diff --git a/tutorials/W1D1_Generalization/W1D1_Outro.ipynb b/tutorials/W1D1_Generalization/W1D1_Outro.ipynb
index 5b3870a98..6cb6050ce 100644
--- a/tutorials/W1D1_Generalization/W1D1_Outro.ipynb
+++ b/tutorials/W1D1_Generalization/W1D1_Outro.ipynb
@@ -2,26 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "f1cf9c68",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "246f8d4a-49d5-4938-bcaf-eb975d9e9031",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/aa2c6cda-2b7e-4607-a5b8-31dbd8c5f8e4\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D1_Generalization/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D1_Generalization/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D1_Generalization/instructor/W1D1_Outro.ipynb b/tutorials/W1D1_Generalization/instructor/W1D1_Outro.ipynb
index 5b3870a98..daf33e0d3 100644
--- a/tutorials/W1D1_Generalization/instructor/W1D1_Outro.ipynb
+++ b/tutorials/W1D1_Generalization/instructor/W1D1_Outro.ipynb
@@ -2,26 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "ada43000",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "246f8d4a-49d5-4938-bcaf-eb975d9e9031",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/aa2c6cda-2b7e-4607-a5b8-31dbd8c5f8e4\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D1_Generalization/instructor/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D1_Generalization/instructor/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb b/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb
index 5b3870a98..04c31fd86 100644
--- a/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb
+++ b/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb
@@ -2,27 +2,15 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "fa23c786",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
     "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D1_Generalization/student/W1D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "246f8d4a-49d5-4938-bcaf-eb975d9e9031",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/aa2c6cda-2b7e-4607-a5b8-31dbd8c5f8e4\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D2_ComparingTasks/W1D2_Outro.ipynb b/tutorials/W1D2_ComparingTasks/W1D2_Outro.ipynb
index 17ead8a6d..c7d411e59 100644
--- a/tutorials/W1D2_ComparingTasks/W1D2_Outro.ipynb
+++ b/tutorials/W1D2_ComparingTasks/W1D2_Outro.ipynb
@@ -2,26 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "00fe7d35",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "246f8d4a-49d5-4938-bcaf-eb975d9e9031",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/d9c7d186-6de2-48b4-b5e1-26adc39cbf9a\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D2_ComparingTasks/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D2_ComparingTasks/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D2_ComparingTasks/instructor/W1D2_Outro.ipynb b/tutorials/W1D2_ComparingTasks/instructor/W1D2_Outro.ipynb
index 17ead8a6d..6f05455d5 100644
--- a/tutorials/W1D2_ComparingTasks/instructor/W1D2_Outro.ipynb
+++ b/tutorials/W1D2_ComparingTasks/instructor/W1D2_Outro.ipynb
@@ -2,26 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "d9452a96",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "246f8d4a-49d5-4938-bcaf-eb975d9e9031",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/d9c7d186-6de2-48b4-b5e1-26adc39cbf9a\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D2_ComparingTasks/instructor/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D2_ComparingTasks/instructor/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb b/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb
index 17ead8a6d..16e7f4b99 100644
--- a/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb
+++ b/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb
@@ -2,27 +2,15 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "8148fd0c",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
     "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D2_ComparingTasks/student/W1D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "246f8d4a-49d5-4938-bcaf-eb975d9e9031",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/d9c7d186-6de2-48b4-b5e1-26adc39cbf9a\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/W1D3_Outro.ipynb b/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/W1D3_Outro.ipynb
index d9d92459f..9d6d5ca24 100644
--- a/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/W1D3_Outro.ipynb
+++ b/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/W1D3_Outro.ipynb
@@ -2,26 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "24febc37",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "22d5410f-0745-4a99-a40f-cd591c3b4d45",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/09ae0d41-b031-4b73-8685-2a22153a7636\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/instructor/W1D3_Outro.ipynb b/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/instructor/W1D3_Outro.ipynb
index d9d92459f..749062374 100644
--- a/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/instructor/W1D3_Outro.ipynb
+++ b/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/instructor/W1D3_Outro.ipynb
