fixed rounding bug, improved messages above the leaderboard

app.py

@@ -15,6 +15,9 @@ def make_clickable(model_name):
 def make_bold(value):
     return f'<b>{value}</b>'
 
+def make_string(value):
+    return str(value)
+
 
 def get_model_ids():
     api = HfApi()
@@ -72,7 +75,7 @@ def parse_metrics_rows(meta):
 @st.cache(ttl=86400)
 def get_data():
     data = []
-    model_ids = get_model_ids()
+    model_ids = get_model_ids()[:10]
     for model_id in tqdm(model_ids):
         meta = get_metadata(model_id)
         if meta is None:
@@ -117,7 +120,11 @@ dataset_df = dataset_df.sort_values(by=metric, ascending=metric in ascending_met
 dataset_df = dataset_df.replace(np.nan, '-')
 
 st.markdown(
-    "Please click on the model's name to be redirected to its model card which includes documentation and examples on how to use it."
+    "Please click on the model's name to be redirected to its model card."
+)
+
+st.markdown(
+    "Want to beat the leaderboard? Don't see your model here? Simply request an automatic evaluation [here](https://huggingface.co/spaces/autoevaluate/autoevaluate)."
 )
 
 # display the model ranks
@@ -127,6 +134,8 @@ dataset_df.index += 1
 # turn the model ids into clickable links
 dataset_df["model_id"] = dataset_df["model_id"].apply(make_clickable)
 dataset_df[metric] = dataset_df[metric].apply(make_bold)
+for other_metric in selectable_metrics:
+    dataset_df[other_metric] = dataset_df[other_metric].apply(make_string)
 
 # Make the selected metric appear right after model names
 cols = dataset_df.columns.tolist()
@@ -139,13 +148,9 @@ def highlight_cols(s):
     huggingface_yellow = "#FFD21E"
     return "background-color: %s" % huggingface_yellow
 
-dataset_df = dataset_df.style.applymap(highlight_cols, subset=pd.IndexSlice[:, [metric]])
+dataset_df = dataset_df.style.applymap(highlight_cols, subset=pd.IndexSlice[metric])
 
 # Turn table into html
 table_html = dataset_df.to_html(escape=False)
 table_html = table_html.replace("<th>", '<th align="left">')  # left-align the headers
 st.write(table_html, unsafe_allow_html=True)
-
-st.markdown(
-    "Want to beat the Leaderboard? Don't see your model here? Simply add the `hf-leaderboards` tag to your model card alongside your evaluation metrics. See [this commit](https://huggingface.co/facebook/wav2vec2-base-960h/commit/88338305603a4d8db25aca96e669beb5f7dc65cb) as an example."
-)