Add description

app.py

@@ -36,10 +36,22 @@ def add_descriptions_to_results(results: pd.DataFrame):
 
 # Input UI
 st.title("Manga Semantic Search")
+st.markdown(
+    """
+    An application to search for manga series using text descriptions of it's content. Find the name of a series based on a vague recollection about its story.
+    Performs a semantic retrieve and re-rank search using Sentence Transform models.
+    Source code for this application can be found in the repo [here](https://github.com/bwconrad/manga-semantic-search).
+
+    __Note__: The current database only includes the top-1000 manga series on AniList.
+    """
+)
+
 query = st.text_input(
     "Enter a description of the manga you are searching for:",
     value="",
 )
+
+
 embeddings_path = st.selectbox("Embeddings Corpus", os.listdir("embeddings"))
 top_k = st.number_input(
     "Number of results", value=5, min_value=1, max_value=100, step=1
@@ -75,7 +87,7 @@ if st.button("Search"):
             "'Number of results' should be less than or equal to 'Number of number of initialy retrieved series'"
         )
     else:
-        # Load embedddings and corresponding data table
+        # Load embeddings and corresponding data table
         with open(embeddings_path, "rb") as f:
             data, corpus_embeddings = pickle.load(f).values()