@@ -2,26 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "841bea6c",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "22d5410f-0745-4a99-a40f-cd591c3b4d45",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/09ae0d41-b031-4b73-8685-2a22153a7636\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/instructor/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/instructor/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb b/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb
index d9d92459f..7851f68bd 100644
--- a/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb
+++ b/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb
@@ -2,27 +2,15 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4e3d2b26-a059-4683-8bfd-2499a50eb346",
+   "id": "6eb02640",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
     "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D3_ComparingArtificialAndBiologicalNetworks/student/W1D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "22d5410f-0745-4a99-a40f-cd591c3b4d45",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/09ae0d41-b031-4b73-8685-2a22153a7636\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -52,7 +40,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D5_Microcircuits/W1D5_Outro.ipynb b/tutorials/W1D5_Microcircuits/W1D5_Outro.ipynb
index 44c5e1108..b9f0eebb4 100644
--- a/tutorials/W1D5_Microcircuits/W1D5_Outro.ipynb
+++ b/tutorials/W1D5_Microcircuits/W1D5_Outro.ipynb
@@ -2,27 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "ecec513a",
    "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
+    "colab_type": "text",
     "execution": {},
-    "pycharm": {
-     "name": "#%% md\n"
-    }
+    "id": "view-in-github"
    },
    "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/3a3498fc-3069-471a-a1be-2183de2d04de\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D5_Microcircuits/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D5_Microcircuits/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -54,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D5_Microcircuits/instructor/W1D5_Outro.ipynb b/tutorials/W1D5_Microcircuits/instructor/W1D5_Outro.ipynb
index 44c5e1108..dae0aa5c6 100644
--- a/tutorials/W1D5_Microcircuits/instructor/W1D5_Outro.ipynb
+++ b/tutorials/W1D5_Microcircuits/instructor/W1D5_Outro.ipynb
@@ -2,27 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "8d7e70c3",
    "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
+    "colab_type": "text",
     "execution": {},
-    "pycharm": {
-     "name": "#%% md\n"
-    }
+    "id": "view-in-github"
    },
    "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/3a3498fc-3069-471a-a1be-2183de2d04de\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D5_Microcircuits/instructor/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D5_Microcircuits/instructor/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -54,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb b/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb
index 44c5e1108..65d5862b9 100644
--- a/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb
+++ b/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb
@@ -2,27 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "29c8f2d0",
    "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
+    "colab_type": "text",
     "execution": {},
-    "pycharm": {
-     "name": "#%% md\n"
-    }
+    "id": "view-in-github"
    },
    "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/3a3498fc-3069-471a-a1be-2183de2d04de\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W1D5_Microcircuits/student/W1D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -54,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D1_Macrocircuits/W2D1_Outro.ipynb b/tutorials/W2D1_Macrocircuits/W2D1_Outro.ipynb
index 26e980072..d181b7efa 100644
--- a/tutorials/W2D1_Macrocircuits/W2D1_Outro.ipynb
+++ b/tutorials/W2D1_Macrocircuits/W2D1_Outro.ipynb
@@ -2,24 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "3666827b",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/78bb8f0d-d039-4a51-8ba2-b8e0c98b4f47\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D1_Macrocircuits/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D1_Macrocircuits/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D1_Macrocircuits/instructor/W2D1_Outro.ipynb b/tutorials/W2D1_Macrocircuits/instructor/W2D1_Outro.ipynb
index 26e980072..6993c6365 100644
--- a/tutorials/W2D1_Macrocircuits/instructor/W2D1_Outro.ipynb
+++ b/tutorials/W2D1_Macrocircuits/instructor/W2D1_Outro.ipynb
@@ -2,24 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "8edf44f9",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/78bb8f0d-d039-4a51-8ba2-b8e0c98b4f47\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D1_Macrocircuits/instructor/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D1_Macrocircuits/instructor/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb b/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb
index 26e980072..3c35de0cc 100644
--- a/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb
+++ b/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb
@@ -2,25 +2,15 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "3f1bd596",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
     "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D1_Macrocircuits/student/W2D1_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/78bb8f0d-d039-4a51-8ba2-b8e0c98b4f47\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb b/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb
