Update Direct Use

README.md

@@ -40,16 +40,24 @@ This dataset is intended to be used in Federated Learning settings.
 A pair of a character and a play  denotes a unique user in the federation.
 
 ### Direct Use
+This dataset is designed to be used in FL settings. We recommend using [Flower Dataset](https://flower.ai/docs/datasets/) (flwr-datasets) and [Flower](https://flower.ai/docs/framework/) (flwr).
 
-<!-- This section describes suitable use cases for the dataset. -->
-
-[More Information Needed]
-
-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
-
-[More Information Needed]
+To partition the dataset, do the following. 
+1. Install the package.
+```bash
+pip install flwr-datasets
+```
+2. Use the HF Dataset under the hood in Flower Datasets.
+```python
+from flwr_datasets import FederatedDataset
+from flwr_datasets.partitioner import NaturalIdPartitioner
+
+fds = FederatedDataset(
+    dataset="flwrlabs/shakespeare",
+    partitioners={"train": NaturalIdPartitioner(partition_by="character_id")}
+)
+partition = fds.load_partition(node_id=0)
+```
 
 ## Dataset Structure
 
@@ -128,4 +136,4 @@ When working on the LEAF benchmark, please cite the original paper. If you're us
 
 ## Dataset Card Contact
 
-In case of any doubts, please contact Flower Labs.
+In case of any doubts, please contact [Flower Labs](https://flower.ai/).