small fix to dashboard

app.py

@@ -31,11 +31,11 @@ def fetch_throughput_data():
 
 @st.cache_data(ttl=UPDATE_INTERVAL)
 def fetch_metagraph_data():
-    return utils.get_metagraph(time.time() // UPDATE_INTERVAL)
+    return utils.get_metagraph()
 
 @st.cache_data(ttl=UPDATE_INTERVAL)
 def fetch_leaderboard_data(df_m, ntop, entity_choice):
-    return utils.get_leaderboard(df_m, ntop=ntop, entity_choice=entity_choice)
+    return utils.get_leaderboard(df_m, entity_choice=entity_choice)
 
 #### ------ PRODUCTIVITY ------
 
@@ -44,14 +44,13 @@ st.subheader('Productivity overview')
 st.info('Productivity metrics show how many proteins have been folded, which is the primary goal of the subnet. Metrics are estimated using weights and biases data combined with heuristics.')
 
 productivity_all = fetch_productivity_data()
-completed_jobs = productivity_all['all_time']['total_completed_jobs']
+completed_jobs = productivity_all['all_time']['total_completed_jobs_data']
 
 productivity_24h = productivity_all['last_24h']
 completed_jobs = pd.DataFrame(completed_jobs)
-completed_jobs['last_event_at'] = pd.to_datetime(completed_jobs['updated_at'])
 
-unique_folded = completed_jobs.drop_duplicates(subset=['pdb_id'], keep='first')
-unique_folded['last_event_at'] = pd.to_datetime(unique_folded['updated_at'])
+unique_folded = productivity_all['all_time']['unique_folded_data']
+# unique_folded['last_event_at'] = pd.to_datetime(unique_folded['updated_at'])
 
 m1, m2, m3 = st.columns(3)
 m1.metric('Unique proteins folded', f'{len(unique_folded):,.0f}', delta=f'{productivity_24h["unique_folded"]:,.0f} (24h)')
@@ -135,7 +134,7 @@ df_miners = fetch_leaderboard_data(df_m, ntop=ntop, entity_choice=entity_choice)
 
 # hide colorbar and don't show y axis
 st.plotly_chart(
-    px.bar(df_miners, x='I', color='I', hover_name=entity_choice, text=entity_choice if ntop < 20 else None,
+    px.bar(df_miners.iloc[:ntop], x='I', color='I', hover_name=entity_choice, text=entity_choice if ntop < 20 else None,
             labels={'I':'Incentive', 'trust':'Trust', 'stake':'Stake', '_index':'Rank'},
     ).update_layout(coloraxis_showscale=False, yaxis_visible=False),
     use_container_width=True,