diff --git a/examples/BasicUsage.ipynb b/examples/BasicUsage.ipynb
index 87135c0..85a80f4 100644
--- a/examples/BasicUsage.ipynb
+++ b/examples/BasicUsage.ipynb
@@ -11,7 +11,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,7 @@
     "  # Install Intrasom\n",
     "  !pip install minisom\n",
     "\n",
-    "LOCAL_DEV = False\n",
+    "LOCAL_DEV = True\n",
     "if LOCAL_DEV:\n",
     "    sys.path.insert(0, '../')\n",
     "    %load_ext autoreload"
@@ -81,1011 +81,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "hi\n",
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-      " [  999 / 1000 ] 100% - 0:00:00 left \r",
       " [ 1000 / 1000 ] 100% - 0:00:00 left \n",
-      " quantization error: 0.5122938629333135\n"
+      " quantization error: 0.5066718959092331\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/giuseppe.vettigli/Personal/minisom/examples/../minisom.py:447: ComplexWarning: Casting complex values to real discards the imaginary part\n",
+      "  self._weights[i, j] = c1*pc[pc_order[0]] + \\\n"
      ]
     }
    ],
@@ -1114,34 +119,12 @@
    "outputs": [
     {
      "data": {
+      "image/png": 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",
       "text/plain": [
-       "0.15"
+       "<Figure size 900x900 with 2 Axes>"
       ]
      },
-     "execution_count": 5,
      "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "som.topographic_error(data[:100])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 648x648 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
      "output_type": "display_data"
     }
    ],
@@ -1176,19 +159,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
-       "<Figure size 720x648 with 2 Axes>"
+       "<Figure size 1000x900 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1221,19 +202,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
-       "<Figure size 504x504 with 2 Axes>"
+       "<Figure size 700x700 with 2 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1254,14 +233,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
-       "<Figure size 648x648 with 76 Axes>"
+       "<Figure size 900x900 with 72 Axes>"
       ]
      },
      "metadata": {},
@@ -1290,94 +269,52 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To understand how the training evolves we can plot the quantization and topographic error of the SOM at each step. This is particularly important when estimating the number of iterations to run:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "som = MiniSom(10, 20, data.shape[1], sigma=3., learning_rate=.7,\n",
-    "              neighborhood_function='gaussian', random_seed=10)\n",
-    "\n",
-    "max_iter = 1000\n",
-    "q_error = []\n",
-    "t_error = []\n",
-    "\n",
-    "for i in range(max_iter):\n",
-    "    rand_i = np.random.randint(len(data))\n",
-    "    som.update(data[rand_i], som.winner(data[rand_i]), i, max_iter)\n",
-    "    q_error.append(som.quantization_error(data))\n",
-    "    t_error.append(som.topographic_error(data))\n",
-    "\n",
-    "plt.plot(np.arange(max_iter), q_error, label='quantization error')\n",
-    "plt.plot(np.arange(max_iter), t_error, label='topographic error')\n",
-    "plt.ylabel('error')\n",
-    "plt.xlabel('iteration index')\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "To understand how the training evolves we can plot the different measures of error at each step. This is particularly important when estimating the number of iterations to run:"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "hi\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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\n",
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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 3 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "som = MiniSom(10, 20, data.shape[1], sigma=3., learning_rate=.7,\n",
+    "som = MiniSom(10, 10, data.shape[1], sigma=1.5, learning_rate=.5,\n",
     "              neighborhood_function='gaussian', random_seed=10)\n",
     "\n",
-    "som.pca_weights_init(data)\n",
-    "max_iter = 1000\n",
+    "max_iter = 200\n",
     "q_error = []\n",
     "t_error = []\n",
+    "d_error = []\n",
     "\n",
     "for i in range(max_iter):\n",
     "    rand_i = np.random.randint(len(data))\n",
     "    som.update(data[rand_i], som.winner(data[rand_i]), i, max_iter)\n",
     "    q_error.append(som.quantization_error(data))\n",
     "    t_error.append(som.topographic_error(data))\n",
+    "    d_error.append(som.divergence_measure(data))\n",
     "\n",
-    "plt.plot(np.arange(max_iter), q_error, label='quantization error')\n",
-    "plt.plot(np.arange(max_iter), t_error, label='topographic error')\n",
-    "plt.ylabel('error')\n",
+    "plt.subplot(3,1,1)\n",
+    "plt.plot(np.arange(max_iter), q_error)\n",
+    "plt.ylabel('quantization error')\n",
+    "plt.subplot(3,1,2)\n",
+    "plt.plot(np.arange(max_iter), t_error)\n",
+    "plt.ylabel('topographic error')\n",
+    "plt.subplot(3,1,3)\n",
+    "plt.plot(np.arange(max_iter), d_error)\n",
+    "plt.ylabel('divergence measure')\n",
     "plt.xlabel('iteration index')\n",
-    "plt.legend()\n",
+    "plt.tight_layout()\n",
     "plt.show()"
    ]
   },
@@ -1387,13 +324,6 @@
    "source": [
     "Notice that in the snippet above we have to run each learning iteration in a for loop and saved the errors in separated lists."
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -1412,7 +342,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.7"
+   "version": "3.11.1"
   }
  },
  "nbformat": 4,