diff --git a/docs/docs/tutorials/analysis.ipynb b/docs/docs/tutorials/analysis.ipynb
index 471a36ee..0ea7d90a 100644
--- a/docs/docs/tutorials/analysis.ipynb
+++ b/docs/docs/tutorials/analysis.ipynb
@@ -49,7 +49,7 @@
     "# Load the vanadium data\n",
     "vanadium_experiment = Experiment('Vanadium')\n",
     "file_path = pooch.retrieve(\n",
-    "    url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/develop/docs/docs/tutorials/vanadium_data_example.h5',\n",
+    "    url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/docs/docs/docs/tutorials/data/vanadium_data_example.h5',\n",
     "    known_hash='16cc1b327c303feeb88fb9dda5390dc4880b62396b1793f98c6fef0b27c7b873',\n",
     ")\n",
     "\n",
diff --git a/docs/docs/tutorials/analysis1d.ipynb b/docs/docs/tutorials/analysis1d.ipynb
index f81c5731..8230118a 100644
--- a/docs/docs/tutorials/analysis1d.ipynb
+++ b/docs/docs/tutorials/analysis1d.ipynb
@@ -39,17 +39,19 @@
    "outputs": [],
    "source": [
     "vanadium_experiment = Experiment('Vanadium')\n",
+    "\n",
     "file_path = pooch.retrieve(\n",
-    "    url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/develop/docs/docs/tutorials/vanadium_data_example.h5',\n",
+    "    url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/docs/docs/docs/tutorials/data/vanadium_data_example.h5',\n",
     "    known_hash='16cc1b327c303feeb88fb9dda5390dc4880b62396b1793f98c6fef0b27c7b873',\n",
     ")\n",
     "\n",
+    "\n",
     "vanadium_experiment.load_hdf5(filename=file_path)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "41f842f0",
    "metadata": {},
    "outputs": [],
@@ -80,15 +82,16 @@
     ")\n",
     "\n",
     "fit_result = my_analysis.fit()\n",
-    "fig = my_analysis.plot_data_and_model()"
+    "fig = my_analysis.plot_data_and_model()\n",
+    "fig"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "easydynamics_newbase",
+   "display_name": "Python (Pixi)",
    "language": "python",
-   "name": "python3"
+   "name": "pixi-kernel-python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -100,7 +103,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.12"
+   "version": "3.12.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/tutorials/experiment.ipynb b/docs/docs/tutorials/experiment.ipynb
index 47df42e2..0c4572f4 100644
--- a/docs/docs/tutorials/experiment.ipynb
+++ b/docs/docs/tutorials/experiment.ipynb
@@ -33,8 +33,9 @@
     "# Load and plot example vanadium data\n",
     "# Load the vanadium data\n",
     "vanadium_experiment = Experiment('Vanadium')\n",
+    "\n",
     "file_path = pooch.retrieve(\n",
-    "    url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/develop/docs/docs/tutorials/vanadium_data_example.h5',\n",
+    "    url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/docs/docs/docs/tutorials/data/vanadium_data_example.h5',\n",
     "    known_hash='16cc1b327c303feeb88fb9dda5390dc4880b62396b1793f98c6fef0b27c7b873',\n",
     ")\n",
     "\n",
@@ -69,9 +70,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "easydynamics_newbase",
+   "display_name": "Python (Pixi)",
    "language": "python",
-   "name": "python3"
+   "name": "pixi-kernel-python3"
   },
   "language_info": {
    "codemirror_mode": {
diff --git a/docs/docs/tutorials/tutorial1_brownian.ipynb b/docs/docs/tutorials/tutorial1_brownian.ipynb
index f602e7fd..86725cfa 100644
--- a/docs/docs/tutorials/tutorial1_brownian.ipynb
+++ b/docs/docs/tutorials/tutorial1_brownian.ipynb
@@ -614,7 +614,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.13"
+   "version": "3.12.12"
   }
  },
  "nbformat": 4,