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asharma567 commited on Aug 31, 2022

Commit

f4e300e

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1 Parent(s): 6736ef2

something

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Files changed (6) hide show

README.md +4 -4
app.py +103 -0
df_M_character.joblib +0 -0
leaderboard.csv +967 -0
ppl_labels.joblib +0 -0
requirements.txt +5 -0

README.md CHANGED Viewed

@@ -1,8 +1,8 @@
 ---
-title: Pay With Moon
-emoji: 🐢
-colorFrom: blue
-colorTo: indigo
 sdk: streamlit
 sdk_version: 1.10.0
 app_file: app.py

 ---
+title: Pay with Moon
+emoji: 🔥
+colorFrom: indigo
+colorTo: blue
 sdk: streamlit
 sdk_version: 1.10.0
 app_file: app.py

app.py ADDED Viewed

	@@ -0,0 +1,103 @@

+#create the explainer and shap values
+import pandas as pd
+import streamlit as st
+from st_aggrid import AgGrid, GridOptionsBuilder
+from st_aggrid.shared import GridUpdateMode
+import shap
+import streamlit as st
+import streamlit.components.v1 as components
+import pickle
+import xgboost
+import joblib
+def st_shap(plot, height=None):
+    shap_html = f"<head>{shap.getjs()}</head><body>{plot.html()}</body>"
+    components.html(shap_html, height=height)
+def scale_and_standardize(df):
+    from sklearn.preprocessing import StandardScaler
+    scaler = StandardScaler()
+    scaler.fit(df)
+    scaled_df = scaler.transform(df)
+    return scaled_df
+def aggrid_interactive_table(df: pd.DataFrame):
+    """Creates an st-aggrid interactive table based on a dataframe.
+    Args:
+        df (pd.DataFrame]): Source dataframe
+    Returns:
+        dict: The selected row
+    """
+    options = GridOptionsBuilder.from_dataframe(
+        df, enableRowGroup=True, enableValue=True, enablePivot=True
+    )
+    options.configure_side_bar()
+    options.configure_selection("single")
+    selection = AgGrid(
+        df,
+        enable_enterprise_modules=True,
+        gridOptions=options.build(),
+        theme="light",
+        update_mode=GridUpdateMode.MODEL_CHANGED,
+        allow_unsafe_jscode=True,
+    )
+    return selection
+st.title("Boba Leaderboard")
+#load joblib
+df_M_character = joblib.load('df_M_character.joblib')
+df_M_character_scale = scale_and_standardize(df_M_character)
+author_idx_lookup = dict([(name, idx) for idx, name in enumerate(df_M_character.index)])
+ppl_labels = joblib.load('ppl_labels.joblib')
+# train XGBoost model
+X, y = pd.DataFrame(
+    df_M_character_scale,
+    columns=df_M_character.columns
+), ppl_labels
+bst = xgboost.train({"learning_rate": 0.01}, xgboost.DMatrix(X, label=y), 100)
+# explain the model's predictions using SHAP values
+explainer = shap.TreeExplainer(bst)
+shap_values = explainer.shap_values(X)
+# shap.summary_plot(shap_values, X)
+X = pd.DataFrame(
+    df_M_character_scale,
+    columns=df_M_character.columns)
+df_leaderboard = pd.read_csv("leaderboard.csv")
+df_leaderboard.rename(columns = {'Unnamed: 0':'Rank', 'author':'member'}, inplace=True)
+selection = aggrid_interactive_table(df=df_leaderboard)
+if selection:
+    try:
+        auth = selection["selected_rows"][0]['member']
+    except:
+        auth = df_leaderboard['member'].iloc[0]
+    st.write(auth)
+    author_idx = author_idx_lookup.get(auth)
+    # visualize the first prediction's explaination with default colors
+    st_shap(shap.force_plot(explainer.expected_value, shap_values[author_idx,:], X.iloc[author_idx,:]))

df_M_character.joblib ADDED Viewed

Binary file (112 kB). View file

leaderboard.csv ADDED Viewed

	@@ -0,0 +1,967 @@

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ppl_labels.joblib ADDED Viewed

Binary file (1.94 kB). View file

requirements.txt ADDED Viewed

	@@ -0,0 +1,5 @@

+streamlit==1.12.2
+streamlit-aggrid==0.3.2
+shap==0.41.0
+pandas==1.4.3
+xgboost==1.6.1