Update README.md

README.md

@@ -12,10 +12,10 @@ configs:
 ---
 # Data Preview
 
-The data available in this preview contains two datasets:
+The data available in this preview contains a 10 row dataset:
+**Sample Dataset ("sample")**: This is a subset of the full dataset, containing data from 2023.
 
-1. **Full Dataset ("full")**: This dataset includes data from 2011 to 2023.
-2. **Sample Dataset ("sample")**: This is a subset of the full dataset, containing data from 2023.
+**Full Dataset**: This dataset includes data from 2011 to 2023 and is available in file `output_dataset.parquet`
 
 ## Fields
 
@@ -62,6 +62,14 @@ Some problems contains references to images that look like this:
 
 In the same folder as the problem statement, you can find `<photo_id>.jpg` or `<photo_id>.gif`
 
+## Starter Kits
+Some quick start solutions for working with this data are available at [HackerCupAI Repo](https://github.com/HackerCupAI/starter-kits). Some frameworks include:
+- [Langchain](https://www.langchain.com/)
+- [AutoGen](https://github.com/microsoft/autogen)
+
+The samples show basic steps for data ingest, generating solutions, and evaluation.
+For an example of data ingest, check out [this example](https://github.com/HackerCupAI/starter-kits/blob/main/autogen/app/utils/utils.py)
+
 ## Notes
 
 - Solutions prior to 2019 do not contain markdown solution files.
@@ -74,6 +82,6 @@ If you use this dataset, please cite it as follows:
 ```bibtex
 @misc{2024hackercupai,
   title = {2024 Hacker Cup Dataset},
-  author = {May, Wesley and Harmeyer, David and Yang, Weiwei and Saroufim, Mark and Isaacson, Joe and Antiga, Luca and Bowyer, Greg and Guessous, Driss and Puhrsch, Christian and Rao, Supriya and Li, Margaret},
+  author = {May, Wesley and Harmeyer, David and Hoak, Amber and Yang, Weiwei and Saroufim, Mark and Isaacson, Joe and Antiga, Luca and Bowyer, Greg and Guessous, Driss and Puhrsch, Christian and Rao, Supriya and Li, Margaret},
 }
 ```