diff --git a/data_fMRI/clustering_fMRI_data.ipynb b/data_fMRI/clustering_fMRI_data.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1877e1f43983997d2b3f97a300c39fd0f0edcbf4
--- /dev/null
+++ b/data_fMRI/clustering_fMRI_data.ipynb
@@ -0,0 +1,391 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "a411615a",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# Import dependencies\n",
+    "\n",
+    "import numpy as np\n",
+    "import scipy.signal as spsg\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn import cluster, decomposition\n",
+    "from sklearn.metrics import silhouette_samples, silhouette_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "50e85cef",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "shape of data array: (22, 5, 66, 300)\n",
+      "dimensions: subjects, runs, ROIs, time points\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Load fMRI data\n",
+    "\n",
+    "n_sub = 22 # number of subjects\n",
+    "n_run = 5  # fMRI sessions/runs: first 2 rest + last 3 movie\n",
+    "N = 66     # number of ROIs\n",
+    "T = 300    # number of TRs of the recording\n",
+    "\n",
+    "# Load the functional data\n",
+    "ts_emp = np.load('ts_emp.npy')\n",
+    "print('shape of data array:', ts_emp.shape)\n",
+    "print('dimensions: subjects, runs, ROIs, time points')\n",
+    "\n",
+    "# Time resolution for fMRI signals (in seconds)\n",
+    "TR = 2.0\n",
+    "\n",
+    "# Filter the BOLD signals between 0.01 and 0.2 Hz\n",
+    "n_order = 3\n",
+    "Nyquist_freq = 0.5 / TR\n",
+    "low_f = 0.01 / Nyquist_freq\n",
+    "high_f = 0.2 / Nyquist_freq\n",
+    "b,a = spsg.iirfilter(n_order, [low_f,high_f], btype='bandpass', ftype='butter')\n",
+    "\n",
+    "filtered_ts_emp = spsg.filtfilt(b,a,ts_emp, axis=-1)\n",
+    "\n",
+    "# Visualise the BOLD signals\n",
+    "plt.figure()\n",
+    "plt.plot(range(T),ts_emp[0,0,:,:].T)\n",
+    "plt.xlabel('time')\n",
+    "plt.ylabel('ROI activation')\n",
+    "plt.title('unfiltered BOLD signals')\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(range(T),filtered_ts_emp[0,0,:,:].T)\n",
+    "plt.xlabel('time')\n",
+    "plt.ylabel('ROI activation')\n",
+    "plt.title('filtered BOLD signals')\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "18e2b0f7",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Regions of interest (ROIs):\n",
+      " ['rBSTS' ' rCAC' ' rCMF' ' rCUN' ' rENT' '  rFP' ' rFUS' '  rIP' '  rIT'\n",
+      " 'rISTC' 'rLOCC' ' rLOF' 'rLING' ' rMOF' '  rMT' 'rPARC' 'rPARH' 'rPOPE'\n",
+      " 'rPORB' 'rPTRI' 'rPCAL' 'rPSTC' '  rPC' 'rPREC' 'rPCUN' ' rRAC' ' rRMF'\n",
+      " '  rSF' '  rSP' '  rST' 'rSMAR' '  rTP' '  rTT' '  lTT' '  lTP' 'lSMAR'\n",
+      " '  lST' '  lSP' '  lSF' ' lRMF' ' lRAC' 'lPCUN' 'lPREC' '  lPC' 'lPSTC'\n",
+      " 'lPCAL' 'lPTRI' 'lPORB' 'lPOPE' 'lPARH' 'lPARC' '  lMT' ' lMOF' 'lLING'\n",
+      " ' lLOF' 'lLOCC' 'lISTC' '  lIT' '  lIP' ' lFUS' '  lFP' ' lENT' ' lCUN'\n",
+      " ' lCMF' ' lCAC' 'lBSTS']\n"
+     ]
+    }
+   ],
+   "source": [
+    "#%%  Load the labels for brain regions (ROIs)\n",
+    "\n",
+    "ROI_labels = np.load('ROI_labels.npy')\n",
+    "print('Regions of interest (ROIs):\\n', ROI_labels)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "e6862910-5af5-4499-bea4-64baf9f17df1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(4356,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(np.corrcoef(filtered_ts_emp[0,0,:,:]).flatten().shape)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "63ef42b7-7365-4383-8120-874eed663217",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7f7acef3c3d0>"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.imshow(np.corrcoef(filtered_ts_emp[0,0,:,:]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "631130aa-babf-44e3-9fd6-6cd623e099cb",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "X = np.zeros([n_sub,n_run,N,N])\n",
