chore: Update dataset growth plot to exclude current month

app.py

@@ -48,10 +48,14 @@ def plot_datasets_growth(data, framework):
     df = pd.DataFrame(data)
     df["createdAt"] = pd.to_datetime(df["createdAt"])
     df["month"] = df["createdAt"].dt.to_period("M").astype(str)
+
+    # Exclude the current month
+    current_month = pd.Period.now("M").strftime("%Y-%m")
+    df = df[df["month"] < current_month]
+
     df_counts = df.groupby("month").size().reset_index(name="count")
     df_counts["cumulative_count"] = df_counts["count"].cumsum()
     df_counts["growth_rate"] = df_counts["count"].pct_change()
-
     fig = px.line(df_counts, x="month", y="cumulative_count", title="Dataset Growth")
     fig.update_layout(
         xaxis_title="Month",
@@ -67,11 +71,9 @@ def plot_datasets_growth(data, framework):
             title="", orientation="h", yanchor="bottom", y=1.02, xanchor="right", x=1
         ),
     )
-
     fig.add_scatter(
         x=df_counts["month"], y=df_counts["growth_rate"], name="Growth Rate", yaxis="y2"
     )
-
     fig.update_layout(
         title={
             "text": f"Dataset Growth for {framework} datasets",
@@ -93,7 +95,6 @@ def plot_datasets_growth(data, framework):
             )
         ],
     )
-
     return fig
 
 
@@ -105,13 +106,17 @@ def update_dashboard(framework):
 
 
 with gr.Blocks() as demo:
-    gr.Markdown("# View the growth of dataset frameworks/tags on the Hub")
+    gr.Markdown("# Dataset frameworks/tags on the Hub")
+    gr.Markdown(
+        "This dashboard displays the number of datasets per author and the growth of datasets over time for a given framework/tag."
+    )
     framework = gr.Dropdown(
         choices=choices,
         allow_custom_value=True,
+        label="Select a framework/tag",
     )
-    plot = gr.Plot()
-    markdown = gr.Markdown()
+    plot = gr.Plot(label="Growth of datasets over time")
+    markdown = gr.Markdown(label="summary")
     framework.change(update_dashboard, inputs=[framework], outputs=[plot, markdown])
 
 demo.launch()