors = {};
+                  allNodes = nodes.get({ returnType: "Object" });
+                  for (nodeId in allNodes) {
+                    nodeColors[nodeId] = allNodes[nodeId].color;
+                  }
+                  allEdges = edges.get({ returnType: "Object" });
+                  // adding nodes and edges to the graph
+                  data = {nodes: nodes, edges: edges};
+
+                  var options = {"nodes": {"color": {"background": "#99c1f1", "border": "#000000", "highlight": {"background": "white", "border": "black"}, "font": {"color": "black", "size": 14}}}, "init": {"borderWidth": 3, "color": null, "shape": "circle", "repulsion": 1}, "states": {"borderWidth": 1, "color": "#f8e45c", "shape": "star", "repulsion": 1}, "actions": {"borderWidth": 1, "color": null, "shape": "box", "repulsion": 1}, "numbers": {"fractions": false, "digits": 5, "max_denominator": 20}, "edges": {"font": {"color": "black", "size": 14}}, "layout": {"randomSeed": 5}, "rounding": {"fractions": "False", "digits": 2}};
+
+
+
+
+
+
+                  network = new vis.Network(container, data, options);
+
+
+
+
+
+
+
+
+
+
+                  return network;
+
+              }
+              drawGraph();
+        </script>
+    </body>
+</html>
diff --git a/docs/getting_started/stars.json b/docs/getting_started/stars.json
new file mode 100644
index 0000000..84069e5
--- /dev/null
+++ b/docs/getting_started/stars.json
@@ -0,0 +1,32 @@
+{
+  "nodes": {
+    "color": {
+      "background": "#99c1f1",
+      "border": "#000000"
+    }
+  },
+  "init": {
+    "borderWidth": 3,
+    "color": null,
+    "shape": "circle"
+  },
+  "states": {
+    "borderWidth": 1,
+    "color": "#f8e45c",
+    "shape": "star"
+  },
+  "actions": {
+    "borderWidth": 1,
+    "color": null,
+    "shape": "box"
+  },
+  "numbers": {
+    "fractions": false,
+    "digits": 5,
+    "max_denominator": 20
+  },
+  "rounding": {
+    "fractions": "False",
+    "digits": 2
+  }
+}
diff --git a/docs/getting_started/study.ipynb b/docs/getting_started/study.ipynb
new file mode 100644
index 0000000..c538f6c
--- /dev/null
+++ b/docs/getting_started/study.ipynb
@@ -0,0 +1,592 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "id": "31fda09b",
+      "metadata": {},
+      "source": [
+        "# The studying dilemma"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "id": "e924f3a4",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.825515Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.824866Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.945374Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.945100Z"
+        }
+      },
+      "outputs": [],
+      "source": [
+        "import stormvogel.model\n",
+        "import stormvogel.visualization\n",
+        "from stormvogel.visualization import show, Layout"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "0b09222b",
+      "metadata": {},
+      "source": [
+        "Let's create an MDP and add all states:"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 2,
+      "id": "1f2120a8",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.946953Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.946840Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.949021Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.948798Z"
+        }
+      },
+      "outputs": [],
+      "source": [
+        "mdp = stormvogel.model.new_mdp(\"Monty Hall\")\n",
+        "\n",
+        "init = mdp.get_initial_state()\n",
+        "study = mdp.action(\"study\")\n",
+        "not_study = mdp.action(\"don't study\")\n",
+        "\n",
+        "studied = mdp.new_state(\"studied\")\n",
+        "not_studied = mdp.new_state(\"didn't study\")\n",
+        "pass_test = mdp.new_state(\"pass test\")\n",
+        "fail_test = mdp.new_state(\"fail test\")\n",
+        "end = mdp.new_state(\"end\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 3,
+      "id": "1143b6c0",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.950304Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.950231Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.951762Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.951567Z"
+        }
+      },
+      "outputs": [],
+      "source": [
+        "init.set_transitions([\n",
+        "    (study, studied),\n",
+        "    (not_study, not_studied)\n",
+        "])"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "1db64312",
+      "metadata": {},
+      "source": [
+        "If you studied, then there is a 90% chance that you pass the test."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "id": "64bfb789",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.952971Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.952897Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.954414Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.954198Z"
+        }
+      },
+      "outputs": [],
+      "source": [
+        "studied.set_transitions([\n",
+        "    (9/10, pass_test),\n",
+        "    (1/10, fail_test)\n",
+        "])"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "600839f5",
+      "metadata": {},
+      "source": [
+        "If you did not study, then there is only a 40% chance that you pass the test."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "id": "89d1d749",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.955656Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.955580Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.957175Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.956924Z"
+        }
+      },
+      "outputs": [],
+      "source": [
+        "not_studied.set_transitions([\n",
+        "    (4/10, pass_test),\n",
+        "    (6/10, fail_test)\n",
+        "])"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "b0c4965f",
+      "metadata": {},
+      "source": [
+        "After the test, you are done"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "id": "2f8fb42e",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.958462Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.958374Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.959893Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.959669Z"
+        }
+      },
+      "outputs": [],
+      "source": [
+        "pass_test.set_transitions([(1, end)])\n",
+        "fail_test.set_transitions([(1, end)])"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "14d7ab92",
+      "metadata": {},
+      "source": [
+        "We'll add some rewards for passing the test (nice!) and for not studying (had some free time)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 7,
+      "id": "bfcbb7fa",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.961112Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.961038Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.962602Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.962405Z"
+        }
+      },
+      "outputs": [],
+      "source": [
+        "reward_model = mdp.add_rewards(\"R\")\n",
+        "reward_model.set(pass_test, 100)\n",
+        "reward_model.set(fail_test, 0)\n",
+        "reward_model.set(not_studied, 15)"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "id": "797e09bb",
+      "metadata": {},
+      "source": [
+        "We'll decorate our model with a nice layout."
