diff --git a/examples/vector_databases/qdrant/QA_with_Langchain_Qdrant_and_OpenAI.ipynb b/examples/vector_databases/qdrant/QA_with_Langchain_Qdrant_and_OpenAI.ipynb
index 24d72d7b..376c83d0 100644
--- a/examples/vector_databases/qdrant/QA_with_Langchain_Qdrant_and_OpenAI.ipynb
+++ b/examples/vector_databases/qdrant/QA_with_Langchain_Qdrant_and_OpenAI.ipynb
@@ -208,7 +208,7 @@
     "\n",
     "# All the examples come from https://ai.google.com/research/NaturalQuestions\n",
     "# This is a sample of the training set that we download and extract for some\n",
-    "# futher processing.\n",
+    "# further processing.\n",
     "wget.download(\"https://storage.googleapis.com/dataset-natural-questions/questions.json\")\n",
     "wget.download(\"https://storage.googleapis.com/dataset-natural-questions/answers.json\")"
    ]