Add 10 random seeds run in crossval

Add testwodt comparison

experimentation/Database.py

@@ -3,6 +3,7 @@ import sqlite3
 from datetime import datetime
 from abc import ABC
 from typing import List
+import numpy as np
 import mysql.connector
 from ast import literal_eval as make_tuple
 from sshtunnel import SSHTunnelForwarder
@@ -322,8 +323,8 @@ class Outcomes(BD):
         outcomes = ["fit_time", "score_time", "train_score", "test_score"]
         data = ""
         for index in outcomes:
-            data += ", " + str(results[index].mean()) + ", "
-            data += str(results[index].std())
+            data += ", " + str(np.mean(results[index])) + ", "
+            data += str(np.std(results[index]))
         command = (
             f"insert or replace into {self._table} ('dataset', 'parameters', "
             "'date', 'normalize', 'standardize'"
@@ -341,12 +342,12 @@ class Outcomes(BD):
             normalize,
             standardize,
             [
-                float(results["test_score"].mean()),
-                float(results["test_score"].std()),
+                float(np.mean(results["test_score"])),
+                float(np.std(results["test_score"])),
             ],
             [
-                float(results["fit_time"].mean()),
-                float(results["fit_time"].std()),
+                float(np.mean(results["fit_time"])),
+                float(np.std(results["fit_time"])),
             ],
             parameters,
         )