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "id": "0df1511e-565d-45d0-93a8-adafbfaaaefa",
+      "metadata": {
+        "execution": {
+          "iopub.execute_input": "2024-07-09T08:20:26.963792Z",
+          "iopub.status.busy": "2024-07-09T08:20:26.963716Z",
+          "iopub.status.idle": "2024-07-09T08:20:26.980875Z",
+          "shell.execute_reply": "2024-07-09T08:20:26.980676Z"
+        }
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "\n",
+              "        <iframe\n",
+              "            style=\"width: 100%; height: calc(600px + 50px);\"\n",
+              "            frameborder=\"0\"\n",
+              "            srcdoc=\"&lt;html&gt;\n",
+              "    &lt;head&gt;\n",
+              "        &lt;meta charset=&quot;utf-8&quot;&gt;\n",
+              "        \n",
+              "            &lt;script&gt;function neighbourhoodHighlight(params) {\n",
+              "  // console.log(&quot;in nieghbourhoodhighlight&quot;);\n",
+              "  allNodes = nodes.get({ returnType: &quot;Object&quot; });\n",
+              "  // originalNodes = JSON.parse(JSON.stringify(allNodes));\n",
+              "  // if something is selected:\n",
+              "  if (params.nodes.length &gt; 0) {\n",
+              "    highlightActive = true;\n",
+              "    var i, j;\n",
+              "    var selectedNode = params.nodes[0];\n",
+              "    var degrees = 2;\n",
+              "\n",
+              "    // mark all nodes as hard to read.\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      // nodeColors[nodeId] = allNodes[nodeId].color;\n",
+              "      allNodes[nodeId].color = &quot;rgba(200,200,200,0.5)&quot;;\n",
+              "      if (allNodes[nodeId].hiddenLabel === undefined) {\n",
+              "        allNodes[nodeId].hiddenLabel = allNodes[nodeId].label;\n",
+              "        allNodes[nodeId].label = undefined;\n",
+              "      }\n",
+              "    }\n",
+              "    var connectedNodes = network.getConnectedNodes(selectedNode);\n",
+              "    var allConnectedNodes = [];\n",
+              "\n",
+              "    // get the second degree nodes\n",
+              "    for (i = 1; i &lt; degrees; i++) {\n",
+              "      for (j = 0; j &lt; connectedNodes.length; j++) {\n",
+              "        allConnectedNodes = allConnectedNodes.concat(\n",
+              "          network.getConnectedNodes(connectedNodes[j])\n",
+              "        );\n",
+              "      }\n",
+              "    }\n",
+              "\n",
+              "    // all second degree nodes get a different color and their label back\n",
+              "    for (i = 0; i &lt; allConnectedNodes.length; i++) {\n",
+              "      // allNodes[allConnectedNodes[i]].color = &quot;pink&quot;;\n",
+              "      allNodes[allConnectedNodes[i]].color = &quot;rgba(150,150,150,0.75)&quot;;\n",
+              "      if (allNodes[allConnectedNodes[i]].hiddenLabel !== undefined) {\n",
+              "        allNodes[allConnectedNodes[i]].label =\n",
+              "          allNodes[allConnectedNodes[i]].hiddenLabel;\n",
+              "        allNodes[allConnectedNodes[i]].hiddenLabel = undefined;\n",
+              "      }\n",
+              "    }\n",
+              "\n",
+              "    // all first degree nodes get their own color and their label back\n",
+              "    for (i = 0; i &lt; connectedNodes.length; i++) {\n",
+              "      // allNodes[connectedNodes[i]].color = undefined;\n",
+              "      allNodes[connectedNodes[i]].color = nodeColors[connectedNodes[i]];\n",
+              "      if (allNodes[connectedNodes[i]].hiddenLabel !== undefined) {\n",
+              "        allNodes[connectedNodes[i]].label =\n",
+              "          allNodes[connectedNodes[i]].hiddenLabel;\n",
+              "        allNodes[connectedNodes[i]].hiddenLabel = undefined;\n",
+              "      }\n",
+              "    }\n",
+              "\n",
+              "    // the main node gets its own color and its label back.\n",
+              "    // allNodes[selectedNode].color = undefined;\n",
+              "    allNodes[selectedNode].color = nodeColors[selectedNode];\n",
+              "    if (allNodes[selectedNode].hiddenLabel !== undefined) {\n",
+              "      allNodes[selectedNode].label = allNodes[selectedNode].hiddenLabel;\n",
