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docs: misc retrievers fixes (#9791)
Various miscellaneous fixes to most pages in the 'Retrievers' section of the documentation: - "VectorStore" and "vectorstore" changed to "vector store" for consistency - Various spelling, grammar, and formatting improvements for readability Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
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@@ -50,7 +50,7 @@ RecursiveCharacterTextSplitter.get_separators_for_language(Language.PYTHON)
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## Python
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Here's an example using the PythonTextSplitter
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Here's an example using the PythonTextSplitter:
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```python
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@@ -78,7 +78,7 @@ python_docs
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</CodeOutputBlock>
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## JS
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Here's an example using the JS text splitter
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Here's an example using the JS text splitter:
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```python
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@@ -109,7 +109,7 @@ js_docs
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## Markdown
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Here's an example using the Markdown text splitter.
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Here's an example using the Markdown text splitter:
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````python
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@@ -155,7 +155,7 @@ md_docs
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## Latex
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Here's an example on Latex text
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Here's an example on Latex text:
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```python
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@@ -219,7 +219,7 @@ latex_docs
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## HTML
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Here's an example using an HTML text splitter
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Here's an example using an HTML text splitter:
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```python
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@@ -281,7 +281,7 @@ html_docs
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## Solidity
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Here's an example using the Solidity text splitter
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Here's an example using the Solidity text splitter:
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```python
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SOL_CODE = """
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