diff --git "a/deepl_ner.ipynb" "b/deepl_ner.ipynb"
--- "a/deepl_ner.ipynb"
+++ "b/deepl_ner.ipynb"
@@ -30,9 +30,9 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "[nltk_data] Downloading package punkt_tab to /Users/az-r-\n",
-      "[nltk_data]     ow/nltk_data...\n",
-      "[nltk_data]   Package punkt_tab is already up-to-date!\n"
+      "[nltk_data] Error loading punkt_tab: <urlopen error [SSL:\n",
+      "[nltk_data]     CERTIFICATE_VERIFY_FAILED] certificate verify failed:\n",
+      "[nltk_data]     unable to get local issuer certificate (_ssl.c:997)>\n"
      ]
     }
    ],
@@ -72,8 +72,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "sentences = sentences + lambda_sentences\n",
-    "labels = labels + lambda_labels"
+    "sentences = sentences \n",
+    "labels = labels "
    ]
   },
   {
@@ -100,7 +100,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -129,7 +129,7 @@
     "  as well as the embedding size\n",
     "\"\"\"\n",
     "\n",
-    "MAX_LEN = 100"
+    "MAX_LEN = 30"
    ]
   },
   {
@@ -213,7 +213,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2024-11-15 16:26:25.975932: I tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n"
+      "2024-11-21 14:31:25.900218: I tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n"
      ]
     }
    ],
@@ -226,21 +226,6 @@
     "train_dataset, test_dataset = tf.keras.utils.split_dataset(dataset, left_size=0.8)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "lstm = tf.keras.models.Sequential(\n",
-    "    layers=[\n",
-    "        tf.keras.layers.Embedding(len(vocab) + 1, MAX_LEN, mask_zero=True),\n",
-    "        tf.keras.layers.LSTM(MAX_LEN, return_sequences=True),\n",
-    "        tf.keras.layers.Dense(len(unique_labels), activation=tf.nn.log_softmax),\n",
-    "    ]\n",
-    ")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -269,7 +254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -322,7 +307,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -360,6 +345,28 @@
     "    return masked_acc"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## LSTM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lstm = tf.keras.models.Sequential(\n",
+    "    layers=[\n",
+    "        tf.keras.layers.Embedding(len(vocab) + 1, MAX_LEN, mask_zero=True),\n",
+    "        tf.keras.layers.LSTM(MAX_LEN, return_sequences=True),\n",
+    "        tf.keras.layers.Dense(len(unique_labels), activation=tf.nn.log_softmax),\n",
+    "    ]\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 17,
@@ -383,15 +390,15 @@
      "output_type": "stream",
      "text": [
       "Epoch 1/10\n",
-      "\u001b[1m137/137\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 66ms/step - loss: 0.2413 - masked_accuracy: 0.9090 - val_loss: 0.0324 - val_masked_accuracy: 0.9895\n",
+      "\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 9ms/step - loss: 0.3753 - masked_accuracy: 0.8485 - val_loss: 0.0346 - val_masked_accuracy: 0.9907\n",
       "Epoch 2/10\n",
-      "\u001b[1m137/137\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 64ms/step - loss: 0.0267 - masked_accuracy: 0.9913 - val_loss: 0.0259 - val_masked_accuracy: 0.9900\n"
+      "\u001b[1m125/125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 9ms/step - loss: 0.0342 - masked_accuracy: 0.9886 - val_loss: 0.0282 - val_masked_accuracy: 0.9906\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<keras.src.callbacks.history.History at 0x298651c10>"
+       "<keras.src.callbacks.history.History at 0x28f2fe440>"
       ]
      },
      "execution_count": 18,
@@ -422,7 +429,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\u001b[1m2186/2186\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 5ms/step\n"
+      "\u001b[1m1986/1986\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 1ms/step\n"
      ]
     }
    ],
@@ -500,12 +507,12 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "2024-11-15 16:26:56.670520: I tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n"
+      "2024-11-21 14:31:31.938323: I tensorflow/core/framework/local_rendezvous.cc:404] Local rendezvous is aborting with status: OUT_OF_RANGE: End of sequence\n"
      ]
     },
     {
      "data": {
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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -580,7 +587,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\u001b[1m30/30\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step\n"
+      "\u001b[1m30/30\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step\n"
      ]
     }
    ],
@@ -605,7 +612,7 @@
     {
      "data": {
       "text/plain": [
-       "<tf.Tensor: shape=(), dtype=float32, numpy=0.8800082>"
+       "<tf.Tensor: shape=(), dtype=float32, numpy=0.637536>"
       ]
      },
      "execution_count": 24,
@@ -624,7 +631,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -667,7 +674,7 @@
     "    list: The predicted labels.\n",
     "    \"\"\"\n",
     "    processed_sentence = dp.process_sentence(\n",
-    "        sentence, stemming=False, return_tokens=True\n",
+    "        sentence, stemming=True, return_tokens=True\n",
     "    )\n",
     "\n",
     "    unstemmed_sentence = dp.process_sentence(\n",
@@ -695,22 +702,61 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step\n",
+      "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step\n",
       "Je: O\n",
-      "vais: O\n",
-      "prendre: O\n",
-      "train: O\n",
-      "paris: LOC-DEP\n",
-      "a: O\n",
-      "Eze: O\n",
+      "voudrais: O\n",
+      "aller: O\n",
