diff --git a/tutorial.html b/tutorial.html
index f86570b..364cf27 100755
--- a/tutorial.html
+++ b/tutorial.html
@@ -116,9 +116,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 4</td>
-                                            <td>Running RLlab (previous version of RLlib) Experiments</td>
+                                            <td>Visualizing Experiment Results</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial04_rllab.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial04_visualize.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -126,9 +126,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 5</td>
-                                            <td>Visualizing Experiment Results</td>
+                                            <td>Creating Custom Scenarios</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial05_visualize.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial05_networks.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -136,9 +136,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 6</td>
-                                            <td>Creating Custom Scenarios</td>
+                                            <td>Networks from OpenStreetMap</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial06_scenarios.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial06_osm.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -146,9 +146,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 7</td>
-                                            <td>Networks from OpenStreetMap</td>
+                                            <td>Networks from Custom Templates</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial07_osm.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial07_network_templates.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -156,9 +156,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 8</td>
-                                            <td>Networks from Custom Templates</td>
+                                            <td>Creating Custom Environments</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial08_network_templates.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial08_environments.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -166,9 +166,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 9</td>
-                                            <td>Creating Custom Environments</td>
+                                            <td>Custom Controllers</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial09_environments.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial09_controllers.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -176,9 +176,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 10</td>
-                                            <td>Custom Controllers</td>
+                                            <td>Traffic Lights</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial10_controllers.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial10_traffic_lights.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -186,9 +186,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 11</td>
-                                            <td>Traffic Lights</td>
+                                            <td>Inflows</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial11_traffic_lights.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial11_inflows.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -196,9 +196,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 12</td>
-                                            <td>Inflows</td>
+                                            <td>Bottlenecks</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial12_inflows.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial12_bottlenecks.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>
@@ -206,9 +206,9 @@ <h2 class="fs-3 mb-1 fw-200">Flow Tutorials on Python Jupyter Notebooks</h2>
                                         </tr>
                                         <tr>
                                             <td>Tutorial 13</td>
-                                            <td>Running rllab experiments on EC2</td>
+                                            <td>Running RLlib experiments on EC2</td>
                                             <td>
-                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial13_rllab_ec2.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
+                                                <a href="https://github.com/flow-project/flow/blob/master/tutorials/tutorial13_rllib_ec2.ipynb" class="btn btn-xs btn-icon btn-primary btn-icon-left" target="_blank">
                                                     <span class="fa fa-terminal">
                                                     </span> Open Notebook
                                                 </a>