diff --git a/data/README.md b/data/README.md
index 57b8b76c8..34d7a5659 100644
--- a/data/README.md
+++ b/data/README.md
@@ -1,6 +1,5 @@
 
-- Download some datasets
--
+## Download some datasets
 ```shell
 curl https://raw.githubusercontent.com/tloen/alpaca-lora/main/alpaca_data_gpt4.json -o data/raw/alpaca_data_gpt4.json
 curl https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/resolve/main/ShareGPT_V3_unfiltered_cleaned_split.json -L -o data/raw/vicuna_cleaned.json
@@ -8,7 +7,7 @@ curl https://github.com/teknium1/GPTeacher/blob/main/Instruct/gpt4-instruct-simi
 curl https://github.com/teknium1/GPTeacher/blob/main/Roleplay/roleplay-similarity_0.6-instruct-dataset.json?raw=true -L -o data/raw/roleplay-similarity_0.6-instruct-dataset.json
 ```
 
-- Convert the JSON data files to JSONL.
+## Convert the JSON data files to JSONL.
 
 ```shell
 python3 ./scripts/alpaca_json_to_jsonl.py --input data/alpaca_data_gpt4.json > data/alpaca_data_gpt4.jsonl
@@ -16,8 +15,9 @@ python3 ./scripts/alpaca_json_to_jsonl.py --input data/raw/vicuna_cleaned.json >
 python3 ./scripts/alpaca_json_to_jsonl.py --input data/raw/roleplay-similarity_0.6-instruct-dataset.json > data/roleplay-similarity_0.6-instruct-dataset.jsonl
 python3 ./scripts/alpaca_json_to_jsonl.py --input data/raw/gpt4-instruct-similarity-0.6-dataset.json > data/gpt4-instruct-similarity-0.6-dataset.jsonl
 ```
+---
 
-- Using JSONL makes it easier to subset the data if you want a smaller training set, i.e get 2000 random examples.
+Using JSONL makes it easier to subset the data if you want a smaller training set, i.e get 2000 random examples.
 
 ```shell
 shuf -n2000 data/vicuna_cleaned.jsonl > data/vicuna_cleaned.subset0.jsonl