index bf55a7226..d0332a63c 100644
--- a/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb
+++ b/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb
@@ -2,24 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "ba0c3b1d",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/98c9ffc6-7a32-4751-a549-d7f4b417d705\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Outro.ipynb b/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Outro.ipynb
index bf55a7226..0cb9ce8ea 100644
--- a/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Outro.ipynb
+++ b/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Outro.ipynb
@@ -2,24 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "576fb539",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/98c9ffc6-7a32-4751-a549-d7f4b417d705\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/instructor/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb b/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb
index bf55a7226..cfb7ba8cc 100644
--- a/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb
+++ b/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb
@@ -2,25 +2,15 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "116375f7",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
     "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D2_NeuroSymbolicMethods/student/W2D2_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/98c9ffc6-7a32-4751-a549-d7f4b417d705\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D3_Microlearning/W2D3_Outro.ipynb b/tutorials/W2D3_Microlearning/W2D3_Outro.ipynb
index 7b930ef41..f0d4f455a 100644
--- a/tutorials/W2D3_Microlearning/W2D3_Outro.ipynb
+++ b/tutorials/W2D3_Microlearning/W2D3_Outro.ipynb
@@ -2,24 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "bdaa1329",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/7a821999-6932-4489-807e-045a1468d82b\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D3_Microlearning/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D3_Microlearning/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D3_Microlearning/instructor/W2D3_Outro.ipynb b/tutorials/W2D3_Microlearning/instructor/W2D3_Outro.ipynb
index 7b930ef41..04e4fe5d6 100644
--- a/tutorials/W2D3_Microlearning/instructor/W2D3_Outro.ipynb
+++ b/tutorials/W2D3_Microlearning/instructor/W2D3_Outro.ipynb
@@ -2,24 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "98b81850",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/7a821999-6932-4489-807e-045a1468d82b\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D3_Microlearning/instructor/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D3_Microlearning/instructor/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb b/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb
index 7b930ef41..c7cb07317 100644
--- a/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb
+++ b/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb
@@ -2,25 +2,15 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "e9d50ccb",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
     "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D3_Microlearning/student/W2D3_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/7a821999-6932-4489-807e-045a1468d82b\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -51,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D4_Macrolearning/W2D4_Outro.ipynb b/tutorials/W2D4_Macrolearning/W2D4_Outro.ipynb
index 75ce55488..ba569dd3e 100644
--- a/tutorials/W2D4_Macrolearning/W2D4_Outro.ipynb
+++ b/tutorials/W2D4_Macrolearning/W2D4_Outro.ipynb
@@ -2,27 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "e963eef6",
    "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
+    "colab_type": "text",
     "execution": {},
-    "pycharm": {
-     "name": "#%% md\n"
-    }
+    "id": "view-in-github"
    },
    "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/792d7a01-70ce-4286-8021-a4435a88843a\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D4_Macrolearning/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D4_Macrolearning/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -54,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D4_Macrolearning/instructor/W2D4_Outro.ipynb b/tutorials/W2D4_Macrolearning/instructor/W2D4_Outro.ipynb
index 75ce55488..3822e15df 100644
--- a/tutorials/W2D4_Macrolearning/instructor/W2D4_Outro.ipynb
+++ b/tutorials/W2D4_Macrolearning/instructor/W2D4_Outro.ipynb
@@ -2,27 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "6d95afc4",
    "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
+    "colab_type": "text",
     "execution": {},
-    "pycharm": {
-     "name": "#%% md\n"
-    }
+    "id": "view-in-github"
    },
    "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/792d7a01-70ce-4286-8021-a4435a88843a\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D4_Macrolearning/instructor/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D4_Macrolearning/instructor/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -54,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb b/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb
index 75ce55488..2af461b01 100644