+      "Paris: LOC-DEP\n",
+      "Montpellier: LOC-ARR\n",
       ".: O\n"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([[[-6.1068428e-01, -1.5090809e+00, -1.4443147e+00],\n",
+       "        [-5.9937644e-01, -1.5143523e+00, -1.4657904e+00],\n",
+       "        [-9.5362884e-05, -1.0555146e+01, -9.5769119e+00],\n",
+       "        [-3.9613483e+00, -1.9504383e+00, -1.7584158e-01],\n",
+       "        [-5.1149597e+00, -5.3020015e-02, -3.0871277e+00],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947389e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947390e-05, -1.2304738e+01, -1.1571329e+01],\n",
+       "        [-1.3947390e-05, -1.2304738e+01, -1.1571329e+01]]], dtype=float32)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "test_sentence = \"Je vais prendre le train de paris a Eze.\"\n",
+    "test_sentence = \"Je voudrais aller de Paris à Montpellier.\"\n",
+    "\n",
+    "test_pred = predict(test_sentence, lstm)\n",
     "\n",
-    "test_pred = predict(test_sentence, lstm)"
+    "test_pred"
    ]
   },
   {
@@ -737,11 +783,11 @@
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
        "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
        "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
-       "│ embedding (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Embedding</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>)       │       <span style=\"color: #00af00; text-decoration-color: #00af00\">540,000</span> │\n",
+       "│ embedding (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Embedding</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)         │        <span style=\"color: #00af00; text-decoration-color: #00af00\">97,530</span> │\n",
        "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
-       "│ lstm (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>)       │        <span style=\"color: #00af00; text-decoration-color: #00af00\">80,400</span> │\n",
+       "│ lstm (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>)         │         <span style=\"color: #00af00; text-decoration-color: #00af00\">7,320</span> │\n",
        "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
-       "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">100</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)         │           <span style=\"color: #00af00; text-decoration-color: #00af00\">303</span> │\n",
+       "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)          │            <span style=\"color: #00af00; text-decoration-color: #00af00\">93</span> │\n",
        "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
        "</pre>\n"
       ],
@@ -749,11 +795,11 @@
        "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
        "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
        "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
-       "│ embedding (\u001b[38;5;33mEmbedding\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m100\u001b[0m)       │       \u001b[38;5;34m540,000\u001b[0m │\n",
+       "│ embedding (\u001b[38;5;33mEmbedding\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m)         │        \u001b[38;5;34m97,530\u001b[0m │\n",
        "├─────────────────────────────────┼────────────────────────┼──────────────��┤\n",
-       "│ lstm (\u001b[38;5;33mLSTM\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m100\u001b[0m)       │        \u001b[38;5;34m80,400\u001b[0m │\n",
+       "│ lstm (\u001b[38;5;33mLSTM\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m)         │         \u001b[38;5;34m7,320\u001b[0m │\n",
        "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
-       "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m100\u001b[0m, \u001b[38;5;34m3\u001b[0m)         │           \u001b[38;5;34m303\u001b[0m │\n",
+       "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m3\u001b[0m)          │            \u001b[38;5;34m93\u001b[0m │\n",
        "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
       ]
      },
@@ -763,11 +809,11 @@
     {
      "data": {
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-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,862,111</span> (7.10 MB)\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">314,831</span> (1.20 MB)\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,862,111\u001b[0m (7.10 MB)\n"
+       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m314,831\u001b[0m (1.20 MB)\n"
       ]
      },
      "metadata": {},
@@ -776,11 +822,11 @@
     {
      "data": {
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-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">620,703</span> (2.37 MB)\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">104,943</span> (409.93 KB)\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m620,703\u001b[0m (2.37 MB)\n"
+       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m104,943\u001b[0m (409.93 KB)\n"
       ]
      },
      "metadata": {},
@@ -802,11 +848,11 @@
     {
      "data": {
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-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,241,408</span> (4.74 MB)\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Optimizer params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">209,888</span> (819.88 KB)\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m1,241,408\u001b[0m (4.74 MB)\n"
+       "\u001b[1m Optimizer params: \u001b[0m\u001b[38;5;34m209,888\u001b[0m (819.88 KB)\n"
       ]
      },
      "metadata": {},