Adding more information for beginners

app.py

@@ -24,12 +24,31 @@ WEBHOOK_SECRET = os.getenv("HF_WEBHOOK_SECRET", 'secret')
 
 intro_md = """
 # Processing BORU
+## Creation Details
 This space is triggered by a webhook for changes on 
 [derek-thomas/dataset-creator-reddit-bestofredditorupdates](https://huggingface.co/datasets/derek-thomas/dataset-creator-reddit-bestofredditorupdates).
  It then takes the updates from that dataset and get embeddings and puts the results in 
 [https://huggingface.co/datasets/derek-thomas/reddit-bestofredditorupdates-processed](https://huggingface.co/datasets/derek-thomas/reddit-bestofredditorupdates-processed)
 
 Check out the original on [Nomic](https://atlas.nomic.ai/data/derek2/boru-subreddit-neural-search/map)
+
+## What is this for beginners?
+This is a space to visually search the subreddit /r/bestofredditorupdates. Have you ever been curious to search for stories
+that are similar to one of your favorites? This can help!
+
+- Each dot represents a post (try clicking on one)
+- Closer dots are similar in topic
+- Use the filters on the left to help you narrow down what you are looking for
+    - The lasso can help you search in a smaller range that you drag with your mouse
+    - The filter can help you narrow by field, 
+        - Filtering posts that are `CONCLUDED`
+        - Filtering popular posts
+        - Filtering by date
+    - The search can help you look by keyword
+    
+## Todo
+- Ignore the colors for now, I need to clean that up :) 
+- I need to integrate with Nomic's semantic search
 """
 
 url = "https://atlas.nomic.ai/data/derek2/boru-subreddit-neural-search/map/cdd8c890-2fac-4ea6-91f8-e6821203cfcb"