Update README.md

README.md

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-Edit this `README.md` markdown file to author your organization card 🔥
+## Chroma Datasets
+
+Making it easy to load data into Chroma since 2023
+
+```
+pip install chroma_datasets
+```
+
+### Current Datasets
+- State of the Union `from chroma_datasets import StateOfTheUnion`
+- Paul Graham Essay `from chroma_datasets import PaulGrahamEssay`
+- Glue `from chroma_datasets import Glue`
+- SciPy `from chroma_datasets import SciPy`
+
+`chroma_datasets` is generally backed by hugging face datasets, but it is not a requirement.
+
+### How to use
+
+The following will:
+1. Download the 2022 State of the Union
+2. Chunk it up for you
+3. Embed it using Chroma's default open-source embedding function
+4. Import it into Chroma
+
+```python
+import chromadb
+from chroma_datasets import StateOfTheUnion
+from chroma_datasets.utils import import_into_chroma
+
+chroma_client = chromadb.Client()
+collection = import_into_chroma(chroma_client=chroma_client, dataset=StateOfTheUnion)
+result = collection.query(query_texts=["The United States of America"])
+print(result)
+```
+
+Learn about how to create and contribute a package at [chroma-core/chroma_datasets](https://github.com/chroma-core/chroma_datasets).