diff --git a/M2/Clustering In Practice/TP3.ipynb b/M2/Clustering In Practice/TP3.ipynb
new file mode 100644
index 0000000..fea4a07
--- /dev/null
+++ b/M2/Clustering In Practice/TP3.ipynb	
@@ -0,0 +1,1053 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "31c5786f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import umap\n",
+    "\n",
+    "import pandas as pd\n",
+    "\n",
+    "from sklearn.manifold import TSNE\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "5fb57b5d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data = pd.read_csv(\"./data/DataModel.csv\", sep=\",\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "bc49092e",
+   "metadata": {},
+   "outputs": [
+    {
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+         "type": "integer"
+        },
+        {
+         "name": "Category",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "Region",
+         "rawType": "object",
+         "type": "string"
+        },
+        {
+         "name": "Dist_EQ",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "PCT_CHARTER",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "PCT_NETWORK",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "PCT_REGIONAL",
+         "rawType": "float64",
+         "type": "float"
+        },
+        {
+         "name": "PCT_LCC",
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+       "      <th></th>\n",
+       "      <th>Year</th>\n",
+       "      <th>Category</th>\n",
+       "      <th>Region</th>\n",
+       "      <th>Dist_EQ</th>\n",
+       "      <th>PCT_CHARTER</th>\n",
+       "      <th>PCT_NETWORK</th>\n",
+       "      <th>PCT_REGIONAL</th>\n",
+       "      <th>PCT_LCC</th>\n",
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+       "      <th>0</th>\n",
+       "      <td>2002</td>\n",
+       "      <td>NBI</td>\n",
+       "      <td>AFRMY</td>\n",
+       "      <td>1016.778341</td>\n",
+       "      <td>0.059713</td>\n",
+       "      <td>0.622493</td>\n",
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+       "      <th>1</th>\n",
+       "      <td>2002</td>\n",
+       "      <td>NBI</td>\n",
+       "      <td>AMCS</td>\n",
+       "      <td>1048.401762</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.600042</td>\n",
+       "      <td>0.377531</td>\n",
+       "      <td>0.022427</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2002</td>\n",
+       "      <td>NBI</td>\n",
+       "      <td>AMN</td>\n",
+       "      <td>1409.858140</td>\n",
+       "      <td>0.017363</td>\n",
+       "      <td>0.590396</td>\n",
+       "      <td>0.173806</td>\n",
+       "      <td>0.218435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2002</td>\n",
+       "      <td>NBI</td>\n",
+       "      <td>ASIAUS</td>\n",
+       "      <td>731.613261</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.469682</td>\n",
+       "      <td>0.466558</td>\n",
+       "      <td>0.063759</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2002</td>\n",
+       "      <td>NBI</td>\n",
+       "      <td>CEI</td>\n",
+       "      <td>2021.616697</td>\n",
+       "      <td>0.101249</td>\n",
+       "      <td>0.335923</td>\n",
+       "      <td>0.353537</td>\n",
+       "      <td>0.209291</td>\n",
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+       "      <td>...</td>\n",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>547</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>NBS</td>\n",
+       "      <td>ASIAUS</td>\n",
+       "      <td>812.959679</td>\n",
+       "      <td>0.005828</td>\n",
+       "      <td>0.090262</td>\n",
+       "      <td>0.756055</td>\n",
+       "      <td>0.147855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>548</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>NBS</td>\n",
+       "      <td>CEI</td>\n",
+       "      <td>1639.145589</td>\n",
+       "      <td>0.123707</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.861040</td>\n",
+       "      <td>0.015253</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>549</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>NBS</td>\n",
