Create app.py

app.py

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+import pandas as pd
+import seaborn as sns
+import matplotlib.pyplot as plt
+import gradio as gr
+
+# Load your CSV file into a dataframe
+df = pd.read_csv("weekly_data.csv")
+df = df.sort_values(by=["year"], ascending=True)
+
+# Map player names to player IDs
+latest_names = df.groupby("player_id")["player_name"].last().to_dict()
+name_to_id = {name: pid for pid, name in latest_names.items()}
+unique_player_names = list(name_to_id.keys())
+def plot_density(player1_name, player2_name, year):
+    plt.figure(figsize=(8, 5))
+
+    # Convert names back to player_ids
+    player1_id = name_to_id.get(player1_name)
+    player2_id = name_to_id.get(player2_name)
+
+    # Filter dataframe for the selected years
+    filtered_df = df[df["year"].isin(year)] 
+
+    colors = {}
+
+    if player1_id:
+        player1_data = filtered_df[filtered_df["player_id"] == player1_id]["half_ppr"]
+        sns.kdeplot(player1_data, label=player1_name, shade=True)
+        median1 = player1_data.median()
+        colors[player1_name] = "blue"
+        plt.axvline(median1, color="blue", linestyle="dashed", linewidth=2, label=f"{player1_name} Median: {median1:.1f}")
+
+    if player2_id:
+        player2_data = filtered_df[filtered_df["player_id"] == player2_id]["half_ppr"]
+        sns.kdeplot(player2_data, label=player2_name, shade=True)
+        median2 = player2_data.median()
+        colors[player2_name] = "red"
+        plt.axvline(median2, color="red", linestyle="dashed", linewidth=2, label=f"{player2_name} Median: {median2:.1f}")
+
+    plt.xlabel("Fantasy Points")
+    plt.ylabel("Density")
+    plt.legend()
+    plt.title("Fantasy Points Density Plot with Medians")
+
+    return plt
+
+# Define the available years for selection
+years = sorted(df["year"].unique().tolist())
+demo = gr.Interface(
+    fn=plot_density,
+    inputs=[
+        gr.Dropdown(choices=unique_player_names, label="Select Player 1", value=unique_player_names[0], interactive=True),
+        gr.Dropdown(choices=unique_player_names, label="Select Player 2 (Optional)", value=None, interactive=True),
+        gr.CheckboxGroup(choices=years, label="Select Year(s)", value=[2024])
+    ],
+    outputs=gr.Plot(),
+    title="Fantasy Points Density Plot",
+    description="Compare the fantasy point distributions of two players across selected years."
+)
+
+# Launch the Gradio interface
+demo.launch(share=True)