+              "      allNodes[selectedNode].hiddenLabel = undefined;\n",
+              "    }\n",
+              "  } else if (highlightActive === true) {\n",
+              "    // console.log(&quot;highlightActive was true&quot;);\n",
+              "    // reset all nodes\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      // allNodes[nodeId].color = &quot;purple&quot;;\n",
+              "      allNodes[nodeId].color = nodeColors[nodeId];\n",
+              "      // delete allNodes[nodeId].color;\n",
+              "      if (allNodes[nodeId].hiddenLabel !== undefined) {\n",
+              "        allNodes[nodeId].label = allNodes[nodeId].hiddenLabel;\n",
+              "        allNodes[nodeId].hiddenLabel = undefined;\n",
+              "      }\n",
+              "    }\n",
+              "    highlightActive = false;\n",
+              "  }\n",
+              "\n",
+              "  // transform the object into an array\n",
+              "  var updateArray = [];\n",
+              "  if (params.nodes.length &gt; 0) {\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      if (allNodes.hasOwnProperty(nodeId)) {\n",
+              "        // console.log(allNodes[nodeId]);\n",
+              "        updateArray.push(allNodes[nodeId]);\n",
+              "      }\n",
+              "    }\n",
+              "    nodes.update(updateArray);\n",
+              "  } else {\n",
+              "    // console.log(&quot;Nothing was selected&quot;);\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      if (allNodes.hasOwnProperty(nodeId)) {\n",
+              "        // console.log(allNodes[nodeId]);\n",
+              "        // allNodes[nodeId].color = {};\n",
+              "        updateArray.push(allNodes[nodeId]);\n",
+              "      }\n",
+              "    }\n",
+              "    nodes.update(updateArray);\n",
+              "  }\n",
+              "}\n",
+              "\n",
+              "function filterHighlight(params) {\n",
+              "  allNodes = nodes.get({ returnType: &quot;Object&quot; });\n",
+              "  // if something is selected:\n",
+              "  if (params.nodes.length &gt; 0) {\n",
+              "    filterActive = true;\n",
+              "    let selectedNodes = params.nodes;\n",
+              "\n",
+              "    // hiding all nodes and saving the label\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      allNodes[nodeId].hidden = true;\n",
+              "      if (allNodes[nodeId].savedLabel === undefined) {\n",
+              "        allNodes[nodeId].savedLabel = allNodes[nodeId].label;\n",
+              "        allNodes[nodeId].label = undefined;\n",
+              "      }\n",
+              "    }\n",
+              "\n",
+              "    for (let i=0; i &lt; selectedNodes.length; i++) {\n",
+              "      allNodes[selectedNodes[i]].hidden = false;\n",
+              "      if (allNodes[selectedNodes[i]].savedLabel !== undefined) {\n",
+              "        allNodes[selectedNodes[i]].label = allNodes[selectedNodes[i]].savedLabel;\n",
+              "        allNodes[selectedNodes[i]].savedLabel = undefined;\n",
+              "      }\n",
+              "    }\n",
+              "\n",
+              "  } else if (filterActive === true) {\n",
+              "    // reset all nodes\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      allNodes[nodeId].hidden = false;\n",
+              "      if (allNodes[nodeId].savedLabel !== undefined) {\n",
+              "        allNodes[nodeId].label = allNodes[nodeId].savedLabel;\n",
+              "        allNodes[nodeId].savedLabel = undefined;\n",
+              "      }\n",
+              "    }\n",
+              "    filterActive = false;\n",
+              "  }\n",
+              "\n",
+              "  // transform the object into an array\n",
+              "  var updateArray = [];\n",
+              "  if (params.nodes.length &gt; 0) {\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      if (allNodes.hasOwnProperty(nodeId)) {\n",
+              "        updateArray.push(allNodes[nodeId]);\n",
+              "      }\n",
+              "    }\n",
+              "    nodes.update(updateArray);\n",
+              "  } else {\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      if (allNodes.hasOwnProperty(nodeId)) {\n",
+              "        updateArray.push(allNodes[nodeId]);\n",
+              "      }\n",
+              "    }\n",