+       "      <td>CHN</td>\n",
+       "      <td>1167.965411</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.499884</td>\n",
+       "      <td>0.446786</td>\n",
+       "      <td>0.053330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>550</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>NBS</td>\n",
+       "      <td>EUR</td>\n",
+       "      <td>931.780060</td>\n",
+       "      <td>0.033287</td>\n",
+       "      <td>0.389731</td>\n",
+       "      <td>0.127346</td>\n",
+       "      <td>0.449636</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>551</th>\n",
+       "      <td>2024</td>\n",
+       "      <td>NBS</td>\n",
+       "      <td>SIN</td>\n",
+       "      <td>1120.546179</td>\n",
+       "      <td>0.020522</td>\n",
+       "      <td>0.540683</td>\n",
+       "      <td>0.438795</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>552 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Year Category  Region      Dist_EQ  PCT_CHARTER  PCT_NETWORK  \\\n",
+       "0    2002      NBI   AFRMY  1016.778341     0.059713     0.622493   \n",
+       "1    2002      NBI    AMCS  1048.401762     0.000000     0.600042   \n",
+       "2    2002      NBI     AMN  1409.858140     0.017363     0.590396   \n",
+       "3    2002      NBI  ASIAUS   731.613261     0.000000     0.469682   \n",
+       "4    2002      NBI     CEI  2021.616697     0.101249     0.335923   \n",
+       "..    ...      ...     ...          ...          ...          ...   \n",
+       "547  2024      NBS  ASIAUS   812.959679     0.005828     0.090262   \n",
+       "548  2024      NBS     CEI  1639.145589     0.123707     0.000000   \n",
+       "549  2024      NBS     CHN  1167.965411     0.000000     0.499884   \n",
+       "550  2024      NBS     EUR   931.780060     0.033287     0.389731   \n",
+       "551  2024      NBS     SIN  1120.546179     0.020522     0.540683   \n",
+       "\n",
+       "     PCT_REGIONAL   PCT_LCC  \n",
+       "0        0.267125  0.050669  \n",
+       "1        0.377531  0.022427  \n",
+       "2        0.173806  0.218435  \n",
+       "3        0.466558  0.063759  \n",
+       "4        0.353537  0.209291  \n",
+       "..            ...       ...  \n",
+       "547      0.756055  0.147855  \n",
+       "548      0.861040  0.015253  \n",
+       "549      0.446786  0.053330  \n",
+       "550      0.127346  0.449636  \n",
+       "551      0.438795  0.000000  \n",
+       "\n",
+       "[552 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "id": "4364612a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "from sklearn.preprocessing import LabelEncoder, StandardScaler\n",
+    "\n",
+    "# Prepare data - select all numerical features\n",
+    "numerical_features = [\n",
+    "    \"Dist_EQ\",\n",
+    "    \"PCT_CHARTER\",\n",
+    "    \"PCT_NETWORK\",\n",
+    "    \"PCT_REGIONAL\",\n",
+    "    \"PCT_LCC\",\n",
+    "    \"Year\",\n",
+    "]\n",
+    "X = data[numerical_features].to_numpy()\n",
+    "\n",
+    "# Standardize the features\n",
+    "scaler = StandardScaler()\n",
+    "X_scaled = scaler.fit_transform(X)\n",
+    "\n",
+    "# Encode Category for shape\n",
+    "le_cat = LabelEncoder()\n",
+    "category_encoded = le_cat.fit_transform(data[\"Category\"])\n",
+    "\n",
+    "# Encode Region for coloring\n",
+    "le_reg = LabelEncoder()\n",
+    "region_encoded = le_reg.fit_transform(data[\"Region\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "id": "c1be071a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Computing t-SNE...\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1200x900 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Categories: ['NBI' 'NBL' 'NBS']\n",
+      "Regions: ['AFRMY' 'AMCS' 'AMN' 'ASIAUS' 'CEI' 'CHN' 'EUR' 'SIN']\n",
+      "Markers: Circle=NBI, Square=NBL, Triangle=NBS\n"
+     ]
+    }
+   ],
+   "source": [
+    "# t-SNE visualization\n",
+    "print(\"Computing t-SNE...\")\n",
+    "tsne = TSNE(n_components=2, random_state=42, perplexity=30, max_iter=1000)\n",
