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docs: fix broken links,typos,and standardize framework casing
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@@ -38,5 +38,5 @@ index = VectorStoreIndex.from_vector_store(vector_store=vector_store)
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## Further Reading
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- [LlamaIndex Documentation](https://developers.llamaindex.ai/python/examples/vector_stores/qdrantindexdemo/)
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- [Example Notebook](https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/docs/examples/vector_stores/QdrantIndexDemo.ipynb)
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- [Example Notebook](https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/examples/vector_stores/QdrantIndexDemo.ipynb)
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- [Source Code](https://github.com/run-llama/llama_index/tree/main/llama-index-integrations/vector_stores/llama-index-vector-stores-qdrant)
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