+              "    nodes.update(updateArray);\n",
+              "  }\n",
+              "}\n",
+              "\n",
+              "function selectNode(nodes) {\n",
+              "  network.selectNodes(nodes);\n",
+              "  neighbourhoodHighlight({ nodes: nodes });\n",
+              "  return nodes;\n",
+              "}\n",
+              "\n",
+              "function selectNodes(nodes) {\n",
+              "  network.selectNodes(nodes);\n",
+              "  filterHighlight({nodes: nodes});\n",
+              "  return nodes;\n",
+              "}\n",
+              "\n",
+              "function highlightFilter(filter) {\n",
+              "  let selectedNodes = []\n",
+              "  let selectedProp = filter[&#x27;property&#x27;]\n",
+              "  if (filter[&#x27;item&#x27;] === &#x27;node&#x27;) {\n",
+              "    let allNodes = nodes.get({ returnType: &quot;Object&quot; });\n",
+              "    for (let nodeId in allNodes) {\n",
+              "      if (allNodes[nodeId][selectedProp] &amp;&amp; filter[&#x27;value&#x27;].includes((allNodes[nodeId][selectedProp]).toString())) {\n",
+              "        selectedNodes.push(nodeId)\n",
+              "      }\n",
+              "    }\n",
+              "  }\n",
+              "  else if (filter[&#x27;item&#x27;] === &#x27;edge&#x27;){\n",
+              "    let allEdges = edges.get({returnType: &#x27;object&#x27;});\n",
+              "    // check if the selected property exists for selected edge and select the nodes connected to the edge\n",
+              "    for (let edge in allEdges) {\n",
+              "      if (allEdges[edge][selectedProp] &amp;&amp; filter[&#x27;value&#x27;].includes((allEdges[edge][selectedProp]).toString())) {\n",
+              "        selectedNodes.push(allEdges[edge][&#x27;from&#x27;])\n",
+              "        selectedNodes.push(allEdges[edge][&#x27;to&#x27;])\n",
+              "      }\n",
+              "    }\n",
+              "  }\n",
+              "  selectNodes(selectedNodes)\n",
+              "}&lt;/script&gt;\n",
+              "            &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/dist/vis-network.min.css&quot; integrity=&quot;sha512-WgxfT5LWjfszlPHXRmBWHkV2eceiWTOBvrKCNbdgDYTHrT2AeLCGbF4sZlZw3UMN3WtL0tGUoIAKsu8mllg/XA==&quot; crossorigin=&quot;anonymous&quot; referrerpolicy=&quot;no-referrer&quot; /&gt;\n",
+              "            &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/vis-network/9.1.2/dist/vis-network.min.js&quot; integrity=&quot;sha512-LnvoEWDFrqGHlHmDD2101OrLcbsfkrzoSpvtSQtxK3RMnRV0eOkhhBN2dXHKRrUU8p2DGRTk35n4O8nWSVe1mQ==&quot; crossorigin=&quot;anonymous&quot; referrerpolicy=&quot;no-referrer&quot;&gt;&lt;/script&gt;\n",
+              "            \n",
+              "            \n",
+              "            \n",
+              "            \n",
+              "            \n",
+              "            \n",
+              "\n",
+              "        \n",
+              "&lt;center&gt;\n",
+              "&lt;h1&gt;&lt;/h1&gt;\n",
+              "&lt;/center&gt;\n",
+              "\n",
+              "&lt;!-- &lt;link rel=&quot;stylesheet&quot; href=&quot;../node_modules/vis/dist/vis.min.css&quot; type=&quot;text/css&quot; /&gt;\n",
+              "&lt;script type=&quot;text/javascript&quot; src=&quot;../node_modules/vis/dist/vis.js&quot;&gt; &lt;/script&gt;--&gt;\n",
+              "        &lt;link\n",
+              "          href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/css/bootstrap.min.css&quot;\n",
+              "          rel=&quot;stylesheet&quot;\n",
+              "          integrity=&quot;sha384-eOJMYsd53ii+scO/bJGFsiCZc+5NDVN2yr8+0RDqr0Ql0h+rP48ckxlpbzKgwra6&quot;\n",
+              "          crossorigin=&quot;anonymous&quot;\n",
+              "        /&gt;\n",
+              "        &lt;script\n",
+              "          src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.0.0-beta3/dist/js/bootstrap.bundle.min.js&quot;\n",
+              "          integrity=&quot;sha384-JEW9xMcG8R+pH31jmWH6WWP0WintQrMb4s7ZOdauHnUtxwoG2vI5DkLtS3qm9Ekf&quot;\n",
+              "          crossorigin=&quot;anonymous&quot;\n",
+              "        &gt;&lt;/script&gt;\n",
+              "\n",
+              "\n",
+              "        &lt;center&gt;\n",
+              "          &lt;h1&gt;&lt;/h1&gt;\n",
+              "        &lt;/center&gt;\n",
