diff --git a/prototypes/Final-Prototyp.ipynb b/final/Final.ipynb
similarity index 93%
rename from prototypes/Final-Prototyp.ipynb
rename to final/Final.ipynb
index 430fff2..75cccc0 100644
--- a/prototypes/Final-Prototyp.ipynb
+++ b/final/Final.ipynb
@@ -78,28 +78,28 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "ir-benchmarks/antique-test-20230107-training documents:   0%|          | 1912/403666 [00:02<03:27, 1939.85it/s]"
+      "ir-benchmarks/antique-test-20230107-training documents:   0%|          | 1884/403666 [00:02<03:16, 2039.72it/s]"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "13:47:56.872 [ForkJoinPool-1-worker-3] WARN org.terrier.structures.indexing.Indexer - Adding an empty document to the index (2824443_2) - further warnings are suppressed\n"
+      "13:58:02.518 [ForkJoinPool-1-worker-3] WARN org.terrier.structures.indexing.Indexer - Adding an empty document to the index (2824443_2) - further warnings are suppressed\n"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "ir-benchmarks/antique-test-20230107-training documents: 100%|██████████| 403666/403666 [00:44<00:00, 9033.35it/s] \n"
+      "ir-benchmarks/antique-test-20230107-training documents: 100%|██████████| 403666/403666 [00:42<00:00, 9482.85it/s] \n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "13:48:43.988 [ForkJoinPool-1-worker-3] WARN org.terrier.structures.indexing.Indexer - Indexed 1570 empty documents\n"
+      "13:58:47.735 [ForkJoinPool-1-worker-3] WARN org.terrier.structures.indexing.Indexer - Indexed 1570 empty documents\n"
      ]
     }
    ],
@@ -219,7 +219,7 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>BM25_chatgptstopwords+Llama-SQ-ZS \\t</td>\n",
+       "      <td>BM25_chatgptstopwords+Llama-SQ-ZS</td>\n",
        "      <td>0.808404</td>\n",
        "      <td>0.566703</td>\n",
        "      <td>0.53322</td>\n",
@@ -230,8 +230,8 @@
        "</div>"
       ],
       "text/plain": [
-       "                                   name  recall_1000  ndcg_cut_5  ndcg_cut.10  \\\n",
-       "0  BM25_chatgptstopwords+Llama-SQ-ZS \\t     0.808404    0.566703      0.53322   \n",
+       "                                name  recall_1000  ndcg_cut_5  ndcg_cut.10  \\\n",
+       "0  BM25_chatgptstopwords+Llama-SQ-ZS     0.808404    0.566703      0.53322   \n",
        "\n",
        "   recip_rank  \n",
        "0    0.928343  "