+    "X_tsne = tsne.fit_transform(X_scaled)\n",
+    "\n",
+    "# Plot t-SNE with region colors and category shapes\n",
+    "fig, ax = plt.subplots(figsize=(12, 9))\n",
+    "\n",
+    "# Define shapes (markers) for each category\n",
+    "markers = {0: \"o\", 1: \"s\", 2: \"^\"}  # circle, square, triangle\n",
+    "colors = plt.cm.tab20(np.linspace(0, 1, len(le_reg.classes_)))\n",
+    "\n",
+    "# Plot each combination of category and region\n",
+    "for cat in np.unique(category_encoded):\n",
+    "    for reg in np.unique(region_encoded):\n",
+    "        mask = (category_encoded == cat) & (region_encoded == reg)\n",
+    "        ax.scatter(\n",
+    "            X_tsne[mask, 0],\n",
+    "            X_tsne[mask, 1],\n",
+    "            c=[colors[reg]],\n",
+    "            marker=markers[cat],\n",
+    "            s=100,\n",
+    "            alpha=0.7,\n",
+    "            edgecolors=\"black\",\n",
+    "            linewidth=0.5,\n",
+    "            label=f\"{le_cat.classes_[cat]} - {le_reg.classes_[reg]}\",\n",
+    "        )\n",
+    "\n",
+    "ax.set_xlabel(\"t-SNE Component 1\")\n",
+    "ax.set_ylabel(\"t-SNE Component 2\")\n",
+    "ax.set_title(\"t-SNE Visualization (Région par couleur, Catégorie par forme)\")\n",
+    "ax.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\", fontsize=8)\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "print(f\"Categories: {le_cat.classes_}\")\n",
+    "print(f\"Regions: {le_reg.classes_}\")\n",
+    "print(\"Markers: Circle=NBI, Square=NBL, Triangle=NBS\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "5276c9b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Computing UMAP...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/arthurdanjou/Workspace/studies/.venv/lib/python3.13/site-packages/umap/umap_.py:1952: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
+      "  warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1200x900 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# UMAP visualization with different parameters\n",
+    "print(\"Computing UMAP...\")\n",
+    "umap_reducer = umap.UMAP(n_components=2, random_state=42, n_neighbors=15, min_dist=0.1)\n",
+    "X_umap = umap_reducer.fit_transform(X_scaled)\n",
+    "\n",
+    "# Plot UMAP with region colors and category shapes\n",
+    "fig, ax = plt.subplots(figsize=(12, 9))\n",
+    "\n",
+    "# Define shapes (markers) for each category\n",
+    "markers = {0: \"o\", 1: \"s\", 2: \"^\"}  # circle, square, triangle\n",
+    "colors = plt.cm.tab20(np.linspace(0, 1, len(le_reg.classes_)))\n",
+    "\n",
+    "# Plot each combination of category and region\n",
+    "for cat in np.unique(category_encoded):\n",
+    "    for reg in np.unique(region_encoded):\n",
+    "        mask = (category_encoded == cat) & (region_encoded == reg)\n",
+    "        ax.scatter(\n",
+    "            X_umap[mask, 0],\n",
+    "            X_umap[mask, 1],\n",
+    "            c=[colors[reg]],\n",
+    "            marker=markers[cat],\n",
+    "            s=100,\n",
+    "            alpha=0.7,\n",
+    "            edgecolors=\"black\",\n",
+    "            linewidth=0.5,\n",
+    "            label=f\"{le_cat.classes_[cat]} - {le_reg.classes_[reg]}\",\n",
+    "        )\n",
+    "\n",
+    "ax.set_xlabel(\"UMAP Component 1\")\n",
+    "ax.set_ylabel(\"UMAP Component 2\")\n",
+    "ax.set_title(\"UMAP Visualization (Région par couleur, Catégorie par forme)\")\n",
+    "ax.legend(bbox_to_anchor=(1.05, 1), loc=\"upper left\", fontsize=8)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6abd7740",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "776798e4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "studies",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
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diff --git a/M2/Clustering In Practice/data/DataModel.csv b/M2/Clustering In Practice/data/DataModel.csv
new file mode 100644
index 0000000..fd32c42
--- /dev/null
+++ b/M2/Clustering In Practice/data/DataModel.csv	
@@ -0,0 +1,553 @@
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