+              "        &lt;style type=&quot;text/css&quot;&gt;\n",
+              "\n",
+              "             #mynetwork {\n",
+              "                 width: 100%;\n",
+              "                 height: 600px;\n",
+              "                 background-color: #ffffff;\n",
+              "                 border: 1px solid lightgray;\n",
+              "                 position: relative;\n",
+              "                 float: left;\n",
+              "             }\n",
+              "\n",
+              "             \n",
+              "\n",
+              "             \n",
+              "\n",
+              "             \n",
+              "        &lt;/style&gt;\n",
+              "    &lt;/head&gt;\n",
+              "\n",
+              "\n",
+              "    &lt;body&gt;\n",
+              "        &lt;div class=&quot;card&quot; style=&quot;width: 100%&quot;&gt;\n",
+              "            \n",
+              "            \n",
+              "            &lt;div id=&quot;mynetwork&quot; class=&quot;card-body&quot;&gt;&lt;/div&gt;\n",
+              "        &lt;/div&gt;\n",
+              "\n",
+              "        \n",
+              "        \n",
+              "\n",
+              "        &lt;script type=&quot;text/javascript&quot;&gt;\n",
+              "\n",
+              "              // initialize global variables.\n",
+              "              var edges;\n",
+              "              var nodes;\n",
+              "              var allNodes;\n",
+              "              var allEdges;\n",
+              "              var nodeColors;\n",
+              "              var originalNodes;\n",
+              "              var network;\n",
+              "              var container;\n",
+              "              var options, data;\n",
+              "              var filter = {\n",
+              "                  item : &#x27;&#x27;,\n",
+              "                  property : &#x27;&#x27;,\n",
+              "                  value : []\n",
+              "              };\n",
+              "\n",
+              "              \n",
+              "\n",
+              "              \n",
+              "\n",
+              "              // This method is responsible for drawing the graph, returns the drawn network\n",
+              "              function drawGraph() {\n",
+              "                  var container = document.getElementById(&#x27;mynetwork&#x27;);\n",
+              "\n",
+              "                  \n",
+              "\n",
+              "                  // parsing and collecting nodes and edges from the python\n",
+              "                  nodes = new vis.DataSet([{&quot;borderWidth&quot;: 3, &quot;color&quot;: null, &quot;id&quot;: 0, &quot;label&quot;: &quot;init&quot;, &quot;shape&quot;: &quot;circle&quot;}, {&quot;borderWidth&quot;: 1, &quot;color&quot;: &quot;#f8e45c&quot;, &quot;id&quot;: 1, &quot;label&quot;: &quot;studied&quot;, &quot;shape&quot;: &quot;star&quot;}, {&quot;borderWidth&quot;: 1, &quot;color&quot;: &quot;#f8e45c&quot;, &quot;id&quot;: 2, &quot;label&quot;: &quot;didn\\u0027t study\\nR: 15&quot;, &quot;shape&quot;: &quot;star&quot;}, {&quot;borderWidth&quot;: 1, &quot;color&quot;: &quot;#f8e45c&quot;, &quot;id&quot;: 3, &quot;label&quot;: &quot;pass test\\nR: 100&quot;, &quot;shape&quot;: &quot;star&quot;}, {&quot;borderWidth&quot;: 1, &quot;color&quot;: &quot;#f8e45c&quot;, &quot;id&quot;: 4, &quot;label&quot;: &quot;fail test\\nR: 0&quot;, &quot;shape&quot;: &quot;star&quot;}, {&quot;borderWidth&quot;: 1, &quot;color&quot;: &quot;#f8e45c&quot;, &quot;id&quot;: 5, &quot;label&quot;: &quot;end&quot;, &quot;shape&quot;: &quot;star&quot;}, {&quot;borderWidth&quot;: 1, &quot;color&quot;: null, &quot;id&quot;: 10000000000, &quot;label&quot;: &quot;study&quot;, &quot;shape&quot;: &quot;box&quot;}, {&quot;borderWidth&quot;: 1, &quot;color&quot;: null, &quot;id&quot;: 10000000001, &quot;label&quot;: &quot;don\\u0027t study&quot;, &quot;shape&quot;: &quot;box&quot;}]);\n",