--- a/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb
+++ b/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb
@@ -2,27 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "37f6916e",
    "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
+    "colab_type": "text",
     "execution": {},
-    "pycharm": {
-     "name": "#%% md\n"
-    }
+    "id": "view-in-github"
    },
    "source": [
-    "# Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/792d7a01-70ce-4286-8021-a4435a88843a\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D4_Macrolearning/student/W2D4_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   }
  ],
@@ -54,7 +41,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D5_Mysteries/W2D5_Outro.ipynb b/tutorials/W2D5_Mysteries/W2D5_Outro.ipynb
index d59b6d1dc..08667ee44 100644
--- a/tutorials/W2D5_Mysteries/W2D5_Outro.ipynb
+++ b/tutorials/W2D5_Mysteries/W2D5_Outro.ipynb
@@ -2,11 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "037be753",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D5_Mysteries/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D5_Mysteries/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   },
   {
@@ -18,7 +21,7 @@
     }
    },
    "source": [
-    "# Outro & Daily survey\n"
+    "# Outro"
    ]
   },
   {
@@ -118,7 +121,7 @@
     "execution": {}
    },
    "source": [
-    "## Slides\n"
+    "## Slides"
    ]
   },
   {
@@ -143,19 +146,6 @@
     "    display(IFrame(src=f\"https://mfr.ca-1.osf.io/render?url=https://osf.io/{link_id}/?direct%26mode=render%26action=download%26mode=render\", width=730, height=410))\n",
     "display(out)"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "## Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/2dcb767e-470b-4632-a3ac-7cba56d52852\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -186,7 +176,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D5_Mysteries/instructor/W2D5_Outro.ipynb b/tutorials/W2D5_Mysteries/instructor/W2D5_Outro.ipynb
index d59b6d1dc..81531bd4f 100644
--- a/tutorials/W2D5_Mysteries/instructor/W2D5_Outro.ipynb
+++ b/tutorials/W2D5_Mysteries/instructor/W2D5_Outro.ipynb
@@ -2,11 +2,14 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "5d6a5e63",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
-    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
+    "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D5_Mysteries/instructor/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D5_Mysteries/instructor/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
    ]
   },
   {
@@ -18,7 +21,7 @@
     }
    },
    "source": [
-    "# Outro & Daily survey\n"
+    "# Outro"
    ]
   },
   {
@@ -118,7 +121,7 @@
     "execution": {}
    },
    "source": [
-    "## Slides\n"
+    "## Slides"
    ]
   },
   {
@@ -143,19 +146,6 @@
     "    display(IFrame(src=f\"https://mfr.ca-1.osf.io/render?url=https://osf.io/{link_id}/?direct%26mode=render%26action=download%26mode=render\", width=730, height=410))\n",
     "display(out)"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "## Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/2dcb767e-470b-4632-a3ac-7cba56d52852\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -186,7 +176,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb b/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb
index d59b6d1dc..cdfe57e6a 100644
--- a/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb
+++ b/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb
@@ -2,8 +2,11 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "id": "4f108917",
    "metadata": {
-    "execution": {}
+    "colab_type": "text",
+    "execution": {},
+    "id": "view-in-github"
    },
    "source": [
     "<a href=\"https://colab.research.google.com/github/neuromatch/NeuroAI_Course/blob/main/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a> &nbsp; <a href=\"https://kaggle.com/kernels/welcome?src=https://raw.githubusercontent.com/neuromatch/NeuroAI_Course/main/tutorials/W2D5_Mysteries/student/W2D5_Outro.ipynb\" target=\"_parent\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open in Kaggle\"/></a>"
@@ -18,7 +21,7 @@
     }
    },
    "source": [
-    "# Outro & Daily survey\n"
+    "# Outro"
    ]
   },
   {
@@ -118,7 +121,7 @@
     "execution": {}
    },
    "source": [
-    "## Slides\n"
+    "## Slides"
    ]
   },
   {
@@ -143,19 +146,6 @@
     "    display(IFrame(src=f\"https://mfr.ca-1.osf.io/render?url=https://osf.io/{link_id}/?direct%26mode=render%26action=download%26mode=render\", width=730, height=410))\n",
     "display(out)"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "execution": {}
-   },
-   "source": [
-    "## Daily survey\n",
-    "\n",
-    "Don't forget to complete your reflections and content check in the daily survey! Please be patient after logging in as there is a small delay before you will be redirected to the survey.\n",
-    "\n",
-    "<a href=\"https://portal.neuromatchacademy.org/api/redirect/to/2dcb767e-470b-4632-a3ac-7cba56d52852\"><img src=\"https://github.com/neuromatch/NeuroAI_Course/blob/main/tutorials/static/button.png?raw=1\" alt=\"button link to survey\" style=\"width:410px\"></a>"
-   ]
   }
  ],
  "metadata": {
@@ -186,7 +176,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.10.20"
   }
  },
  "nbformat": 4,