diff --git a/examples/vector_databases/qdrant/Using_Qdrant_for_embeddings_search.ipynb b/examples/vector_databases/qdrant/Using_Qdrant_for_embeddings_search.ipynb
index c2025f4..188b487 100644
--- a/examples/vector_databases/qdrant/Using_Qdrant_for_embeddings_search.ipynb
+++ b/examples/vector_databases/qdrant/Using_Qdrant_for_embeddings_search.ipynb
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "8d8810f9",
    "metadata": {},
    "outputs": [],
@@ -53,7 +53,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 23,
    "id": "5be94df6",
    "metadata": {
     "ExecuteTime": {
@@ -90,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 24,
    "id": "5dff8b55",
    "metadata": {
     "ExecuteTime": {
@@ -112,7 +112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 25,
    "id": "21097972",
    "metadata": {
     "ExecuteTime": {
@@ -129,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 26,
    "id": "70bbd8ba",
    "metadata": {
     "ExecuteTime": {
@@ -144,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 27,
    "id": "1721e45d",
    "metadata": {
     "ExecuteTime": {
@@ -268,7 +268,7 @@
        "4  [0.021524671465158463, 0.018522677943110466, -...          4  "
       ]
      },
-     "execution_count": 92,
+     "execution_count": 27,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -279,7 +279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 28,
    "id": "960b82af",
    "metadata": {
     "ExecuteTime": {
@@ -299,7 +299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 29,
    "id": "a334ab8b",
    "metadata": {
     "ExecuteTime": {
@@ -364,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 30,
    "id": "76d697e9",
    "metadata": {
     "ExecuteTime": {
@@ -379,7 +379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 31,
    "id": "1deeb539",
    "metadata": {
     "ExecuteTime": {
@@ -391,10 +391,10 @@
     {
      "data": {
       "text/plain": [
-       "CollectionsResponse(collections=[])"
+       "CollectionsResponse(collections=[CollectionDescription(name='Articles')])"
       ]
      },
-     "execution_count": 96,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -417,7 +417,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 32,
    "id": "1a84ee1d",
    "metadata": {
     "ExecuteTime": {
@@ -432,7 +432,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 33,
    "id": "00876f92",
    "metadata": {
     "ExecuteTime": {
@@ -447,7 +447,7 @@
        "True"
       ]
      },
-     "execution_count": 98,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -474,7 +474,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 34,
    "id": "9f39a8c395554ca3",
    "metadata": {
     "ExecuteTime": {
@@ -489,7 +489,7 @@
        "True"
       ]
      },
-     "execution_count": 99,
+     "execution_count": 34,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -522,7 +522,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 35,
    "id": "f24e76ab",
    "metadata": {
     "ExecuteTime": {
@@ -535,7 +535,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Upserting articles: 100%|██████████| 25000/25000 [01:34<00:00, 264.52it/s]\n"
+      "Upserting articles: 100%|██████████| 25000/25000 [01:18<00:00, 318.84it/s]\n"
      ]
     }
    ],
@@ -568,7 +568,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 36,
    "id": "d1188a12",
    "metadata": {
     "ExecuteTime": {
@@ -583,7 +583,7 @@
        "CountResult(count=25000)"
       ]
      },
-     "execution_count": 101,
+     "execution_count": 36,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -605,7 +605,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 37,
    "id": "f1bac4ef",
    "metadata": {
     "ExecuteTime": {
@@ -637,7 +637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 39,
    "id": "aa92f3d3",
    "metadata": {
     "ExecuteTime": {
@@ -658,7 +658,7 @@
       "6. Hellenistic art, URL: https://simple.wikipedia.org/wiki/Hellenistic%20art (Score: 0.853)\n",
       "7. Modernist literature, URL: https://simple.wikipedia.org/wiki/Modernist%20literature (Score: 0.847)\n",
       "8. Art film, URL: https://simple.wikipedia.org/wiki/Art%20film (Score: 0.843)\n",
-      "9. Central Europe, URL: https://simple.wikipedia.org/wiki/Central%20Europe (Score: 0.842)\n",
+      "9. Central Europe, URL: https://simple.wikipedia.org/wiki/Central%20Europe (Score: 0.843)\n",
       "10. European, URL: https://simple.wikipedia.org/wiki/European (Score: 0.841)\n",
       "11. Art, URL: https://simple.wikipedia.org/wiki/Art (Score: 0.841)\n",
       "12. Byzantine art, URL: https://simple.wikipedia.org/wiki/Byzantine%20art (Score: 0.841)\n",
@@ -676,12 +676,12 @@
    "source": [
     "query_results = query_qdrant('modern art in Europe', 'Articles', 'title')\n",
     "for i, article in enumerate(query_results):\n",
-    "    print(f'{i + 1}. {article.payload[\"title\"]}, URL: {article.payload['url']} (Score: {round(article.score, 3)})')"
+    "    print(f'{i + 1}. {article.payload[\"title\"]}, URL: {article.payload[\"url\"]} (Score: {round(article.score, 3)})')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 40,
    "id": "7ed116b8",
    "metadata": {
     "ExecuteTime": {
@@ -696,7 +696,7 @@
      "text": [
       "1. Battle of Bannockburn, URL: https://simple.wikipedia.org/wiki/Battle%20of%20Bannockburn (Score: 0.869)\n",
       "2. Wars of Scottish Independence, URL: https://simple.wikipedia.org/wiki/Wars%20of%20Scottish%20Independence (Score: 0.861)\n",
-      "3. 1651, URL: https://simple.wikipedia.org/wiki/1651 (Score: 0.852)\n",
+      "3. 1651, URL: https://simple.wikipedia.org/wiki/1651 (Score: 0.853)\n",
       "4. First War of Scottish Independence, URL: https://simple.wikipedia.org/wiki/First%20War%20of%20Scottish%20Independence (Score: 0.85)\n",
       "5. Robert I of Scotland, URL: https://simple.wikipedia.org/wiki/Robert%20I%20of%20Scotland (Score: 0.846)\n",
       "6. 841, URL: https://simple.wikipedia.org/wiki/841 (Score: 0.844)\n",
@@ -721,7 +721,7 @@
     "# This time we'll query using content vector\n",
     "query_results = query_qdrant('Famous battles in Scottish history', 'Articles', 'content')\n",
     "for i, article in enumerate(query_results):\n",
-    "    print(f'{i + 1}. {article.payload[\"title\"]}, URL: {article.payload['url']} (Score: {round(article.score, 3)})')"
+    "    print(f'{i + 1}. {article.payload[\"title\"]}, URL: {article.payload[\"url\"]} (Score: {round(article.score, 3)})')"
    ]
   },
   {