+              "                  edges = new vis.DataSet([{&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 0, &quot;to&quot;: 10000000000}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 10000000000, &quot;label&quot;: &quot;1.0&quot;, &quot;to&quot;: 1}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 0, &quot;to&quot;: 10000000001}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 10000000001, &quot;label&quot;: &quot;1.0&quot;, &quot;to&quot;: 2}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 1, &quot;label&quot;: &quot;0.9&quot;, &quot;to&quot;: 3}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 1, &quot;label&quot;: &quot;0.1&quot;, &quot;to&quot;: 4}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 2, &quot;label&quot;: &quot;0.4&quot;, &quot;to&quot;: 3}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 2, &quot;label&quot;: &quot;0.6&quot;, &quot;to&quot;: 4}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 3, &quot;label&quot;: &quot;1.0&quot;, &quot;to&quot;: 5}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 4, &quot;label&quot;: &quot;1.0&quot;, &quot;to&quot;: 5}, {&quot;arrows&quot;: &quot;to&quot;, &quot;color&quot;: null, &quot;from&quot;: 5, &quot;label&quot;: &quot;1.0&quot;, &quot;to&quot;: 5}]);\n",
+              "\n",
+              "                  nodeColors = {};\n",
+              "                  allNodes = nodes.get({ returnType: &quot;Object&quot; });\n",
+              "                  for (nodeId in allNodes) {\n",
+              "                    nodeColors[nodeId] = allNodes[nodeId].color;\n",
+              "                  }\n",
+              "                  allEdges = edges.get({ returnType: &quot;Object&quot; });\n",
+              "                  // adding nodes and edges to the graph\n",
+              "                  data = {nodes: nodes, edges: edges};\n",
+              "\n",
+              "                  var options = {&quot;nodes&quot;: {&quot;color&quot;: {&quot;background&quot;: &quot;#99c1f1&quot;, &quot;border&quot;: &quot;#000000&quot;, &quot;highlight&quot;: {&quot;background&quot;: &quot;white&quot;, &quot;border&quot;: &quot;black&quot;}, &quot;font&quot;: {&quot;color&quot;: &quot;black&quot;, &quot;size&quot;: 14}}}, &quot;init&quot;: {&quot;borderWidth&quot;: 3, &quot;color&quot;: null, &quot;shape&quot;: &quot;circle&quot;, &quot;repulsion&quot;: 1}, &quot;states&quot;: {&quot;borderWidth&quot;: 1, &quot;color&quot;: &quot;#f8e45c&quot;, &quot;shape&quot;: &quot;star&quot;, &quot;repulsion&quot;: 1}, &quot;actions&quot;: {&quot;borderWidth&quot;: 1, &quot;color&quot;: null, &quot;shape&quot;: &quot;box&quot;, &quot;repulsion&quot;: 1}, &quot;numbers&quot;: {&quot;fractions&quot;: false, &quot;digits&quot;: 5, &quot;max_denominator&quot;: 20}, &quot;edges&quot;: {&quot;font&quot;: {&quot;color&quot;: &quot;black&quot;, &quot;size&quot;: 14}}, &quot;layout&quot;: {&quot;randomSeed&quot;: 5}, &quot;rounding&quot;: {&quot;fractions&quot;: &quot;False&quot;, &quot;digits&quot;: 2}};\n",
+              "\n",
+              "                  \n",
+              "\n",
+              "\n",
+              "                  \n",
+              "\n",
+              "                  network = new vis.Network(container, data, options);\n",
+              "\n",
+              "                  \n",
+              "\n",
+              "                  \n",
+              "\n",
+              "                  \n",
+              "\n",
+              "\n",
+              "                  \n",
+              "\n",
+              "                  return network;\n",
+              "\n",
+              "              }\n",
+              "              drawGraph();\n",
+              "        &lt;/script&gt;\n",
+              "    &lt;/body&gt;\n",
+              "&lt;/html&gt;\"\n",
+              "            border:none !important;\n",
+              "            allowfullscreen webkitallowfullscreen mozallowfullscreen\n",
+              "        ></iframe>"
+            ],
+            "text/plain": [
+              "<IPython.core.display.HTML object>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/plain": [
+              "<stormvogel.visualization.Visualization at 0x11fba6750>"
+            ]
+          },
+          "execution_count": 8,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "show(mdp, layout=Layout(\"stars.json\"))"
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3 (ipykernel)",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.12.4"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 5
+}
diff --git a/doc/index.rst b/docs/index.rst
similarity index 72%
rename from doc/index.rst
rename to docs/index.rst
index 63d13fe..00c59f8 100644
--- a/doc/index.rst
+++ b/docs/index.rst
@@ -5,18 +5,20 @@
 
 Welcome to stormvogel's documentation!