+    "y = np.zeros([n_sub,n_run], dtype=int)\n",
+    "for i_sub in range(n_sub):\n",
+    "    for i_run in range(n_run):\n",
+    "        X[i_sub,i_run,:,:] = np.corrcoef(filtered_ts_emp[i_sub,i_run,:,:])\n",
+    "        y[i_sub,i_run] = i_sub\n",
+    "\n",
+    "        \n",
+    "X = X.reshape([n_sub*n_run,N**2])\n",
+    "y = y.reshape([n_sub*n_run])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "18a2936d-5e4e-4a1d-8059-789f12cd719c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "km = cluster.MiniBatchKMeans(n_clusters=4, n_init=\"auto\")\n",
+    "km.fit(X)\n",
+    "y_cluster = km.predict(X)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "80b447ce-a8c9-48a7-891a-822b6e86ed8f",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 3, 1, 1, 2, 0, 0, 1, 1, 1, 2, 2,\n",
+       "       1, 1, 1, 0, 0, 1, 1, 1, 2, 0, 2, 2, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1,\n",
+       "       1, 2, 0, 1, 1, 1, 2, 0, 2, 2, 2, 0, 0, 1, 1, 1, 0, 3, 1, 1, 1, 0,\n",
+       "       0, 1, 1, 1, 0, 2, 1, 1, 1, 0, 0, 1, 2, 1, 3, 3, 3, 3, 1, 0, 0, 1,\n",
+       "       1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1],\n",
+       "      dtype=int32)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_cluster"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "9e9e5987-0621-4f69-b20f-0222788ad77d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x7f7ac002add0>"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X_pca = decomposition.PCA(n_components=2).fit_transform(X)\n",
+    "\n",
+    "plt.scatter(X_pca[:,0], X_pca[:,1], c=y_cluster)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "1e784478-6951-466f-9747-b42965c4be0d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "sample_silhouette_values = silhouette_samples(X, y_cluster, metric='correlation')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "9473f5dc-d3a3-4e35-8e11-75dc988ff259",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.07446589399877382"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "silhouette_score(X, y_cluster, metric='euclidean')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "dc88d80a-3987-49d5-a8af-56f3c15836b1",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1800x700 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.cm as cm\n",
+    "y_lower = 10\n",
+    "n_clusters = 4\n",
+    "\n",
+    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
+    "fig.set_size_inches(18, 7)\n",
+    "for i in range(n_clusters):\n",
+    "    # Aggregate the silhouette scores for samples belonging to\n",
+    "    # cluster i, and sort them\n",
+    "    ith_cluster_silhouette_values = sample_silhouette_values[y_cluster == i]\n",
+    "\n",
+    "    ith_cluster_silhouette_values.sort()\n",
+    "\n",
+    "    size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
+    "    y_upper = y_lower + size_cluster_i\n",
+    "\n",
+    "    color = cm.nipy_spectral(float(i) / n_clusters)\n",
+    "    ax1.fill_betweenx(\n",
+    "        np.arange(y_lower, y_upper),\n",
+    "        0,\n",
+    "        ith_cluster_silhouette_values,\n",
+    "        facecolor=color,\n",
+    "        edgecolor=color,\n",
+    "        alpha=0.7,\n",
+    "    )\n",
+    "\n",
+    "    # Label the silhouette plots with their cluster numbers at the middle\n",
+    "    ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n",
+    "\n",
+    "    # Compute the new y_lower for next plot\n",
+    "    y_lower = y_upper + 10  # 10 for the 0 samples"
+   ]
+  }
+ ],
+ "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": "3.11.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}