Update app.py

app.py

@@ -1,3 +1,20 @@
+import pandas as pd
+import numpy as np
+from sklearn.model_selection import train_test_split
+from sklearn.preprocessing import LabelEncoder
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.neighbors import KNeighborsClassifier
+from sklearn.tree import DecisionTreeClassifier
+from sklearn.svm import SVC
+from sklearn.linear_model import LogisticRegression
+from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score
+import warnings
+from sklearn.preprocessing import OneHotEncoder
+from scipy.stats import ttest_rel
+import matplotlib.pyplot as plt
+import seaborn as sns
+import io
+import gradio as gr
 def get_keys(d, values):
   return [k for k, v in d.items() if v in values]
 pickle_file_path = 'model_results1.pkl'