 ======================================
+Last update: |today|
+
+These are our current files:
 
 .. toctree::
    :maxdepth: 2
    :glob:
 
-   die
-
-
+   getting_started/die
+   getting_started/study
 
 
-Indices and tables
-==================
+Search for a specific page:
+===========================
 
 * :ref:`genindex`
 * :ref:`modindex`
diff --git a/doc/model.html b/docs/model.html
similarity index 100%
rename from doc/model.html
rename to docs/model.html
diff --git a/poetry.lock b/poetry.lock
index 1455df8..618be5a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -434,33 +434,33 @@ test = ["pytest"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.1"
+version = "1.8.2"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "debugpy-1.8.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dda73bf69ea479c8577a0448f8c707691152e6c4de7f0c4dec5a4bc11dee516e"},
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+    {file = "debugpy-1.8.2-cp38-cp38-win_amd64.whl", hash = "sha256:cf327316ae0c0e7dd81eb92d24ba8b5e88bb4d1b585b5c0d32929274a66a5210"},
+    {file = "debugpy-1.8.2-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:1523bc551e28e15147815d1397afc150ac99dbd3a8e64641d53425dba57b0ff9"},
+    {file = "debugpy-1.8.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e24ccb0cd6f8bfaec68d577cb49e9c680621c336f347479b3fce060ba7c09ec1"},
+    {file = "debugpy-1.8.2-cp39-cp39-win32.whl", hash = "sha256:7f8d57a98c5a486c5c7824bc0b9f2f11189d08d73635c326abef268f83950326"},
+    {file = "debugpy-1.8.2-cp39-cp39-win_amd64.whl", hash = "sha256:16c8dcab02617b75697a0a925a62943e26a0330da076e2a10437edd9f0bf3755"},
+    {file = "debugpy-1.8.2-py2.py3-none-any.whl", hash = "sha256:16e16df3a98a35c63c3ab1e4d19be4cbc7fdda92d9ddc059294f18910928e0ca"},
+    {file = "debugpy-1.8.2.zip", hash = "sha256:95378ed08ed2089221896b9b3a8d021e642c24edc8fef20e5d4342ca8be65c00"},
 ]
 
 [[package]]
@@ -562,6 +562,23 @@ files = [
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
 ]
 
+[[package]]
+name = "furo"
+version = "2024.5.6"
+description = "A clean customisable Sphinx documentation theme."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "furo-2024.5.6-py3-none-any.whl", hash = "sha256:490a00d08c0a37ecc90de03ae9227e8eb5d6f7f750edf9807f398a2bdf2358de"},
+    {file = "furo-2024.5.6.tar.gz", hash = "sha256:81f205a6605ebccbb883350432b4831c0196dd3d1bc92f61e1f459045b3d2b0b"},
+]
+
+[package.dependencies]
+beautifulsoup4 = "*"
+pygments = ">=2.7"
+sphinx = ">=6.0,<8.0"
+sphinx-basic-ng = ">=1.0.0.beta2"
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -620,13 +637,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "identify"
-version = "2.5.36"
+version = "2.6.0"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.36-py2.py3-none-any.whl", hash = "sha256:37d93f380f4de590500d9dba7db359d0d3da95ffe7f9de1753faa159e71e7dfa"},
-    {file = "identify-2.5.36.tar.gz", hash = "sha256:e5e00f54165f9047fbebeb4a560f9acfb8af4c88232be60a488e9b68d122745d"},
+    {file = "identify-2.6.0-py2.py3-none-any.whl", hash = "sha256:e79ae4406387a9d300332b5fd366d8994f1525e8414984e1a59e058b2eda2dd0"},
+    {file = "identify-2.6.0.tar.gz", hash = "sha256:cb171c685bdc31bcc4c1734698736a7d5b6c8bf2e0c15117f4d469c8640ae5cf"},
 ]
 
 [package.extras]
@@ -667,13 +684,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.4"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
-    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
 ]
 
 [package.dependencies]
@@ -700,13 +717,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.25.0"
