更新 function.py

function.py

@@ -81,15 +81,19 @@ def load_data(filepath):
     - np.array: 标签数据。
     """
     data = []
-    labels = []
-    with open(filepath, 'r') as file:
+    with open(filepath, 'r') as file: 
         for line in file:
-            fields = line.strip().split()
-            if '?' in fields:
-                continue  # 跳过包含缺失值的行
-            data.append([float(x) for x in fields[:-1]])
-            labels.append(int(fields[-1]))  # 假设标签在最后一列
-    return np.array(data), np.array(labels)
+            line_data line.strip().split() 
+            if line_data:
+                try:
+                    data. append([float(x) if x !='?'else np. nan for x in line_data]) 
+                except ValueError as e:
+                    print(f"Error processing line: {line}. Error: fe}") 
+    data = np.array(data)
+    data = np.nan_to_num(data,nan=np.nanmean(data,axis=0))#将缺失值用平均值代替 
+    X = data[:,:-1]#特征
+    y=data[:,-1]#标签 
+    return X, y
 
 
 if __name__ == "__main__":