+version = "8.26.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.25.0-py3-none-any.whl", hash = "sha256:53eee7ad44df903a06655871cbab66d156a051fd86f3ec6750470ac9604ac1ab"},
-    {file = "ipython-8.25.0.tar.gz", hash = "sha256:c6ed726a140b6e725b911528f80439c534fac915246af3efc39440a6b0f9d716"},
+    {file = "ipython-8.26.0-py3-none-any.whl", hash = "sha256:e6b347c27bdf9c32ee9d31ae85defc525755a1869f14057e900675b9e8d6e6ff"},
+    {file = "ipython-8.26.0.tar.gz", hash = "sha256:1cec0fbba8404af13facebe83d04436a7434c7400e59f47acf467c64abd0956c"},
 ]
 
 [package.dependencies]
@@ -732,7 +749,7 @@ nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
@@ -846,13 +863,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.22.0"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
-    {file = "jsonschema-4.22.0.tar.gz", hash = "sha256:5b22d434a45935119af990552c862e5d6d564e8f6601206b305a61fdf661a2b7"},
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
@@ -867,11 +884,11 @@ rfc3339-validator = {version = "*", optional = true, markers = "extra == \"forma
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -1025,13 +1042,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.2"
+version = "4.2.3"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.2.2-py3-none-any.whl", hash = "sha256:59ee9b839f43308c3dfd55d72d1f1a299ed42a7f91f2d1afe9c12a783f9e525f"},
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+    {file = "rpds_py-0.19.0.tar.gz", hash = "sha256:4fdc9afadbeb393b4bbbad75481e0ea78e4469f2e1d713a90811700830b553a9"},
 ]
 
 [[package]]
@@ -2061,18 +2078,18 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "70.1.1"
+version = "70.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"},
-    {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"},
+    {file = "setuptools-70.2.0-py3-none-any.whl", hash = "sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05"},
+    {file = "setuptools-70.2.0.tar.gz", hash = "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -2152,6 +2169,23 @@ docs = ["sphinxcontrib-websupport"]
 lint = ["flake8 (>=3.5.0)", "importlib_metadata", "mypy (==1.9.0)", "pytest (>=6.0)", "ruff (==0.3.7)", "sphinx-lint", "tomli", "types-docutils", "types-requests"]
 test = ["cython (>=3.0)", "defusedxml (>=0.7.1)", "pytest (>=6.0)", "setuptools (>=67.0)"]
 
+[[package]]
+name = "sphinx-basic-ng"
+version = "1.0.0b2"
+description = "A modern skeleton for Sphinx themes."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "sphinx_basic_ng-1.0.0b2-py3-none-any.whl", hash = "sha256:eb09aedbabfb650607e9b4b68c9d240b90b1e1be221d6ad71d61c52e29f7932b"},
+    {file = "sphinx_basic_ng-1.0.0b2.tar.gz", hash = "sha256:9ec55a47c90c8c002b5960c57492ec3021f5193cb26cebc2dc4ea226848651c9"},
+]
+
+[package.dependencies]
+sphinx = ">=4.0"
+
+[package.extras]
+docs = ["furo", "ipython", "myst-parser", "sphinx-copybutton", "sphinx-inline-tabs"]
+
 [[package]]
 name = "sphinxcontrib-applehelp"
 version = "1.0.8"
@@ -2479,4 +2513,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "582f4f2619cc7c6b5f96838b30d5cad26a1ca52d48eca27979ec49ca33a3ffe3"
+content-hash = "16c34cb5fd00f150442749b722044f5bd9d7fe5caabdb8c37117b51732c39f24"
diff --git a/pyproject.toml b/pyproject.toml
index dea54ac..a1ef3ed 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,6 @@ readme = "README.md"
 python = "^3.11"
 ipywidgets = "^8.1.3"
 pyvis = "^0.3.2"
-nbsphinx = "^0.9.4"
 
 [tool.poetry.group.test.dependencies]
 pytest = "^8.2.2"
@@ -28,6 +27,8 @@ pyright = "^1.1.368"
 ipykernel = "^6.29.4"
 jupyterlab = "^4.2.2"
 sphinx = "^7.3.7"
+furo = "^2024.5.6"
+nbsphinx = "^0.9.4"
 
 [tool.ruff]
 src = ["stormvogel", "examples"]